FileBase DT1_rLS_20150725_1944um ElecNo 7 MinClusters 20 MaxClusters 21 MaxPossibleClusters 100 nStarts 1 RandomSeed 1 Debug 0 Verbose 1 UseFeatures 11111111111100001 DistDump 0 DistThresh 6.907755 FullStepEvery 20 ChangedThresh 0.050000 Log 1 Screen 1 MaxIter 500 StartCluFile SplitEvery 40 PenaltyK 0.000000 PenaltyKLogN 1.000000 Subset 1 PriorPoint 1 SaveSorted 0 UseMaskedEStep 0 UseMaskedMStep 0 UseClusterPenalty 0 SaveCovarianceMeans 0 UseMaskedInitialConditions 0 AssignToFirstClosestMask 0 UseDistributional 0 UseDistributionalEStep 1 UseFloatMasks 0 help 0 help 0 Loaded 432259 data points of dimension 12. Starting from 20 clusters... --- Clustering full data set of 432259 points --- Entering CEM Assigned 20 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23083 members Mstep: Class 2 contains 22599 members Mstep: Class 3 contains 22842 members Mstep: Class 4 contains 22534 members Mstep: Class 5 contains 22935 members Mstep: Class 6 contains 23043 members Mstep: Class 7 contains 22847 members Mstep: Class 8 contains 22747 members Mstep: Class 9 contains 22629 members Mstep: Class 10 contains 22757 members Mstep: Class 11 contains 22668 members Mstep: Class 12 contains 22636 members Mstep: Class 13 contains 22494 members Mstep: Class 14 contains 22574 members Mstep: Class 15 contains 22635 members Mstep: Class 16 contains 22636 members Mstep: Class 17 contains 22936 members Mstep: Class 18 contains 22927 members Mstep: Class 19 contains 22737 members Entering Unmasked Estep ConsiderDeletion Deleting Class 4. Lose 66.176544 but Gain 590.443359 Score: -21142604.000000 Penalty: 10627.982422 Iteration 0F: 19 clusters Score -2.11426e+07 nChanged 408253 Entering Unmasked Mstep Mstep: Class 0 contains 348 members Mstep: Class 1 contains 7441 members Mstep: Class 2 contains 28702 members Mstep: Class 3 contains 41864 members Mstep: Class 5 contains 50060 members Mstep: Class 6 contains 23715 members Mstep: Class 7 contains 40762 members Mstep: Class 8 contains 12984 members Mstep: Class 9 contains 933 members Mstep: Class 10 contains 4146 members Mstep: Class 11 contains 3476 members Mstep: Class 12 contains 10086 members Mstep: Class 13 contains 56916 members Mstep: Class 14 contains 27573 members Mstep: Class 15 contains 17763 members Mstep: Class 16 contains 3846 members Mstep: Class 17 contains 1868 members Mstep: Class 18 contains 25944 members Mstep: Class 19 contains 73832 members Entering Unmasked Estep ConsiderDeletion Score: -22129114.000000 Penalty: 10627.982422 Iteration 1F: 19 clusters Score -2.212911e+07 nChanged 146122 Entering Unmasked Mstep Mstep: Class 0 contains 194 members Mstep: Class 1 contains 4025 members Mstep: Class 2 contains 24354 members Mstep: Class 3 contains 50841 members Mstep: Class 5 contains 44995 members Mstep: Class 6 contains 20559 members Mstep: Class 7 contains 37916 members Mstep: Class 8 contains 8534 members Mstep: Class 9 contains 735 members Mstep: Class 10 contains 2365 members Mstep: Class 11 contains 1979 members Mstep: Class 12 contains 12357 members Mstep: Class 13 contains 81961 members Mstep: Class 14 contains 29062 members Mstep: Class 15 contains 10452 members Mstep: Class 16 contains 1950 members Mstep: Class 17 contains 919 members Mstep: Class 18 contains 23329 members Mstep: Class 19 contains 75732 members Entering Unmasked Estep ConsiderDeletion Deleting Class 17. Lose 394.562653 but Gain 590.443359 Score: -22401404.000000 Penalty: 10037.539062 Iteration 2F: 18 clusters Score -2.24014e+07 nChanged 110445 Entering Unmasked Mstep Mstep: Class 0 contains 87 members Mstep: Class 1 contains 2558 members Mstep: Class 2 contains 19186 members Mstep: Class 3 contains 68906 members Mstep: Class 5 contains 37382 members Mstep: Class 6 contains 16662 members Mstep: Class 7 contains 32041 members Mstep: Class 8 contains 5826 members Mstep: Class 9 contains 675 members Mstep: Class 10 contains 1598 members Mstep: Class 11 contains 1370 members Mstep: Class 12 contains 15040 members Mstep: Class 13 contains 118543 members Mstep: Class 14 contains 24948 members Mstep: Class 15 contains 5324 members Mstep: Class 16 contains 1411 members Mstep: Class 18 contains 19076 members Mstep: Class 19 contains 61626 members Entering Unmasked Estep ConsiderDeletion Score: -22563724.000000 Penalty: 10037.539062 Iteration 3F: 18 clusters Score -2.256372e+07 nChanged 77276 Entering Unmasked Mstep Mstep: Class 0 contains 54 members Mstep: Class 1 contains 2116 members Mstep: Class 2 contains 18457 members Mstep: Class 3 contains 80848 members Mstep: Class 5 contains 30838 members Mstep: Class 6 contains 13425 members Mstep: Class 7 contains 25793 members Mstep: Class 8 contains 4026 members Mstep: Class 9 contains 549 members Mstep: Class 10 contains 1367 members Mstep: Class 11 contains 1024 members Mstep: Class 12 contains 16301 members Mstep: Class 13 contains 145573 members Mstep: Class 14 contains 20948 members Mstep: Class 15 contains 2996 members Mstep: Class 16 contains 1214 members Mstep: Class 18 contains 18432 members Mstep: Class 19 contains 48298 members Entering Unmasked Estep ConsiderDeletion Score: -22643974.000000 Penalty: 10037.539062 Iteration 4F: 18 clusters Score -2.264397e+07 nChanged 51004 Entering Unmasked Mstep Mstep: Class 0 contains 44 members Mstep: Class 1 contains 1960 members Mstep: Class 2 contains 20575 members Mstep: Class 3 contains 85958 members Mstep: Class 5 contains 26213 members Mstep: Class 6 contains 10979 members Mstep: Class 7 contains 20879 members Mstep: Class 8 contains 3097 members Mstep: Class 9 contains 441 members Mstep: Class 10 contains 1307 members Mstep: Class 11 contains 820 members Mstep: Class 12 contains 17215 members Mstep: Class 13 contains 161239 members Mstep: Class 14 contains 19876 members Mstep: Class 15 contains 1873 members Mstep: Class 16 contains 1244 members Mstep: Class 18 contains 18347 members Mstep: Class 19 contains 40192 members Entering Unmasked Estep ConsiderDeletion Score: -22693146.000000 Penalty: 10037.539062 Iteration 5F: 18 clusters Score -2.269315e+07 nChanged 37449 Entering Unmasked Mstep Mstep: Class 0 contains 38 members Mstep: Class 1 contains 1919 members Mstep: Class 2 contains 24135 members Mstep: Class 3 contains 87806 members Mstep: Class 5 contains 22138 members Mstep: Class 6 contains 8460 members Mstep: Class 7 contains 15816 members Mstep: Class 8 contains 2656 members Mstep: Class 9 contains 372 members Mstep: Class 10 contains 1275 members Mstep: Class 11 contains 660 members Mstep: Class 12 contains 18331 members Mstep: Class 13 contains 169575 members Mstep: Class 14 contains 21429 members Mstep: Class 15 contains 1246 members Mstep: Class 16 contains 1453 members Mstep: Class 18 contains 18727 members Mstep: Class 19 contains 36223 members Entering Unmasked Estep ConsiderDeletion Score: -22741154.000000 Penalty: 10037.539062 Iteration 6F: 18 clusters Score -2.274115e+07 nChanged 32417 Entering Unmasked Mstep Mstep: Class 0 contains 37 members Mstep: Class 1 contains 1935 members Mstep: Class 2 contains 28347 members Mstep: Class 3 contains 88642 members Mstep: Class 5 contains 17333 members Mstep: Class 6 contains 5589 members Mstep: Class 7 contains 10265 members Mstep: Class 8 contains 2510 members Mstep: Class 9 contains 339 members Mstep: Class 10 contains 1222 members Mstep: Class 11 contains 581 members Mstep: Class 12 contains 19478 members Mstep: Class 13 contains 174151 members Mstep: Class 14 contains 26153 members Mstep: Class 15 contains 912 members Mstep: Class 16 contains 1750 members Mstep: Class 18 contains 18973 members Mstep: Class 19 contains 34042 members Entering Unmasked Estep ConsiderDeletion Score: -22796722.000000 Penalty: 10037.539062 Iteration 7F: 18 clusters Score -2.279672e+07 nChanged 26065 Entering Unmasked Mstep Mstep: Class 0 contains 37 members Mstep: Class 1 contains 1956 members Mstep: Class 2 contains 32523 members Mstep: Class 3 contains 87151 members Mstep: Class 5 contains 12543 members Mstep: Class 6 contains 3243 members Mstep: Class 7 contains 6046 members Mstep: Class 8 contains 2420 members Mstep: Class 9 contains 364 members Mstep: Class 10 contains 1116 members Mstep: Class 11 contains 627 members Mstep: Class 12 contains 20583 members Mstep: Class 13 contains 176723 members Mstep: Class 14 contains 30028 members Mstep: Class 15 contains 746 members Mstep: Class 16 contains 2062 members Mstep: Class 18 contains 18989 members Mstep: Class 19 contains 35102 members Entering Unmasked Estep ConsiderDeletion Score: -22821916.000000 Penalty: 10037.539062 Iteration 8F: 18 clusters Score -2.282192e+07 nChanged 18861 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 1 contains 1954 members Mstep: Class 2 contains 36206 members Mstep: Class 3 contains 84734 members Mstep: Class 5 contains 9559 members Mstep: Class 6 contains 2163 members Mstep: Class 7 contains 3812 members Mstep: Class 8 contains 2532 members Mstep: Class 9 contains 425 members Mstep: Class 10 contains 1019 members Mstep: Class 11 contains 807 members Mstep: Class 12 contains 21538 members Mstep: Class 13 contains 178682 members Mstep: Class 14 contains 31401 members Mstep: Class 15 contains 792 members Mstep: Class 16 contains 2394 members Mstep: Class 18 contains 18788 members Mstep: Class 19 contains 35418 members Entering Unmasked Estep ConsiderDeletion Score: -22835398.000000 Penalty: 10037.539062 Iteration 9Q: 18 clusters Score -2.28354e+07 nChanged 13749 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 1 contains 1952 members Mstep: Class 2 contains 38912 members Mstep: Class 3 contains 81853 members Mstep: Class 5 contains 7706 members Mstep: Class 6 contains 2062 members Mstep: Class 7 contains 2570 members Mstep: Class 8 contains 2843 members Mstep: Class 9 contains 529 members Mstep: Class 10 contains 905 members Mstep: Class 11 contains 1054 members Mstep: Class 12 contains 22206 members Mstep: Class 13 contains 180327 members Mstep: Class 14 contains 31956 members Mstep: Class 15 contains 926 members Mstep: Class 16 contains 2707 members Mstep: Class 18 contains 18450 members Mstep: Class 19 contains 35266 members Entering Unmasked Estep ConsiderDeletion Score: -22843216.000000 Penalty: 10037.539062 Iteration 10Q: 18 clusters Score -2.284322e+07 nChanged 11381 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 1 contains 1945 members Mstep: Class 2 contains 40753 members Mstep: Class 3 contains 78575 members Mstep: Class 5 contains 6620 members Mstep: Class 6 contains 2371 members Mstep: Class 7 contains 1776 members Mstep: Class 8 contains 3099 members Mstep: Class 9 contains 630 members Mstep: Class 10 contains 816 members Mstep: Class 11 contains 1279 members Mstep: Class 12 contains 22724 members Mstep: Class 13 contains 182056 members Mstep: Class 14 contains 32454 members Mstep: Class 15 contains 1165 members Mstep: Class 16 contains 3042 members Mstep: Class 18 contains 18091 members Mstep: Class 19 contains 34828 members Entering Unmasked Estep ConsiderDeletion Score: -22849504.000000 Penalty: 10037.539062 Iteration 11Q: 18 clusters Score -2.28495e+07 nChanged 10019 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 1 contains 1965 members Mstep: Class 2 contains 42103 members Mstep: Class 3 contains 74948 members Mstep: Class 5 contains 5916 members Mstep: Class 6 contains 2718 members Mstep: Class 7 contains 1293 members Mstep: Class 8 contains 3320 members Mstep: Class 9 contains 724 members Mstep: Class 10 contains 748 members Mstep: Class 11 contains 1445 members Mstep: Class 12 contains 23104 members Mstep: Class 13 contains 183927 members Mstep: Class 14 contains 33076 members Mstep: Class 15 contains 1559 members Mstep: Class 16 contains 3390 members Mstep: Class 18 contains 17784 members Mstep: Class 19 contains 34204 members Entering Unmasked Estep ConsiderDeletion Score: -22856294.000000 Penalty: 10037.539062 Iteration 12Q: 18 clusters Score -2.285629e+07 nChanged 9863 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 1 contains 1996 members Mstep: Class 2 contains 43333 members Mstep: Class 3 contains 70954 members Mstep: Class 5 contains 5406 members Mstep: Class 6 contains 3077 members Mstep: Class 7 contains 959 members Mstep: Class 8 contains 3472 members Mstep: Class 9 contains 796 members Mstep: Class 10 contains 710 members Mstep: Class 11 contains 1558 members Mstep: Class 12 contains 23369 members Mstep: Class 13 contains 185714 members Mstep: Class 14 contains 33833 members Mstep: Class 15 contains 2336 members Mstep: Class 16 contains 3789 members Mstep: Class 18 contains 17511 members Mstep: Class 19 contains 33411 members Entering Unmasked Estep ConsiderDeletion Score: -22862516.000000 Penalty: 10037.539062 Iteration 13Q: 18 clusters Score -2.286252e+07 nChanged 9400 Entering Unmasked Mstep Mstep: Class 0 contains 36 members Mstep: Class 1 contains 2040 members Mstep: Class 2 contains 44340 members Mstep: Class 3 contains 67096 members Mstep: Class 5 contains 4996 members Mstep: Class 6 contains 3433 members Mstep: Class 7 contains 740 members Mstep: Class 8 contains 3592 members Mstep: Class 9 contains 867 members Mstep: Class 10 contains 681 members Mstep: Class 11 contains 1634 members Mstep: Class 12 contains 23601 members Mstep: Class 13 contains 187326 members Mstep: Class 14 contains 34785 members Mstep: Class 15 contains 3150 members Mstep: Class 16 contains 4292 members Mstep: Class 18 contains 17253 members Mstep: Class 19 contains 32397 members Entering Unmasked Estep ConsiderDeletion Score: -22867956.000000 Penalty: 10037.539062 Iteration 14Q: 18 clusters Score -2.286796e+07 nChanged 8767 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 1 contains 2080 members Mstep: Class 2 contains 45238 members Mstep: Class 3 contains 63411 members Mstep: Class 5 contains 4629 members Mstep: Class 6 contains 3774 members Mstep: Class 7 contains 626 members Mstep: Class 8 contains 3662 members Mstep: Class 9 contains 934 members Mstep: Class 10 contains 660 members Mstep: Class 11 contains 1675 members Mstep: Class 12 contains 23819 members Mstep: Class 13 contains 188808 members Mstep: Class 14 contains 35868 members Mstep: Class 15 contains 3808 members Mstep: Class 16 contains 4915 members Mstep: Class 18 contains 17032 members Mstep: Class 19 contains 31285 members Entering Unmasked Estep ConsiderDeletion Score: -22872874.000000 Penalty: 10037.539062 Iteration 15Q: 18 clusters Score -2.287287e+07 nChanged 8140 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 1 contains 2120 members Mstep: Class 2 contains 46119 members Mstep: Class 3 contains 60110 members Mstep: Class 5 contains 4350 members Mstep: Class 6 contains 4065 members Mstep: Class 7 contains 543 members Mstep: Class 8 contains 3723 members Mstep: Class 9 contains 987 members Mstep: Class 10 contains 642 members Mstep: Class 11 contains 1687 members Mstep: Class 12 contains 24023 members Mstep: Class 13 contains 190098 members Mstep: Class 14 contains 37096 members Mstep: Class 15 contains 4210 members Mstep: Class 16 contains 5567 members Mstep: Class 18 contains 16848 members Mstep: Class 19 contains 30036 members Entering Unmasked Estep ConsiderDeletion Score: -22877024.000000 Penalty: 10037.539062 Iteration 16Q: 18 clusters Score -2.287702e+07 nChanged 7583 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 1 contains 2171 members Mstep: Class 2 contains 46995 members Mstep: Class 3 contains 57229 members Mstep: Class 5 contains 4114 members Mstep: Class 6 contains 4284 members Mstep: Class 7 contains 494 members Mstep: Class 8 contains 3779 members Mstep: Class 9 contains 1035 members Mstep: Class 10 contains 623 members Mstep: Class 11 contains 1685 members Mstep: Class 12 contains 24222 members Mstep: Class 13 contains 191135 members Mstep: Class 14 contains 38391 members Mstep: Class 15 contains 4447 members Mstep: Class 16 contains 6243 members Mstep: Class 18 contains 16636 members Mstep: Class 19 contains 28741 members Entering Unmasked Estep ConsiderDeletion Score: -22880804.000000 Penalty: 10037.539062 Iteration 17Q: 18 clusters Score -2.28808e+07 nChanged 6930 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 1 contains 2233 members Mstep: Class 2 contains 47773 members Mstep: Class 3 contains 54882 members Mstep: Class 5 contains 3954 members Mstep: Class 6 contains 4439 members Mstep: Class 7 contains 466 members Mstep: Class 8 contains 3859 members Mstep: Class 9 contains 1072 members Mstep: Class 10 contains 603 members Mstep: Class 11 contains 1730 members Mstep: Class 12 contains 24401 members Mstep: Class 13 contains 191931 members Mstep: Class 14 contains 39652 members Mstep: Class 15 contains 4550 members Mstep: Class 16 contains 6806 members Mstep: Class 18 contains 16403 members Mstep: Class 19 contains 27470 members Entering Unmasked Estep ConsiderDeletion Score: -22884904.000000 Penalty: 10037.539062 Iteration 18Q: 18 clusters Score -2.28849e+07 nChanged 6208 Entering Unmasked Mstep Mstep: Class 0 contains 36 members Mstep: Class 1 contains 2313 members Mstep: Class 2 contains 48358 members Mstep: Class 3 contains 53002 members Mstep: Class 5 contains 3836 members Mstep: Class 6 contains 4560 members Mstep: Class 7 contains 457 members Mstep: Class 8 contains 3894 members Mstep: Class 9 contains 1102 members Mstep: Class 10 contains 588 members Mstep: Class 11 contains 1913 members Mstep: Class 12 contains 24554 members Mstep: Class 13 contains 192473 members Mstep: Class 14 contains 40911 members Mstep: Class 15 contains 4622 members Mstep: Class 16 contains 7313 members Mstep: Class 18 contains 16145 members Mstep: Class 19 contains 26182 members Entering Unmasked Estep ConsiderDeletion Score: -22887476.000000 Penalty: 10037.539062 Iteration 19Q: 18 clusters Score -2.288748e+07 nChanged 5498 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 1 contains 2398 members Mstep: Class 2 contains 48812 members Mstep: Class 3 contains 51577 members Mstep: Class 5 contains 3719 members Mstep: Class 6 contains 4608 members Mstep: Class 7 contains 458 members Mstep: Class 8 contains 3911 members Mstep: Class 9 contains 1133 members Mstep: Class 10 contains 572 members Mstep: Class 11 contains 2046 members Mstep: Class 12 contains 24719 members Mstep: Class 13 contains 192769 members Mstep: Class 14 contains 42133 members Mstep: Class 15 contains 4674 members Mstep: Class 16 contains 7816 members Mstep: Class 18 contains 15877 members Mstep: Class 19 contains 25002 members Entering Unmasked Estep ConsiderDeletion Score: -22891448.000000 Penalty: 10037.539062 Iteration 20F: 18 clusters Score -2.289145e+07 nChanged 6714 Entering Unmasked Mstep Mstep: Class 0 contains 34 members Mstep: Class 1 contains 2472 members Mstep: Class 2 contains 49122 members Mstep: Class 3 contains 49578 members Mstep: Class 5 contains 3322 members Mstep: Class 6 contains 4940 members Mstep: Class 7 contains 476 members Mstep: Class 8 contains 3914 members Mstep: Class 9 contains 1159 members Mstep: Class 10 contains 568 members Mstep: Class 11 contains 2297 members Mstep: Class 12 contains 24852 members Mstep: Class 13 contains 192689 members Mstep: Class 14 contains 43479 members Mstep: Class 15 contains 5666 members Mstep: Class 16 contains 8368 members Mstep: Class 18 contains 15578 members Mstep: Class 19 contains 23745 members Entering Unmasked Estep ConsiderDeletion Score: -22895130.000000 Penalty: 10037.539062 Iteration 21Q: 18 clusters Score -2.289513e+07 nChanged 6267 Entering Unmasked Mstep Mstep: Class 0 contains 34 members Mstep: Class 1 contains 2486 members Mstep: Class 2 contains 49331 members Mstep: Class 3 contains 47941 members Mstep: Class 5 contains 2998 members Mstep: Class 6 contains 5182 members Mstep: Class 7 contains 489 members Mstep: Class 8 contains 3931 members Mstep: Class 9 contains 1162 members Mstep: Class 10 contains 566 members Mstep: Class 11 contains 2467 members Mstep: Class 12 contains 25018 members Mstep: Class 13 contains 192469 members Mstep: Class 14 contains 44729 members Mstep: Class 15 contains 6530 members Mstep: Class 16 contains 9056 members Mstep: Class 18 contains 15308 members Mstep: Class 19 contains 22562 members Entering Unmasked Estep ConsiderDeletion Score: -22897830.000000 Penalty: 10037.539062 Iteration 22Q: 18 clusters Score -2.289783e+07 nChanged 5545 Entering Unmasked Mstep Mstep: Class 0 contains 34 members Mstep: Class 1 contains 2517 members Mstep: Class 2 contains 49506 members Mstep: Class 3 contains 46589 members Mstep: Class 5 contains 2748 members Mstep: Class 6 contains 5356 members Mstep: Class 7 contains 494 members Mstep: Class 8 contains 3920 members Mstep: Class 9 contains 1163 members Mstep: Class 10 contains 562 members Mstep: Class 11 contains 2603 members Mstep: Class 12 contains 25226 members Mstep: Class 13 contains 192094 members Mstep: Class 14 contains 45813 members Mstep: Class 15 contains 7368 members Mstep: Class 16 contains 9687 members Mstep: Class 18 contains 15008 members Mstep: Class 19 contains 21571 members Entering Unmasked Estep ConsiderDeletion Score: -22899884.000000 Penalty: 10037.539062 Iteration 23Q: 18 clusters Score -2.289988e+07 nChanged 4828 Entering Unmasked Mstep Mstep: Class 0 contains 34 members Mstep: Class 1 contains 2538 members Mstep: Class 2 contains 49647 members Mstep: Class 3 contains 45459 members Mstep: Class 5 contains 2562 members Mstep: Class 6 contains 5441 members Mstep: Class 7 contains 498 members Mstep: Class 8 contains 3898 members Mstep: Class 9 contains 1161 members Mstep: Class 10 contains 554 members Mstep: Class 11 contains 2700 members Mstep: Class 12 contains 25464 members Mstep: Class 13 contains 191580 members Mstep: Class 14 contains 46615 members Mstep: Class 15 contains 8228 members Mstep: Class 16 contains 10273 members Mstep: Class 18 contains 14718 members Mstep: Class 19 contains 20889 members Entering Unmasked Estep ConsiderDeletion Score: -22901434.000000 Penalty: 10037.539062 Iteration 24Q: 18 clusters Score -2.290143e+07 nChanged 4309 Entering Unmasked Mstep Mstep: Class 0 contains 34 members Mstep: Class 1 contains 2582 members Mstep: Class 2 contains 49854 members Mstep: Class 3 contains 44416 members Mstep: Class 5 contains 2441 members Mstep: Class 6 contains 5477 members Mstep: Class 7 contains 501 members Mstep: Class 8 contains 3892 members Mstep: Class 9 contains 1157 members Mstep: Class 10 contains 548 members Mstep: Class 11 contains 2766 members Mstep: Class 12 contains 25657 members Mstep: Class 13 contains 190922 members Mstep: Class 14 contains 47160 members Mstep: Class 15 contains 9162 members Mstep: Class 16 contains 10809 members Mstep: Class 18 contains 14456 members Mstep: Class 19 contains 20425 members Entering Unmasked Estep ConsiderDeletion Score: -22902780.000000 Penalty: 10037.539062 Iteration 25Q: 18 clusters Score -2.290278e+07 nChanged 3886 Entering Unmasked Mstep Mstep: Class 0 contains 34 members Mstep: Class 1 contains 2618 members Mstep: Class 2 contains 50115 members Mstep: Class 3 contains 43552 members Mstep: Class 5 contains 2355 members Mstep: Class 6 contains 5485 members Mstep: Class 7 contains 505 members Mstep: Class 8 contains 3907 members Mstep: Class 9 contains 1161 members Mstep: Class 10 contains 543 members Mstep: Class 11 contains 2831 members Mstep: Class 12 contains 25836 members Mstep: Class 13 contains 190118 members Mstep: Class 14 contains 47531 members Mstep: Class 15 contains 10068 members Mstep: Class 16 contains 11278 members Mstep: Class 18 contains 14223 members Mstep: Class 19 contains 20099 members Entering Unmasked Estep ConsiderDeletion Score: -22904000.000000 Penalty: 10037.539062 Iteration 26Q: 18 clusters Score -2.2904e+07 nChanged 3378 Entering Unmasked Mstep Mstep: Class 0 contains 34 members Mstep: Class 1 contains 2650 members Mstep: Class 2 contains 50392 members Mstep: Class 3 contains 42927 members Mstep: Class 5 contains 2318 members Mstep: Class 6 contains 5449 members Mstep: Class 7 contains 504 members Mstep: Class 8 contains 3915 members Mstep: Class 9 contains 1165 members Mstep: Class 10 contains 537 members Mstep: Class 11 contains 2887 members Mstep: Class 12 contains 25996 members Mstep: Class 13 contains 189291 members Mstep: Class 14 contains 47799 members Mstep: Class 15 contains 10844 members Mstep: Class 16 contains 11667 members Mstep: Class 18 contains 13984 members Mstep: Class 19 contains 19900 members Entering Unmasked Estep ConsiderDeletion Score: -22904650.000000 Penalty: 10037.539062 Iteration 27Q: 18 clusters Score -2.290465e+07 nChanged 2966 Entering Unmasked Mstep Mstep: Class 0 contains 34 members Mstep: Class 1 contains 2677 members Mstep: Class 2 contains 50661 members Mstep: Class 3 contains 42495 members Mstep: Class 5 contains 2288 members Mstep: Class 6 contains 5412 members Mstep: Class 7 contains 506 members Mstep: Class 8 contains 3918 members Mstep: Class 9 contains 1164 members Mstep: Class 10 contains 531 members Mstep: Class 11 contains 2928 members Mstep: Class 12 contains 26162 members Mstep: Class 13 contains 188445 members Mstep: Class 14 contains 47962 members Mstep: Class 15 contains 11477 members Mstep: Class 16 contains 12035 members Mstep: Class 18 contains 13756 members Mstep: Class 19 contains 19808 members Entering Unmasked Estep ConsiderDeletion Score: -22905074.000000 Penalty: 10037.539062 Iteration 28Q: 18 clusters Score -2.290507e+07 nChanged 2524 Entering Unmasked Mstep Mstep: Class 0 contains 34 members Mstep: Class 1 contains 2698 members Mstep: Class 2 contains 50971 members Mstep: Class 3 contains 42240 members Mstep: Class 5 contains 2287 members Mstep: Class 6 contains 5336 members Mstep: Class 7 contains 510 members Mstep: Class 8 contains 3933 members Mstep: Class 9 contains 1167 members Mstep: Class 10 contains 529 members Mstep: Class 11 contains 2971 members Mstep: Class 12 contains 26290 members Mstep: Class 13 contains 187634 members Mstep: Class 14 contains 48026 members Mstep: Class 15 contains 11951 members Mstep: Class 16 contains 12345 members Mstep: Class 18 contains 13518 members Mstep: Class 19 contains 19819 members Entering Unmasked Estep ConsiderDeletion Score: -22905464.000000 Penalty: 10037.539062 Iteration 29Q: 18 clusters Score -2.290546e+07 nChanged 2364 Entering Unmasked Mstep Mstep: Class 0 contains 34 members Mstep: Class 1 contains 2704 members Mstep: Class 2 contains 51277 members Mstep: Class 3 contains 42083 members Mstep: Class 5 contains 2298 members Mstep: Class 6 contains 5262 members Mstep: Class 7 contains 518 members Mstep: Class 8 contains 3952 members Mstep: Class 9 contains 1174 members Mstep: Class 10 contains 527 members Mstep: Class 11 contains 3011 members Mstep: Class 12 contains 26399 members Mstep: Class 13 contains 186770 members Mstep: Class 14 contains 48059 members Mstep: Class 15 contains 12338 members Mstep: Class 16 contains 12696 members Mstep: Class 18 contains 13299 members Mstep: Class 19 contains 19858 members Entering Unmasked Estep ConsiderDeletion Score: -22905808.000000 Penalty: 10037.539062 Iteration 30Q: 18 clusters Score -2.290581e+07 nChanged 2144 Entering Unmasked Mstep Mstep: Class 0 contains 34 members Mstep: Class 1 contains 2713 members Mstep: Class 2 contains 51576 members Mstep: Class 3 contains 42001 members Mstep: Class 5 contains 2304 members Mstep: Class 6 contains 5182 members Mstep: Class 7 contains 520 members Mstep: Class 8 contains 3974 members Mstep: Class 9 contains 1177 members Mstep: Class 10 contains 524 members Mstep: Class 11 contains 3047 members Mstep: Class 12 contains 26478 members Mstep: Class 13 contains 185892 members Mstep: Class 14 contains 48048 members Mstep: Class 15 contains 12636 members Mstep: Class 16 contains 13104 members Mstep: Class 18 contains 13096 members Mstep: Class 19 contains 19953 members Entering Unmasked Estep ConsiderDeletion Score: -22905988.000000 Penalty: 10037.539062 Iteration 31Q: 18 clusters Score -2.290599e+07 nChanged 1994 Entering Unmasked Mstep Mstep: Class 0 contains 34 members Mstep: Class 1 contains 2715 members Mstep: Class 2 contains 51872 members Mstep: Class 3 contains 41957 members Mstep: Class 5 contains 2312 members Mstep: Class 6 contains 5088 members Mstep: Class 7 contains 522 members Mstep: Class 8 contains 4012 members Mstep: Class 9 contains 1187 members Mstep: Class 10 contains 520 members Mstep: Class 11 contains 3070 members Mstep: Class 12 contains 26553 members Mstep: Class 13 contains 185101 members Mstep: Class 14 contains 47991 members Mstep: Class 15 contains 12841 members Mstep: Class 16 contains 13493 members Mstep: Class 18 contains 12901 members Mstep: Class 19 contains 20090 members Entering Unmasked Estep ConsiderDeletion Score: -22906272.000000 Penalty: 10037.539062 Iteration 32Q: 18 clusters Score -2.290627e+07 nChanged 1967 Entering Unmasked Mstep Mstep: Class 0 contains 34 members Mstep: Class 1 contains 2721 members Mstep: Class 2 contains 52148 members Mstep: Class 3 contains 41952 members Mstep: Class 5 contains 2323 members Mstep: Class 6 contains 4977 members Mstep: Class 7 contains 514 members Mstep: Class 8 contains 4066 members Mstep: Class 9 contains 1194 members Mstep: Class 10 contains 509 members Mstep: Class 11 contains 3095 members Mstep: Class 12 contains 26660 members Mstep: Class 13 contains 184318 members Mstep: Class 14 contains 47870 members Mstep: Class 15 contains 13001 members Mstep: Class 16 contains 13873 members Mstep: Class 18 contains 12709 members Mstep: Class 19 contains 20295 members Entering Unmasked Estep ConsiderDeletion Score: -22906598.000000 Penalty: 10037.539062 Iteration 33Q: 18 clusters Score -2.29066e+07 nChanged 1893 Entering Unmasked Mstep Mstep: Class 0 contains 34 members Mstep: Class 1 contains 2723 members Mstep: Class 2 contains 52434 members Mstep: Class 3 contains 41953 members Mstep: Class 5 contains 2341 members Mstep: Class 6 contains 4864 members Mstep: Class 7 contains 514 members Mstep: Class 8 contains 4130 members Mstep: Class 9 contains 1204 members Mstep: Class 10 contains 507 members Mstep: Class 11 contains 3116 members Mstep: Class 12 contains 26769 members Mstep: Class 13 contains 183571 members Mstep: Class 14 contains 47738 members Mstep: Class 15 contains 13131 members Mstep: Class 16 contains 14250 members Mstep: Class 18 contains 12493 members Mstep: Class 19 contains 20487 members Entering Unmasked Estep ConsiderDeletion Score: -22907028.000000 Penalty: 10037.539062 Iteration 34Q: 18 clusters Score -2.290703e+07 nChanged 1930 Entering Unmasked Mstep Mstep: Class 0 contains 34 members Mstep: Class 1 contains 2733 members Mstep: Class 2 contains 52755 members Mstep: Class 3 contains 41969 members Mstep: Class 5 contains 2352 members Mstep: Class 6 contains 4738 members Mstep: Class 7 contains 508 members Mstep: Class 8 contains 4202 members Mstep: Class 9 contains 1213 members Mstep: Class 10 contains 504 members Mstep: Class 11 contains 3137 members Mstep: Class 12 contains 26876 members Mstep: Class 13 contains 182865 members Mstep: Class 14 contains 47584 members Mstep: Class 15 contains 13207 members Mstep: Class 16 contains 14579 members Mstep: Class 18 contains 12290 members Mstep: Class 19 contains 20713 members Entering Unmasked Estep ConsiderDeletion Score: -22907294.000000 Penalty: 10037.539062 Iteration 35Q: 18 clusters Score -2.290729e+07 nChanged 1849 Entering Unmasked Mstep Mstep: Class 0 contains 34 members Mstep: Class 1 contains 2738 members Mstep: Class 2 contains 53107 members Mstep: Class 3 contains 42005 members Mstep: Class 5 contains 2373 members Mstep: Class 6 contains 4611 members Mstep: Class 7 contains 510 members Mstep: Class 8 contains 4266 members Mstep: Class 9 contains 1215 members Mstep: Class 10 contains 497 members Mstep: Class 11 contains 3152 members Mstep: Class 12 contains 26967 members Mstep: Class 13 contains 182149 members Mstep: Class 14 contains 47445 members Mstep: Class 15 contains 13257 members Mstep: Class 16 contains 14910 members Mstep: Class 18 contains 12094 members Mstep: Class 19 contains 20929 members Entering Unmasked Estep ConsiderDeletion Score: -22907596.000000 Penalty: 10037.539062 Iteration 36Q: 18 clusters Score -2.29076e+07 nChanged 1762 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 1 contains 2738 members Mstep: Class 2 contains 53443 members Mstep: Class 3 contains 42049 members Mstep: Class 5 contains 2403 members Mstep: Class 6 contains 4512 members Mstep: Class 7 contains 503 members Mstep: Class 8 contains 4311 members Mstep: Class 9 contains 1214 members Mstep: Class 10 contains 495 members Mstep: Class 11 contains 3164 members Mstep: Class 12 contains 27064 members Mstep: Class 13 contains 181417 members Mstep: Class 14 contains 47308 members Mstep: Class 15 contains 13309 members Mstep: Class 16 contains 15262 members Mstep: Class 18 contains 11897 members Mstep: Class 19 contains 21135 members Entering Unmasked Estep ConsiderDeletion Score: -22907742.000000 Penalty: 10037.539062 Iteration 37Q: 18 clusters Score -2.290774e+07 nChanged 1698 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 1 contains 2735 members Mstep: Class 2 contains 53812 members Mstep: Class 3 contains 42115 members Mstep: Class 5 contains 2435 members Mstep: Class 6 contains 4436 members Mstep: Class 7 contains 499 members Mstep: Class 8 contains 4346 members Mstep: Class 9 contains 1222 members Mstep: Class 10 contains 492 members Mstep: Class 11 contains 3173 members Mstep: Class 12 contains 27153 members Mstep: Class 13 contains 180672 members Mstep: Class 14 contains 47174 members Mstep: Class 15 contains 13337 members Mstep: Class 16 contains 15607 members Mstep: Class 18 contains 11695 members Mstep: Class 19 contains 21321 members Entering Unmasked Estep ConsiderDeletion Score: -22908062.000000 Penalty: 10037.539062 Iteration 38Q: 18 clusters Score -2.290806e+07 nChanged 1571 Entering ConstructFrom: Score: -22908062.000000 Penalty: 10037.539062 Entering ConstructFrom: Trying to split cluster 1 (2738 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2738 members Entering Unmasked Estep Score: -117601.093750 Penalty: 360.131714 Iteration 0F: 2 clusters Score -117601.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1377 members Mstep: Class 2 contains 1361 members Entering Unmasked Estep Score: -115770.726562 Penalty: 720.263428 Iteration 0F: 3 clusters Score -115770.7 nChanged 1232 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1549 members Mstep: Class 2 contains 1189 members Entering Unmasked Estep Score: -116796.804688 Penalty: 720.263428 Iteration 1F: 3 clusters Score -116796.8 nChanged 305 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1666 members Mstep: Class 2 contains 1072 members Entering Unmasked Estep Score: -117196.414062 Penalty: 720.263428 Iteration 2F: 3 clusters Score -117196.4 nChanged 279 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1741 members Mstep: Class 2 contains 997 members Entering Unmasked Estep Score: -117545.453125 Penalty: 720.263428 Iteration 3F: 3 clusters Score -117545.5 nChanged 201 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1754 members Mstep: Class 2 contains 984 members Entering Unmasked Estep Score: -117791.218750 Penalty: 720.263428 Iteration 4F: 3 clusters Score -117791.2 nChanged 154 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1744 members Mstep: Class 2 contains 994 members Entering Unmasked Estep Score: -117971.726562 Penalty: 720.263428 Iteration 5F: 3 clusters Score -117971.7 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1714 members Mstep: Class 2 contains 1024 members Entering Unmasked Estep Score: -118089.539062 Penalty: 720.263428 Iteration 6Q: 3 clusters Score -118089.5 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1664 members Mstep: Class 2 contains 1074 members Entering Unmasked Estep Score: -118158.281250 Penalty: 720.263428 Iteration 7Q: 3 clusters Score -118158.3 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1594 members Mstep: Class 2 contains 1144 members Entering Unmasked Estep Score: -118220.171875 Penalty: 720.263428 Iteration 8Q: 3 clusters Score -118220.2 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1510 members Mstep: Class 2 contains 1228 members Entering Unmasked Estep Score: -118279.250000 Penalty: 720.263428 Iteration 9Q: 3 clusters Score -118279.2 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1424 members Mstep: Class 2 contains 1314 members Entering Unmasked Estep Score: -118327.078125 Penalty: 720.263428 Iteration 10Q: 3 clusters Score -118327.1 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1360 members Mstep: Class 2 contains 1378 members Entering Unmasked Estep Score: -118367.312500 Penalty: 720.263428 Iteration 11Q: 3 clusters Score -118367.3 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1306 members Mstep: Class 2 contains 1432 members Entering Unmasked Estep Score: -118404.445312 Penalty: 720.263428 Iteration 12Q: 3 clusters Score -118404.4 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1267 members Mstep: Class 2 contains 1471 members Entering Unmasked Estep Score: -118424.578125 Penalty: 720.263428 Iteration 13Q: 3 clusters Score -118424.6 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1240 members Mstep: Class 2 contains 1498 members Entering Unmasked Estep Score: -118442.328125 Penalty: 720.263428 Iteration 14Q: 3 clusters Score -118442.3 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1220 members Mstep: Class 2 contains 1518 members Entering Unmasked Estep Score: -118453.492188 Penalty: 720.263428 Iteration 15Q: 3 clusters Score -118453.5 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1208 members Mstep: Class 2 contains 1530 members Entering Unmasked Estep Score: -118478.414062 Penalty: 720.263428 Iteration 16Q: 3 clusters Score -118478.4 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1192 members Mstep: Class 2 contains 1546 members Entering Unmasked Estep Score: -118498.507812 Penalty: 720.263428 Iteration 17Q: 3 clusters Score -118498.5 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1185 members Mstep: Class 2 contains 1553 members Entering Unmasked Estep Score: -118512.804688 Penalty: 720.263428 Iteration 18Q: 3 clusters Score -118512.8 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1171 members Mstep: Class 2 contains 1567 members Entering Unmasked Estep Score: -118521.390625 Penalty: 720.263428 Iteration 19Q: 3 clusters Score -118521.4 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1152 members Mstep: Class 2 contains 1586 members Entering Unmasked Estep Score: -118527.179688 Penalty: 720.263428 Iteration 20F: 3 clusters Score -118527.2 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1132 members Mstep: Class 2 contains 1606 members Entering Unmasked Estep Score: -118531.609375 Penalty: 720.263428 Iteration 21Q: 3 clusters Score -118531.6 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1117 members Mstep: Class 2 contains 1621 members Entering Unmasked Estep Score: -118535.335938 Penalty: 720.263428 Iteration 22Q: 3 clusters Score -118535.3 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1104 members Mstep: Class 2 contains 1634 members Entering Unmasked Estep Score: -118537.398438 Penalty: 720.263428 Iteration 23Q: 3 clusters Score -118537.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1098 members Mstep: Class 2 contains 1640 members Entering Unmasked Estep Score: -118538.273438 Penalty: 720.263428 Iteration 24Q: 3 clusters Score -118538.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1093 members Mstep: Class 2 contains 1645 members Entering Unmasked Estep Score: -118538.921875 Penalty: 720.263428 Iteration 25Q: 3 clusters Score -118538.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1088 members Mstep: Class 2 contains 1650 members Entering Unmasked Estep Score: -118539.507812 Penalty: 720.263428 Iteration 26Q: 3 clusters Score -118539.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1084 members Mstep: Class 2 contains 1654 members Entering Unmasked Estep Score: -118540.195312 Penalty: 720.263428 Iteration 27Q: 3 clusters Score -118540.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1083 members Mstep: Class 2 contains 1655 members Entering Unmasked Estep Score: -118540.265625 Penalty: 720.263428 Iteration 28Q: 3 clusters Score -118540.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1082 members Mstep: Class 2 contains 1656 members Entering Unmasked Estep Score: -118540.281250 Penalty: 720.263428 Iteration 29Q: 3 clusters Score -118540.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1081 members Mstep: Class 2 contains 1657 members Entering Unmasked Estep Score: -118540.375000 Penalty: 720.263428 Iteration 30Q: 3 clusters Score -118540.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1081 members Mstep: Class 2 contains 1657 members Entering Unmasked Estep Score: -118540.375000 Penalty: 720.263428 Iteration 31F: 3 clusters Score -118540.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 1 contains 1081 members Mstep: Class 2 contains 54170 members Mstep: Class 3 contains 42166 members Mstep: Class 4 contains 1657 members Mstep: Class 5 contains 2477 members Mstep: Class 6 contains 4360 members Mstep: Class 7 contains 497 members Mstep: Class 8 contains 4377 members Mstep: Class 9 contains 1225 members Mstep: Class 10 contains 486 members Mstep: Class 11 contains 3182 members Mstep: Class 12 contains 27231 members Mstep: Class 13 contains 179963 members Mstep: Class 14 contains 47062 members Mstep: Class 15 contains 13364 members Mstep: Class 16 contains 15955 members Mstep: Class 18 contains 11488 members Mstep: Class 19 contains 21483 members Entering Unmasked Estep Score: -22908888.000000 Penalty: 10627.982422 Splitting cluster 1 changes total score from -22908062.000000 to -22908888.000000 So it's getting split into cluster 4. Entering ConstructFrom: Trying to split cluster 2 (54170 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54170 members Entering Unmasked Estep Score: -2957526.500000 Penalty: 495.944641 Iteration 0F: 2 clusters Score -2957526 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27085 members Mstep: Class 2 contains 27085 members Entering Unmasked Estep Score: -2921121.750000 Penalty: 991.889282 Iteration 0F: 3 clusters Score -2921122 nChanged 26193 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28526 members Mstep: Class 2 contains 25644 members Entering Unmasked Estep Score: -2937271.750000 Penalty: 991.889282 Iteration 1F: 3 clusters Score -2937272 nChanged 2947 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29553 members Mstep: Class 2 contains 24617 members Entering Unmasked Estep Score: -2938620.250000 Penalty: 991.889282 Iteration 2F: 3 clusters Score -2938620 nChanged 3350 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30845 members Mstep: Class 2 contains 23325 members Entering Unmasked Estep Score: -2940511.750000 Penalty: 991.889282 Iteration 3F: 3 clusters Score -2940512 nChanged 3707 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32230 members Mstep: Class 2 contains 21940 members Entering Unmasked Estep Score: -2942822.250000 Penalty: 991.889282 Iteration 4F: 3 clusters Score -2942822 nChanged 3739 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33619 members Mstep: Class 2 contains 20551 members Entering Unmasked Estep Score: -2945384.500000 Penalty: 991.889282 Iteration 5F: 3 clusters Score -2945384 nChanged 3362 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34909 members Mstep: Class 2 contains 19261 members Entering Unmasked Estep Score: -2947833.250000 Penalty: 991.889282 Iteration 6F: 3 clusters Score -2947833 nChanged 2816 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35973 members Mstep: Class 2 contains 18197 members Entering Unmasked Estep Score: -2949842.500000 Penalty: 991.889282 Iteration 7F: 3 clusters Score -2949842 nChanged 2141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36866 members Mstep: Class 2 contains 17304 members Entering Unmasked Estep Score: -2950969.750000 Penalty: 991.889282 Iteration 8Q: 3 clusters Score -2950970 nChanged 1449 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37695 members Mstep: Class 2 contains 16475 members Entering Unmasked Estep Score: -2951591.750000 Penalty: 991.889282 Iteration 9Q: 3 clusters Score -2951592 nChanged 1057 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38496 members Mstep: Class 2 contains 15674 members Entering Unmasked Estep Score: -2951962.750000 Penalty: 991.889282 Iteration 10Q: 3 clusters Score -2951963 nChanged 964 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39300 members Mstep: Class 2 contains 14870 members Entering Unmasked Estep Score: -2952328.500000 Penalty: 991.889282 Iteration 11Q: 3 clusters Score -2952328 nChanged 883 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40073 members Mstep: Class 2 contains 14097 members Entering Unmasked Estep Score: -2952648.000000 Penalty: 991.889282 Iteration 12Q: 3 clusters Score -2952648 nChanged 895 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40852 members Mstep: Class 2 contains 13318 members Entering Unmasked Estep Score: -2952974.500000 Penalty: 991.889282 Iteration 13Q: 3 clusters Score -2952974 nChanged 872 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41584 members Mstep: Class 2 contains 12586 members Entering Unmasked Estep Score: -2953326.000000 Penalty: 991.889282 Iteration 14Q: 3 clusters Score -2953326 nChanged 838 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42270 members Mstep: Class 2 contains 11900 members Entering Unmasked Estep Score: -2953686.250000 Penalty: 991.889282 Iteration 15Q: 3 clusters Score -2953686 nChanged 885 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42951 members Mstep: Class 2 contains 11219 members Entering Unmasked Estep Score: -2954059.750000 Penalty: 991.889282 Iteration 16Q: 3 clusters Score -2954060 nChanged 811 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43586 members Mstep: Class 2 contains 10584 members Entering Unmasked Estep Score: -2954456.500000 Penalty: 991.889282 Iteration 17Q: 3 clusters Score -2954456 nChanged 769 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44163 members Mstep: Class 2 contains 10007 members Entering Unmasked Estep Score: -2954885.500000 Penalty: 991.889282 Iteration 18Q: 3 clusters Score -2954886 nChanged 770 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44733 members Mstep: Class 2 contains 9437 members Entering Unmasked Estep Score: -2955409.250000 Penalty: 991.889282 Iteration 19Q: 3 clusters Score -2955409 nChanged 747 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45182 members Mstep: Class 2 contains 8988 members Entering Unmasked Estep Score: -2955930.000000 Penalty: 991.889282 Iteration 20F: 3 clusters Score -2955930 nChanged 706 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45530 members Mstep: Class 2 contains 8640 members Entering Unmasked Estep Score: -2956325.500000 Penalty: 991.889282 Iteration 21Q: 3 clusters Score -2956326 nChanged 606 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45822 members Mstep: Class 2 contains 8348 members Entering Unmasked Estep Score: -2956669.750000 Penalty: 991.889282 Iteration 22Q: 3 clusters Score -2956670 nChanged 534 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46072 members Mstep: Class 2 contains 8098 members Entering Unmasked Estep Score: -2956898.000000 Penalty: 991.889282 Iteration 23Q: 3 clusters Score -2956898 nChanged 435 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46273 members Mstep: Class 2 contains 7897 members Entering Unmasked Estep Score: -2957072.500000 Penalty: 991.889282 Iteration 24Q: 3 clusters Score -2957072 nChanged 350 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46427 members Mstep: Class 2 contains 7743 members Entering Unmasked Estep Score: -2957173.000000 Penalty: 991.889282 Iteration 25Q: 3 clusters Score -2957173 nChanged 297 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46580 members Mstep: Class 2 contains 7590 members Entering Unmasked Estep Score: -2957245.250000 Penalty: 991.889282 Iteration 26Q: 3 clusters Score -2957245 nChanged 234 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46700 members Mstep: Class 2 contains 7470 members Entering Unmasked Estep Score: -2957313.000000 Penalty: 991.889282 Iteration 27Q: 3 clusters Score -2957313 nChanged 196 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46804 members Mstep: Class 2 contains 7366 members Entering Unmasked Estep Score: -2957335.250000 Penalty: 991.889282 Iteration 28Q: 3 clusters Score -2957335 nChanged 160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46900 members Mstep: Class 2 contains 7270 members Entering Unmasked Estep Score: -2957355.750000 Penalty: 991.889282 Iteration 29Q: 3 clusters Score -2957356 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46982 members Mstep: Class 2 contains 7188 members Entering Unmasked Estep Score: -2957383.500000 Penalty: 991.889282 Iteration 30Q: 3 clusters Score -2957384 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47046 members Mstep: Class 2 contains 7124 members Entering Unmasked Estep Score: -2957411.250000 Penalty: 991.889282 Iteration 31Q: 3 clusters Score -2957411 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47098 members Mstep: Class 2 contains 7072 members Entering Unmasked Estep Score: -2957425.000000 Penalty: 991.889282 Iteration 32Q: 3 clusters Score -2957425 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47159 members Mstep: Class 2 contains 7011 members Entering Unmasked Estep Score: -2957434.500000 Penalty: 991.889282 Iteration 33Q: 3 clusters Score -2957434 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47211 members Mstep: Class 2 contains 6959 members Entering Unmasked Estep Score: -2957446.000000 Penalty: 991.889282 Iteration 34Q: 3 clusters Score -2957446 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47275 members Mstep: Class 2 contains 6895 members Entering Unmasked Estep Score: -2957449.250000 Penalty: 991.889282 Iteration 35Q: 3 clusters Score -2957449 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47329 members Mstep: Class 2 contains 6841 members Entering Unmasked Estep Score: -2957456.250000 Penalty: 991.889282 Iteration 36Q: 3 clusters Score -2957456 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47373 members Mstep: Class 2 contains 6797 members Entering Unmasked Estep Score: -2957455.500000 Penalty: 991.889282 Iteration 37Q: 3 clusters Score -2957456 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47420 members Mstep: Class 2 contains 6750 members Entering Unmasked Estep Score: -2957458.250000 Penalty: 991.889282 Iteration 38Q: 3 clusters Score -2957458 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47455 members Mstep: Class 2 contains 6715 members Entering Unmasked Estep Score: -2957467.500000 Penalty: 991.889282 Iteration 39Q: 3 clusters Score -2957468 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47493 members Mstep: Class 2 contains 6677 members Entering Unmasked Estep Score: -2957465.750000 Penalty: 991.889282 Iteration 40F: 3 clusters Score -2957466 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47532 members Mstep: Class 2 contains 6638 members Entering Unmasked Estep Score: -2957467.250000 Penalty: 991.889282 Iteration 41Q: 3 clusters Score -2957467 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47563 members Mstep: Class 2 contains 6607 members Entering Unmasked Estep Score: -2957467.500000 Penalty: 991.889282 Iteration 42Q: 3 clusters Score -2957468 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47587 members Mstep: Class 2 contains 6583 members Entering Unmasked Estep Score: -2957472.250000 Penalty: 991.889282 Iteration 43Q: 3 clusters Score -2957472 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47614 members Mstep: Class 2 contains 6556 members Entering Unmasked Estep Score: -2957468.750000 Penalty: 991.889282 Iteration 44Q: 3 clusters Score -2957469 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47632 members Mstep: Class 2 contains 6538 members Entering Unmasked Estep Score: -2957469.250000 Penalty: 991.889282 Iteration 45Q: 3 clusters Score -2957469 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47646 members Mstep: Class 2 contains 6524 members Entering Unmasked Estep Score: -2957467.750000 Penalty: 991.889282 Iteration 46Q: 3 clusters Score -2957468 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47661 members Mstep: Class 2 contains 6509 members Entering Unmasked Estep Score: -2957465.500000 Penalty: 991.889282 Iteration 47Q: 3 clusters Score -2957466 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47672 members Mstep: Class 2 contains 6498 members Entering Unmasked Estep Score: -2957471.250000 Penalty: 991.889282 Iteration 48Q: 3 clusters Score -2957471 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47690 members Mstep: Class 2 contains 6480 members Entering Unmasked Estep Score: -2957469.000000 Penalty: 991.889282 Iteration 49Q: 3 clusters Score -2957469 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47709 members Mstep: Class 2 contains 6461 members Entering Unmasked Estep Score: -2957468.000000 Penalty: 991.889282 Iteration 50Q: 3 clusters Score -2957468 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47727 members Mstep: Class 2 contains 6443 members Entering Unmasked Estep Score: -2957472.500000 Penalty: 991.889282 Iteration 51Q: 3 clusters Score -2957472 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47739 members Mstep: Class 2 contains 6431 members Entering Unmasked Estep Score: -2957473.500000 Penalty: 991.889282 Iteration 52Q: 3 clusters Score -2957474 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47748 members Mstep: Class 2 contains 6422 members Entering Unmasked Estep Score: -2957470.000000 Penalty: 991.889282 Iteration 53Q: 3 clusters Score -2957470 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47763 members Mstep: Class 2 contains 6407 members Entering Unmasked Estep Score: -2957467.250000 Penalty: 991.889282 Iteration 54Q: 3 clusters Score -2957467 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47777 members Mstep: Class 2 contains 6393 members Entering Unmasked Estep Score: -2957467.750000 Penalty: 991.889282 Iteration 55Q: 3 clusters Score -2957468 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47793 members Mstep: Class 2 contains 6377 members Entering Unmasked Estep Score: -2957469.250000 Penalty: 991.889282 Iteration 56Q: 3 clusters Score -2957469 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47806 members Mstep: Class 2 contains 6364 members Entering Unmasked Estep Score: -2957468.000000 Penalty: 991.889282 Iteration 57Q: 3 clusters Score -2957468 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47822 members Mstep: Class 2 contains 6348 members Entering Unmasked Estep Score: -2957476.000000 Penalty: 991.889282 Iteration 58Q: 3 clusters Score -2957476 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47838 members Mstep: Class 2 contains 6332 members Entering Unmasked Estep Score: -2957476.000000 Penalty: 991.889282 Iteration 59Q: 3 clusters Score -2957476 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47856 members Mstep: Class 2 contains 6314 members Entering Unmasked Estep Score: -2957473.750000 Penalty: 991.889282 Iteration 60F: 3 clusters Score -2957474 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47865 members Mstep: Class 2 contains 6305 members Entering Unmasked Estep Score: -2957471.750000 Penalty: 991.889282 Iteration 61Q: 3 clusters Score -2957472 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47875 members Mstep: Class 2 contains 6295 members Entering Unmasked Estep Score: -2957474.250000 Penalty: 991.889282 Iteration 62Q: 3 clusters Score -2957474 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47881 members Mstep: Class 2 contains 6289 members Entering Unmasked Estep Score: -2957475.250000 Penalty: 991.889282 Iteration 63Q: 3 clusters Score -2957475 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47889 members Mstep: Class 2 contains 6281 members Entering Unmasked Estep Score: -2957475.750000 Penalty: 991.889282 Iteration 64Q: 3 clusters Score -2957476 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47899 members Mstep: Class 2 contains 6271 members Entering Unmasked Estep Score: -2957474.750000 Penalty: 991.889282 Iteration 65Q: 3 clusters Score -2957475 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47913 members Mstep: Class 2 contains 6257 members Entering Unmasked Estep Score: -2957476.750000 Penalty: 991.889282 Iteration 66Q: 3 clusters Score -2957477 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47928 members Mstep: Class 2 contains 6242 members Entering Unmasked Estep Score: -2957476.500000 Penalty: 991.889282 Iteration 67Q: 3 clusters Score -2957476 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47945 members Mstep: Class 2 contains 6225 members Entering Unmasked Estep Score: -2957475.250000 Penalty: 991.889282 Iteration 68Q: 3 clusters Score -2957475 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47967 members Mstep: Class 2 contains 6203 members Entering Unmasked Estep Score: -2957476.250000 Penalty: 991.889282 Iteration 69Q: 3 clusters Score -2957476 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47990 members Mstep: Class 2 contains 6180 members Entering Unmasked Estep Score: -2957475.500000 Penalty: 991.889282 Iteration 70Q: 3 clusters Score -2957476 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48008 members Mstep: Class 2 contains 6162 members Entering Unmasked Estep Score: -2957476.000000 Penalty: 991.889282 Iteration 71Q: 3 clusters Score -2957476 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48031 members Mstep: Class 2 contains 6139 members Entering Unmasked Estep Score: -2957482.000000 Penalty: 991.889282 Iteration 72Q: 3 clusters Score -2957482 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48053 members Mstep: Class 2 contains 6117 members Entering Unmasked Estep Score: -2957482.250000 Penalty: 991.889282 Iteration 73Q: 3 clusters Score -2957482 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48070 members Mstep: Class 2 contains 6100 members Entering Unmasked Estep Score: -2957477.000000 Penalty: 991.889282 Iteration 74Q: 3 clusters Score -2957477 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48085 members Mstep: Class 2 contains 6085 members Entering Unmasked Estep Score: -2957480.500000 Penalty: 991.889282 Iteration 75Q: 3 clusters Score -2957480 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48102 members Mstep: Class 2 contains 6068 members Entering Unmasked Estep Score: -2957484.250000 Penalty: 991.889282 Iteration 76Q: 3 clusters Score -2957484 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48119 members Mstep: Class 2 contains 6051 members Entering Unmasked Estep Score: -2957489.500000 Penalty: 991.889282 Iteration 77Q: 3 clusters Score -2957490 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48148 members Mstep: Class 2 contains 6022 members Entering Unmasked Estep Score: -2957494.250000 Penalty: 991.889282 Iteration 78Q: 3 clusters Score -2957494 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48177 members Mstep: Class 2 contains 5993 members Entering Unmasked Estep Score: -2957487.500000 Penalty: 991.889282 Iteration 79Q: 3 clusters Score -2957488 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48206 members Mstep: Class 2 contains 5964 members Entering Unmasked Estep Score: -2957487.750000 Penalty: 991.889282 Iteration 80F: 3 clusters Score -2957488 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48240 members Mstep: Class 2 contains 5930 members Entering Unmasked Estep Score: -2957483.500000 Penalty: 991.889282 Iteration 81Q: 3 clusters Score -2957484 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48275 members Mstep: Class 2 contains 5895 members Entering Unmasked Estep Score: -2957484.250000 Penalty: 991.889282 Iteration 82Q: 3 clusters Score -2957484 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48304 members Mstep: Class 2 contains 5866 members Entering Unmasked Estep Score: -2957484.500000 Penalty: 991.889282 Iteration 83Q: 3 clusters Score -2957484 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48333 members Mstep: Class 2 contains 5837 members Entering Unmasked Estep Score: -2957483.750000 Penalty: 991.889282 Iteration 84Q: 3 clusters Score -2957484 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48359 members Mstep: Class 2 contains 5811 members Entering Unmasked Estep Score: -2957479.000000 Penalty: 991.889282 Iteration 85Q: 3 clusters Score -2957479 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48382 members Mstep: Class 2 contains 5788 members Entering Unmasked Estep Score: -2957481.500000 Penalty: 991.889282 Iteration 86Q: 3 clusters Score -2957482 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48408 members Mstep: Class 2 contains 5762 members Entering Unmasked Estep Score: -2957496.000000 Penalty: 991.889282 Iteration 87Q: 3 clusters Score -2957496 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48430 members Mstep: Class 2 contains 5740 members Entering Unmasked Estep Score: -2957498.250000 Penalty: 991.889282 Iteration 88Q: 3 clusters Score -2957498 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48448 members Mstep: Class 2 contains 5722 members Entering Unmasked Estep Score: -2957494.250000 Penalty: 991.889282 Iteration 89Q: 3 clusters Score -2957494 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48464 members Mstep: Class 2 contains 5706 members Entering Unmasked Estep Score: -2957493.750000 Penalty: 991.889282 Iteration 90Q: 3 clusters Score -2957494 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48485 members Mstep: Class 2 contains 5685 members Entering Unmasked Estep Score: -2957492.750000 Penalty: 991.889282 Iteration 91Q: 3 clusters Score -2957493 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48502 members Mstep: Class 2 contains 5668 members Entering Unmasked Estep Score: -2957494.750000 Penalty: 991.889282 Iteration 92Q: 3 clusters Score -2957495 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48519 members Mstep: Class 2 contains 5651 members Entering Unmasked Estep Score: -2957498.750000 Penalty: 991.889282 Iteration 93Q: 3 clusters Score -2957499 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48542 members Mstep: Class 2 contains 5628 members Entering Unmasked Estep Score: -2957504.000000 Penalty: 991.889282 Iteration 94Q: 3 clusters Score -2957504 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48572 members Mstep: Class 2 contains 5598 members Entering Unmasked Estep Score: -2957503.000000 Penalty: 991.889282 Iteration 95Q: 3 clusters Score -2957503 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48615 members Mstep: Class 2 contains 5555 members Entering Unmasked Estep Score: -2957513.000000 Penalty: 991.889282 Iteration 96Q: 3 clusters Score -2957513 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48660 members Mstep: Class 2 contains 5510 members Entering Unmasked Estep Score: -2957518.000000 Penalty: 991.889282 Iteration 97Q: 3 clusters Score -2957518 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48704 members Mstep: Class 2 contains 5466 members Entering Unmasked Estep Score: -2957512.250000 Penalty: 991.889282 Iteration 98Q: 3 clusters Score -2957512 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48740 members Mstep: Class 2 contains 5430 members Entering Unmasked Estep Score: -2957516.000000 Penalty: 991.889282 Iteration 99Q: 3 clusters Score -2957516 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48783 members Mstep: Class 2 contains 5387 members Entering Unmasked Estep Score: -2957528.250000 Penalty: 991.889282 Iteration 100F: 3 clusters Score -2957528 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48820 members Mstep: Class 2 contains 5350 members Entering Unmasked Estep Score: -2957529.000000 Penalty: 991.889282 Iteration 101Q: 3 clusters Score -2957529 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48851 members Mstep: Class 2 contains 5319 members Entering Unmasked Estep Score: -2957535.250000 Penalty: 991.889282 Iteration 102Q: 3 clusters Score -2957535 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48887 members Mstep: Class 2 contains 5283 members Entering Unmasked Estep Score: -2957531.000000 Penalty: 991.889282 Iteration 103Q: 3 clusters Score -2957531 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48923 members Mstep: Class 2 contains 5247 members Entering Unmasked Estep Score: -2957529.250000 Penalty: 991.889282 Iteration 104Q: 3 clusters Score -2957529 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48965 members Mstep: Class 2 contains 5205 members Entering Unmasked Estep Score: -2957527.000000 Penalty: 991.889282 Iteration 105Q: 3 clusters Score -2957527 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49003 members Mstep: Class 2 contains 5167 members Entering Unmasked Estep Score: -2957527.000000 Penalty: 991.889282 Iteration 106Q: 3 clusters Score -2957527 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49029 members Mstep: Class 2 contains 5141 members Entering Unmasked Estep Score: -2957532.250000 Penalty: 991.889282 Iteration 107Q: 3 clusters Score -2957532 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49052 members Mstep: Class 2 contains 5118 members Entering Unmasked Estep Score: -2957533.250000 Penalty: 991.889282 Iteration 108Q: 3 clusters Score -2957533 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49077 members Mstep: Class 2 contains 5093 members Entering Unmasked Estep Score: -2957537.000000 Penalty: 991.889282 Iteration 109Q: 3 clusters Score -2957537 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49101 members Mstep: Class 2 contains 5069 members Entering Unmasked Estep Score: -2957535.000000 Penalty: 991.889282 Iteration 110Q: 3 clusters Score -2957535 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49120 members Mstep: Class 2 contains 5050 members Entering Unmasked Estep Score: -2957535.500000 Penalty: 991.889282 Iteration 111Q: 3 clusters Score -2957536 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49134 members Mstep: Class 2 contains 5036 members Entering Unmasked Estep Score: -2957539.250000 Penalty: 991.889282 Iteration 112Q: 3 clusters Score -2957539 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49140 members Mstep: Class 2 contains 5030 members Entering Unmasked Estep Score: -2957535.000000 Penalty: 991.889282 Iteration 113Q: 3 clusters Score -2957535 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49142 members Mstep: Class 2 contains 5028 members Entering Unmasked Estep Score: -2957535.000000 Penalty: 991.889282 Iteration 114Q: 3 clusters Score -2957535 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49143 members Mstep: Class 2 contains 5027 members Entering Unmasked Estep Score: -2957538.000000 Penalty: 991.889282 Iteration 115Q: 3 clusters Score -2957538 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49145 members Mstep: Class 2 contains 5025 members Entering Unmasked Estep Score: -2957536.750000 Penalty: 991.889282 Iteration 116Q: 3 clusters Score -2957537 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49148 members Mstep: Class 2 contains 5022 members Entering Unmasked Estep Score: -2957537.750000 Penalty: 991.889282 Iteration 117Q: 3 clusters Score -2957538 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49153 members Mstep: Class 2 contains 5017 members Entering Unmasked Estep Score: -2957535.000000 Penalty: 991.889282 Iteration 118Q: 3 clusters Score -2957535 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49156 members Mstep: Class 2 contains 5014 members Entering Unmasked Estep Score: -2957534.500000 Penalty: 991.889282 Iteration 119Q: 3 clusters Score -2957534 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49159 members Mstep: Class 2 contains 5011 members Entering Unmasked Estep Score: -2957534.250000 Penalty: 991.889282 Iteration 120F: 3 clusters Score -2957534 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49160 members Mstep: Class 2 contains 5010 members Entering Unmasked Estep Score: -2957535.750000 Penalty: 991.889282 Iteration 121Q: 3 clusters Score -2957536 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49160 members Mstep: Class 2 contains 5010 members Entering Unmasked Estep Score: -2957535.750000 Penalty: 991.889282 Iteration 122F: 3 clusters Score -2957536 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 1 contains 1081 members Mstep: Class 2 contains 49160 members Mstep: Class 3 contains 42166 members Mstep: Class 4 contains 1657 members Mstep: Class 5 contains 2477 members Mstep: Class 6 contains 4360 members Mstep: Class 7 contains 497 members Mstep: Class 8 contains 4377 members Mstep: Class 9 contains 1225 members Mstep: Class 10 contains 486 members Mstep: Class 11 contains 3182 members Mstep: Class 12 contains 27231 members Mstep: Class 13 contains 179963 members Mstep: Class 14 contains 47062 members Mstep: Class 15 contains 13364 members Mstep: Class 16 contains 15955 members Mstep: Class 17 contains 5010 members Mstep: Class 18 contains 11488 members Mstep: Class 19 contains 21483 members Entering Unmasked Estep Score: -22908852.000000 Penalty: 11218.425781 Splitting cluster 2 changes total score from -22908062.000000 to -22908852.000000 So it's getting split into cluster 17. Entering ConstructFrom: Trying to split cluster 3 (42166 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42166 members Entering Unmasked Estep Score: -2295422.500000 Penalty: 484.546295 Iteration 0F: 2 clusters Score -2295422 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21082 members Mstep: Class 2 contains 21084 members Entering Unmasked Estep Score: -2267230.250000 Penalty: 969.092590 Iteration 0F: 3 clusters Score -2267230 nChanged 20299 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21233 members Mstep: Class 2 contains 20933 members Entering Unmasked Estep Score: -2284887.250000 Penalty: 969.092590 Iteration 1F: 3 clusters Score -2284887 nChanged 4823 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22226 members Mstep: Class 2 contains 19940 members Entering Unmasked Estep Score: -2291864.250000 Penalty: 969.092590 Iteration 2F: 3 clusters Score -2291864 nChanged 4757 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23449 members Mstep: Class 2 contains 18717 members Entering Unmasked Estep Score: -2299708.750000 Penalty: 969.092590 Iteration 3F: 3 clusters Score -2299709 nChanged 3132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24043 members Mstep: Class 2 contains 18123 members Entering Unmasked Estep Score: -2305370.500000 Penalty: 969.092590 Iteration 4F: 3 clusters Score -2305370 nChanged 1594 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24029 members Mstep: Class 2 contains 18137 members Entering Unmasked Estep Score: -2307854.000000 Penalty: 969.092590 Iteration 5Q: 3 clusters Score -2307854 nChanged 897 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23946 members Mstep: Class 2 contains 18220 members Entering Unmasked Estep Score: -2308917.500000 Penalty: 969.092590 Iteration 6Q: 3 clusters Score -2308918 nChanged 533 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23861 members Mstep: Class 2 contains 18305 members Entering Unmasked Estep Score: -2309294.250000 Penalty: 969.092590 Iteration 7Q: 3 clusters Score -2309294 nChanged 323 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23828 members Mstep: Class 2 contains 18338 members Entering Unmasked Estep Score: -2309414.000000 Penalty: 969.092590 Iteration 8Q: 3 clusters Score -2309414 nChanged 167 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23807 members Mstep: Class 2 contains 18359 members Entering Unmasked Estep Score: -2309436.000000 Penalty: 969.092590 Iteration 9Q: 3 clusters Score -2309436 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23806 members Mstep: Class 2 contains 18360 members Entering Unmasked Estep Score: -2309440.000000 Penalty: 969.092590 Iteration 10Q: 3 clusters Score -2309440 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23810 members Mstep: Class 2 contains 18356 members Entering Unmasked Estep Score: -2309436.500000 Penalty: 969.092590 Iteration 11Q: 3 clusters Score -2309436 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23813 members Mstep: Class 2 contains 18353 members Entering Unmasked Estep Score: -2309436.000000 Penalty: 969.092590 Iteration 12Q: 3 clusters Score -2309436 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23814 members Mstep: Class 2 contains 18352 members Entering Unmasked Estep Score: -2309436.000000 Penalty: 969.092590 Iteration 13Q: 3 clusters Score -2309436 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23814 members Mstep: Class 2 contains 18352 members Entering Unmasked Estep Score: -2309436.250000 Penalty: 969.092590 Iteration 14F: 3 clusters Score -2309436 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23813 members Mstep: Class 2 contains 18353 members Entering Unmasked Estep Score: -2309435.750000 Penalty: 969.092590 Iteration 15Q: 3 clusters Score -2309436 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23813 members Mstep: Class 2 contains 18353 members Entering Unmasked Estep Score: -2309435.750000 Penalty: 969.092590 Iteration 16F: 3 clusters Score -2309436 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 1 contains 1081 members Mstep: Class 2 contains 49160 members Mstep: Class 3 contains 23813 members Mstep: Class 4 contains 1657 members Mstep: Class 5 contains 2477 members Mstep: Class 6 contains 4360 members Mstep: Class 7 contains 497 members Mstep: Class 8 contains 4377 members Mstep: Class 9 contains 1225 members Mstep: Class 10 contains 486 members Mstep: Class 11 contains 3182 members Mstep: Class 12 contains 27231 members Mstep: Class 13 contains 179963 members Mstep: Class 14 contains 47062 members Mstep: Class 15 contains 13364 members Mstep: Class 16 contains 15955 members Mstep: Class 17 contains 5010 members Mstep: Class 18 contains 11488 members Mstep: Class 19 contains 21483 members Mstep: Class 20 contains 18353 members Entering Unmasked Estep Score: -22922670.000000 Penalty: 11808.870117 Splitting cluster 3 changes total score from -22908062.000000 to -22922670.000000 So it's getting split into cluster 20. Entering ConstructFrom: Trying to split cluster 5 (2477 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2477 members Entering Unmasked Estep Score: -118619.843750 Penalty: 355.573578 Iteration 0F: 2 clusters Score -118619.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1215 members Mstep: Class 2 contains 1262 members Entering Unmasked Estep Score: -116862.437500 Penalty: 711.147156 Iteration 0F: 3 clusters Score -116862.4 nChanged 1070 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1109 members Mstep: Class 2 contains 1368 members Entering Unmasked Estep Score: -117595.265625 Penalty: 711.147156 Iteration 1F: 3 clusters Score -117595.3 nChanged 206 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1081 members Mstep: Class 2 contains 1396 members Entering Unmasked Estep Score: -117751.007812 Penalty: 711.147156 Iteration 2F: 3 clusters Score -117751 nChanged 186 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1051 members Mstep: Class 2 contains 1426 members Entering Unmasked Estep Score: -117893.414062 Penalty: 711.147156 Iteration 3F: 3 clusters Score -117893.4 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1045 members Mstep: Class 2 contains 1432 members Entering Unmasked Estep Score: -117978.718750 Penalty: 711.147156 Iteration 4F: 3 clusters Score -117978.7 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1047 members Mstep: Class 2 contains 1430 members Entering Unmasked Estep Score: -118026.257812 Penalty: 711.147156 Iteration 5Q: 3 clusters Score -118026.3 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1041 members Mstep: Class 2 contains 1436 members Entering Unmasked Estep Score: -118060.914062 Penalty: 711.147156 Iteration 6Q: 3 clusters Score -118060.9 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1031 members Mstep: Class 2 contains 1446 members Entering Unmasked Estep Score: -118086.843750 Penalty: 711.147156 Iteration 7Q: 3 clusters Score -118086.8 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1030 members Mstep: Class 2 contains 1447 members Entering Unmasked Estep Score: -118109.132812 Penalty: 711.147156 Iteration 8Q: 3 clusters Score -118109.1 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1036 members Mstep: Class 2 contains 1441 members Entering Unmasked Estep Score: -118124.023438 Penalty: 711.147156 Iteration 9Q: 3 clusters Score -118124 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1033 members Mstep: Class 2 contains 1444 members Entering Unmasked Estep Score: -118139.296875 Penalty: 711.147156 Iteration 10Q: 3 clusters Score -118139.3 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1028 members Mstep: Class 2 contains 1449 members Entering Unmasked Estep Score: -118153.359375 Penalty: 711.147156 Iteration 11Q: 3 clusters Score -118153.4 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1026 members Mstep: Class 2 contains 1451 members Entering Unmasked Estep Score: -118167.484375 Penalty: 711.147156 Iteration 12Q: 3 clusters Score -118167.5 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1035 members Mstep: Class 2 contains 1442 members Entering Unmasked Estep Score: -118181.859375 Penalty: 711.147156 Iteration 13Q: 3 clusters Score -118181.9 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1045 members Mstep: Class 2 contains 1432 members Entering Unmasked Estep Score: -118190.546875 Penalty: 711.147156 Iteration 14Q: 3 clusters Score -118190.5 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1054 members Mstep: Class 2 contains 1423 members Entering Unmasked Estep Score: -118195.375000 Penalty: 711.147156 Iteration 15Q: 3 clusters Score -118195.4 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1063 members Mstep: Class 2 contains 1414 members Entering Unmasked Estep Score: -118197.140625 Penalty: 711.147156 Iteration 16Q: 3 clusters Score -118197.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1067 members Mstep: Class 2 contains 1410 members Entering Unmasked Estep Score: -118198.734375 Penalty: 711.147156 Iteration 17Q: 3 clusters Score -118198.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1067 members Mstep: Class 2 contains 1410 members Entering Unmasked Estep Score: -118199.507812 Penalty: 711.147156 Iteration 18Q: 3 clusters Score -118199.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1068 members Mstep: Class 2 contains 1409 members Entering Unmasked Estep Score: -118200.406250 Penalty: 711.147156 Iteration 19Q: 3 clusters Score -118200.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1069 members Mstep: Class 2 contains 1408 members Entering Unmasked Estep Score: -118201.140625 Penalty: 711.147156 Iteration 20F: 3 clusters Score -118201.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1068 members Mstep: Class 2 contains 1409 members Entering Unmasked Estep Score: -118202.585938 Penalty: 711.147156 Iteration 21Q: 3 clusters Score -118202.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1069 members Mstep: Class 2 contains 1408 members Entering Unmasked Estep Score: -118202.781250 Penalty: 711.147156 Iteration 22Q: 3 clusters Score -118202.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1069 members Mstep: Class 2 contains 1408 members Entering Unmasked Estep Score: -118202.781250 Penalty: 711.147156 Iteration 23F: 3 clusters Score -118202.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (4360 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4360 members Entering Unmasked Estep Score: -231778.281250 Penalty: 381.300323 Iteration 0F: 2 clusters Score -231778.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2184 members Mstep: Class 2 contains 2176 members Entering Unmasked Estep Score: -228721.453125 Penalty: 762.600647 Iteration 0F: 3 clusters Score -228721.5 nChanged 2002 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2318 members Mstep: Class 2 contains 2042 members Entering Unmasked Estep Score: -230154.875000 Penalty: 762.600647 Iteration 1F: 3 clusters Score -230154.9 nChanged 393 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2419 members Mstep: Class 2 contains 1941 members Entering Unmasked Estep Score: -230585.421875 Penalty: 762.600647 Iteration 2F: 3 clusters Score -230585.4 nChanged 394 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2563 members Mstep: Class 2 contains 1797 members Entering Unmasked Estep Score: -230977.953125 Penalty: 762.600647 Iteration 3F: 3 clusters Score -230978 nChanged 344 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2681 members Mstep: Class 2 contains 1679 members Entering Unmasked Estep Score: -231264.734375 Penalty: 762.600647 Iteration 4F: 3 clusters Score -231264.7 nChanged 236 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2775 members Mstep: Class 2 contains 1585 members Entering Unmasked Estep Score: -231413.890625 Penalty: 762.600647 Iteration 5F: 3 clusters Score -231413.9 nChanged 166 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2863 members Mstep: Class 2 contains 1497 members Entering Unmasked Estep Score: -231525.062500 Penalty: 762.600647 Iteration 6Q: 3 clusters Score -231525.1 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2921 members Mstep: Class 2 contains 1439 members Entering Unmasked Estep Score: -231586.609375 Penalty: 762.600647 Iteration 7Q: 3 clusters Score -231586.6 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2969 members Mstep: Class 2 contains 1391 members Entering Unmasked Estep Score: -231639.625000 Penalty: 762.600647 Iteration 8Q: 3 clusters Score -231639.6 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2992 members Mstep: Class 2 contains 1368 members Entering Unmasked Estep Score: -231677.796875 Penalty: 762.600647 Iteration 9Q: 3 clusters Score -231677.8 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3004 members Mstep: Class 2 contains 1356 members Entering Unmasked Estep Score: -231693.921875 Penalty: 762.600647 Iteration 10Q: 3 clusters Score -231693.9 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3010 members Mstep: Class 2 contains 1350 members Entering Unmasked Estep Score: -231700.500000 Penalty: 762.600647 Iteration 11Q: 3 clusters Score -231700.5 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3005 members Mstep: Class 2 contains 1355 members Entering Unmasked Estep Score: -231704.406250 Penalty: 762.600647 Iteration 12Q: 3 clusters Score -231704.4 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2995 members Mstep: Class 2 contains 1365 members Entering Unmasked Estep Score: -231708.968750 Penalty: 762.600647 Iteration 13Q: 3 clusters Score -231709 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2995 members Mstep: Class 2 contains 1365 members Entering Unmasked Estep Score: -231711.453125 Penalty: 762.600647 Iteration 14Q: 3 clusters Score -231711.5 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2994 members Mstep: Class 2 contains 1366 members Entering Unmasked Estep Score: -231713.453125 Penalty: 762.600647 Iteration 15Q: 3 clusters Score -231713.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2991 members Mstep: Class 2 contains 1369 members Entering Unmasked Estep Score: -231714.406250 Penalty: 762.600647 Iteration 16Q: 3 clusters Score -231714.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2986 members Mstep: Class 2 contains 1374 members Entering Unmasked Estep Score: -231715.531250 Penalty: 762.600647 Iteration 17Q: 3 clusters Score -231715.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2983 members Mstep: Class 2 contains 1377 members Entering Unmasked Estep Score: -231716.093750 Penalty: 762.600647 Iteration 18Q: 3 clusters Score -231716.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2977 members Mstep: Class 2 contains 1383 members Entering Unmasked Estep Score: -231716.562500 Penalty: 762.600647 Iteration 19Q: 3 clusters Score -231716.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2973 members Mstep: Class 2 contains 1387 members Entering Unmasked Estep Score: -231717.421875 Penalty: 762.600647 Iteration 20F: 3 clusters Score -231717.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2971 members Mstep: Class 2 contains 1389 members Entering Unmasked Estep Score: -231717.062500 Penalty: 762.600647 Iteration 21Q: 3 clusters Score -231717.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2969 members Mstep: Class 2 contains 1391 members Entering Unmasked Estep Score: -231717.187500 Penalty: 762.600647 Iteration 22Q: 3 clusters Score -231717.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2968 members Mstep: Class 2 contains 1392 members Entering Unmasked Estep Score: -231717.171875 Penalty: 762.600647 Iteration 23Q: 3 clusters Score -231717.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2968 members Mstep: Class 2 contains 1392 members Entering Unmasked Estep Score: -231717.171875 Penalty: 762.600647 Iteration 24F: 3 clusters Score -231717.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (497 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 497 members Entering Unmasked Estep Score: -24861.185547 Penalty: 282.490845 Iteration 0F: 2 clusters Score -24861.19 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 252 members Mstep: Class 2 contains 245 members Entering Unmasked Estep Score: -24370.232422 Penalty: 564.981689 Iteration 0F: 3 clusters Score -24370.23 nChanged 168 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 258 members Mstep: Class 2 contains 239 members Entering Unmasked Estep Score: -24471.707031 Penalty: 564.981689 Iteration 1F: 3 clusters Score -24471.71 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 269 members Mstep: Class 2 contains 228 members Entering Unmasked Estep Score: -24505.964844 Penalty: 564.981689 Iteration 2F: 3 clusters Score -24505.96 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 272 members Mstep: Class 2 contains 225 members Entering Unmasked Estep Score: -24519.578125 Penalty: 564.981689 Iteration 3Q: 3 clusters Score -24519.58 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 280 members Mstep: Class 2 contains 217 members Entering Unmasked Estep Score: -24526.427734 Penalty: 564.981689 Iteration 4Q: 3 clusters Score -24526.43 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 288 members Mstep: Class 2 contains 209 members Entering Unmasked Estep Score: -24533.234375 Penalty: 564.981689 Iteration 5Q: 3 clusters Score -24533.23 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 295 members Mstep: Class 2 contains 202 members Entering Unmasked Estep Score: -24538.609375 Penalty: 564.981689 Iteration 6Q: 3 clusters Score -24538.61 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 299 members Mstep: Class 2 contains 198 members Entering Unmasked Estep Score: -24544.212891 Penalty: 564.981689 Iteration 7Q: 3 clusters Score -24544.21 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 304 members Mstep: Class 2 contains 193 members Entering Unmasked Estep Score: -24546.222656 Penalty: 564.981689 Iteration 8Q: 3 clusters Score -24546.22 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 307 members Mstep: Class 2 contains 190 members Entering Unmasked Estep Score: -24547.320312 Penalty: 564.981689 Iteration 9Q: 3 clusters Score -24547.32 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 308 members Mstep: Class 2 contains 189 members Entering Unmasked Estep Score: -24547.843750 Penalty: 564.981689 Iteration 10Q: 3 clusters Score -24547.84 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 307 members Mstep: Class 2 contains 190 members Entering Unmasked Estep Score: -24549.138672 Penalty: 564.981689 Iteration 11Q: 3 clusters Score -24549.14 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 310 members Mstep: Class 2 contains 187 members Entering Unmasked Estep Score: -24550.208984 Penalty: 564.981689 Iteration 12Q: 3 clusters Score -24550.21 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 313 members Mstep: Class 2 contains 184 members Entering Unmasked Estep Score: -24551.699219 Penalty: 564.981689 Iteration 13Q: 3 clusters Score -24551.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 317 members Mstep: Class 2 contains 180 members Entering Unmasked Estep Score: -24553.861328 Penalty: 564.981689 Iteration 14Q: 3 clusters Score -24553.86 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 319 members Mstep: Class 2 contains 178 members Entering Unmasked Estep Score: -24554.443359 Penalty: 564.981689 Iteration 15Q: 3 clusters Score -24554.44 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 320 members Mstep: Class 2 contains 177 members Entering Unmasked Estep Score: -24554.521484 Penalty: 564.981689 Iteration 16Q: 3 clusters Score -24554.52 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 320 members Mstep: Class 2 contains 177 members Entering Unmasked Estep Score: -24554.521484 Penalty: 564.981689 Iteration 17F: 3 clusters Score -24554.52 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (4377 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4377 members Entering Unmasked Estep Score: -239961.234375 Penalty: 381.477417 Iteration 0F: 2 clusters Score -239961.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2207 members Mstep: Class 2 contains 2170 members Entering Unmasked Estep Score: -237049.656250 Penalty: 762.954834 Iteration 0F: 3 clusters Score -237049.7 nChanged 1931 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2124 members Mstep: Class 2 contains 2253 members Entering Unmasked Estep Score: -238359.031250 Penalty: 762.954834 Iteration 1F: 3 clusters Score -238359 nChanged 356 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2072 members Mstep: Class 2 contains 2305 members Entering Unmasked Estep Score: -238664.390625 Penalty: 762.954834 Iteration 2F: 3 clusters Score -238664.4 nChanged 355 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2023 members Mstep: Class 2 contains 2354 members Entering Unmasked Estep Score: -239007.625000 Penalty: 762.954834 Iteration 3F: 3 clusters Score -239007.6 nChanged 383 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1990 members Mstep: Class 2 contains 2387 members Entering Unmasked Estep Score: -239514.468750 Penalty: 762.954834 Iteration 4F: 3 clusters Score -239514.5 nChanged 363 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1973 members Mstep: Class 2 contains 2404 members Entering Unmasked Estep Score: -240048.375000 Penalty: 762.954834 Iteration 5F: 3 clusters Score -240048.4 nChanged 277 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1960 members Mstep: Class 2 contains 2417 members Entering Unmasked Estep Score: -240322.890625 Penalty: 762.954834 Iteration 6F: 3 clusters Score -240322.9 nChanged 162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1960 members Mstep: Class 2 contains 2417 members Entering Unmasked Estep Score: -240426.859375 Penalty: 762.954834 Iteration 7Q: 3 clusters Score -240426.9 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1968 members Mstep: Class 2 contains 2409 members Entering Unmasked Estep Score: -240484.531250 Penalty: 762.954834 Iteration 8Q: 3 clusters Score -240484.5 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1972 members Mstep: Class 2 contains 2405 members Entering Unmasked Estep Score: -240531.281250 Penalty: 762.954834 Iteration 9Q: 3 clusters Score -240531.3 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1981 members Mstep: Class 2 contains 2396 members Entering Unmasked Estep Score: -240562.562500 Penalty: 762.954834 Iteration 10Q: 3 clusters Score -240562.6 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2005 members Mstep: Class 2 contains 2372 members Entering Unmasked Estep Score: -240618.765625 Penalty: 762.954834 Iteration 11Q: 3 clusters Score -240618.8 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2031 members Mstep: Class 2 contains 2346 members Entering Unmasked Estep Score: -240676.265625 Penalty: 762.954834 Iteration 12Q: 3 clusters Score -240676.3 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2045 members Mstep: Class 2 contains 2332 members Entering Unmasked Estep Score: -240714.250000 Penalty: 762.954834 Iteration 13Q: 3 clusters Score -240714.2 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2055 members Mstep: Class 2 contains 2322 members Entering Unmasked Estep Score: -240748.421875 Penalty: 762.954834 Iteration 14Q: 3 clusters Score -240748.4 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2077 members Mstep: Class 2 contains 2300 members Entering Unmasked Estep Score: -240772.343750 Penalty: 762.954834 Iteration 15Q: 3 clusters Score -240772.3 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2097 members Mstep: Class 2 contains 2280 members Entering Unmasked Estep Score: -240787.531250 Penalty: 762.954834 Iteration 16Q: 3 clusters Score -240787.5 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2129 members Mstep: Class 2 contains 2248 members Entering Unmasked Estep Score: -240800.750000 Penalty: 762.954834 Iteration 17Q: 3 clusters Score -240800.8 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2160 members Mstep: Class 2 contains 2217 members Entering Unmasked Estep Score: -240810.437500 Penalty: 762.954834 Iteration 18Q: 3 clusters Score -240810.4 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2184 members Mstep: Class 2 contains 2193 members Entering Unmasked Estep Score: -240819.156250 Penalty: 762.954834 Iteration 19Q: 3 clusters Score -240819.2 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2203 members Mstep: Class 2 contains 2174 members Entering Unmasked Estep Score: -240823.468750 Penalty: 762.954834 Iteration 20F: 3 clusters Score -240823.5 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2221 members Mstep: Class 2 contains 2156 members Entering Unmasked Estep Score: -240828.562500 Penalty: 762.954834 Iteration 21Q: 3 clusters Score -240828.6 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2240 members Mstep: Class 2 contains 2137 members Entering Unmasked Estep Score: -240832.312500 Penalty: 762.954834 Iteration 22Q: 3 clusters Score -240832.3 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2251 members Mstep: Class 2 contains 2126 members Entering Unmasked Estep Score: -240833.578125 Penalty: 762.954834 Iteration 23Q: 3 clusters Score -240833.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2258 members Mstep: Class 2 contains 2119 members Entering Unmasked Estep Score: -240835.125000 Penalty: 762.954834 Iteration 24Q: 3 clusters Score -240835.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2266 members Mstep: Class 2 contains 2111 members Entering Unmasked Estep Score: -240836.468750 Penalty: 762.954834 Iteration 25Q: 3 clusters Score -240836.5 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2276 members Mstep: Class 2 contains 2101 members Entering Unmasked Estep Score: -240838.312500 Penalty: 762.954834 Iteration 26Q: 3 clusters Score -240838.3 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2291 members Mstep: Class 2 contains 2086 members Entering Unmasked Estep Score: -240841.171875 Penalty: 762.954834 Iteration 27Q: 3 clusters Score -240841.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2302 members Mstep: Class 2 contains 2075 members Entering Unmasked Estep Score: -240844.531250 Penalty: 762.954834 Iteration 28Q: 3 clusters Score -240844.5 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2312 members Mstep: Class 2 contains 2065 members Entering Unmasked Estep Score: -240845.781250 Penalty: 762.954834 Iteration 29Q: 3 clusters Score -240845.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2317 members Mstep: Class 2 contains 2060 members Entering Unmasked Estep Score: -240846.250000 Penalty: 762.954834 Iteration 30Q: 3 clusters Score -240846.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2326 members Mstep: Class 2 contains 2051 members Entering Unmasked Estep Score: -240847.796875 Penalty: 762.954834 Iteration 31Q: 3 clusters Score -240847.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2332 members Mstep: Class 2 contains 2045 members Entering Unmasked Estep Score: -240848.343750 Penalty: 762.954834 Iteration 32Q: 3 clusters Score -240848.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2333 members Mstep: Class 2 contains 2044 members Entering Unmasked Estep Score: -240848.671875 Penalty: 762.954834 Iteration 33Q: 3 clusters Score -240848.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2333 members Mstep: Class 2 contains 2044 members Entering Unmasked Estep Score: -240848.671875 Penalty: 762.954834 Iteration 34F: 3 clusters Score -240848.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 1 contains 1081 members Mstep: Class 2 contains 49160 members Mstep: Class 3 contains 23813 members Mstep: Class 4 contains 1657 members Mstep: Class 5 contains 2477 members Mstep: Class 6 contains 4360 members Mstep: Class 7 contains 497 members Mstep: Class 8 contains 2333 members Mstep: Class 9 contains 1225 members Mstep: Class 10 contains 486 members Mstep: Class 11 contains 3182 members Mstep: Class 12 contains 27231 members Mstep: Class 13 contains 179963 members Mstep: Class 14 contains 47062 members Mstep: Class 15 contains 13364 members Mstep: Class 16 contains 15955 members Mstep: Class 17 contains 5010 members Mstep: Class 18 contains 11488 members Mstep: Class 19 contains 21483 members Mstep: Class 20 contains 18353 members Mstep: Class 21 contains 2044 members Entering Unmasked Estep Score: -22923388.000000 Penalty: 12399.313477 Splitting cluster 8 changes total score from -22908062.000000 to -22923388.000000 So it's getting split into cluster 21. Entering ConstructFrom: Trying to split cluster 9 (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: -56395.851562 Penalty: 323.536682 Iteration 0F: 2 clusters Score -56395.85 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 631 members Mstep: Class 2 contains 594 members Entering Unmasked Estep Score: -55618.433594 Penalty: 647.073364 Iteration 0F: 3 clusters Score -55618.43 nChanged 509 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 866 members Mstep: Class 2 contains 359 members Entering Unmasked Estep Score: -56398.175781 Penalty: 647.073364 Iteration 1F: 3 clusters Score -56398.18 nChanged 190 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1022 members Mstep: Class 2 contains 203 members Entering Unmasked Estep Score: -56773.023438 Penalty: 647.073364 Iteration 2F: 3 clusters Score -56773.02 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1098 members Mstep: Class 2 contains 127 members Entering Unmasked Estep Score: -56953.953125 Penalty: 647.073364 Iteration 3F: 3 clusters Score -56953.95 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1132 members Mstep: Class 2 contains 93 members Entering Unmasked Estep Score: -57007.128906 Penalty: 647.073364 Iteration 4Q: 3 clusters Score -57007.13 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1143 members Mstep: Class 2 contains 82 members Entering Unmasked Estep Score: -57017.988281 Penalty: 647.073364 Iteration 5Q: 3 clusters Score -57017.99 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1145 members Mstep: Class 2 contains 80 members Entering Unmasked Estep Score: -57019.175781 Penalty: 647.073364 Iteration 6Q: 3 clusters Score -57019.18 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1145 members Mstep: Class 2 contains 80 members Entering Unmasked Estep Score: -57019.175781 Penalty: 647.073364 Iteration 7F: 3 clusters Score -57019.18 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 1 contains 1081 members Mstep: Class 2 contains 49160 members Mstep: Class 3 contains 23813 members Mstep: Class 4 contains 1657 members Mstep: Class 5 contains 2477 members Mstep: Class 6 contains 4360 members Mstep: Class 7 contains 497 members Mstep: Class 8 contains 2333 members Mstep: Class 9 contains 1145 members Mstep: Class 10 contains 486 members Mstep: Class 11 contains 3182 members Mstep: Class 12 contains 27231 members Mstep: Class 13 contains 179963 members Mstep: Class 14 contains 47062 members Mstep: Class 15 contains 13364 members Mstep: Class 16 contains 15955 members Mstep: Class 17 contains 5010 members Mstep: Class 18 contains 11488 members Mstep: Class 19 contains 21483 members Mstep: Class 20 contains 18353 members Mstep: Class 21 contains 2044 members Mstep: Class 22 contains 80 members Entering Unmasked Estep Score: -22923754.000000 Penalty: 12989.756836 Splitting cluster 9 changes total score from -22908062.000000 to -22923754.000000 So it's getting split into cluster 22. Entering ConstructFrom: Trying to split cluster 10 (486 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 486 members Entering Unmasked Estep Score: -25687.984375 Penalty: 281.472504 Iteration 0F: 2 clusters Score -25687.98 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 231 members Mstep: Class 2 contains 255 members Entering Unmasked Estep Score: -25209.910156 Penalty: 562.945007 Iteration 0F: 3 clusters Score -25209.91 nChanged 180 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 273 members Mstep: Class 2 contains 213 members Entering Unmasked Estep Score: -25412.689453 Penalty: 562.945007 Iteration 1F: 3 clusters Score -25412.69 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 302 members Mstep: Class 2 contains 184 members Entering Unmasked Estep Score: -25493.865234 Penalty: 562.945007 Iteration 2F: 3 clusters Score -25493.87 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 312 members Mstep: Class 2 contains 174 members Entering Unmasked Estep Score: -25520.828125 Penalty: 562.945007 Iteration 3Q: 3 clusters Score -25520.83 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 311 members Mstep: Class 2 contains 175 members Entering Unmasked Estep Score: -25538.259766 Penalty: 562.945007 Iteration 4Q: 3 clusters Score -25538.26 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 312 members Mstep: Class 2 contains 174 members Entering Unmasked Estep Score: -25547.273438 Penalty: 562.945007 Iteration 5Q: 3 clusters Score -25547.27 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 310 members Mstep: Class 2 contains 176 members Entering Unmasked Estep Score: -25558.234375 Penalty: 562.945007 Iteration 6Q: 3 clusters Score -25558.23 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 310 members Mstep: Class 2 contains 176 members Entering Unmasked Estep Score: -25568.330078 Penalty: 562.945007 Iteration 7Q: 3 clusters Score -25568.33 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 308 members Mstep: Class 2 contains 178 members Entering Unmasked Estep Score: -25576.509766 Penalty: 562.945007 Iteration 8Q: 3 clusters Score -25576.51 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 305 members Mstep: Class 2 contains 181 members Entering Unmasked Estep Score: -25586.896484 Penalty: 562.945007 Iteration 9Q: 3 clusters Score -25586.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 298 members Mstep: Class 2 contains 188 members Entering Unmasked Estep Score: -25597.781250 Penalty: 562.945007 Iteration 10Q: 3 clusters Score -25597.78 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 293 members Mstep: Class 2 contains 193 members Entering Unmasked Estep Score: -25627.195312 Penalty: 562.945007 Iteration 11Q: 3 clusters Score -25627.2 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 284 members Mstep: Class 2 contains 202 members Entering Unmasked Estep Score: -25670.732422 Penalty: 562.945007 Iteration 12Q: 3 clusters Score -25670.73 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 272 members Mstep: Class 2 contains 214 members Entering Unmasked Estep Score: -25772.757812 Penalty: 562.945007 Iteration 13Q: 3 clusters Score -25772.76 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 263 members Mstep: Class 2 contains 223 members Entering Unmasked Estep Score: -25838.583984 Penalty: 562.945007 Iteration 14Q: 3 clusters Score -25838.58 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 262 members Mstep: Class 2 contains 224 members Entering Unmasked Estep Score: -25850.833984 Penalty: 562.945007 Iteration 15Q: 3 clusters Score -25850.83 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 260 members Mstep: Class 2 contains 226 members Entering Unmasked Estep Score: -25852.074219 Penalty: 562.945007 Iteration 16Q: 3 clusters Score -25852.07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 259 members Mstep: Class 2 contains 227 members Entering Unmasked Estep Score: -25852.816406 Penalty: 562.945007 Iteration 17Q: 3 clusters Score -25852.82 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 258 members Mstep: Class 2 contains 228 members Entering Unmasked Estep Score: -25853.353516 Penalty: 562.945007 Iteration 18Q: 3 clusters Score -25853.35 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 258 members Mstep: Class 2 contains 228 members Entering Unmasked Estep Score: -25862.439453 Penalty: 562.945007 Iteration 19F: 3 clusters Score -25862.44 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 262 members Mstep: Class 2 contains 224 members Entering Unmasked Estep Score: -25873.080078 Penalty: 562.945007 Iteration 20F: 3 clusters Score -25873.08 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 263 members Mstep: Class 2 contains 223 members Entering Unmasked Estep Score: -25878.742188 Penalty: 562.945007 Iteration 21Q: 3 clusters Score -25878.74 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 262 members Mstep: Class 2 contains 224 members Entering Unmasked Estep Score: -25879.220703 Penalty: 562.945007 Iteration 22Q: 3 clusters Score -25879.22 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 262 members Mstep: Class 2 contains 224 members Entering Unmasked Estep Score: -25879.220703 Penalty: 562.945007 Iteration 23F: 3 clusters Score -25879.22 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 1 contains 1081 members Mstep: Class 2 contains 49160 members Mstep: Class 3 contains 23813 members Mstep: Class 4 contains 1657 members Mstep: Class 5 contains 2477 members Mstep: Class 6 contains 4360 members Mstep: Class 7 contains 497 members Mstep: Class 8 contains 2333 members Mstep: Class 9 contains 1145 members Mstep: Class 10 contains 262 members Mstep: Class 11 contains 3182 members Mstep: Class 12 contains 27231 members Mstep: Class 13 contains 179963 members Mstep: Class 14 contains 47062 members Mstep: Class 15 contains 13364 members Mstep: Class 16 contains 15955 members Mstep: Class 17 contains 5010 members Mstep: Class 18 contains 11488 members Mstep: Class 19 contains 21483 members Mstep: Class 20 contains 18353 members Mstep: Class 21 contains 2044 members Mstep: Class 22 contains 80 members Mstep: Class 23 contains 224 members Entering Unmasked Estep Score: -22923642.000000 Penalty: 13580.200195 Splitting cluster 10 changes total score from -22908062.000000 to -22923642.000000 So it's getting split into cluster 23. Entering ConstructFrom: Trying to split cluster 11 (3182 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3182 members Entering Unmasked Estep Score: -177532.656250 Penalty: 366.969574 Iteration 0F: 2 clusters Score -177532.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1539 members Mstep: Class 2 contains 1643 members Entering Unmasked Estep Score: -175356.046875 Penalty: 733.939148 Iteration 0F: 3 clusters Score -175356 nChanged 1377 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1278 members Mstep: Class 2 contains 1904 members Entering Unmasked Estep Score: -176178.484375 Penalty: 733.939148 Iteration 1F: 3 clusters Score -176178.5 nChanged 266 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1108 members Mstep: Class 2 contains 2074 members Entering Unmasked Estep Score: -176358.250000 Penalty: 733.939148 Iteration 2F: 3 clusters Score -176358.2 nChanged 233 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 943 members Mstep: Class 2 contains 2239 members Entering Unmasked Estep Score: -176545.687500 Penalty: 733.939148 Iteration 3F: 3 clusters Score -176545.7 nChanged 234 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 763 members Mstep: Class 2 contains 2419 members Entering Unmasked Estep Score: -176745.109375 Penalty: 733.939148 Iteration 4F: 3 clusters Score -176745.1 nChanged 181 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 620 members Mstep: Class 2 contains 2562 members Entering Unmasked Estep Score: -176900.078125 Penalty: 733.939148 Iteration 5F: 3 clusters Score -176900.1 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 520 members Mstep: Class 2 contains 2662 members Entering Unmasked Estep Score: -176998.015625 Penalty: 733.939148 Iteration 6Q: 3 clusters Score -176998 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 457 members Mstep: Class 2 contains 2725 members Entering Unmasked Estep Score: -177069.468750 Penalty: 733.939148 Iteration 7Q: 3 clusters Score -177069.5 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 413 members Mstep: Class 2 contains 2769 members Entering Unmasked Estep Score: -177117.093750 Penalty: 733.939148 Iteration 8Q: 3 clusters Score -177117.1 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 386 members Mstep: Class 2 contains 2796 members Entering Unmasked Estep Score: -177150.687500 Penalty: 733.939148 Iteration 9Q: 3 clusters Score -177150.7 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 365 members Mstep: Class 2 contains 2817 members Entering Unmasked Estep Score: -177169.062500 Penalty: 733.939148 Iteration 10Q: 3 clusters Score -177169.1 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 350 members Mstep: Class 2 contains 2832 members Entering Unmasked Estep Score: -177180.375000 Penalty: 733.939148 Iteration 11Q: 3 clusters Score -177180.4 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 339 members Mstep: Class 2 contains 2843 members Entering Unmasked Estep Score: -177189.781250 Penalty: 733.939148 Iteration 12Q: 3 clusters Score -177189.8 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 332 members Mstep: Class 2 contains 2850 members Entering Unmasked Estep Score: -177194.500000 Penalty: 733.939148 Iteration 13Q: 3 clusters Score -177194.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 325 members Mstep: Class 2 contains 2857 members Entering Unmasked Estep Score: -177196.859375 Penalty: 733.939148 Iteration 14Q: 3 clusters Score -177196.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 321 members Mstep: Class 2 contains 2861 members Entering Unmasked Estep Score: -177198.125000 Penalty: 733.939148 Iteration 15Q: 3 clusters Score -177198.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 320 members Mstep: Class 2 contains 2862 members Entering Unmasked Estep Score: -177199.828125 Penalty: 733.939148 Iteration 16Q: 3 clusters Score -177199.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 318 members Mstep: Class 2 contains 2864 members Entering Unmasked Estep Score: -177200.500000 Penalty: 733.939148 Iteration 17Q: 3 clusters Score -177200.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 317 members Mstep: Class 2 contains 2865 members Entering Unmasked Estep Score: -177200.796875 Penalty: 733.939148 Iteration 18Q: 3 clusters Score -177200.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 315 members Mstep: Class 2 contains 2867 members Entering Unmasked Estep Score: -177201.546875 Penalty: 733.939148 Iteration 19Q: 3 clusters Score -177201.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 313 members Mstep: Class 2 contains 2869 members Entering Unmasked Estep Score: -177201.687500 Penalty: 733.939148 Iteration 20F: 3 clusters Score -177201.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 311 members Mstep: Class 2 contains 2871 members Entering Unmasked Estep Score: -177202.953125 Penalty: 733.939148 Iteration 21Q: 3 clusters Score -177203 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 311 members Mstep: Class 2 contains 2871 members Entering Unmasked Estep Score: -177203.968750 Penalty: 733.939148 Iteration 22Q: 3 clusters Score -177204 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 308 members Mstep: Class 2 contains 2874 members Entering Unmasked Estep Score: -177204.390625 Penalty: 733.939148 Iteration 23Q: 3 clusters Score -177204.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 309 members Mstep: Class 2 contains 2873 members Entering Unmasked Estep Score: -177204.531250 Penalty: 733.939148 Iteration 24Q: 3 clusters Score -177204.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 309 members Mstep: Class 2 contains 2873 members Entering Unmasked Estep Score: -177204.531250 Penalty: 733.939148 Iteration 25F: 3 clusters Score -177204.5 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (27231 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27231 members Entering Unmasked Estep Score: -1407141.125000 Penalty: 464.651062 Iteration 0F: 2 clusters Score -1407141 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13611 members Mstep: Class 2 contains 13620 members Entering Unmasked Estep Score: -1388881.375000 Penalty: 929.302124 Iteration 0F: 3 clusters Score -1388881 nChanged 13068 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13071 members Mstep: Class 2 contains 14160 members Entering Unmasked Estep Score: -1397163.250000 Penalty: 929.302124 Iteration 1F: 3 clusters Score -1397163 nChanged 1741 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12684 members Mstep: Class 2 contains 14547 members Entering Unmasked Estep Score: -1398238.625000 Penalty: 929.302124 Iteration 2F: 3 clusters Score -1398239 nChanged 1870 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12282 members Mstep: Class 2 contains 14949 members Entering Unmasked Estep Score: -1399624.250000 Penalty: 929.302124 Iteration 3F: 3 clusters Score -1399624 nChanged 1864 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12082 members Mstep: Class 2 contains 15149 members Entering Unmasked Estep Score: -1401066.125000 Penalty: 929.302124 Iteration 4F: 3 clusters Score -1401066 nChanged 1747 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12093 members Mstep: Class 2 contains 15138 members Entering Unmasked Estep Score: -1402351.875000 Penalty: 929.302124 Iteration 5F: 3 clusters Score -1402352 nChanged 1494 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12197 members Mstep: Class 2 contains 15034 members Entering Unmasked Estep Score: -1403264.250000 Penalty: 929.302124 Iteration 6F: 3 clusters Score -1403264 nChanged 1100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12319 members Mstep: Class 2 contains 14912 members Entering Unmasked Estep Score: -1403706.125000 Penalty: 929.302124 Iteration 7Q: 3 clusters Score -1403706 nChanged 712 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12447 members Mstep: Class 2 contains 14784 members Entering Unmasked Estep Score: -1403917.625000 Penalty: 929.302124 Iteration 8Q: 3 clusters Score -1403918 nChanged 501 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12590 members Mstep: Class 2 contains 14641 members Entering Unmasked Estep Score: -1404039.875000 Penalty: 929.302124 Iteration 9Q: 3 clusters Score -1404040 nChanged 412 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12734 members Mstep: Class 2 contains 14497 members Entering Unmasked Estep Score: -1404123.375000 Penalty: 929.302124 Iteration 10Q: 3 clusters Score -1404123 nChanged 359 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12933 members Mstep: Class 2 contains 14298 members Entering Unmasked Estep Score: -1404197.625000 Penalty: 929.302124 Iteration 11Q: 3 clusters Score -1404198 nChanged 347 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13158 members Mstep: Class 2 contains 14073 members Entering Unmasked Estep Score: -1404260.250000 Penalty: 929.302124 Iteration 12Q: 3 clusters Score -1404260 nChanged 348 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13418 members Mstep: Class 2 contains 13813 members Entering Unmasked Estep Score: -1404327.625000 Penalty: 929.302124 Iteration 13Q: 3 clusters Score -1404328 nChanged 375 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13707 members Mstep: Class 2 contains 13524 members Entering Unmasked Estep Score: -1404403.500000 Penalty: 929.302124 Iteration 14Q: 3 clusters Score -1404404 nChanged 370 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14023 members Mstep: Class 2 contains 13208 members Entering Unmasked Estep Score: -1404477.125000 Penalty: 929.302124 Iteration 15Q: 3 clusters Score -1404477 nChanged 390 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14385 members Mstep: Class 2 contains 12846 members Entering Unmasked Estep Score: -1404555.875000 Penalty: 929.302124 Iteration 16Q: 3 clusters Score -1404556 nChanged 378 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14745 members Mstep: Class 2 contains 12486 members Entering Unmasked Estep Score: -1404634.000000 Penalty: 929.302124 Iteration 17Q: 3 clusters Score -1404634 nChanged 398 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15135 members Mstep: Class 2 contains 12096 members Entering Unmasked Estep Score: -1404730.625000 Penalty: 929.302124 Iteration 18Q: 3 clusters Score -1404731 nChanged 428 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15553 members Mstep: Class 2 contains 11678 members Entering Unmasked Estep Score: -1404836.875000 Penalty: 929.302124 Iteration 19Q: 3 clusters Score -1404837 nChanged 444 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15991 members Mstep: Class 2 contains 11240 members Entering Unmasked Estep Score: -1404960.000000 Penalty: 929.302124 Iteration 20F: 3 clusters Score -1404960 nChanged 458 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16439 members Mstep: Class 2 contains 10792 members Entering Unmasked Estep Score: -1405093.625000 Penalty: 929.302124 Iteration 21Q: 3 clusters Score -1405094 nChanged 470 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16907 members Mstep: Class 2 contains 10324 members Entering Unmasked Estep Score: -1405245.000000 Penalty: 929.302124 Iteration 22Q: 3 clusters Score -1405245 nChanged 522 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17423 members Mstep: Class 2 contains 9808 members Entering Unmasked Estep Score: -1405435.500000 Penalty: 929.302124 Iteration 23Q: 3 clusters Score -1405436 nChanged 570 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17983 members Mstep: Class 2 contains 9248 members Entering Unmasked Estep Score: -1405658.625000 Penalty: 929.302124 Iteration 24Q: 3 clusters Score -1405659 nChanged 608 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18591 members Mstep: Class 2 contains 8640 members Entering Unmasked Estep Score: -1405909.750000 Penalty: 929.302124 Iteration 25Q: 3 clusters Score -1405910 nChanged 606 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19197 members Mstep: Class 2 contains 8034 members Entering Unmasked Estep Score: -1406204.500000 Penalty: 929.302124 Iteration 26Q: 3 clusters Score -1406204 nChanged 605 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19802 members Mstep: Class 2 contains 7429 members Entering Unmasked Estep Score: -1406512.375000 Penalty: 929.302124 Iteration 27Q: 3 clusters Score -1406512 nChanged 527 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20329 members Mstep: Class 2 contains 6902 members Entering Unmasked Estep Score: -1406818.875000 Penalty: 929.302124 Iteration 28Q: 3 clusters Score -1406819 nChanged 491 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20812 members Mstep: Class 2 contains 6419 members Entering Unmasked Estep Score: -1407092.500000 Penalty: 929.302124 Iteration 29Q: 3 clusters Score -1407092 nChanged 410 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21216 members Mstep: Class 2 contains 6015 members Entering Unmasked Estep Score: -1407315.125000 Penalty: 929.302124 Iteration 30Q: 3 clusters Score -1407315 nChanged 361 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21563 members Mstep: Class 2 contains 5668 members Entering Unmasked Estep Score: -1407479.750000 Penalty: 929.302124 Iteration 31Q: 3 clusters Score -1407480 nChanged 292 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21845 members Mstep: Class 2 contains 5386 members Entering Unmasked Estep Score: -1407592.625000 Penalty: 929.302124 Iteration 32Q: 3 clusters Score -1407593 nChanged 240 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22083 members Mstep: Class 2 contains 5148 members Entering Unmasked Estep Score: -1407663.750000 Penalty: 929.302124 Iteration 33Q: 3 clusters Score -1407664 nChanged 186 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22267 members Mstep: Class 2 contains 4964 members Entering Unmasked Estep Score: -1407707.375000 Penalty: 929.302124 Iteration 34Q: 3 clusters Score -1407707 nChanged 171 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22436 members Mstep: Class 2 contains 4795 members Entering Unmasked Estep Score: -1407738.875000 Penalty: 929.302124 Iteration 35Q: 3 clusters Score -1407739 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22578 members Mstep: Class 2 contains 4653 members Entering Unmasked Estep Score: -1407766.750000 Penalty: 929.302124 Iteration 36Q: 3 clusters Score -1407767 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22683 members Mstep: Class 2 contains 4548 members Entering Unmasked Estep Score: -1407784.000000 Penalty: 929.302124 Iteration 37Q: 3 clusters Score -1407784 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22773 members Mstep: Class 2 contains 4458 members Entering Unmasked Estep Score: -1407794.750000 Penalty: 929.302124 Iteration 38Q: 3 clusters Score -1407795 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22842 members Mstep: Class 2 contains 4389 members Entering Unmasked Estep Score: -1407804.875000 Penalty: 929.302124 Iteration 39Q: 3 clusters Score -1407805 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22893 members Mstep: Class 2 contains 4338 members Entering Unmasked Estep Score: -1407816.750000 Penalty: 929.302124 Iteration 40F: 3 clusters Score -1407817 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22944 members Mstep: Class 2 contains 4287 members Entering Unmasked Estep Score: -1407822.875000 Penalty: 929.302124 Iteration 41Q: 3 clusters Score -1407823 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22992 members Mstep: Class 2 contains 4239 members Entering Unmasked Estep Score: -1407828.625000 Penalty: 929.302124 Iteration 42Q: 3 clusters Score -1407829 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23030 members Mstep: Class 2 contains 4201 members Entering Unmasked Estep Score: -1407826.000000 Penalty: 929.302124 Iteration 43Q: 3 clusters Score -1407826 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23062 members Mstep: Class 2 contains 4169 members Entering Unmasked Estep Score: -1407830.250000 Penalty: 929.302124 Iteration 44Q: 3 clusters Score -1407830 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23087 members Mstep: Class 2 contains 4144 members Entering Unmasked Estep Score: -1407834.125000 Penalty: 929.302124 Iteration 45Q: 3 clusters Score -1407834 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23112 members Mstep: Class 2 contains 4119 members Entering Unmasked Estep Score: -1407834.000000 Penalty: 929.302124 Iteration 46Q: 3 clusters Score -1407834 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23139 members Mstep: Class 2 contains 4092 members Entering Unmasked Estep Score: -1407838.250000 Penalty: 929.302124 Iteration 47Q: 3 clusters Score -1407838 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23153 members Mstep: Class 2 contains 4078 members Entering Unmasked Estep Score: -1407834.500000 Penalty: 929.302124 Iteration 48Q: 3 clusters Score -1407834 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23162 members Mstep: Class 2 contains 4069 members Entering Unmasked Estep Score: -1407835.000000 Penalty: 929.302124 Iteration 49Q: 3 clusters Score -1407835 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23172 members Mstep: Class 2 contains 4059 members Entering Unmasked Estep Score: -1407836.625000 Penalty: 929.302124 Iteration 50Q: 3 clusters Score -1407837 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23182 members Mstep: Class 2 contains 4049 members Entering Unmasked Estep Score: -1407838.375000 Penalty: 929.302124 Iteration 51Q: 3 clusters Score -1407838 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23189 members Mstep: Class 2 contains 4042 members Entering Unmasked Estep Score: -1407839.500000 Penalty: 929.302124 Iteration 52Q: 3 clusters Score -1407840 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23192 members Mstep: Class 2 contains 4039 members Entering Unmasked Estep Score: -1407840.250000 Penalty: 929.302124 Iteration 53Q: 3 clusters Score -1407840 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23195 members Mstep: Class 2 contains 4036 members Entering Unmasked Estep Score: -1407840.500000 Penalty: 929.302124 Iteration 54Q: 3 clusters Score -1407840 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23198 members Mstep: Class 2 contains 4033 members Entering Unmasked Estep Score: -1407841.000000 Penalty: 929.302124 Iteration 55Q: 3 clusters Score -1407841 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23199 members Mstep: Class 2 contains 4032 members Entering Unmasked Estep Score: -1407840.625000 Penalty: 929.302124 Iteration 56Q: 3 clusters Score -1407841 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23200 members Mstep: Class 2 contains 4031 members Entering Unmasked Estep Score: -1407840.125000 Penalty: 929.302124 Iteration 57Q: 3 clusters Score -1407840 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23202 members Mstep: Class 2 contains 4029 members Entering Unmasked Estep Score: -1407842.375000 Penalty: 929.302124 Iteration 58Q: 3 clusters Score -1407842 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23202 members Mstep: Class 2 contains 4029 members Entering Unmasked Estep Score: -1407842.375000 Penalty: 929.302124 Iteration 59F: 3 clusters Score -1407842 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 1 contains 1081 members Mstep: Class 2 contains 49160 members Mstep: Class 3 contains 23813 members Mstep: Class 4 contains 1657 members Mstep: Class 5 contains 2477 members Mstep: Class 6 contains 4360 members Mstep: Class 7 contains 497 members Mstep: Class 8 contains 2333 members Mstep: Class 9 contains 1145 members Mstep: Class 10 contains 262 members Mstep: Class 11 contains 3182 members Mstep: Class 12 contains 23202 members Mstep: Class 13 contains 179963 members Mstep: Class 14 contains 47062 members Mstep: Class 15 contains 13364 members Mstep: Class 16 contains 15955 members Mstep: Class 17 contains 5010 members Mstep: Class 18 contains 11488 members Mstep: Class 19 contains 21483 members Mstep: Class 20 contains 18353 members Mstep: Class 21 contains 2044 members Mstep: Class 22 contains 80 members Mstep: Class 23 contains 224 members Mstep: Class 24 contains 4029 members Entering Unmasked Estep Score: -22924104.000000 Penalty: 14170.643555 Splitting cluster 12 changes total score from -22908062.000000 to -22924104.000000 So it's getting split into cluster 24. Entering ConstructFrom: Trying to split cluster 13 (179963 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 179963 members Entering Unmasked Estep Score: -10003392.000000 Penalty: 550.573059 Iteration 0F: 2 clusters Score -1.000339e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 89880 members Mstep: Class 2 contains 90083 members Entering Unmasked Estep Score: -9881209.000000 Penalty: 1101.146118 Iteration 0F: 3 clusters Score -9881209 nChanged 88522 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 82848 members Mstep: Class 2 contains 97115 members Entering Unmasked Estep Score: -9943017.000000 Penalty: 1101.146118 Iteration 1F: 3 clusters Score -9943017 nChanged 13210 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 80172 members Mstep: Class 2 contains 99791 members Entering Unmasked Estep Score: -9952477.000000 Penalty: 1101.146118 Iteration 2F: 3 clusters Score -9952477 nChanged 13722 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 78406 members Mstep: Class 2 contains 101557 members Entering Unmasked Estep Score: -9962832.000000 Penalty: 1101.146118 Iteration 3F: 3 clusters Score -9962832 nChanged 12559 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 77435 members Mstep: Class 2 contains 102528 members Entering Unmasked Estep Score: -9971683.000000 Penalty: 1101.146118 Iteration 4F: 3 clusters Score -9971683 nChanged 9885 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 77074 members Mstep: Class 2 contains 102889 members Entering Unmasked Estep Score: -9976962.000000 Penalty: 1101.146118 Iteration 5F: 3 clusters Score -9976962 nChanged 6775 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 76927 members Mstep: Class 2 contains 103036 members Entering Unmasked Estep Score: -9979520.000000 Penalty: 1101.146118 Iteration 6Q: 3 clusters Score -9979520 nChanged 4317 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 76918 members Mstep: Class 2 contains 103045 members Entering Unmasked Estep Score: -9980486.000000 Penalty: 1101.146118 Iteration 7Q: 3 clusters Score -9980486 nChanged 2744 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 76926 members Mstep: Class 2 contains 103037 members Entering Unmasked Estep Score: -9981007.000000 Penalty: 1101.146118 Iteration 8Q: 3 clusters Score -9981007 nChanged 1955 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 76913 members Mstep: Class 2 contains 103050 members Entering Unmasked Estep Score: -9981324.000000 Penalty: 1101.146118 Iteration 9Q: 3 clusters Score -9981324 nChanged 1635 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 76900 members Mstep: Class 2 contains 103063 members Entering Unmasked Estep Score: -9981577.000000 Penalty: 1101.146118 Iteration 10Q: 3 clusters Score -9981577 nChanged 1536 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 76914 members Mstep: Class 2 contains 103049 members Entering Unmasked Estep Score: -9981811.000000 Penalty: 1101.146118 Iteration 11Q: 3 clusters Score -9981811 nChanged 1557 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 76889 members Mstep: Class 2 contains 103074 members Entering Unmasked Estep Score: -9982125.000000 Penalty: 1101.146118 Iteration 12Q: 3 clusters Score -9982125 nChanged 1585 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 76860 members Mstep: Class 2 contains 103103 members Entering Unmasked Estep Score: -9982367.000000 Penalty: 1101.146118 Iteration 13Q: 3 clusters Score -9982367 nChanged 1620 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 76728 members Mstep: Class 2 contains 103235 members Entering Unmasked Estep Score: -9982627.000000 Penalty: 1101.146118 Iteration 14Q: 3 clusters Score -9982627 nChanged 1711 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 76423 members Mstep: Class 2 contains 103540 members Entering Unmasked Estep Score: -9982921.000000 Penalty: 1101.146118 Iteration 15Q: 3 clusters Score -9982921 nChanged 1753 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 76054 members Mstep: Class 2 contains 103909 members Entering Unmasked Estep Score: -9983254.000000 Penalty: 1101.146118 Iteration 16Q: 3 clusters Score -9983254 nChanged 1869 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 75561 members Mstep: Class 2 contains 104402 members Entering Unmasked Estep Score: -9983648.000000 Penalty: 1101.146118 Iteration 17Q: 3 clusters Score -9983648 nChanged 1874 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 74847 members Mstep: Class 2 contains 105116 members Entering Unmasked Estep Score: -9984135.000000 Penalty: 1101.146118 Iteration 18Q: 3 clusters Score -9984135 nChanged 1992 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 74033 members Mstep: Class 2 contains 105930 members Entering Unmasked Estep Score: -9984663.000000 Penalty: 1101.146118 Iteration 19Q: 3 clusters Score -9984663 nChanged 2056 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72967 members Mstep: Class 2 contains 106996 members Entering Unmasked Estep Score: -9985178.000000 Penalty: 1101.146118 Iteration 20F: 3 clusters Score -9985178 nChanged 2256 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71645 members Mstep: Class 2 contains 108318 members Entering Unmasked Estep Score: -9985927.000000 Penalty: 1101.146118 Iteration 21Q: 3 clusters Score -9985927 nChanged 2521 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70010 members Mstep: Class 2 contains 109953 members Entering Unmasked Estep Score: -9986886.000000 Penalty: 1101.146118 Iteration 22Q: 3 clusters Score -9986886 nChanged 2863 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 68013 members Mstep: Class 2 contains 111950 members Entering Unmasked Estep Score: -9988070.000000 Penalty: 1101.146118 Iteration 23Q: 3 clusters Score -9988070 nChanged 3158 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65641 members Mstep: Class 2 contains 114322 members Entering Unmasked Estep Score: -9989634.000000 Penalty: 1101.146118 Iteration 24Q: 3 clusters Score -9989634 nChanged 3318 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62939 members Mstep: Class 2 contains 117024 members Entering Unmasked Estep Score: -9991251.000000 Penalty: 1101.146118 Iteration 25Q: 3 clusters Score -9991251 nChanged 3356 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60147 members Mstep: Class 2 contains 119816 members Entering Unmasked Estep Score: -9992901.000000 Penalty: 1101.146118 Iteration 26Q: 3 clusters Score -9992901 nChanged 3328 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57311 members Mstep: Class 2 contains 122652 members Entering Unmasked Estep Score: -9994543.000000 Penalty: 1101.146118 Iteration 27Q: 3 clusters Score -9994543 nChanged 3279 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54482 members Mstep: Class 2 contains 125481 members Entering Unmasked Estep Score: -9996057.000000 Penalty: 1101.146118 Iteration 28Q: 3 clusters Score -9996057 nChanged 3227 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51665 members Mstep: Class 2 contains 128298 members Entering Unmasked Estep Score: -9997520.000000 Penalty: 1101.146118 Iteration 29Q: 3 clusters Score -9997520 nChanged 3133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48916 members Mstep: Class 2 contains 131047 members Entering Unmasked Estep Score: -9998955.000000 Penalty: 1101.146118 Iteration 30Q: 3 clusters Score -9998955 nChanged 2919 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46295 members Mstep: Class 2 contains 133668 members Entering Unmasked Estep Score: -10000350.000000 Penalty: 1101.146118 Iteration 31Q: 3 clusters Score -1.000035e+07 nChanged 2887 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43696 members Mstep: Class 2 contains 136267 members Entering Unmasked Estep Score: -10001883.000000 Penalty: 1101.146118 Iteration 32Q: 3 clusters Score -1.000188e+07 nChanged 2644 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41300 members Mstep: Class 2 contains 138663 members Entering Unmasked Estep Score: -10003258.000000 Penalty: 1101.146118 Iteration 33Q: 3 clusters Score -1.000326e+07 nChanged 2423 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39149 members Mstep: Class 2 contains 140814 members Entering Unmasked Estep Score: -10004635.000000 Penalty: 1101.146118 Iteration 34Q: 3 clusters Score -1.000464e+07 nChanged 2165 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37186 members Mstep: Class 2 contains 142777 members Entering Unmasked Estep Score: -10005670.000000 Penalty: 1101.146118 Iteration 35Q: 3 clusters Score -1.000567e+07 nChanged 1825 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35469 members Mstep: Class 2 contains 144494 members Entering Unmasked Estep Score: -10006371.000000 Penalty: 1101.146118 Iteration 36Q: 3 clusters Score -1.000637e+07 nChanged 1568 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33965 members Mstep: Class 2 contains 145998 members Entering Unmasked Estep Score: -10006861.000000 Penalty: 1101.146118 Iteration 37Q: 3 clusters Score -1.000686e+07 nChanged 1310 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32693 members Mstep: Class 2 contains 147270 members Entering Unmasked Estep Score: -10007214.000000 Penalty: 1101.146118 Iteration 38Q: 3 clusters Score -1.000721e+07 nChanged 1141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31566 members Mstep: Class 2 contains 148397 members Entering Unmasked Estep Score: -10007505.000000 Penalty: 1101.146118 Iteration 39Q: 3 clusters Score -1.00075e+07 nChanged 947 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30633 members Mstep: Class 2 contains 149330 members Entering Unmasked Estep Score: -10007753.000000 Penalty: 1101.146118 Iteration 40F: 3 clusters Score -1.000775e+07 nChanged 870 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29767 members Mstep: Class 2 contains 150196 members Entering Unmasked Estep Score: -10007855.000000 Penalty: 1101.146118 Iteration 41Q: 3 clusters Score -1.000786e+07 nChanged 799 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28968 members Mstep: Class 2 contains 150995 members Entering Unmasked Estep Score: -10007940.000000 Penalty: 1101.146118 Iteration 42Q: 3 clusters Score -1.000794e+07 nChanged 695 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28273 members Mstep: Class 2 contains 151690 members Entering Unmasked Estep Score: -10008000.000000 Penalty: 1101.146118 Iteration 43Q: 3 clusters Score -1.0008e+07 nChanged 651 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27622 members Mstep: Class 2 contains 152341 members Entering Unmasked Estep Score: -10008103.000000 Penalty: 1101.146118 Iteration 44Q: 3 clusters Score -1.00081e+07 nChanged 573 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27049 members Mstep: Class 2 contains 152914 members Entering Unmasked Estep Score: -10008174.000000 Penalty: 1101.146118 Iteration 45Q: 3 clusters Score -1.000817e+07 nChanged 519 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26530 members Mstep: Class 2 contains 153433 members Entering Unmasked Estep Score: -10008240.000000 Penalty: 1101.146118 Iteration 46Q: 3 clusters Score -1.000824e+07 nChanged 494 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26036 members Mstep: Class 2 contains 153927 members Entering Unmasked Estep Score: -10008310.000000 Penalty: 1101.146118 Iteration 47Q: 3 clusters Score -1.000831e+07 nChanged 447 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25589 members Mstep: Class 2 contains 154374 members Entering Unmasked Estep Score: -10008319.000000 Penalty: 1101.146118 Iteration 48Q: 3 clusters Score -1.000832e+07 nChanged 433 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25156 members Mstep: Class 2 contains 154807 members Entering Unmasked Estep Score: -10008328.000000 Penalty: 1101.146118 Iteration 49Q: 3 clusters Score -1.000833e+07 nChanged 361 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24795 members Mstep: Class 2 contains 155168 members Entering Unmasked Estep Score: -10008372.000000 Penalty: 1101.146118 Iteration 50Q: 3 clusters Score -1.000837e+07 nChanged 317 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24478 members Mstep: Class 2 contains 155485 members Entering Unmasked Estep Score: -10008389.000000 Penalty: 1101.146118 Iteration 51Q: 3 clusters Score -1.000839e+07 nChanged 281 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24197 members Mstep: Class 2 contains 155766 members Entering Unmasked Estep Score: -10008393.000000 Penalty: 1101.146118 Iteration 52Q: 3 clusters Score -1.000839e+07 nChanged 272 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23925 members Mstep: Class 2 contains 156038 members Entering Unmasked Estep Score: -10008415.000000 Penalty: 1101.146118 Iteration 53Q: 3 clusters Score -1.000842e+07 nChanged 247 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23678 members Mstep: Class 2 contains 156285 members Entering Unmasked Estep Score: -10008440.000000 Penalty: 1101.146118 Iteration 54Q: 3 clusters Score -1.000844e+07 nChanged 227 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23451 members Mstep: Class 2 contains 156512 members Entering Unmasked Estep Score: -10008425.000000 Penalty: 1101.146118 Iteration 55Q: 3 clusters Score -1.000842e+07 nChanged 200 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23251 members Mstep: Class 2 contains 156712 members Entering Unmasked Estep Score: -10008467.000000 Penalty: 1101.146118 Iteration 56Q: 3 clusters Score -1.000847e+07 nChanged 194 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23057 members Mstep: Class 2 contains 156906 members Entering Unmasked Estep Score: -10008463.000000 Penalty: 1101.146118 Iteration 57Q: 3 clusters Score -1.000846e+07 nChanged 197 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22860 members Mstep: Class 2 contains 157103 members Entering Unmasked Estep Score: -10008461.000000 Penalty: 1101.146118 Iteration 58Q: 3 clusters Score -1.000846e+07 nChanged 175 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22685 members Mstep: Class 2 contains 157278 members Entering Unmasked Estep Score: -10008489.000000 Penalty: 1101.146118 Iteration 59Q: 3 clusters Score -1.000849e+07 nChanged 169 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22516 members Mstep: Class 2 contains 157447 members Entering Unmasked Estep Score: -10008482.000000 Penalty: 1101.146118 Iteration 60F: 3 clusters Score -1.000848e+07 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22378 members Mstep: Class 2 contains 157585 members Entering Unmasked Estep Score: -10008503.000000 Penalty: 1101.146118 Iteration 61Q: 3 clusters Score -1.00085e+07 nChanged 150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22228 members Mstep: Class 2 contains 157735 members Entering Unmasked Estep Score: -10008519.000000 Penalty: 1101.146118 Iteration 62Q: 3 clusters Score -1.000852e+07 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22081 members Mstep: Class 2 contains 157882 members Entering Unmasked Estep Score: -10008536.000000 Penalty: 1101.146118 Iteration 63Q: 3 clusters Score -1.000854e+07 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21934 members Mstep: Class 2 contains 158029 members Entering Unmasked Estep Score: -10008555.000000 Penalty: 1101.146118 Iteration 64Q: 3 clusters Score -1.000856e+07 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21792 members Mstep: Class 2 contains 158171 members Entering Unmasked Estep Score: -10008567.000000 Penalty: 1101.146118 Iteration 65Q: 3 clusters Score -1.000857e+07 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21646 members Mstep: Class 2 contains 158317 members Entering Unmasked Estep Score: -10008566.000000 Penalty: 1101.146118 Iteration 66Q: 3 clusters Score -1.000857e+07 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21527 members Mstep: Class 2 contains 158436 members Entering Unmasked Estep Score: -10008584.000000 Penalty: 1101.146118 Iteration 67Q: 3 clusters Score -1.000858e+07 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21417 members Mstep: Class 2 contains 158546 members Entering Unmasked Estep Score: -10008562.000000 Penalty: 1101.146118 Iteration 68Q: 3 clusters Score -1.000856e+07 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21330 members Mstep: Class 2 contains 158633 members Entering Unmasked Estep Score: -10008533.000000 Penalty: 1101.146118 Iteration 69Q: 3 clusters Score -1.000853e+07 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21240 members Mstep: Class 2 contains 158723 members Entering Unmasked Estep Score: -10008541.000000 Penalty: 1101.146118 Iteration 70Q: 3 clusters Score -1.000854e+07 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21146 members Mstep: Class 2 contains 158817 members Entering Unmasked Estep Score: -10008537.000000 Penalty: 1101.146118 Iteration 71Q: 3 clusters Score -1.000854e+07 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21059 members Mstep: Class 2 contains 158904 members Entering Unmasked Estep Score: -10008532.000000 Penalty: 1101.146118 Iteration 72Q: 3 clusters Score -1.000853e+07 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20978 members Mstep: Class 2 contains 158985 members Entering Unmasked Estep Score: -10008531.000000 Penalty: 1101.146118 Iteration 73Q: 3 clusters Score -1.000853e+07 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20922 members Mstep: Class 2 contains 159041 members Entering Unmasked Estep Score: -10008547.000000 Penalty: 1101.146118 Iteration 74Q: 3 clusters Score -1.000855e+07 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20869 members Mstep: Class 2 contains 159094 members Entering Unmasked Estep Score: -10008545.000000 Penalty: 1101.146118 Iteration 75Q: 3 clusters Score -1.000854e+07 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20819 members Mstep: Class 2 contains 159144 members Entering Unmasked Estep Score: -10008539.000000 Penalty: 1101.146118 Iteration 76Q: 3 clusters Score -1.000854e+07 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20778 members Mstep: Class 2 contains 159185 members Entering Unmasked Estep Score: -10008541.000000 Penalty: 1101.146118 Iteration 77Q: 3 clusters Score -1.000854e+07 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20746 members Mstep: Class 2 contains 159217 members Entering Unmasked Estep Score: -10008530.000000 Penalty: 1101.146118 Iteration 78Q: 3 clusters Score -1.000853e+07 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20719 members Mstep: Class 2 contains 159244 members Entering Unmasked Estep Score: -10008527.000000 Penalty: 1101.146118 Iteration 79Q: 3 clusters Score -1.000853e+07 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20693 members Mstep: Class 2 contains 159270 members Entering Unmasked Estep Score: -10008520.000000 Penalty: 1101.146118 Iteration 80F: 3 clusters Score -1.000852e+07 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20667 members Mstep: Class 2 contains 159296 members Entering Unmasked Estep Score: -10008529.000000 Penalty: 1101.146118 Iteration 81Q: 3 clusters Score -1.000853e+07 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20649 members Mstep: Class 2 contains 159314 members Entering Unmasked Estep Score: -10008531.000000 Penalty: 1101.146118 Iteration 82Q: 3 clusters Score -1.000853e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20635 members Mstep: Class 2 contains 159328 members Entering Unmasked Estep Score: -10008535.000000 Penalty: 1101.146118 Iteration 83Q: 3 clusters Score -1.000854e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20625 members Mstep: Class 2 contains 159338 members Entering Unmasked Estep Score: -10008533.000000 Penalty: 1101.146118 Iteration 84Q: 3 clusters Score -1.000853e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20610 members Mstep: Class 2 contains 159353 members Entering Unmasked Estep Score: -10008535.000000 Penalty: 1101.146118 Iteration 85Q: 3 clusters Score -1.000854e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20599 members Mstep: Class 2 contains 159364 members Entering Unmasked Estep Score: -10008549.000000 Penalty: 1101.146118 Iteration 86Q: 3 clusters Score -1.000855e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20591 members Mstep: Class 2 contains 159372 members Entering Unmasked Estep Score: -10008546.000000 Penalty: 1101.146118 Iteration 87Q: 3 clusters Score -1.000855e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20582 members Mstep: Class 2 contains 159381 members Entering Unmasked Estep Score: -10008541.000000 Penalty: 1101.146118 Iteration 88Q: 3 clusters Score -1.000854e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20575 members Mstep: Class 2 contains 159388 members Entering Unmasked Estep Score: -10008534.000000 Penalty: 1101.146118 Iteration 89Q: 3 clusters Score -1.000853e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20569 members Mstep: Class 2 contains 159394 members Entering Unmasked Estep Score: -10008541.000000 Penalty: 1101.146118 Iteration 90Q: 3 clusters Score -1.000854e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20566 members Mstep: Class 2 contains 159397 members Entering Unmasked Estep Score: -10008540.000000 Penalty: 1101.146118 Iteration 91Q: 3 clusters Score -1.000854e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20564 members Mstep: Class 2 contains 159399 members Entering Unmasked Estep Score: -10008543.000000 Penalty: 1101.146118 Iteration 92Q: 3 clusters Score -1.000854e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20562 members Mstep: Class 2 contains 159401 members Entering Unmasked Estep Score: -10008545.000000 Penalty: 1101.146118 Iteration 93Q: 3 clusters Score -1.000854e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20559 members Mstep: Class 2 contains 159404 members Entering Unmasked Estep Score: -10008548.000000 Penalty: 1101.146118 Iteration 94Q: 3 clusters Score -1.000855e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20556 members Mstep: Class 2 contains 159407 members Entering Unmasked Estep Score: -10008545.000000 Penalty: 1101.146118 Iteration 95Q: 3 clusters Score -1.000854e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20553 members Mstep: Class 2 contains 159410 members Entering Unmasked Estep Score: -10008545.000000 Penalty: 1101.146118 Iteration 96Q: 3 clusters Score -1.000854e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20550 members Mstep: Class 2 contains 159413 members Entering Unmasked Estep Score: -10008546.000000 Penalty: 1101.146118 Iteration 97Q: 3 clusters Score -1.000855e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20547 members Mstep: Class 2 contains 159416 members Entering Unmasked Estep Score: -10008542.000000 Penalty: 1101.146118 Iteration 98Q: 3 clusters Score -1.000854e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20544 members Mstep: Class 2 contains 159419 members Entering Unmasked Estep Score: -10008551.000000 Penalty: 1101.146118 Iteration 99Q: 3 clusters Score -1.000855e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20541 members Mstep: Class 2 contains 159422 members Entering Unmasked Estep Score: -10008544.000000 Penalty: 1101.146118 Iteration 100F: 3 clusters Score -1.000854e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20535 members Mstep: Class 2 contains 159428 members Entering Unmasked Estep Score: -10008538.000000 Penalty: 1101.146118 Iteration 101Q: 3 clusters Score -1.000854e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20530 members Mstep: Class 2 contains 159433 members Entering Unmasked Estep Score: -10008540.000000 Penalty: 1101.146118 Iteration 102Q: 3 clusters Score -1.000854e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20523 members Mstep: Class 2 contains 159440 members Entering Unmasked Estep Score: -10008549.000000 Penalty: 1101.146118 Iteration 103Q: 3 clusters Score -1.000855e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20512 members Mstep: Class 2 contains 159451 members Entering Unmasked Estep Score: -10008548.000000 Penalty: 1101.146118 Iteration 104Q: 3 clusters Score -1.000855e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20503 members Mstep: Class 2 contains 159460 members Entering Unmasked Estep Score: -10008545.000000 Penalty: 1101.146118 Iteration 105Q: 3 clusters Score -1.000854e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20495 members Mstep: Class 2 contains 159468 members Entering Unmasked Estep Score: -10008545.000000 Penalty: 1101.146118 Iteration 106Q: 3 clusters Score -1.000854e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20491 members Mstep: Class 2 contains 159472 members Entering Unmasked Estep Score: -10008542.000000 Penalty: 1101.146118 Iteration 107Q: 3 clusters Score -1.000854e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20488 members Mstep: Class 2 contains 159475 members Entering Unmasked Estep Score: -10008542.000000 Penalty: 1101.146118 Iteration 108Q: 3 clusters Score -1.000854e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20485 members Mstep: Class 2 contains 159478 members Entering Unmasked Estep Score: -10008537.000000 Penalty: 1101.146118 Iteration 109Q: 3 clusters Score -1.000854e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20483 members Mstep: Class 2 contains 159480 members Entering Unmasked Estep Score: -10008538.000000 Penalty: 1101.146118 Iteration 110Q: 3 clusters Score -1.000854e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20482 members Mstep: Class 2 contains 159481 members Entering Unmasked Estep Score: -10008538.000000 Penalty: 1101.146118 Iteration 111Q: 3 clusters Score -1.000854e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20481 members Mstep: Class 2 contains 159482 members Entering Unmasked Estep Score: -10008534.000000 Penalty: 1101.146118 Iteration 112Q: 3 clusters Score -1.000853e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20480 members Mstep: Class 2 contains 159483 members Entering Unmasked Estep Score: -10008536.000000 Penalty: 1101.146118 Iteration 113Q: 3 clusters Score -1.000854e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20480 members Mstep: Class 2 contains 159483 members Entering Unmasked Estep Score: -10008530.000000 Penalty: 1101.146118 Iteration 114Q: 3 clusters Score -1.000853e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20479 members Mstep: Class 2 contains 159484 members Entering Unmasked Estep Score: -10008533.000000 Penalty: 1101.146118 Iteration 115Q: 3 clusters Score -1.000853e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20479 members Mstep: Class 2 contains 159484 members Entering Unmasked Estep Score: -10008533.000000 Penalty: 1101.146118 Iteration 116F: 3 clusters Score -1.000853e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 1 contains 1081 members Mstep: Class 2 contains 49160 members Mstep: Class 3 contains 23813 members Mstep: Class 4 contains 1657 members Mstep: Class 5 contains 2477 members Mstep: Class 6 contains 4360 members Mstep: Class 7 contains 497 members Mstep: Class 8 contains 2333 members Mstep: Class 9 contains 1145 members Mstep: Class 10 contains 262 members Mstep: Class 11 contains 3182 members Mstep: Class 12 contains 23202 members Mstep: Class 13 contains 20479 members Mstep: Class 14 contains 47062 members Mstep: Class 15 contains 13364 members Mstep: Class 16 contains 15955 members Mstep: Class 17 contains 5010 members Mstep: Class 18 contains 11488 members Mstep: Class 19 contains 21483 members Mstep: Class 20 contains 18353 members Mstep: Class 21 contains 2044 members Mstep: Class 22 contains 80 members Mstep: Class 23 contains 224 members Mstep: Class 24 contains 4029 members Mstep: Class 25 contains 159484 members Entering Unmasked Estep Score: -22929254.000000 Penalty: 14761.086914 Splitting cluster 13 changes total score from -22908062.000000 to -22929254.000000 So it's getting split into cluster 25. Entering ConstructFrom: Trying to split cluster 14 (47062 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47062 members Entering Unmasked Estep Score: -2673379.500000 Penalty: 489.544556 Iteration 0F: 2 clusters Score -2673380 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23621 members Mstep: Class 2 contains 23441 members Entering Unmasked Estep Score: -2641848.500000 Penalty: 979.089111 Iteration 0F: 3 clusters Score -2641848 nChanged 22611 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22424 members Mstep: Class 2 contains 24638 members Entering Unmasked Estep Score: -2656624.500000 Penalty: 979.089111 Iteration 1F: 3 clusters Score -2656624 nChanged 2938 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21450 members Mstep: Class 2 contains 25612 members Entering Unmasked Estep Score: -2658049.500000 Penalty: 979.089111 Iteration 2F: 3 clusters Score -2658050 nChanged 2989 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20425 members Mstep: Class 2 contains 26637 members Entering Unmasked Estep Score: -2659500.250000 Penalty: 979.089111 Iteration 3F: 3 clusters Score -2659500 nChanged 2782 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19305 members Mstep: Class 2 contains 27757 members Entering Unmasked Estep Score: -2660962.000000 Penalty: 979.089111 Iteration 4F: 3 clusters Score -2660962 nChanged 2632 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18041 members Mstep: Class 2 contains 29021 members Entering Unmasked Estep Score: -2662581.500000 Penalty: 979.089111 Iteration 5F: 3 clusters Score -2662582 nChanged 2528 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16679 members Mstep: Class 2 contains 30383 members Entering Unmasked Estep Score: -2664387.750000 Penalty: 979.089111 Iteration 6F: 3 clusters Score -2664388 nChanged 2392 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15373 members Mstep: Class 2 contains 31689 members Entering Unmasked Estep Score: -2666439.250000 Penalty: 979.089111 Iteration 7F: 3 clusters Score -2666439 nChanged 2172 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14283 members Mstep: Class 2 contains 32779 members Entering Unmasked Estep Score: -2668393.000000 Penalty: 979.089111 Iteration 8Q: 3 clusters Score -2668393 nChanged 1839 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13422 members Mstep: Class 2 contains 33640 members Entering Unmasked Estep Score: -2669868.250000 Penalty: 979.089111 Iteration 9Q: 3 clusters Score -2669868 nChanged 1427 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12649 members Mstep: Class 2 contains 34413 members Entering Unmasked Estep Score: -2671011.000000 Penalty: 979.089111 Iteration 10Q: 3 clusters Score -2671011 nChanged 1175 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11964 members Mstep: Class 2 contains 35098 members Entering Unmasked Estep Score: -2671848.750000 Penalty: 979.089111 Iteration 11Q: 3 clusters Score -2671849 nChanged 1006 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11448 members Mstep: Class 2 contains 35614 members Entering Unmasked Estep Score: -2672383.000000 Penalty: 979.089111 Iteration 12Q: 3 clusters Score -2672383 nChanged 774 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11056 members Mstep: Class 2 contains 36006 members Entering Unmasked Estep Score: -2672707.250000 Penalty: 979.089111 Iteration 13Q: 3 clusters Score -2672707 nChanged 607 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10729 members Mstep: Class 2 contains 36333 members Entering Unmasked Estep Score: -2672909.750000 Penalty: 979.089111 Iteration 14Q: 3 clusters Score -2672910 nChanged 520 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10451 members Mstep: Class 2 contains 36611 members Entering Unmasked Estep Score: -2673040.250000 Penalty: 979.089111 Iteration 15Q: 3 clusters Score -2673040 nChanged 403 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10216 members Mstep: Class 2 contains 36846 members Entering Unmasked Estep Score: -2673126.750000 Penalty: 979.089111 Iteration 16Q: 3 clusters Score -2673127 nChanged 357 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10011 members Mstep: Class 2 contains 37051 members Entering Unmasked Estep Score: -2673202.500000 Penalty: 979.089111 Iteration 17Q: 3 clusters Score -2673202 nChanged 279 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9838 members Mstep: Class 2 contains 37224 members Entering Unmasked Estep Score: -2673251.500000 Penalty: 979.089111 Iteration 18Q: 3 clusters Score -2673252 nChanged 208 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9696 members Mstep: Class 2 contains 37366 members Entering Unmasked Estep Score: -2673273.250000 Penalty: 979.089111 Iteration 19Q: 3 clusters Score -2673273 nChanged 181 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9573 members Mstep: Class 2 contains 37489 members Entering Unmasked Estep Score: -2673295.250000 Penalty: 979.089111 Iteration 20F: 3 clusters Score -2673295 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9475 members Mstep: Class 2 contains 37587 members Entering Unmasked Estep Score: -2673298.250000 Penalty: 979.089111 Iteration 21Q: 3 clusters Score -2673298 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9378 members Mstep: Class 2 contains 37684 members Entering Unmasked Estep Score: -2673316.500000 Penalty: 979.089111 Iteration 22Q: 3 clusters Score -2673316 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9293 members Mstep: Class 2 contains 37769 members Entering Unmasked Estep Score: -2673317.000000 Penalty: 979.089111 Iteration 23Q: 3 clusters Score -2673317 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9233 members Mstep: Class 2 contains 37829 members Entering Unmasked Estep Score: -2673331.500000 Penalty: 979.089111 Iteration 24Q: 3 clusters Score -2673332 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9169 members Mstep: Class 2 contains 37893 members Entering Unmasked Estep Score: -2673333.000000 Penalty: 979.089111 Iteration 25Q: 3 clusters Score -2673333 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9111 members Mstep: Class 2 contains 37951 members Entering Unmasked Estep Score: -2673341.750000 Penalty: 979.089111 Iteration 26Q: 3 clusters Score -2673342 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9064 members Mstep: Class 2 contains 37998 members Entering Unmasked Estep Score: -2673344.750000 Penalty: 979.089111 Iteration 27Q: 3 clusters Score -2673345 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9019 members Mstep: Class 2 contains 38043 members Entering Unmasked Estep Score: -2673350.000000 Penalty: 979.089111 Iteration 28Q: 3 clusters Score -2673350 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8981 members Mstep: Class 2 contains 38081 members Entering Unmasked Estep Score: -2673351.500000 Penalty: 979.089111 Iteration 29Q: 3 clusters Score -2673352 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8950 members Mstep: Class 2 contains 38112 members Entering Unmasked Estep Score: -2673349.750000 Penalty: 979.089111 Iteration 30Q: 3 clusters Score -2673350 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8919 members Mstep: Class 2 contains 38143 members Entering Unmasked Estep Score: -2673353.500000 Penalty: 979.089111 Iteration 31Q: 3 clusters Score -2673354 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8886 members Mstep: Class 2 contains 38176 members Entering Unmasked Estep Score: -2673354.750000 Penalty: 979.089111 Iteration 32Q: 3 clusters Score -2673355 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8854 members Mstep: Class 2 contains 38208 members Entering Unmasked Estep Score: -2673359.250000 Penalty: 979.089111 Iteration 33Q: 3 clusters Score -2673359 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8827 members Mstep: Class 2 contains 38235 members Entering Unmasked Estep Score: -2673366.000000 Penalty: 979.089111 Iteration 34Q: 3 clusters Score -2673366 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8794 members Mstep: Class 2 contains 38268 members Entering Unmasked Estep Score: -2673363.500000 Penalty: 979.089111 Iteration 35Q: 3 clusters Score -2673364 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8770 members Mstep: Class 2 contains 38292 members Entering Unmasked Estep Score: -2673360.750000 Penalty: 979.089111 Iteration 36Q: 3 clusters Score -2673361 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8742 members Mstep: Class 2 contains 38320 members Entering Unmasked Estep Score: -2673362.000000 Penalty: 979.089111 Iteration 37Q: 3 clusters Score -2673362 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8713 members Mstep: Class 2 contains 38349 members Entering Unmasked Estep Score: -2673368.250000 Penalty: 979.089111 Iteration 38Q: 3 clusters Score -2673368 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8688 members Mstep: Class 2 contains 38374 members Entering Unmasked Estep Score: -2673370.250000 Penalty: 979.089111 Iteration 39Q: 3 clusters Score -2673370 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8657 members Mstep: Class 2 contains 38405 members Entering Unmasked Estep Score: -2673365.000000 Penalty: 979.089111 Iteration 40F: 3 clusters Score -2673365 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8631 members Mstep: Class 2 contains 38431 members Entering Unmasked Estep Score: -2673364.750000 Penalty: 979.089111 Iteration 41Q: 3 clusters Score -2673365 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8601 members Mstep: Class 2 contains 38461 members Entering Unmasked Estep Score: -2673370.500000 Penalty: 979.089111 Iteration 42Q: 3 clusters Score -2673370 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8579 members Mstep: Class 2 contains 38483 members Entering Unmasked Estep Score: -2673371.500000 Penalty: 979.089111 Iteration 43Q: 3 clusters Score -2673372 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8556 members Mstep: Class 2 contains 38506 members Entering Unmasked Estep Score: -2673373.750000 Penalty: 979.089111 Iteration 44Q: 3 clusters Score -2673374 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8528 members Mstep: Class 2 contains 38534 members Entering Unmasked Estep Score: -2673375.500000 Penalty: 979.089111 Iteration 45Q: 3 clusters Score -2673376 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8494 members Mstep: Class 2 contains 38568 members Entering Unmasked Estep Score: -2673375.500000 Penalty: 979.089111 Iteration 46Q: 3 clusters Score -2673376 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8452 members Mstep: Class 2 contains 38610 members Entering Unmasked Estep Score: -2673375.000000 Penalty: 979.089111 Iteration 47Q: 3 clusters Score -2673375 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8409 members Mstep: Class 2 contains 38653 members Entering Unmasked Estep Score: -2673374.500000 Penalty: 979.089111 Iteration 48Q: 3 clusters Score -2673374 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8368 members Mstep: Class 2 contains 38694 members Entering Unmasked Estep Score: -2673374.500000 Penalty: 979.089111 Iteration 49Q: 3 clusters Score -2673374 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8323 members Mstep: Class 2 contains 38739 members Entering Unmasked Estep Score: -2673371.000000 Penalty: 979.089111 Iteration 50Q: 3 clusters Score -2673371 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8284 members Mstep: Class 2 contains 38778 members Entering Unmasked Estep Score: -2673371.250000 Penalty: 979.089111 Iteration 51Q: 3 clusters Score -2673371 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8245 members Mstep: Class 2 contains 38817 members Entering Unmasked Estep Score: -2673372.750000 Penalty: 979.089111 Iteration 52Q: 3 clusters Score -2673373 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8205 members Mstep: Class 2 contains 38857 members Entering Unmasked Estep Score: -2673377.250000 Penalty: 979.089111 Iteration 53Q: 3 clusters Score -2673377 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8171 members Mstep: Class 2 contains 38891 members Entering Unmasked Estep Score: -2673374.750000 Penalty: 979.089111 Iteration 54Q: 3 clusters Score -2673375 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8143 members Mstep: Class 2 contains 38919 members Entering Unmasked Estep Score: -2673379.750000 Penalty: 979.089111 Iteration 55Q: 3 clusters Score -2673380 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8122 members Mstep: Class 2 contains 38940 members Entering Unmasked Estep Score: -2673380.500000 Penalty: 979.089111 Iteration 56Q: 3 clusters Score -2673380 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8106 members Mstep: Class 2 contains 38956 members Entering Unmasked Estep Score: -2673380.000000 Penalty: 979.089111 Iteration 57Q: 3 clusters Score -2673380 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8098 members Mstep: Class 2 contains 38964 members Entering Unmasked Estep Score: -2673382.500000 Penalty: 979.089111 Iteration 58Q: 3 clusters Score -2673382 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8089 members Mstep: Class 2 contains 38973 members Entering Unmasked Estep Score: -2673381.750000 Penalty: 979.089111 Iteration 59Q: 3 clusters Score -2673382 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8075 members Mstep: Class 2 contains 38987 members Entering Unmasked Estep Score: -2673378.000000 Penalty: 979.089111 Iteration 60F: 3 clusters Score -2673378 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8059 members Mstep: Class 2 contains 39003 members Entering Unmasked Estep Score: -2673378.500000 Penalty: 979.089111 Iteration 61Q: 3 clusters Score -2673378 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8043 members Mstep: Class 2 contains 39019 members Entering Unmasked Estep Score: -2673379.250000 Penalty: 979.089111 Iteration 62Q: 3 clusters Score -2673379 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8033 members Mstep: Class 2 contains 39029 members Entering Unmasked Estep Score: -2673379.000000 Penalty: 979.089111 Iteration 63Q: 3 clusters Score -2673379 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8021 members Mstep: Class 2 contains 39041 members Entering Unmasked Estep Score: -2673384.250000 Penalty: 979.089111 Iteration 64Q: 3 clusters Score -2673384 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8010 members Mstep: Class 2 contains 39052 members Entering Unmasked Estep Score: -2673383.750000 Penalty: 979.089111 Iteration 65Q: 3 clusters Score -2673384 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7995 members Mstep: Class 2 contains 39067 members Entering Unmasked Estep Score: -2673378.500000 Penalty: 979.089111 Iteration 66Q: 3 clusters Score -2673378 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7987 members Mstep: Class 2 contains 39075 members Entering Unmasked Estep Score: -2673375.750000 Penalty: 979.089111 Iteration 67Q: 3 clusters Score -2673376 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7979 members Mstep: Class 2 contains 39083 members Entering Unmasked Estep Score: -2673375.250000 Penalty: 979.089111 Iteration 68Q: 3 clusters Score -2673375 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7977 members Mstep: Class 2 contains 39085 members Entering Unmasked Estep Score: -2673379.000000 Penalty: 979.089111 Iteration 69Q: 3 clusters Score -2673379 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7972 members Mstep: Class 2 contains 39090 members Entering Unmasked Estep Score: -2673377.250000 Penalty: 979.089111 Iteration 70Q: 3 clusters Score -2673377 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7969 members Mstep: Class 2 contains 39093 members Entering Unmasked Estep Score: -2673377.750000 Penalty: 979.089111 Iteration 71Q: 3 clusters Score -2673378 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7966 members Mstep: Class 2 contains 39096 members Entering Unmasked Estep Score: -2673380.000000 Penalty: 979.089111 Iteration 72Q: 3 clusters Score -2673380 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7964 members Mstep: Class 2 contains 39098 members Entering Unmasked Estep Score: -2673379.250000 Penalty: 979.089111 Iteration 73Q: 3 clusters Score -2673379 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7960 members Mstep: Class 2 contains 39102 members Entering Unmasked Estep Score: -2673384.000000 Penalty: 979.089111 Iteration 74Q: 3 clusters Score -2673384 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7959 members Mstep: Class 2 contains 39103 members Entering Unmasked Estep Score: -2673382.500000 Penalty: 979.089111 Iteration 75Q: 3 clusters Score -2673382 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7958 members Mstep: Class 2 contains 39104 members Entering Unmasked Estep Score: -2673383.500000 Penalty: 979.089111 Iteration 76Q: 3 clusters Score -2673384 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7956 members Mstep: Class 2 contains 39106 members Entering Unmasked Estep Score: -2673383.250000 Penalty: 979.089111 Iteration 77Q: 3 clusters Score -2673383 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7956 members Mstep: Class 2 contains 39106 members Entering Unmasked Estep Score: -2673383.250000 Penalty: 979.089111 Iteration 78F: 3 clusters Score -2673383 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 1 contains 1081 members Mstep: Class 2 contains 49160 members Mstep: Class 3 contains 23813 members Mstep: Class 4 contains 1657 members Mstep: Class 5 contains 2477 members Mstep: Class 6 contains 4360 members Mstep: Class 7 contains 497 members Mstep: Class 8 contains 2333 members Mstep: Class 9 contains 1145 members Mstep: Class 10 contains 262 members Mstep: Class 11 contains 3182 members Mstep: Class 12 contains 23202 members Mstep: Class 13 contains 20479 members Mstep: Class 14 contains 7956 members Mstep: Class 15 contains 13364 members Mstep: Class 16 contains 15955 members Mstep: Class 17 contains 5010 members Mstep: Class 18 contains 11488 members Mstep: Class 19 contains 21483 members Mstep: Class 20 contains 18353 members Mstep: Class 21 contains 2044 members Mstep: Class 22 contains 80 members Mstep: Class 23 contains 224 members Mstep: Class 24 contains 4029 members Mstep: Class 25 contains 159484 members Mstep: Class 26 contains 39106 members Entering Unmasked Estep Score: -22929254.000000 Penalty: 15351.530273 Splitting cluster 14 changes total score from -22908062.000000 to -22929254.000000 So it's getting split into cluster 26. Entering ConstructFrom: Trying to split cluster 15 (13364 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13364 members Entering Unmasked Estep Score: -759881.375000 Penalty: 432.264526 Iteration 0F: 2 clusters Score -759881.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6695 members Mstep: Class 2 contains 6669 members Entering Unmasked Estep Score: -751002.312500 Penalty: 864.529053 Iteration 0F: 3 clusters Score -751002.3 nChanged 6266 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6765 members Mstep: Class 2 contains 6599 members Entering Unmasked Estep Score: -754951.687500 Penalty: 864.529053 Iteration 1F: 3 clusters Score -754951.7 nChanged 1003 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6740 members Mstep: Class 2 contains 6624 members Entering Unmasked Estep Score: -755754.562500 Penalty: 864.529053 Iteration 2F: 3 clusters Score -755754.6 nChanged 1079 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6683 members Mstep: Class 2 contains 6681 members Entering Unmasked Estep Score: -756703.187500 Penalty: 864.529053 Iteration 3F: 3 clusters Score -756703.2 nChanged 1067 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6600 members Mstep: Class 2 contains 6764 members Entering Unmasked Estep Score: -757767.312500 Penalty: 864.529053 Iteration 4F: 3 clusters Score -757767.3 nChanged 989 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6483 members Mstep: Class 2 contains 6881 members Entering Unmasked Estep Score: -758642.937500 Penalty: 864.529053 Iteration 5F: 3 clusters Score -758642.9 nChanged 755 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6424 members Mstep: Class 2 contains 6940 members Entering Unmasked Estep Score: -759131.062500 Penalty: 864.529053 Iteration 6F: 3 clusters Score -759131.1 nChanged 490 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6374 members Mstep: Class 2 contains 6990 members Entering Unmasked Estep Score: -759363.625000 Penalty: 864.529053 Iteration 7Q: 3 clusters Score -759363.6 nChanged 375 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6377 members Mstep: Class 2 contains 6987 members Entering Unmasked Estep Score: -759546.312500 Penalty: 864.529053 Iteration 8Q: 3 clusters Score -759546.3 nChanged 309 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6414 members Mstep: Class 2 contains 6950 members Entering Unmasked Estep Score: -759684.875000 Penalty: 864.529053 Iteration 9Q: 3 clusters Score -759684.9 nChanged 263 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6459 members Mstep: Class 2 contains 6905 members Entering Unmasked Estep Score: -759777.500000 Penalty: 864.529053 Iteration 10Q: 3 clusters Score -759777.5 nChanged 206 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6519 members Mstep: Class 2 contains 6845 members Entering Unmasked Estep Score: -759842.500000 Penalty: 864.529053 Iteration 11Q: 3 clusters Score -759842.5 nChanged 186 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6577 members Mstep: Class 2 contains 6787 members Entering Unmasked Estep Score: -759895.062500 Penalty: 864.529053 Iteration 12Q: 3 clusters Score -759895.1 nChanged 173 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6624 members Mstep: Class 2 contains 6740 members Entering Unmasked Estep Score: -759944.875000 Penalty: 864.529053 Iteration 13Q: 3 clusters Score -759944.9 nChanged 158 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6660 members Mstep: Class 2 contains 6704 members Entering Unmasked Estep Score: -759979.750000 Penalty: 864.529053 Iteration 14Q: 3 clusters Score -759979.8 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6707 members Mstep: Class 2 contains 6657 members Entering Unmasked Estep Score: -760015.812500 Penalty: 864.529053 Iteration 15Q: 3 clusters Score -760015.8 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6750 members Mstep: Class 2 contains 6614 members Entering Unmasked Estep Score: -760049.500000 Penalty: 864.529053 Iteration 16Q: 3 clusters Score -760049.5 nChanged 158 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6806 members Mstep: Class 2 contains 6558 members Entering Unmasked Estep Score: -760088.437500 Penalty: 864.529053 Iteration 17Q: 3 clusters Score -760088.4 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6850 members Mstep: Class 2 contains 6514 members Entering Unmasked Estep Score: -760126.562500 Penalty: 864.529053 Iteration 18Q: 3 clusters Score -760126.6 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6898 members Mstep: Class 2 contains 6466 members Entering Unmasked Estep Score: -760156.625000 Penalty: 864.529053 Iteration 19Q: 3 clusters Score -760156.6 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6942 members Mstep: Class 2 contains 6422 members Entering Unmasked Estep Score: -760173.125000 Penalty: 864.529053 Iteration 20F: 3 clusters Score -760173.1 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6971 members Mstep: Class 2 contains 6393 members Entering Unmasked Estep Score: -760184.625000 Penalty: 864.529053 Iteration 21Q: 3 clusters Score -760184.6 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7002 members Mstep: Class 2 contains 6362 members Entering Unmasked Estep Score: -760192.562500 Penalty: 864.529053 Iteration 22Q: 3 clusters Score -760192.6 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7032 members Mstep: Class 2 contains 6332 members Entering Unmasked Estep Score: -760198.750000 Penalty: 864.529053 Iteration 23Q: 3 clusters Score -760198.8 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7054 members Mstep: Class 2 contains 6310 members Entering Unmasked Estep Score: -760202.250000 Penalty: 864.529053 Iteration 24Q: 3 clusters Score -760202.2 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7070 members Mstep: Class 2 contains 6294 members Entering Unmasked Estep Score: -760203.812500 Penalty: 864.529053 Iteration 25Q: 3 clusters Score -760203.8 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7091 members Mstep: Class 2 contains 6273 members Entering Unmasked Estep Score: -760208.250000 Penalty: 864.529053 Iteration 26Q: 3 clusters Score -760208.2 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7108 members Mstep: Class 2 contains 6256 members Entering Unmasked Estep Score: -760208.937500 Penalty: 864.529053 Iteration 27Q: 3 clusters Score -760208.9 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7125 members Mstep: Class 2 contains 6239 members Entering Unmasked Estep Score: -760210.562500 Penalty: 864.529053 Iteration 28Q: 3 clusters Score -760210.6 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7146 members Mstep: Class 2 contains 6218 members Entering Unmasked Estep Score: -760212.125000 Penalty: 864.529053 Iteration 29Q: 3 clusters Score -760212.1 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7163 members Mstep: Class 2 contains 6201 members Entering Unmasked Estep Score: -760213.562500 Penalty: 864.529053 Iteration 30Q: 3 clusters Score -760213.6 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7174 members Mstep: Class 2 contains 6190 members Entering Unmasked Estep Score: -760213.687500 Penalty: 864.529053 Iteration 31Q: 3 clusters Score -760213.7 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7186 members Mstep: Class 2 contains 6178 members Entering Unmasked Estep Score: -760216.187500 Penalty: 864.529053 Iteration 32Q: 3 clusters Score -760216.2 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7192 members Mstep: Class 2 contains 6172 members Entering Unmasked Estep Score: -760217.375000 Penalty: 864.529053 Iteration 33Q: 3 clusters Score -760217.4 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7194 members Mstep: Class 2 contains 6170 members Entering Unmasked Estep Score: -760216.562500 Penalty: 864.529053 Iteration 34Q: 3 clusters Score -760216.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7197 members Mstep: Class 2 contains 6167 members Entering Unmasked Estep Score: -760217.687500 Penalty: 864.529053 Iteration 35Q: 3 clusters Score -760217.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7199 members Mstep: Class 2 contains 6165 members Entering Unmasked Estep Score: -760215.187500 Penalty: 864.529053 Iteration 36Q: 3 clusters Score -760215.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7203 members Mstep: Class 2 contains 6161 members Entering Unmasked Estep Score: -760217.625000 Penalty: 864.529053 Iteration 37Q: 3 clusters Score -760217.6 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7210 members Mstep: Class 2 contains 6154 members Entering Unmasked Estep Score: -760218.687500 Penalty: 864.529053 Iteration 38Q: 3 clusters Score -760218.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7216 members Mstep: Class 2 contains 6148 members Entering Unmasked Estep Score: -760218.750000 Penalty: 864.529053 Iteration 39Q: 3 clusters Score -760218.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7228 members Mstep: Class 2 contains 6136 members Entering Unmasked Estep Score: -760216.937500 Penalty: 864.529053 Iteration 40F: 3 clusters Score -760216.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7233 members Mstep: Class 2 contains 6131 members Entering Unmasked Estep Score: -760219.937500 Penalty: 864.529053 Iteration 41Q: 3 clusters Score -760219.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7234 members Mstep: Class 2 contains 6130 members Entering Unmasked Estep Score: -760220.437500 Penalty: 864.529053 Iteration 42Q: 3 clusters Score -760220.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7233 members Mstep: Class 2 contains 6131 members Entering Unmasked Estep Score: -760219.625000 Penalty: 864.529053 Iteration 43Q: 3 clusters Score -760219.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7233 members Mstep: Class 2 contains 6131 members Entering Unmasked Estep Score: -760219.625000 Penalty: 864.529053 Iteration 44F: 3 clusters Score -760219.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 1 contains 1081 members Mstep: Class 2 contains 49160 members Mstep: Class 3 contains 23813 members Mstep: Class 4 contains 1657 members Mstep: Class 5 contains 2477 members Mstep: Class 6 contains 4360 members Mstep: Class 7 contains 497 members Mstep: Class 8 contains 2333 members Mstep: Class 9 contains 1145 members Mstep: Class 10 contains 262 members Mstep: Class 11 contains 3182 members Mstep: Class 12 contains 23202 members Mstep: Class 13 contains 20479 members Mstep: Class 14 contains 7956 members Mstep: Class 15 contains 7233 members Mstep: Class 16 contains 15955 members Mstep: Class 17 contains 5010 members Mstep: Class 18 contains 11488 members Mstep: Class 19 contains 21483 members Mstep: Class 20 contains 18353 members Mstep: Class 21 contains 2044 members Mstep: Class 22 contains 80 members Mstep: Class 23 contains 224 members Mstep: Class 24 contains 4029 members Mstep: Class 25 contains 159484 members Mstep: Class 26 contains 39106 members Mstep: Class 27 contains 6131 members Entering Unmasked Estep Score: -22929456.000000 Penalty: 15941.974609 Splitting cluster 15 changes total score from -22908062.000000 to -22929456.000000 So it's getting split into cluster 27. Entering ConstructFrom: Trying to split cluster 16 (15955 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15955 members Entering Unmasked Estep Score: -840488.437500 Penalty: 440.327484 Iteration 0F: 2 clusters Score -840488.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8076 members Mstep: Class 2 contains 7879 members Entering Unmasked Estep Score: -829829.500000 Penalty: 880.654968 Iteration 0F: 3 clusters Score -829829.5 nChanged 7611 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8595 members Mstep: Class 2 contains 7360 members Entering Unmasked Estep Score: -836066.812500 Penalty: 880.654968 Iteration 1F: 3 clusters Score -836066.8 nChanged 1683 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8892 members Mstep: Class 2 contains 7063 members Entering Unmasked Estep Score: -837941.687500 Penalty: 880.654968 Iteration 2F: 3 clusters Score -837941.7 nChanged 1536 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9414 members Mstep: Class 2 contains 6541 members Entering Unmasked Estep Score: -839754.812500 Penalty: 880.654968 Iteration 3F: 3 clusters Score -839754.8 nChanged 1158 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9974 members Mstep: Class 2 contains 5981 members Entering Unmasked Estep Score: -841208.937500 Penalty: 880.654968 Iteration 4F: 3 clusters Score -841208.9 nChanged 757 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10361 members Mstep: Class 2 contains 5594 members Entering Unmasked Estep Score: -841948.312500 Penalty: 880.654968 Iteration 5Q: 3 clusters Score -841948.3 nChanged 461 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10610 members Mstep: Class 2 contains 5345 members Entering Unmasked Estep Score: -842211.250000 Penalty: 880.654968 Iteration 6Q: 3 clusters Score -842211.2 nChanged 262 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10804 members Mstep: Class 2 contains 5151 members Entering Unmasked Estep Score: -842323.250000 Penalty: 880.654968 Iteration 7Q: 3 clusters Score -842323.2 nChanged 190 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10956 members Mstep: Class 2 contains 4999 members Entering Unmasked Estep Score: -842396.437500 Penalty: 880.654968 Iteration 8Q: 3 clusters Score -842396.4 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11090 members Mstep: Class 2 contains 4865 members Entering Unmasked Estep Score: -842435.437500 Penalty: 880.654968 Iteration 9Q: 3 clusters Score -842435.4 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11181 members Mstep: Class 2 contains 4774 members Entering Unmasked Estep Score: -842461.937500 Penalty: 880.654968 Iteration 10Q: 3 clusters Score -842461.9 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11271 members Mstep: Class 2 contains 4684 members Entering Unmasked Estep Score: -842479.125000 Penalty: 880.654968 Iteration 11Q: 3 clusters Score -842479.1 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11335 members Mstep: Class 2 contains 4620 members Entering Unmasked Estep Score: -842490.812500 Penalty: 880.654968 Iteration 12Q: 3 clusters Score -842490.8 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11391 members Mstep: Class 2 contains 4564 members Entering Unmasked Estep Score: -842497.750000 Penalty: 880.654968 Iteration 13Q: 3 clusters Score -842497.8 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11440 members Mstep: Class 2 contains 4515 members Entering Unmasked Estep Score: -842507.000000 Penalty: 880.654968 Iteration 14Q: 3 clusters Score -842507 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11479 members Mstep: Class 2 contains 4476 members Entering Unmasked Estep Score: -842509.687500 Penalty: 880.654968 Iteration 15Q: 3 clusters Score -842509.7 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11514 members Mstep: Class 2 contains 4441 members Entering Unmasked Estep Score: -842514.000000 Penalty: 880.654968 Iteration 16Q: 3 clusters Score -842514 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11539 members Mstep: Class 2 contains 4416 members Entering Unmasked Estep Score: -842514.500000 Penalty: 880.654968 Iteration 17Q: 3 clusters Score -842514.5 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11560 members Mstep: Class 2 contains 4395 members Entering Unmasked Estep Score: -842517.812500 Penalty: 880.654968 Iteration 18Q: 3 clusters Score -842517.8 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11585 members Mstep: Class 2 contains 4370 members Entering Unmasked Estep Score: -842521.437500 Penalty: 880.654968 Iteration 19Q: 3 clusters Score -842521.4 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11606 members Mstep: Class 2 contains 4349 members Entering Unmasked Estep Score: -842521.562500 Penalty: 880.654968 Iteration 20F: 3 clusters Score -842521.6 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11627 members Mstep: Class 2 contains 4328 members Entering Unmasked Estep Score: -842525.125000 Penalty: 880.654968 Iteration 21Q: 3 clusters Score -842525.1 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11651 members Mstep: Class 2 contains 4304 members Entering Unmasked Estep Score: -842526.875000 Penalty: 880.654968 Iteration 22Q: 3 clusters Score -842526.9 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11672 members Mstep: Class 2 contains 4283 members Entering Unmasked Estep Score: -842530.125000 Penalty: 880.654968 Iteration 23Q: 3 clusters Score -842530.1 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11691 members Mstep: Class 2 contains 4264 members Entering Unmasked Estep Score: -842528.750000 Penalty: 880.654968 Iteration 24Q: 3 clusters Score -842528.8 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11708 members Mstep: Class 2 contains 4247 members Entering Unmasked Estep Score: -842528.937500 Penalty: 880.654968 Iteration 25Q: 3 clusters Score -842528.9 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11731 members Mstep: Class 2 contains 4224 members Entering Unmasked Estep Score: -842534.562500 Penalty: 880.654968 Iteration 26Q: 3 clusters Score -842534.6 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11753 members Mstep: Class 2 contains 4202 members Entering Unmasked Estep Score: -842534.625000 Penalty: 880.654968 Iteration 27Q: 3 clusters Score -842534.6 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11767 members Mstep: Class 2 contains 4188 members Entering Unmasked Estep Score: -842536.562500 Penalty: 880.654968 Iteration 28Q: 3 clusters Score -842536.6 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11779 members Mstep: Class 2 contains 4176 members Entering Unmasked Estep Score: -842536.875000 Penalty: 880.654968 Iteration 29Q: 3 clusters Score -842536.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11787 members Mstep: Class 2 contains 4168 members Entering Unmasked Estep Score: -842537.312500 Penalty: 880.654968 Iteration 30Q: 3 clusters Score -842537.3 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11802 members Mstep: Class 2 contains 4153 members Entering Unmasked Estep Score: -842539.375000 Penalty: 880.654968 Iteration 31Q: 3 clusters Score -842539.4 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11818 members Mstep: Class 2 contains 4137 members Entering Unmasked Estep Score: -842542.000000 Penalty: 880.654968 Iteration 32Q: 3 clusters Score -842542 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11834 members Mstep: Class 2 contains 4121 members Entering Unmasked Estep Score: -842542.812500 Penalty: 880.654968 Iteration 33Q: 3 clusters Score -842542.8 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11852 members Mstep: Class 2 contains 4103 members Entering Unmasked Estep Score: -842543.437500 Penalty: 880.654968 Iteration 34Q: 3 clusters Score -842543.4 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11864 members Mstep: Class 2 contains 4091 members Entering Unmasked Estep Score: -842544.062500 Penalty: 880.654968 Iteration 35Q: 3 clusters Score -842544.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11869 members Mstep: Class 2 contains 4086 members Entering Unmasked Estep Score: -842543.812500 Penalty: 880.654968 Iteration 36Q: 3 clusters Score -842543.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11875 members Mstep: Class 2 contains 4080 members Entering Unmasked Estep Score: -842545.437500 Penalty: 880.654968 Iteration 37Q: 3 clusters Score -842545.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11878 members Mstep: Class 2 contains 4077 members Entering Unmasked Estep Score: -842544.562500 Penalty: 880.654968 Iteration 38Q: 3 clusters Score -842544.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11881 members Mstep: Class 2 contains 4074 members Entering Unmasked Estep Score: -842544.937500 Penalty: 880.654968 Iteration 39Q: 3 clusters Score -842544.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11882 members Mstep: Class 2 contains 4073 members Entering Unmasked Estep Score: -842544.812500 Penalty: 880.654968 Iteration 40F: 3 clusters Score -842544.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11883 members Mstep: Class 2 contains 4072 members Entering Unmasked Estep Score: -842543.125000 Penalty: 880.654968 Iteration 41Q: 3 clusters Score -842543.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11883 members Mstep: Class 2 contains 4072 members Entering Unmasked Estep Score: -842543.125000 Penalty: 880.654968 Iteration 42F: 3 clusters Score -842543.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 1 contains 1081 members Mstep: Class 2 contains 49160 members Mstep: Class 3 contains 23813 members Mstep: Class 4 contains 1657 members Mstep: Class 5 contains 2477 members Mstep: Class 6 contains 4360 members Mstep: Class 7 contains 497 members Mstep: Class 8 contains 2333 members Mstep: Class 9 contains 1145 members Mstep: Class 10 contains 262 members Mstep: Class 11 contains 3182 members Mstep: Class 12 contains 23202 members Mstep: Class 13 contains 20479 members Mstep: Class 14 contains 7956 members Mstep: Class 15 contains 7233 members Mstep: Class 16 contains 11883 members Mstep: Class 17 contains 5010 members Mstep: Class 18 contains 11488 members Mstep: Class 19 contains 21483 members Mstep: Class 20 contains 18353 members Mstep: Class 21 contains 2044 members Mstep: Class 22 contains 80 members Mstep: Class 23 contains 224 members Mstep: Class 24 contains 4029 members Mstep: Class 25 contains 159484 members Mstep: Class 26 contains 39106 members Mstep: Class 27 contains 6131 members Mstep: Class 28 contains 4072 members Entering Unmasked Estep Score: -22931394.000000 Penalty: 16532.417969 Splitting cluster 16 changes total score from -22908062.000000 to -22931394.000000 So it's getting split into cluster 28. Entering ConstructFrom: Trying to split cluster 18 (11488 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11488 members Entering Unmasked Estep Score: -651562.125000 Penalty: 425.382141 Iteration 0F: 2 clusters Score -651562.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5791 members Mstep: Class 2 contains 5697 members Entering Unmasked Estep Score: -643901.812500 Penalty: 850.764282 Iteration 0F: 3 clusters Score -643901.8 nChanged 5398 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6033 members Mstep: Class 2 contains 5455 members Entering Unmasked Estep Score: -647382.500000 Penalty: 850.764282 Iteration 1F: 3 clusters Score -647382.5 nChanged 835 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6174 members Mstep: Class 2 contains 5314 members Entering Unmasked Estep Score: -648002.375000 Penalty: 850.764282 Iteration 2F: 3 clusters Score -648002.4 nChanged 906 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6360 members Mstep: Class 2 contains 5128 members Entering Unmasked Estep Score: -648830.625000 Penalty: 850.764282 Iteration 3F: 3 clusters Score -648830.6 nChanged 960 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6604 members Mstep: Class 2 contains 4884 members Entering Unmasked Estep Score: -649914.625000 Penalty: 850.764282 Iteration 4F: 3 clusters Score -649914.6 nChanged 999 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7001 members Mstep: Class 2 contains 4487 members Entering Unmasked Estep Score: -651579.625000 Penalty: 850.764282 Iteration 5F: 3 clusters Score -651579.6 nChanged 794 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7365 members Mstep: Class 2 contains 4123 members Entering Unmasked Estep Score: -653369.812500 Penalty: 850.764282 Iteration 6F: 3 clusters Score -653369.8 nChanged 489 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7554 members Mstep: Class 2 contains 3934 members Entering Unmasked Estep Score: -654312.937500 Penalty: 850.764282 Iteration 7Q: 3 clusters Score -654312.9 nChanged 192 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7622 members Mstep: Class 2 contains 3866 members Entering Unmasked Estep Score: -654422.250000 Penalty: 850.764282 Iteration 8Q: 3 clusters Score -654422.2 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7656 members Mstep: Class 2 contains 3832 members Entering Unmasked Estep Score: -654433.000000 Penalty: 850.764282 Iteration 9Q: 3 clusters Score -654433 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7681 members Mstep: Class 2 contains 3807 members Entering Unmasked Estep Score: -654437.187500 Penalty: 850.764282 Iteration 10Q: 3 clusters Score -654437.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7691 members Mstep: Class 2 contains 3797 members Entering Unmasked Estep Score: -654437.937500 Penalty: 850.764282 Iteration 11Q: 3 clusters Score -654437.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7698 members Mstep: Class 2 contains 3790 members Entering Unmasked Estep Score: -654438.750000 Penalty: 850.764282 Iteration 12Q: 3 clusters Score -654438.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7702 members Mstep: Class 2 contains 3786 members Entering Unmasked Estep Score: -654439.812500 Penalty: 850.764282 Iteration 13Q: 3 clusters Score -654439.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7702 members Mstep: Class 2 contains 3786 members Entering Unmasked Estep Score: -654439.812500 Penalty: 850.764282 Iteration 14F: 3 clusters Score -654439.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 1 contains 1081 members Mstep: Class 2 contains 49160 members Mstep: Class 3 contains 23813 members Mstep: Class 4 contains 1657 members Mstep: Class 5 contains 2477 members Mstep: Class 6 contains 4360 members Mstep: Class 7 contains 497 members Mstep: Class 8 contains 2333 members Mstep: Class 9 contains 1145 members Mstep: Class 10 contains 262 members Mstep: Class 11 contains 3182 members Mstep: Class 12 contains 23202 members Mstep: Class 13 contains 20479 members Mstep: Class 14 contains 7956 members Mstep: Class 15 contains 7233 members Mstep: Class 16 contains 11883 members Mstep: Class 17 contains 5010 members Mstep: Class 18 contains 7702 members Mstep: Class 19 contains 21483 members Mstep: Class 20 contains 18353 members Mstep: Class 21 contains 2044 members Mstep: Class 22 contains 80 members Mstep: Class 23 contains 224 members Mstep: Class 24 contains 4029 members Mstep: Class 25 contains 159484 members Mstep: Class 26 contains 39106 members Mstep: Class 27 contains 6131 members Mstep: Class 28 contains 4072 members Mstep: Class 29 contains 3786 members Entering Unmasked Estep Score: -22934130.000000 Penalty: 17122.861328 Splitting cluster 18 changes total score from -22908062.000000 to -22934130.000000 So it's getting split into cluster 29. Entering ConstructFrom: Trying to split cluster 19 (21483 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21483 members Entering Unmasked Estep Score: -1179851.500000 Penalty: 453.863312 Iteration 0F: 2 clusters Score -1179852 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10750 members Mstep: Class 2 contains 10733 members Entering Unmasked Estep Score: -1165581.875000 Penalty: 907.726624 Iteration 0F: 3 clusters Score -1165582 nChanged 10235 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10585 members Mstep: Class 2 contains 10898 members Entering Unmasked Estep Score: -1171983.250000 Penalty: 907.726624 Iteration 1F: 3 clusters Score -1171983 nChanged 1433 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10250 members Mstep: Class 2 contains 11233 members Entering Unmasked Estep Score: -1172793.625000 Penalty: 907.726624 Iteration 2F: 3 clusters Score -1172794 nChanged 1480 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9888 members Mstep: Class 2 contains 11595 members Entering Unmasked Estep Score: -1173724.375000 Penalty: 907.726624 Iteration 3F: 3 clusters Score -1173724 nChanged 1389 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9525 members Mstep: Class 2 contains 11958 members Entering Unmasked Estep Score: -1174577.125000 Penalty: 907.726624 Iteration 4F: 3 clusters Score -1174577 nChanged 1231 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9300 members Mstep: Class 2 contains 12183 members Entering Unmasked Estep Score: -1175336.000000 Penalty: 907.726624 Iteration 5F: 3 clusters Score -1175336 nChanged 1092 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9186 members Mstep: Class 2 contains 12297 members Entering Unmasked Estep Score: -1175939.375000 Penalty: 907.726624 Iteration 6F: 3 clusters Score -1175939 nChanged 950 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9166 members Mstep: Class 2 contains 12317 members Entering Unmasked Estep Score: -1176437.625000 Penalty: 907.726624 Iteration 7Q: 3 clusters Score -1176438 nChanged 794 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9232 members Mstep: Class 2 contains 12251 members Entering Unmasked Estep Score: -1176788.125000 Penalty: 907.726624 Iteration 8Q: 3 clusters Score -1176788 nChanged 641 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9373 members Mstep: Class 2 contains 12110 members Entering Unmasked Estep Score: -1177010.000000 Penalty: 907.726624 Iteration 9Q: 3 clusters Score -1177010 nChanged 485 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9484 members Mstep: Class 2 contains 11999 members Entering Unmasked Estep Score: -1177151.750000 Penalty: 907.726624 Iteration 10Q: 3 clusters Score -1177152 nChanged 384 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9624 members Mstep: Class 2 contains 11859 members Entering Unmasked Estep Score: -1177246.625000 Penalty: 907.726624 Iteration 11Q: 3 clusters Score -1177247 nChanged 314 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9752 members Mstep: Class 2 contains 11731 members Entering Unmasked Estep Score: -1177315.250000 Penalty: 907.726624 Iteration 12Q: 3 clusters Score -1177315 nChanged 249 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9891 members Mstep: Class 2 contains 11592 members Entering Unmasked Estep Score: -1177367.625000 Penalty: 907.726624 Iteration 13Q: 3 clusters Score -1177368 nChanged 217 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10018 members Mstep: Class 2 contains 11465 members Entering Unmasked Estep Score: -1177395.875000 Penalty: 907.726624 Iteration 14Q: 3 clusters Score -1177396 nChanged 176 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10148 members Mstep: Class 2 contains 11335 members Entering Unmasked Estep Score: -1177411.750000 Penalty: 907.726624 Iteration 15Q: 3 clusters Score -1177412 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10263 members Mstep: Class 2 contains 11220 members Entering Unmasked Estep Score: -1177438.250000 Penalty: 907.726624 Iteration 16Q: 3 clusters Score -1177438 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10387 members Mstep: Class 2 contains 11096 members Entering Unmasked Estep Score: -1177461.500000 Penalty: 907.726624 Iteration 17Q: 3 clusters Score -1177462 nChanged 178 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10543 members Mstep: Class 2 contains 10940 members Entering Unmasked Estep Score: -1177494.125000 Penalty: 907.726624 Iteration 18Q: 3 clusters Score -1177494 nChanged 186 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10707 members Mstep: Class 2 contains 10776 members Entering Unmasked Estep Score: -1177530.250000 Penalty: 907.726624 Iteration 19Q: 3 clusters Score -1177530 nChanged 193 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10888 members Mstep: Class 2 contains 10595 members Entering Unmasked Estep Score: -1177578.625000 Penalty: 907.726624 Iteration 20F: 3 clusters Score -1177579 nChanged 241 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11111 members Mstep: Class 2 contains 10372 members Entering Unmasked Estep Score: -1177647.375000 Penalty: 907.726624 Iteration 21Q: 3 clusters Score -1177647 nChanged 272 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11373 members Mstep: Class 2 contains 10110 members Entering Unmasked Estep Score: -1177726.875000 Penalty: 907.726624 Iteration 22Q: 3 clusters Score -1177727 nChanged 293 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11656 members Mstep: Class 2 contains 9827 members Entering Unmasked Estep Score: -1177814.875000 Penalty: 907.726624 Iteration 23Q: 3 clusters Score -1177815 nChanged 289 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11925 members Mstep: Class 2 contains 9558 members Entering Unmasked Estep Score: -1177889.500000 Penalty: 907.726624 Iteration 24Q: 3 clusters Score -1177890 nChanged 273 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12190 members Mstep: Class 2 contains 9293 members Entering Unmasked Estep Score: -1177960.500000 Penalty: 907.726624 Iteration 25Q: 3 clusters Score -1177960 nChanged 266 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12448 members Mstep: Class 2 contains 9035 members Entering Unmasked Estep Score: -1178027.875000 Penalty: 907.726624 Iteration 26Q: 3 clusters Score -1178028 nChanged 264 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12706 members Mstep: Class 2 contains 8777 members Entering Unmasked Estep Score: -1178094.750000 Penalty: 907.726624 Iteration 27Q: 3 clusters Score -1178095 nChanged 257 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12957 members Mstep: Class 2 contains 8526 members Entering Unmasked Estep Score: -1178163.750000 Penalty: 907.726624 Iteration 28Q: 3 clusters Score -1178164 nChanged 269 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13214 members Mstep: Class 2 contains 8269 members Entering Unmasked Estep Score: -1178240.750000 Penalty: 907.726624 Iteration 29Q: 3 clusters Score -1178241 nChanged 302 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13508 members Mstep: Class 2 contains 7975 members Entering Unmasked Estep Score: -1178330.375000 Penalty: 907.726624 Iteration 30Q: 3 clusters Score -1178330 nChanged 310 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13806 members Mstep: Class 2 contains 7677 members Entering Unmasked Estep Score: -1178440.125000 Penalty: 907.726624 Iteration 31Q: 3 clusters Score -1178440 nChanged 306 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14104 members Mstep: Class 2 contains 7379 members Entering Unmasked Estep Score: -1178541.750000 Penalty: 907.726624 Iteration 32Q: 3 clusters Score -1178542 nChanged 289 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14389 members Mstep: Class 2 contains 7094 members Entering Unmasked Estep Score: -1178626.750000 Penalty: 907.726624 Iteration 33Q: 3 clusters Score -1178627 nChanged 273 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14662 members Mstep: Class 2 contains 6821 members Entering Unmasked Estep Score: -1178713.250000 Penalty: 907.726624 Iteration 34Q: 3 clusters Score -1178713 nChanged 271 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14933 members Mstep: Class 2 contains 6550 members Entering Unmasked Estep Score: -1178783.125000 Penalty: 907.726624 Iteration 35Q: 3 clusters Score -1178783 nChanged 262 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15195 members Mstep: Class 2 contains 6288 members Entering Unmasked Estep Score: -1178860.625000 Penalty: 907.726624 Iteration 36Q: 3 clusters Score -1178861 nChanged 269 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15464 members Mstep: Class 2 contains 6019 members Entering Unmasked Estep Score: -1178938.750000 Penalty: 907.726624 Iteration 37Q: 3 clusters Score -1178939 nChanged 261 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15725 members Mstep: Class 2 contains 5758 members Entering Unmasked Estep Score: -1179017.375000 Penalty: 907.726624 Iteration 38Q: 3 clusters Score -1179017 nChanged 245 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15970 members Mstep: Class 2 contains 5513 members Entering Unmasked Estep Score: -1179088.250000 Penalty: 907.726624 Iteration 39Q: 3 clusters Score -1179088 nChanged 221 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16189 members Mstep: Class 2 contains 5294 members Entering Unmasked Estep Score: -1179155.125000 Penalty: 907.726624 Iteration 40F: 3 clusters Score -1179155 nChanged 224 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16411 members Mstep: Class 2 contains 5072 members Entering Unmasked Estep Score: -1179212.750000 Penalty: 907.726624 Iteration 41Q: 3 clusters Score -1179213 nChanged 193 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16604 members Mstep: Class 2 contains 4879 members Entering Unmasked Estep Score: -1179260.500000 Penalty: 907.726624 Iteration 42Q: 3 clusters Score -1179260 nChanged 185 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16789 members Mstep: Class 2 contains 4694 members Entering Unmasked Estep Score: -1179300.875000 Penalty: 907.726624 Iteration 43Q: 3 clusters Score -1179301 nChanged 160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16945 members Mstep: Class 2 contains 4538 members Entering Unmasked Estep Score: -1179334.875000 Penalty: 907.726624 Iteration 44Q: 3 clusters Score -1179335 nChanged 161 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17106 members Mstep: Class 2 contains 4377 members Entering Unmasked Estep Score: -1179368.750000 Penalty: 907.726624 Iteration 45Q: 3 clusters Score -1179369 nChanged 167 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17273 members Mstep: Class 2 contains 4210 members Entering Unmasked Estep Score: -1179407.625000 Penalty: 907.726624 Iteration 46Q: 3 clusters Score -1179408 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17416 members Mstep: Class 2 contains 4067 members Entering Unmasked Estep Score: -1179434.750000 Penalty: 907.726624 Iteration 47Q: 3 clusters Score -1179435 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17534 members Mstep: Class 2 contains 3949 members Entering Unmasked Estep Score: -1179454.625000 Penalty: 907.726624 Iteration 48Q: 3 clusters Score -1179455 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17647 members Mstep: Class 2 contains 3836 members Entering Unmasked Estep Score: -1179477.375000 Penalty: 907.726624 Iteration 49Q: 3 clusters Score -1179477 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17766 members Mstep: Class 2 contains 3717 members Entering Unmasked Estep Score: -1179495.000000 Penalty: 907.726624 Iteration 50Q: 3 clusters Score -1179495 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17864 members Mstep: Class 2 contains 3619 members Entering Unmasked Estep Score: -1179511.000000 Penalty: 907.726624 Iteration 51Q: 3 clusters Score -1179511 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17966 members Mstep: Class 2 contains 3517 members Entering Unmasked Estep Score: -1179525.625000 Penalty: 907.726624 Iteration 52Q: 3 clusters Score -1179526 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18056 members Mstep: Class 2 contains 3427 members Entering Unmasked Estep Score: -1179541.000000 Penalty: 907.726624 Iteration 53Q: 3 clusters Score -1179541 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18144 members Mstep: Class 2 contains 3339 members Entering Unmasked Estep Score: -1179555.375000 Penalty: 907.726624 Iteration 54Q: 3 clusters Score -1179555 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18233 members Mstep: Class 2 contains 3250 members Entering Unmasked Estep Score: -1179570.750000 Penalty: 907.726624 Iteration 55Q: 3 clusters Score -1179571 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18305 members Mstep: Class 2 contains 3178 members Entering Unmasked Estep Score: -1179584.625000 Penalty: 907.726624 Iteration 56Q: 3 clusters Score -1179585 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18373 members Mstep: Class 2 contains 3110 members Entering Unmasked Estep Score: -1179587.375000 Penalty: 907.726624 Iteration 57Q: 3 clusters Score -1179587 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18427 members Mstep: Class 2 contains 3056 members Entering Unmasked Estep Score: -1179591.625000 Penalty: 907.726624 Iteration 58Q: 3 clusters Score -1179592 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18472 members Mstep: Class 2 contains 3011 members Entering Unmasked Estep Score: -1179599.125000 Penalty: 907.726624 Iteration 59Q: 3 clusters Score -1179599 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18517 members Mstep: Class 2 contains 2966 members Entering Unmasked Estep Score: -1179602.250000 Penalty: 907.726624 Iteration 60F: 3 clusters Score -1179602 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18568 members Mstep: Class 2 contains 2915 members Entering Unmasked Estep Score: -1179608.750000 Penalty: 907.726624 Iteration 61Q: 3 clusters Score -1179609 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18612 members Mstep: Class 2 contains 2871 members Entering Unmasked Estep Score: -1179614.750000 Penalty: 907.726624 Iteration 62Q: 3 clusters Score -1179615 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18659 members Mstep: Class 2 contains 2824 members Entering Unmasked Estep Score: -1179619.500000 Penalty: 907.726624 Iteration 63Q: 3 clusters Score -1179620 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18700 members Mstep: Class 2 contains 2783 members Entering Unmasked Estep Score: -1179624.250000 Penalty: 907.726624 Iteration 64Q: 3 clusters Score -1179624 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18733 members Mstep: Class 2 contains 2750 members Entering Unmasked Estep Score: -1179626.125000 Penalty: 907.726624 Iteration 65Q: 3 clusters Score -1179626 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18762 members Mstep: Class 2 contains 2721 members Entering Unmasked Estep Score: -1179634.500000 Penalty: 907.726624 Iteration 66Q: 3 clusters Score -1179634 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18787 members Mstep: Class 2 contains 2696 members Entering Unmasked Estep Score: -1179635.500000 Penalty: 907.726624 Iteration 67Q: 3 clusters Score -1179636 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18803 members Mstep: Class 2 contains 2680 members Entering Unmasked Estep Score: -1179635.375000 Penalty: 907.726624 Iteration 68Q: 3 clusters Score -1179635 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18819 members Mstep: Class 2 contains 2664 members Entering Unmasked Estep Score: -1179635.500000 Penalty: 907.726624 Iteration 69Q: 3 clusters Score -1179636 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18831 members Mstep: Class 2 contains 2652 members Entering Unmasked Estep Score: -1179638.500000 Penalty: 907.726624 Iteration 70Q: 3 clusters Score -1179638 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18844 members Mstep: Class 2 contains 2639 members Entering Unmasked Estep Score: -1179640.875000 Penalty: 907.726624 Iteration 71Q: 3 clusters Score -1179641 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18862 members Mstep: Class 2 contains 2621 members Entering Unmasked Estep Score: -1179641.250000 Penalty: 907.726624 Iteration 72Q: 3 clusters Score -1179641 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18883 members Mstep: Class 2 contains 2600 members Entering Unmasked Estep Score: -1179640.500000 Penalty: 907.726624 Iteration 73Q: 3 clusters Score -1179640 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18903 members Mstep: Class 2 contains 2580 members Entering Unmasked Estep Score: -1179645.000000 Penalty: 907.726624 Iteration 74Q: 3 clusters Score -1179645 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18919 members Mstep: Class 2 contains 2564 members Entering Unmasked Estep Score: -1179644.875000 Penalty: 907.726624 Iteration 75Q: 3 clusters Score -1179645 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18938 members Mstep: Class 2 contains 2545 members Entering Unmasked Estep Score: -1179646.875000 Penalty: 907.726624 Iteration 76Q: 3 clusters Score -1179647 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18950 members Mstep: Class 2 contains 2533 members Entering Unmasked Estep Score: -1179642.875000 Penalty: 907.726624 Iteration 77Q: 3 clusters Score -1179643 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18957 members Mstep: Class 2 contains 2526 members Entering Unmasked Estep Score: -1179644.000000 Penalty: 907.726624 Iteration 78Q: 3 clusters Score -1179644 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18963 members Mstep: Class 2 contains 2520 members Entering Unmasked Estep Score: -1179644.375000 Penalty: 907.726624 Iteration 79Q: 3 clusters Score -1179644 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18968 members Mstep: Class 2 contains 2515 members Entering Unmasked Estep Score: -1179645.875000 Penalty: 907.726624 Iteration 80F: 3 clusters Score -1179646 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18975 members Mstep: Class 2 contains 2508 members Entering Unmasked Estep Score: -1179645.125000 Penalty: 907.726624 Iteration 81Q: 3 clusters Score -1179645 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18985 members Mstep: Class 2 contains 2498 members Entering Unmasked Estep Score: -1179645.375000 Penalty: 907.726624 Iteration 82Q: 3 clusters Score -1179645 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18993 members Mstep: Class 2 contains 2490 members Entering Unmasked Estep Score: -1179647.250000 Penalty: 907.726624 Iteration 83Q: 3 clusters Score -1179647 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18997 members Mstep: Class 2 contains 2486 members Entering Unmasked Estep Score: -1179648.875000 Penalty: 907.726624 Iteration 84Q: 3 clusters Score -1179649 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19001 members Mstep: Class 2 contains 2482 members Entering Unmasked Estep Score: -1179647.375000 Penalty: 907.726624 Iteration 85Q: 3 clusters Score -1179647 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19002 members Mstep: Class 2 contains 2481 members Entering Unmasked Estep Score: -1179647.125000 Penalty: 907.726624 Iteration 86Q: 3 clusters Score -1179647 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19004 members Mstep: Class 2 contains 2479 members Entering Unmasked Estep Score: -1179647.000000 Penalty: 907.726624 Iteration 87Q: 3 clusters Score -1179647 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19005 members Mstep: Class 2 contains 2478 members Entering Unmasked Estep Score: -1179646.500000 Penalty: 907.726624 Iteration 88Q: 3 clusters Score -1179646 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19005 members Mstep: Class 2 contains 2478 members Entering Unmasked Estep Score: -1179646.500000 Penalty: 907.726624 Iteration 89F: 3 clusters Score -1179646 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 1 contains 1081 members Mstep: Class 2 contains 49160 members Mstep: Class 3 contains 23813 members Mstep: Class 5 contains 2477 members Mstep: Class 6 contains 4360 members Mstep: Class 7 contains 497 members Mstep: Class 8 contains 2333 members Mstep: Class 9 contains 1145 members Mstep: Class 10 contains 262 members Mstep: Class 11 contains 3182 members Mstep: Class 12 contains 23202 members Mstep: Class 13 contains 20479 members Mstep: Class 14 contains 7956 members Mstep: Class 15 contains 7233 members Mstep: Class 16 contains 11883 members Mstep: Class 18 contains 7702 members Mstep: Class 19 contains 21483 members Entering Unmasked Estep ConsiderDeletion Score: -22942230.000000 Penalty: 17122.861328 Iteration 39Q: 30 clusters Score -2.294223e+07 nChanged 12505 Entering Unmasked Mstep Mstep: Class 0 contains 29 members Mstep: Class 1 contains 1118 members Mstep: Class 2 contains 49690 members Mstep: Class 3 contains 25147 members Mstep: Class 4 contains 1780 members Mstep: Class 5 contains 2555 members Mstep: Class 6 contains 4303 members Mstep: Class 7 contains 515 members Mstep: Class 8 contains 2393 members Mstep: Class 9 contains 1255 members Mstep: Class 10 contains 264 members Mstep: Class 11 contains 3269 members Mstep: Class 12 contains 23700 members Mstep: Class 13 contains 20773 members Mstep: Class 14 contains 7995 members Mstep: Class 15 contains 7677 members Mstep: Class 16 contains 12071 members Mstep: Class 17 contains 4849 members Mstep: Class 18 contains 8057 members Mstep: Class 19 contains 22011 members Mstep: Class 20 contains 17348 members Mstep: Class 21 contains 2041 members Mstep: Class 22 contains 83 members Mstep: Class 23 contains 206 members Mstep: Class 24 contains 3970 members Mstep: Class 25 contains 156154 members Mstep: Class 26 contains 38511 members Mstep: Class 27 contains 6345 members Mstep: Class 28 contains 4363 members Mstep: Class 29 contains 3787 members Entering Unmasked Estep ConsiderDeletion Score: -22950144.000000 Penalty: 17122.861328 Iteration 40F: 30 clusters Score -2.295014e+07 nChanged 11780 Entering Unmasked Mstep Mstep: Class 0 contains 29 members Mstep: Class 1 contains 1095 members Mstep: Class 2 contains 49657 members Mstep: Class 3 contains 24302 members Mstep: Class 4 contains 1874 members Mstep: Class 5 contains 2403 members Mstep: Class 6 contains 4282 members Mstep: Class 7 contains 465 members Mstep: Class 8 contains 2321 members Mstep: Class 9 contains 1199 members Mstep: Class 10 contains 262 members Mstep: Class 11 contains 3246 members Mstep: Class 12 contains 23803 members Mstep: Class 13 contains 20691 members Mstep: Class 14 contains 8004 members Mstep: Class 15 contains 7895 members Mstep: Class 16 contains 11928 members Mstep: Class 17 contains 4889 members Mstep: Class 18 contains 7867 members Mstep: Class 19 contains 22097 members Mstep: Class 20 contains 17086 members Mstep: Class 21 contains 2115 members Mstep: Class 22 contains 84 members Mstep: Class 23 contains 214 members Mstep: Class 24 contains 4258 members Mstep: Class 25 contains 155855 members Mstep: Class 26 contains 38445 members Mstep: Class 27 contains 6983 members Mstep: Class 28 contains 5066 members Mstep: Class 29 contains 3844 members Entering Unmasked Estep ConsiderDeletion Score: -22954322.000000 Penalty: 17122.861328 Iteration 41Q: 30 clusters Score -2.295432e+07 nChanged 7091 Entering Unmasked Mstep Mstep: Class 0 contains 29 members Mstep: Class 1 contains 1089 members Mstep: Class 2 contains 49658 members Mstep: Class 3 contains 23390 members Mstep: Class 4 contains 1934 members Mstep: Class 5 contains 2304 members Mstep: Class 6 contains 4263 members Mstep: Class 7 contains 436 members Mstep: Class 8 contains 2277 members Mstep: Class 9 contains 1157 members Mstep: Class 10 contains 262 members Mstep: Class 11 contains 3254 members Mstep: Class 12 contains 23832 members Mstep: Class 13 contains 20671 members Mstep: Class 14 contains 8063 members Mstep: Class 15 contains 8115 members Mstep: Class 16 contains 11937 members Mstep: Class 17 contains 4938 members Mstep: Class 18 contains 7719 members Mstep: Class 19 contains 22232 members Mstep: Class 20 contains 16876 members Mstep: Class 21 contains 2153 members Mstep: Class 22 contains 84 members Mstep: Class 23 contains 220 members Mstep: Class 24 contains 4459 members Mstep: Class 25 contains 155421 members Mstep: Class 26 contains 38286 members Mstep: Class 27 contains 7623 members Mstep: Class 28 contains 5706 members Mstep: Class 29 contains 3871 members Entering Unmasked Estep ConsiderDeletion Score: -22957106.000000 Penalty: 17122.861328 Iteration 42Q: 30 clusters Score -2.295711e+07 nChanged 5568 Entering Unmasked Mstep Mstep: Class 0 contains 29 members Mstep: Class 1 contains 1077 members Mstep: Class 2 contains 49668 members Mstep: Class 3 contains 22484 members Mstep: Class 4 contains 1969 members Mstep: Class 5 contains 2220 members Mstep: Class 6 contains 4248 members Mstep: Class 7 contains 412 members Mstep: Class 8 contains 2246 members Mstep: Class 9 contains 1145 members Mstep: Class 10 contains 262 members Mstep: Class 11 contains 3286 members Mstep: Class 12 contains 23815 members Mstep: Class 13 contains 20700 members Mstep: Class 14 contains 8161 members Mstep: Class 15 contains 8286 members Mstep: Class 16 contains 11991 members Mstep: Class 17 contains 5000 members Mstep: Class 18 contains 7621 members Mstep: Class 19 contains 22361 members Mstep: Class 20 contains 16702 members Mstep: Class 21 contains 2172 members Mstep: Class 22 contains 86 members Mstep: Class 23 contains 225 members Mstep: Class 24 contains 4624 members Mstep: Class 25 contains 154919 members Mstep: Class 26 contains 38103 members Mstep: Class 27 contains 8265 members Mstep: Class 28 contains 6296 members Mstep: Class 29 contains 3886 members Entering Unmasked Estep ConsiderDeletion Score: -22959440.000000 Penalty: 17122.861328 Iteration 43Q: 30 clusters Score -2.295944e+07 nChanged 4596 Entering Unmasked Mstep Mstep: Class 0 contains 29 members Mstep: Class 1 contains 1070 members Mstep: Class 2 contains 49671 members Mstep: Class 3 contains 21587 members Mstep: Class 4 contains 1998 members Mstep: Class 5 contains 2162 members Mstep: Class 6 contains 4235 members Mstep: Class 7 contains 405 members Mstep: Class 8 contains 2212 members Mstep: Class 9 contains 1134 members Mstep: Class 10 contains 262 members Mstep: Class 11 contains 3304 members Mstep: Class 12 contains 23787 members Mstep: Class 13 contains 20745 members Mstep: Class 14 contains 8262 members Mstep: Class 15 contains 8396 members Mstep: Class 16 contains 12090 members Mstep: Class 17 contains 5062 members Mstep: Class 18 contains 7550 members Mstep: Class 19 contains 22464 members Mstep: Class 20 contains 16583 members Mstep: Class 21 contains 2191 members Mstep: Class 22 contains 88 members Mstep: Class 23 contains 226 members Mstep: Class 24 contains 4762 members Mstep: Class 25 contains 154501 members Mstep: Class 26 contains 37930 members Mstep: Class 27 contains 8840 members Mstep: Class 28 contains 6813 members Mstep: Class 29 contains 3900 members Entering Unmasked Estep ConsiderDeletion Score: -22961346.000000 Penalty: 17122.861328 Iteration 44Q: 30 clusters Score -2.296135e+07 nChanged 3851 Entering Unmasked Mstep Mstep: Class 0 contains 29 members Mstep: Class 1 contains 1068 members Mstep: Class 2 contains 49666 members Mstep: Class 3 contains 20875 members Mstep: Class 4 contains 2021 members Mstep: Class 5 contains 2129 members Mstep: Class 6 contains 4229 members Mstep: Class 7 contains 397 members Mstep: Class 8 contains 2191 members Mstep: Class 9 contains 1115 members Mstep: Class 10 contains 262 members Mstep: Class 11 contains 3323 members Mstep: Class 12 contains 23748 members Mstep: Class 13 contains 20763 members Mstep: Class 14 contains 8380 members Mstep: Class 15 contains 8486 members Mstep: Class 16 contains 12186 members Mstep: Class 17 contains 5124 members Mstep: Class 18 contains 7493 members Mstep: Class 19 contains 22569 members Mstep: Class 20 contains 16477 members Mstep: Class 21 contains 2200 members Mstep: Class 22 contains 88 members Mstep: Class 23 contains 229 members Mstep: Class 24 contains 4888 members Mstep: Class 25 contains 154102 members Mstep: Class 26 contains 37736 members Mstep: Class 27 contains 9312 members Mstep: Class 28 contains 7263 members Mstep: Class 29 contains 3910 members Entering Unmasked Estep ConsiderDeletion Score: -22962506.000000 Penalty: 17122.861328 Iteration 45Q: 30 clusters Score -2.296251e+07 nChanged 3332 Entering Unmasked Mstep Mstep: Class 0 contains 29 members Mstep: Class 1 contains 1064 members Mstep: Class 2 contains 49705 members Mstep: Class 3 contains 20330 members Mstep: Class 4 contains 2035 members Mstep: Class 5 contains 2101 members Mstep: Class 6 contains 4229 members Mstep: Class 7 contains 394 members Mstep: Class 8 contains 2180 members Mstep: Class 9 contains 1112 members Mstep: Class 10 contains 263 members Mstep: Class 11 contains 3338 members Mstep: Class 12 contains 23697 members Mstep: Class 13 contains 20761 members Mstep: Class 14 contains 8501 members Mstep: Class 15 contains 8567 members Mstep: Class 16 contains 12222 members Mstep: Class 17 contains 5154 members Mstep: Class 18 contains 7470 members Mstep: Class 19 contains 22664 members Mstep: Class 20 contains 16385 members Mstep: Class 21 contains 2209 members Mstep: Class 22 contains 88 members Mstep: Class 23 contains 232 members Mstep: Class 24 contains 5017 members Mstep: Class 25 contains 153699 members Mstep: Class 26 contains 37536 members Mstep: Class 27 contains 9682 members Mstep: Class 28 contains 7678 members Mstep: Class 29 contains 3917 members Entering Unmasked Estep ConsiderDeletion Score: -22963240.000000 Penalty: 17122.861328 Iteration 46Q: 30 clusters Score -2.296324e+07 nChanged 2747 Entering Unmasked Mstep Mstep: Class 0 contains 29 members Mstep: Class 1 contains 1057 members Mstep: Class 2 contains 49731 members Mstep: Class 3 contains 19954 members Mstep: Class 4 contains 2038 members Mstep: Class 5 contains 2060 members Mstep: Class 6 contains 4238 members Mstep: Class 7 contains 391 members Mstep: Class 8 contains 2164 members Mstep: Class 9 contains 1121 members Mstep: Class 10 contains 263 members Mstep: Class 11 contains 3349 members Mstep: Class 12 contains 23653 members Mstep: Class 13 contains 20728 members Mstep: Class 14 contains 8637 members Mstep: Class 15 contains 8615 members Mstep: Class 16 contains 12264 members Mstep: Class 17 contains 5193 members Mstep: Class 18 contains 7432 members Mstep: Class 19 contains 22739 members Mstep: Class 20 contains 16317 members Mstep: Class 21 contains 2215 members Mstep: Class 22 contains 88 members Mstep: Class 23 contains 238 members Mstep: Class 24 contains 5124 members Mstep: Class 25 contains 153342 members Mstep: Class 26 contains 37342 members Mstep: Class 27 contains 9975 members Mstep: Class 28 contains 8039 members Mstep: Class 29 contains 3923 members Entering Unmasked Estep ConsiderDeletion Score: -22963634.000000 Penalty: 17122.861328 Iteration 47Q: 30 clusters Score -2.296363e+07 nChanged 2446 Entering Unmasked Mstep Mstep: Class 0 contains 29 members Mstep: Class 1 contains 1050 members Mstep: Class 2 contains 49735 members Mstep: Class 3 contains 19704 members Mstep: Class 4 contains 2033 members Mstep: Class 5 contains 2026 members Mstep: Class 6 contains 4245 members Mstep: Class 7 contains 390 members Mstep: Class 8 contains 2152 members Mstep: Class 9 contains 1129 members Mstep: Class 10 contains 264 members Mstep: Class 11 contains 3361 members Mstep: Class 12 contains 23594 members Mstep: Class 13 contains 20661 members Mstep: Class 14 contains 8762 members Mstep: Class 15 contains 8662 members Mstep: Class 16 contains 12303 members Mstep: Class 17 contains 5228 members Mstep: Class 18 contains 7411 members Mstep: Class 19 contains 22804 members Mstep: Class 20 contains 16262 members Mstep: Class 21 contains 2223 members Mstep: Class 22 contains 89 members Mstep: Class 23 contains 243 members Mstep: Class 24 contains 5235 members Mstep: Class 25 contains 152964 members Mstep: Class 26 contains 37169 members Mstep: Class 27 contains 10204 members Mstep: Class 28 contains 8401 members Mstep: Class 29 contains 3926 members Entering Unmasked Estep ConsiderDeletion Score: -22963938.000000 Penalty: 17122.861328 Iteration 48Q: 30 clusters Score -2.296394e+07 nChanged 2095 Entering Unmasked Mstep Mstep: Class 0 contains 29 members Mstep: Class 1 contains 1050 members Mstep: Class 2 contains 49719 members Mstep: Class 3 contains 19541 members Mstep: Class 4 contains 2016 members Mstep: Class 5 contains 2008 members Mstep: Class 6 contains 4243 members Mstep: Class 7 contains 388 members Mstep: Class 8 contains 2145 members Mstep: Class 9 contains 1138 members Mstep: Class 10 contains 264 members Mstep: Class 11 contains 3370 members Mstep: Class 12 contains 23544 members Mstep: Class 13 contains 20599 members Mstep: Class 14 contains 8879 members Mstep: Class 15 contains 8706 members Mstep: Class 16 contains 12333 members Mstep: Class 17 contains 5285 members Mstep: Class 18 contains 7396 members Mstep: Class 19 contains 22869 members Mstep: Class 20 contains 16219 members Mstep: Class 21 contains 2236 members Mstep: Class 22 contains 89 members Mstep: Class 23 contains 244 members Mstep: Class 24 contains 5322 members Mstep: Class 25 contains 152598 members Mstep: Class 26 contains 37000 members Mstep: Class 27 contains 10366 members Mstep: Class 28 contains 8736 members Mstep: Class 29 contains 3927 members Entering Unmasked Estep ConsiderDeletion Score: -22964144.000000 Penalty: 17122.861328 Iteration 49Q: 30 clusters Score -2.296414e+07 nChanged 1961 Entering Unmasked Mstep Mstep: Class 0 contains 29 members Mstep: Class 1 contains 1049 members Mstep: Class 2 contains 49721 members Mstep: Class 3 contains 19432 members Mstep: Class 4 contains 2004 members Mstep: Class 5 contains 1991 members Mstep: Class 6 contains 4246 members Mstep: Class 7 contains 385 members Mstep: Class 8 contains 2135 members Mstep: Class 9 contains 1143 members Mstep: Class 10 contains 264 members Mstep: Class 11 contains 3384 members Mstep: Class 12 contains 23492 members Mstep: Class 13 contains 20501 members Mstep: Class 14 contains 9000 members Mstep: Class 15 contains 8756 members Mstep: Class 16 contains 12369 members Mstep: Class 17 contains 5367 members Mstep: Class 18 contains 7404 members Mstep: Class 19 contains 22928 members Mstep: Class 20 contains 16174 members Mstep: Class 21 contains 2241 members Mstep: Class 22 contains 90 members Mstep: Class 23 contains 245 members Mstep: Class 24 contains 5391 members Mstep: Class 25 contains 152189 members Mstep: Class 26 contains 36844 members Mstep: Class 27 contains 10489 members Mstep: Class 28 contains 9070 members Mstep: Class 29 contains 3926 members Entering Unmasked Estep ConsiderDeletion Score: -22964306.000000 Penalty: 17122.861328 Iteration 50Q: 30 clusters Score -2.296431e+07 nChanged 1847 Entering Unmasked Mstep Mstep: Class 0 contains 29 members Mstep: Class 1 contains 1048 members Mstep: Class 2 contains 49709 members Mstep: Class 3 contains 19365 members Mstep: Class 4 contains 1994 members Mstep: Class 5 contains 2000 members Mstep: Class 6 contains 4249 members Mstep: Class 7 contains 380 members Mstep: Class 8 contains 2129 members Mstep: Class 9 contains 1141 members Mstep: Class 10 contains 264 members Mstep: Class 11 contains 3391 members Mstep: Class 12 contains 23448 members Mstep: Class 13 contains 20353 members Mstep: Class 14 contains 9118 members Mstep: Class 15 contains 8823 members Mstep: Class 16 contains 12410 members Mstep: Class 17 contains 5454 members Mstep: Class 18 contains 7411 members Mstep: Class 19 contains 22965 members Mstep: Class 20 contains 16135 members Mstep: Class 21 contains 2249 members Mstep: Class 22 contains 90 members Mstep: Class 23 contains 243 members Mstep: Class 24 contains 5443 members Mstep: Class 25 contains 151810 members Mstep: Class 26 contains 36698 members Mstep: Class 27 contains 10603 members Mstep: Class 28 contains 9382 members Mstep: Class 29 contains 3925 members Entering Unmasked Estep ConsiderDeletion Score: -22964482.000000 Penalty: 17122.861328 Iteration 51Q: 30 clusters Score -2.296448e+07 nChanged 1736 Entering Unmasked Mstep Mstep: Class 0 contains 29 members Mstep: Class 1 contains 1051 members Mstep: Class 2 contains 49682 members Mstep: Class 3 contains 19324 members Mstep: Class 4 contains 1991 members Mstep: Class 5 contains 2006 members Mstep: Class 6 contains 4252 members Mstep: Class 7 contains 379 members Mstep: Class 8 contains 2123 members Mstep: Class 9 contains 1138 members Mstep: Class 10 contains 264 members Mstep: Class 11 contains 3400 members Mstep: Class 12 contains 23384 members Mstep: Class 13 contains 20190 members Mstep: Class 14 contains 9230 members Mstep: Class 15 contains 8880 members Mstep: Class 16 contains 12448 members Mstep: Class 17 contains 5553 members Mstep: Class 18 contains 7420 members Mstep: Class 19 contains 23003 members Mstep: Class 20 contains 16101 members Mstep: Class 21 contains 2252 members Mstep: Class 22 contains 91 members Mstep: Class 23 contains 241 members Mstep: Class 24 contains 5501 members Mstep: Class 25 contains 151448 members Mstep: Class 26 contains 36560 members Mstep: Class 27 contains 10698 members Mstep: Class 28 contains 9694 members Mstep: Class 29 contains 3926 members Entering Unmasked Estep ConsiderDeletion Score: -22964792.000000 Penalty: 17122.861328 Iteration 52Q: 30 clusters Score -2.296479e+07 nChanged 1716 Entering Unmasked Mstep Mstep: Class 0 contains 29 members Mstep: Class 1 contains 1052 members Mstep: Class 2 contains 49667 members Mstep: Class 3 contains 19292 members Mstep: Class 4 contains 1987 members Mstep: Class 5 contains 2011 members Mstep: Class 6 contains 4246 members Mstep: Class 7 contains 375 members Mstep: Class 8 contains 2117 members Mstep: Class 9 contains 1147 members Mstep: Class 10 contains 264 members Mstep: Class 11 contains 3411 members Mstep: Class 12 contains 23329 members Mstep: Class 13 contains 20002 members Mstep: Class 14 contains 9321 members Mstep: Class 15 contains 8949 members Mstep: Class 16 contains 12472 members Mstep: Class 17 contains 5652 members Mstep: Class 18 contains 7421 members Mstep: Class 19 contains 23052 members Mstep: Class 20 contains 16075 members Mstep: Class 21 contains 2255 members Mstep: Class 22 contains 91 members Mstep: Class 23 contains 240 members Mstep: Class 24 contains 5546 members Mstep: Class 25 contains 151119 members Mstep: Class 26 contains 36430 members Mstep: Class 27 contains 10775 members Mstep: Class 28 contains 10006 members Mstep: Class 29 contains 3926 members Entering Unmasked Estep ConsiderDeletion Score: -22965174.000000 Penalty: 17122.861328 Iteration 53Q: 30 clusters Score -2.296517e+07 nChanged 1608 Entering Unmasked Mstep Mstep: Class 0 contains 29 members Mstep: Class 1 contains 1054 members Mstep: Class 2 contains 49672 members Mstep: Class 3 contains 19270 members Mstep: Class 4 contains 1979 members Mstep: Class 5 contains 2029 members Mstep: Class 6 contains 4243 members Mstep: Class 7 contains 374 members Mstep: Class 8 contains 2113 members Mstep: Class 9 contains 1152 members Mstep: Class 10 contains 265 members Mstep: Class 11 contains 3421 members Mstep: Class 12 contains 23263 members Mstep: Class 13 contains 19838 members Mstep: Class 14 contains 9404 members Mstep: Class 15 contains 9012 members Mstep: Class 16 contains 12496 members Mstep: Class 17 contains 5754 members Mstep: Class 18 contains 7426 members Mstep: Class 19 contains 23095 members Mstep: Class 20 contains 16061 members Mstep: Class 21 contains 2256 members Mstep: Class 22 contains 91 members Mstep: Class 23 contains 237 members Mstep: Class 24 contains 5588 members Mstep: Class 25 contains 150814 members Mstep: Class 26 contains 36315 members Mstep: Class 27 contains 10802 members Mstep: Class 28 contains 10280 members Mstep: Class 29 contains 3926 members Entering Unmasked Estep ConsiderDeletion Score: -22965398.000000 Penalty: 17122.861328 Iteration 54Q: 30 clusters Score -2.29654e+07 nChanged 1506 Entering Unmasked Mstep Mstep: Class 0 contains 29 members Mstep: Class 1 contains 1059 members Mstep: Class 2 contains 49680 members Mstep: Class 3 contains 19246 members Mstep: Class 4 contains 1969 members Mstep: Class 5 contains 2044 members Mstep: Class 6 contains 4238 members Mstep: Class 7 contains 377 members Mstep: Class 8 contains 2112 members Mstep: Class 9 contains 1158 members Mstep: Class 10 contains 265 members Mstep: Class 11 contains 3422 members Mstep: Class 12 contains 23203 members Mstep: Class 13 contains 19665 members Mstep: Class 14 contains 9504 members Mstep: Class 15 contains 9074 members Mstep: Class 16 contains 12512 members Mstep: Class 17 contains 5845 members Mstep: Class 18 contains 7435 members Mstep: Class 19 contains 23123 members Mstep: Class 20 contains 16059 members Mstep: Class 21 contains 2257 members Mstep: Class 22 contains 91 members Mstep: Class 23 contains 236 members Mstep: Class 24 contains 5629 members Mstep: Class 25 contains 150551 members Mstep: Class 26 contains 36192 members Mstep: Class 27 contains 10816 members Mstep: Class 28 contains 10543 members Mstep: Class 29 contains 3925 members Entering Unmasked Estep ConsiderDeletion Score: -22965676.000000 Penalty: 17122.861328 Iteration 55Q: 30 clusters Score -2.296568e+07 nChanged 1458 Entering Unmasked Mstep Mstep: Class 0 contains 29 members Mstep: Class 1 contains 1060 members Mstep: Class 2 contains 49697 members Mstep: Class 3 contains 19231 members Mstep: Class 4 contains 1955 members Mstep: Class 5 contains 2050 members Mstep: Class 6 contains 4242 members Mstep: Class 7 contains 379 members Mstep: Class 8 contains 2112 members Mstep: Class 9 contains 1173 members Mstep: Class 10 contains 266 members Mstep: Class 11 contains 3426 members Mstep: Class 12 contains 23151 members Mstep: Class 13 contains 19499 members Mstep: Class 14 contains 9594 members Mstep: Class 15 contains 9147 members Mstep: Class 16 contains 12532 members Mstep: Class 17 contains 5932 members Mstep: Class 18 contains 7439 members Mstep: Class 19 contains 23142 members Mstep: Class 20 contains 16040 members Mstep: Class 21 contains 2262 members Mstep: Class 22 contains 91 members Mstep: Class 23 contains 235 members Mstep: Class 24 contains 5662 members Mstep: Class 25 contains 150314 members Mstep: Class 26 contains 36085 members Mstep: Class 27 contains 10831 members Mstep: Class 28 contains 10755 members Mstep: Class 29 contains 3928 members Entering Unmasked Estep ConsiderDeletion Score: -22965836.000000 Penalty: 17122.861328 Iteration 56Q: 30 clusters Score -2.296584e+07 nChanged 1390 Entering Unmasked Mstep Mstep: Class 0 contains 29 members Mstep: Class 1 contains 1061 members Mstep: Class 2 contains 49729 members Mstep: Class 3 contains 19206 members Mstep: Class 4 contains 1944 members Mstep: Class 5 contains 2066 members Mstep: Class 6 contains 4238 members Mstep: Class 7 contains 376 members Mstep: Class 8 contains 2109 members Mstep: Class 9 contains 1189 members Mstep: Class 10 contains 267 members Mstep: Class 11 contains 3427 members Mstep: Class 12 contains 23101 members Mstep: Class 13 contains 19381 members Mstep: Class 14 contains 9688 members Mstep: Class 15 contains 9205 members Mstep: Class 16 contains 12550 members Mstep: Class 17 contains 6018 members Mstep: Class 18 contains 7439 members Mstep: Class 19 contains 23168 members Mstep: Class 20 contains 16020 members Mstep: Class 21 contains 2264 members Mstep: Class 22 contains 90 members Mstep: Class 23 contains 234 members Mstep: Class 24 contains 5696 members Mstep: Class 25 contains 150128 members Mstep: Class 26 contains 35978 members Mstep: Class 27 contains 10846 members Mstep: Class 28 contains 10887 members Mstep: Class 29 contains 3925 members Entering Unmasked Estep ConsiderDeletion Score: -22965850.000000 Penalty: 17122.861328 Iteration 57Q: 30 clusters Score -2.296585e+07 nChanged 1357 Entering Unmasked Mstep Mstep: Class 0 contains 29 members Mstep: Class 1 contains 1061 members Mstep: Class 2 contains 49759 members Mstep: Class 3 contains 19175 members Mstep: Class 4 contains 1924 members Mstep: Class 5 contains 2086 members Mstep: Class 6 contains 4233 members Mstep: Class 7 contains 372 members Mstep: Class 8 contains 2107 members Mstep: Class 9 contains 1204 members Mstep: Class 10 contains 267 members Mstep: Class 11 contains 3428 members Mstep: Class 12 contains 23072 members Mstep: Class 13 contains 19295 members Mstep: Class 14 contains 9789 members Mstep: Class 15 contains 9257 members Mstep: Class 16 contains 12564 members Mstep: Class 17 contains 6102 members Mstep: Class 18 contains 7443 members Mstep: Class 19 contains 23202 members Mstep: Class 20 contains 15997 members Mstep: Class 21 contains 2264 members Mstep: Class 22 contains 90 members Mstep: Class 23 contains 232 members Mstep: Class 24 contains 5722 members Mstep: Class 25 contains 149928 members Mstep: Class 26 contains 35860 members Mstep: Class 27 contains 10866 members Mstep: Class 28 contains 11005 members Mstep: Class 29 contains 3926 members Entering Unmasked Estep ConsiderDeletion Score: -22965976.000000 Penalty: 17122.861328 Iteration 58Q: 30 clusters Score -2.296598e+07 nChanged 1216 Entering Unmasked Mstep Mstep: Class 0 contains 29 members Mstep: Class 1 contains 1062 members Mstep: Class 2 contains 49784 members Mstep: Class 3 contains 19147 members Mstep: Class 4 contains 1908 members Mstep: Class 5 contains 2126 members Mstep: Class 6 contains 4232 members Mstep: Class 7 contains 366 members Mstep: Class 8 contains 2103 members Mstep: Class 9 contains 1218 members Mstep: Class 10 contains 267 members Mstep: Class 11 contains 3431 members Mstep: Class 12 contains 23033 members Mstep: Class 13 contains 19252 members Mstep: Class 14 contains 9875 members Mstep: Class 15 contains 9320 members Mstep: Class 16 contains 12577 members Mstep: Class 17 contains 6182 members Mstep: Class 18 contains 7443 members Mstep: Class 19 contains 23230 members Mstep: Class 20 contains 15974 members Mstep: Class 21 contains 2265 members Mstep: Class 22 contains 90 members Mstep: Class 23 contains 233 members Mstep: Class 24 contains 5748 members Mstep: Class 25 contains 149749 members Mstep: Class 26 contains 35751 members Mstep: Class 27 contains 10869 members Mstep: Class 28 contains 11067 members Mstep: Class 29 contains 3928 members Entering Unmasked Estep ConsiderDeletion Score: -22966070.000000 Penalty: 17122.861328 Iteration 59Q: 30 clusters Score -2.296607e+07 nChanged 1066 Entering Unmasked Mstep Mstep: Class 0 contains 29 members Mstep: Class 1 contains 1063 members Mstep: Class 2 contains 49787 members Mstep: Class 3 contains 19129 members Mstep: Class 4 contains 1888 members Mstep: Class 5 contains 2152 members Mstep: Class 6 contains 4234 members Mstep: Class 7 contains 365 members Mstep: Class 8 contains 2099 members Mstep: Class 9 contains 1231 members Mstep: Class 10 contains 267 members Mstep: Class 11 contains 3428 members Mstep: Class 12 contains 22983 members Mstep: Class 13 contains 19240 members Mstep: Class 14 contains 9957 members Mstep: Class 15 contains 9380 members Mstep: Class 16 contains 12602 members Mstep: Class 17 contains 6271 members Mstep: Class 18 contains 7452 members Mstep: Class 19 contains 23254 members Mstep: Class 20 contains 15949 members Mstep: Class 21 contains 2267 members Mstep: Class 22 contains 90 members Mstep: Class 23 contains 233 members Mstep: Class 24 contains 5786 members Mstep: Class 25 contains 149563 members Mstep: Class 26 contains 35651 members Mstep: Class 27 contains 10865 members Mstep: Class 28 contains 11116 members Mstep: Class 29 contains 3928 members Entering Unmasked Estep ConsiderDeletion Score: -22966164.000000 Penalty: 17122.861328 Iteration 60F: 30 clusters Score -2.296616e+07 nChanged 1111 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 1 contains 1061 members Mstep: Class 2 contains 49801 members Mstep: Class 3 contains 19111 members Mstep: Class 4 contains 1866 members Mstep: Class 5 contains 2179 members Mstep: Class 6 contains 4232 members Mstep: Class 7 contains 361 members Mstep: Class 8 contains 2098 members Mstep: Class 9 contains 1246 members Mstep: Class 10 contains 267 members Mstep: Class 11 contains 3424 members Mstep: Class 12 contains 22955 members Mstep: Class 13 contains 19219 members Mstep: Class 14 contains 10039 members Mstep: Class 15 contains 9437 members Mstep: Class 16 contains 12603 members Mstep: Class 17 contains 6348 members Mstep: Class 18 contains 7462 members Mstep: Class 19 contains 23276 members Mstep: Class 20 contains 15913 members Mstep: Class 21 contains 2268 members Mstep: Class 22 contains 91 members Mstep: Class 23 contains 238 members Mstep: Class 24 contains 5814 members Mstep: Class 25 contains 149333 members Mstep: Class 26 contains 35556 members Mstep: Class 27 contains 10922 members Mstep: Class 28 contains 11183 members Mstep: Class 29 contains 3928 members Entering Unmasked Estep ConsiderDeletion Score: -22966330.000000 Penalty: 17122.861328 Iteration 61Q: 30 clusters Score -2.296633e+07 nChanged 1049 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 1 contains 1059 members Mstep: Class 2 contains 49807 members Mstep: Class 3 contains 19098 members Mstep: Class 4 contains 1846 members Mstep: Class 5 contains 2216 members Mstep: Class 6 contains 4232 members Mstep: Class 7 contains 359 members Mstep: Class 8 contains 2098 members Mstep: Class 9 contains 1257 members Mstep: Class 10 contains 267 members Mstep: Class 11 contains 3420 members Mstep: Class 12 contains 22925 members Mstep: Class 13 contains 19220 members Mstep: Class 14 contains 10109 members Mstep: Class 15 contains 9481 members Mstep: Class 16 contains 12599 members Mstep: Class 17 contains 6428 members Mstep: Class 18 contains 7474 members Mstep: Class 19 contains 23301 members Mstep: Class 20 contains 15881 members Mstep: Class 21 contains 2271 members Mstep: Class 22 contains 92 members Mstep: Class 23 contains 245 members Mstep: Class 24 contains 5854 members Mstep: Class 25 contains 149086 members Mstep: Class 26 contains 35462 members Mstep: Class 27 contains 10969 members Mstep: Class 28 contains 11247 members Mstep: Class 29 contains 3928 members Entering Unmasked Estep ConsiderDeletion Score: -22966546.000000 Penalty: 17122.861328 Iteration 62Q: 30 clusters Score -2.296655e+07 nChanged 966 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 1 contains 1060 members Mstep: Class 2 contains 49795 members Mstep: Class 3 contains 19084 members Mstep: Class 4 contains 1821 members Mstep: Class 5 contains 2263 members Mstep: Class 6 contains 4235 members Mstep: Class 7 contains 357 members Mstep: Class 8 contains 2097 members Mstep: Class 9 contains 1269 members Mstep: Class 10 contains 267 members Mstep: Class 11 contains 3417 members Mstep: Class 12 contains 22888 members Mstep: Class 13 contains 19238 members Mstep: Class 14 contains 10196 members Mstep: Class 15 contains 9528 members Mstep: Class 16 contains 12592 members Mstep: Class 17 contains 6517 members Mstep: Class 18 contains 7478 members Mstep: Class 19 contains 23325 members Mstep: Class 20 contains 15852 members Mstep: Class 21 contains 2268 members Mstep: Class 22 contains 92 members Mstep: Class 23 contains 250 members Mstep: Class 24 contains 5894 members Mstep: Class 25 contains 148866 members Mstep: Class 26 contains 35356 members Mstep: Class 27 contains 10992 members Mstep: Class 28 contains 11305 members Mstep: Class 29 contains 3929 members Entering Unmasked Estep ConsiderDeletion Score: -22966622.000000 Penalty: 17122.861328 Iteration 63Q: 30 clusters Score -2.296662e+07 nChanged 926 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 1 contains 1061 members Mstep: Class 2 contains 49785 members Mstep: Class 3 contains 19077 members Mstep: Class 4 contains 1801 members Mstep: Class 5 contains 2304 members Mstep: Class 6 contains 4234 members Mstep: Class 7 contains 355 members Mstep: Class 8 contains 2094 members Mstep: Class 9 contains 1276 members Mstep: Class 10 contains 267 members Mstep: Class 11 contains 3412 members Mstep: Class 12 contains 22858 members Mstep: Class 13 contains 19267 members Mstep: Class 14 contains 10274 members Mstep: Class 15 contains 9575 members Mstep: Class 16 contains 12596 members Mstep: Class 17 contains 6594 members Mstep: Class 18 contains 7485 members Mstep: Class 19 contains 23349 members Mstep: Class 20 contains 15813 members Mstep: Class 21 contains 2268 members Mstep: Class 22 contains 92 members Mstep: Class 23 contains 253 members Mstep: Class 24 contains 5942 members Mstep: Class 25 contains 148652 members Mstep: Class 26 contains 35268 members Mstep: Class 27 contains 10995 members Mstep: Class 28 contains 11354 members Mstep: Class 29 contains 3930 members Entering Unmasked Estep ConsiderDeletion Score: -22966784.000000 Penalty: 17122.861328 Iteration 64Q: 30 clusters Score -2.296678e+07 nChanged 920 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 1 contains 1075 members Mstep: Class 2 contains 49764 members Mstep: Class 3 contains 19066 members Mstep: Class 4 contains 1782 members Mstep: Class 5 contains 2368 members Mstep: Class 6 contains 4233 members Mstep: Class 7 contains 347 members Mstep: Class 8 contains 2093 members Mstep: Class 9 contains 1283 members Mstep: Class 10 contains 269 members Mstep: Class 11 contains 3411 members Mstep: Class 12 contains 22834 members Mstep: Class 13 contains 19308 members Mstep: Class 14 contains 10357 members Mstep: Class 15 contains 9615 members Mstep: Class 16 contains 12591 members Mstep: Class 17 contains 6660 members Mstep: Class 18 contains 7490 members Mstep: Class 19 contains 23368 members Mstep: Class 20 contains 15765 members Mstep: Class 21 contains 2268 members Mstep: Class 22 contains 92 members Mstep: Class 23 contains 260 members Mstep: Class 24 contains 5982 members Mstep: Class 25 contains 148469 members Mstep: Class 26 contains 35175 members Mstep: Class 27 contains 10995 members Mstep: Class 28 contains 11381 members Mstep: Class 29 contains 3930 members Entering Unmasked Estep ConsiderDeletion Score: -22966852.000000 Penalty: 17122.861328 Iteration 65Q: 30 clusters Score -2.296685e+07 nChanged 848 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 1 contains 1090 members Mstep: Class 2 contains 49740 members Mstep: Class 3 contains 19059 members Mstep: Class 4 contains 1778 members Mstep: Class 5 contains 2437 members Mstep: Class 6 contains 4231 members Mstep: Class 7 contains 344 members Mstep: Class 8 contains 2090 members Mstep: Class 9 contains 1295 members Mstep: Class 10 contains 270 members Mstep: Class 11 contains 3405 members Mstep: Class 12 contains 22816 members Mstep: Class 13 contains 19354 members Mstep: Class 14 contains 10411 members Mstep: Class 15 contains 9647 members Mstep: Class 16 contains 12554 members Mstep: Class 17 contains 6718 members Mstep: Class 18 contains 7498 members Mstep: Class 19 contains 23374 members Mstep: Class 20 contains 15722 members Mstep: Class 21 contains 2270 members Mstep: Class 22 contains 93 members Mstep: Class 23 contains 268 members Mstep: Class 24 contains 6015 members Mstep: Class 25 contains 148297 members Mstep: Class 26 contains 35115 members Mstep: Class 27 contains 11009 members Mstep: Class 28 contains 11399 members Mstep: Class 29 contains 3932 members Entering Unmasked Estep ConsiderDeletion Score: -22967036.000000 Penalty: 17122.861328 Iteration 66Q: 30 clusters Score -2.296704e+07 nChanged 850 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 1 contains 1100 members Mstep: Class 2 contains 49710 members Mstep: Class 3 contains 19058 members Mstep: Class 4 contains 1767 members Mstep: Class 5 contains 2541 members Mstep: Class 6 contains 4229 members Mstep: Class 7 contains 340 members Mstep: Class 8 contains 2089 members Mstep: Class 9 contains 1303 members Mstep: Class 10 contains 271 members Mstep: Class 11 contains 3393 members Mstep: Class 12 contains 22791 members Mstep: Class 13 contains 19410 members Mstep: Class 14 contains 10458 members Mstep: Class 15 contains 9674 members Mstep: Class 16 contains 12523 members Mstep: Class 17 contains 6753 members Mstep: Class 18 contains 7511 members Mstep: Class 19 contains 23379 members Mstep: Class 20 contains 15679 members Mstep: Class 21 contains 2274 members Mstep: Class 22 contains 94 members Mstep: Class 23 contains 280 members Mstep: Class 24 contains 6054 members Mstep: Class 25 contains 148114 members Mstep: Class 26 contains 35053 members Mstep: Class 27 contains 11031 members Mstep: Class 28 contains 11418 members Mstep: Class 29 contains 3934 members Entering Unmasked Estep ConsiderDeletion Score: -22967196.000000 Penalty: 17122.861328 Iteration 67Q: 30 clusters Score -2.29672e+07 nChanged 884 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 1 contains 1096 members Mstep: Class 2 contains 49685 members Mstep: Class 3 contains 19055 members Mstep: Class 4 contains 1764 members Mstep: Class 5 contains 2685 members Mstep: Class 6 contains 4228 members Mstep: Class 7 contains 335 members Mstep: Class 8 contains 2087 members Mstep: Class 9 contains 1307 members Mstep: Class 10 contains 272 members Mstep: Class 11 contains 3385 members Mstep: Class 12 contains 22791 members Mstep: Class 13 contains 19465 members Mstep: Class 14 contains 10507 members Mstep: Class 15 contains 9702 members Mstep: Class 16 contains 12480 members Mstep: Class 17 contains 6781 members Mstep: Class 18 contains 7520 members Mstep: Class 19 contains 23383 members Mstep: Class 20 contains 15628 members Mstep: Class 21 contains 2278 members Mstep: Class 22 contains 96 members Mstep: Class 23 contains 285 members Mstep: Class 24 contains 6084 members Mstep: Class 25 contains 147922 members Mstep: Class 26 contains 34995 members Mstep: Class 27 contains 11055 members Mstep: Class 28 contains 11424 members Mstep: Class 29 contains 3936 members Entering Unmasked Estep ConsiderDeletion Score: -22967368.000000 Penalty: 17122.861328 Iteration 68Q: 30 clusters Score -2.296737e+07 nChanged 868 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 1 contains 1092 members Mstep: Class 2 contains 49687 members Mstep: Class 3 contains 19057 members Mstep: Class 4 contains 1762 members Mstep: Class 5 contains 2830 members Mstep: Class 6 contains 4227 members Mstep: Class 7 contains 330 members Mstep: Class 8 contains 2087 members Mstep: Class 9 contains 1315 members Mstep: Class 10 contains 275 members Mstep: Class 11 contains 3371 members Mstep: Class 12 contains 22790 members Mstep: Class 13 contains 19510 members Mstep: Class 14 contains 10547 members Mstep: Class 15 contains 9737 members Mstep: Class 16 contains 12428 members Mstep: Class 17 contains 6800 members Mstep: Class 18 contains 7539 members Mstep: Class 19 contains 23391 members Mstep: Class 20 contains 15579 members Mstep: Class 21 contains 2280 members Mstep: Class 22 contains 97 members Mstep: Class 23 contains 286 members Mstep: Class 24 contains 6103 members Mstep: Class 25 contains 147724 members Mstep: Class 26 contains 34946 members Mstep: Class 27 contains 11081 members Mstep: Class 28 contains 11423 members Mstep: Class 29 contains 3937 members Entering Unmasked Estep ConsiderDeletion Score: -22967450.000000 Penalty: 17122.861328 Iteration 69Q: 30 clusters Score -2.296745e+07 nChanged 780 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 1 contains 1086 members Mstep: Class 2 contains 49667 members Mstep: Class 3 contains 19048 members Mstep: Class 4 contains 1753 members Mstep: Class 5 contains 2981 members Mstep: Class 6 contains 4227 members Mstep: Class 7 contains 328 members Mstep: Class 8 contains 2087 members Mstep: Class 9 contains 1321 members Mstep: Class 10 contains 276 members Mstep: Class 11 contains 3358 members Mstep: Class 12 contains 22794 members Mstep: Class 13 contains 19543 members Mstep: Class 14 contains 10583 members Mstep: Class 15 contains 9760 members Mstep: Class 16 contains 12398 members Mstep: Class 17 contains 6834 members Mstep: Class 18 contains 7558 members Mstep: Class 19 contains 23388 members Mstep: Class 20 contains 15520 members Mstep: Class 21 contains 2282 members Mstep: Class 22 contains 97 members Mstep: Class 23 contains 293 members Mstep: Class 24 contains 6115 members Mstep: Class 25 contains 147572 members Mstep: Class 26 contains 34905 members Mstep: Class 27 contains 11101 members Mstep: Class 28 contains 11418 members Mstep: Class 29 contains 3938 members Entering Unmasked Estep ConsiderDeletion Score: -22967626.000000 Penalty: 17122.861328 Iteration 70Q: 30 clusters Score -2.296763e+07 nChanged 718 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 1 contains 1078 members Mstep: Class 2 contains 49669 members Mstep: Class 3 contains 19026 members Mstep: Class 4 contains 1751 members Mstep: Class 5 contains 3115 members Mstep: Class 6 contains 4222 members Mstep: Class 7 contains 323 members Mstep: Class 8 contains 2087 members Mstep: Class 9 contains 1330 members Mstep: Class 10 contains 276 members Mstep: Class 11 contains 3351 members Mstep: Class 12 contains 22805 members Mstep: Class 13 contains 19577 members Mstep: Class 14 contains 10610 members Mstep: Class 15 contains 9779 members Mstep: Class 16 contains 12379 members Mstep: Class 17 contains 6849 members Mstep: Class 18 contains 7578 members Mstep: Class 19 contains 23390 members Mstep: Class 20 contains 15473 members Mstep: Class 21 contains 2282 members Mstep: Class 22 contains 97 members Mstep: Class 23 contains 296 members Mstep: Class 24 contains 6121 members Mstep: Class 25 contains 147411 members Mstep: Class 26 contains 34879 members Mstep: Class 27 contains 11126 members Mstep: Class 28 contains 11413 members Mstep: Class 29 contains 3938 members Entering Unmasked Estep ConsiderDeletion Score: -22967782.000000 Penalty: 17122.861328 Iteration 71Q: 30 clusters Score -2.296778e+07 nChanged 717 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 1 contains 1064 members Mstep: Class 2 contains 49670 members Mstep: Class 3 contains 19000 members Mstep: Class 4 contains 1750 members Mstep: Class 5 contains 3248 members Mstep: Class 6 contains 4218 members Mstep: Class 7 contains 321 members Mstep: Class 8 contains 2087 members Mstep: Class 9 contains 1344 members Mstep: Class 10 contains 280 members Mstep: Class 11 contains 3345 members Mstep: Class 12 contains 22804 members Mstep: Class 13 contains 19609 members Mstep: Class 14 contains 10643 members Mstep: Class 15 contains 9802 members Mstep: Class 16 contains 12359 members Mstep: Class 17 contains 6861 members Mstep: Class 18 contains 7598 members Mstep: Class 19 contains 23392 members Mstep: Class 20 contains 15431 members Mstep: Class 21 contains 2282 members Mstep: Class 22 contains 97 members Mstep: Class 23 contains 305 members Mstep: Class 24 contains 6129 members Mstep: Class 25 contains 147246 members Mstep: Class 26 contains 34843 members Mstep: Class 27 contains 11150 members Mstep: Class 28 contains 11414 members Mstep: Class 29 contains 3939 members Entering Unmasked Estep ConsiderDeletion Score: -22967912.000000 Penalty: 17122.861328 Iteration 72Q: 30 clusters Score -2.296791e+07 nChanged 697 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 1 contains 1059 members Mstep: Class 2 contains 49691 members Mstep: Class 3 contains 18980 members Mstep: Class 4 contains 1749 members Mstep: Class 5 contains 3356 members Mstep: Class 6 contains 4216 members Mstep: Class 7 contains 318 members Mstep: Class 8 contains 2084 members Mstep: Class 9 contains 1357 members Mstep: Class 10 contains 281 members Mstep: Class 11 contains 3333 members Mstep: Class 12 contains 22817 members Mstep: Class 13 contains 19648 members Mstep: Class 14 contains 10678 members Mstep: Class 15 contains 9830 members Mstep: Class 16 contains 12341 members Mstep: Class 17 contains 6868 members Mstep: Class 18 contains 7614 members Mstep: Class 19 contains 23394 members Mstep: Class 20 contains 15393 members Mstep: Class 21 contains 2284 members Mstep: Class 22 contains 97 members Mstep: Class 23 contains 318 members Mstep: Class 24 contains 6131 members Mstep: Class 25 contains 147076 members Mstep: Class 26 contains 34801 members Mstep: Class 27 contains 11163 members Mstep: Class 28 contains 11416 members Mstep: Class 29 contains 3938 members Entering Unmasked Estep ConsiderDeletion Score: -22967948.000000 Penalty: 17122.861328 Iteration 73Q: 30 clusters Score -2.296795e+07 nChanged 618 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 1 contains 1049 members Mstep: Class 2 contains 49712 members Mstep: Class 3 contains 18966 members Mstep: Class 4 contains 1752 members Mstep: Class 5 contains 3451 members Mstep: Class 6 contains 4216 members Mstep: Class 7 contains 316 members Mstep: Class 8 contains 2083 members Mstep: Class 9 contains 1371 members Mstep: Class 10 contains 283 members Mstep: Class 11 contains 3324 members Mstep: Class 12 contains 22834 members Mstep: Class 13 contains 19671 members Mstep: Class 14 contains 10714 members Mstep: Class 15 contains 9854 members Mstep: Class 16 contains 12319 members Mstep: Class 17 contains 6871 members Mstep: Class 18 contains 7628 members Mstep: Class 19 contains 23392 members Mstep: Class 20 contains 15353 members Mstep: Class 21 contains 2283 members Mstep: Class 22 contains 97 members Mstep: Class 23 contains 330 members Mstep: Class 24 contains 6139 members Mstep: Class 25 contains 146942 members Mstep: Class 26 contains 34760 members Mstep: Class 27 contains 11171 members Mstep: Class 28 contains 11411 members Mstep: Class 29 contains 3939 members Entering Unmasked Estep ConsiderDeletion Score: -22968016.000000 Penalty: 17122.861328 Iteration 74Q: 30 clusters Score -2.296802e+07 nChanged 587 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 1 contains 1043 members Mstep: Class 2 contains 49732 members Mstep: Class 3 contains 18960 members Mstep: Class 4 contains 1747 members Mstep: Class 5 contains 3553 members Mstep: Class 6 contains 4216 members Mstep: Class 7 contains 315 members Mstep: Class 8 contains 2086 members Mstep: Class 9 contains 1384 members Mstep: Class 10 contains 288 members Mstep: Class 11 contains 3314 members Mstep: Class 12 contains 22854 members Mstep: Class 13 contains 19699 members Mstep: Class 14 contains 10741 members Mstep: Class 15 contains 9868 members Mstep: Class 16 contains 12312 members Mstep: Class 17 contains 6864 members Mstep: Class 18 contains 7641 members Mstep: Class 19 contains 23395 members Mstep: Class 20 contains 15319 members Mstep: Class 21 contains 2285 members Mstep: Class 22 contains 98 members Mstep: Class 23 contains 331 members Mstep: Class 24 contains 6140 members Mstep: Class 25 contains 146792 members Mstep: Class 26 contains 34724 members Mstep: Class 27 contains 11177 members Mstep: Class 28 contains 11414 members Mstep: Class 29 contains 3939 members Entering Unmasked Estep ConsiderDeletion Score: -22968094.000000 Penalty: 17122.861328 Iteration 75Q: 30 clusters Score -2.296809e+07 nChanged 512 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 1 contains 1041 members Mstep: Class 2 contains 49762 members Mstep: Class 3 contains 18947 members Mstep: Class 4 contains 1749 members Mstep: Class 5 contains 3630 members Mstep: Class 6 contains 4215 members Mstep: Class 7 contains 316 members Mstep: Class 8 contains 2086 members Mstep: Class 9 contains 1388 members Mstep: Class 10 contains 290 members Mstep: Class 11 contains 3300 members Mstep: Class 12 contains 22864 members Mstep: Class 13 contains 19720 members Mstep: Class 14 contains 10763 members Mstep: Class 15 contains 9894 members Mstep: Class 16 contains 12318 members Mstep: Class 17 contains 6857 members Mstep: Class 18 contains 7656 members Mstep: Class 19 contains 23402 members Mstep: Class 20 contains 15300 members Mstep: Class 21 contains 2290 members Mstep: Class 22 contains 99 members Mstep: Class 23 contains 329 members Mstep: Class 24 contains 6149 members Mstep: Class 25 contains 146648 members Mstep: Class 26 contains 34687 members Mstep: Class 27 contains 11177 members Mstep: Class 28 contains 11415 members Mstep: Class 29 contains 3939 members Entering Unmasked Estep ConsiderDeletion Score: -22968136.000000 Penalty: 17122.861328 Iteration 76Q: 30 clusters Score -2.296814e+07 nChanged 484 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 1 contains 1045 members Mstep: Class 2 contains 49794 members Mstep: Class 3 contains 18939 members Mstep: Class 4 contains 1743 members Mstep: Class 5 contains 3703 members Mstep: Class 6 contains 4214 members Mstep: Class 7 contains 314 members Mstep: Class 8 contains 2084 members Mstep: Class 9 contains 1392 members Mstep: Class 10 contains 290 members Mstep: Class 11 contains 3295 members Mstep: Class 12 contains 22877 members Mstep: Class 13 contains 19741 members Mstep: Class 14 contains 10792 members Mstep: Class 15 contains 9911 members Mstep: Class 16 contains 12315 members Mstep: Class 17 contains 6847 members Mstep: Class 18 contains 7667 members Mstep: Class 19 contains 23400 members Mstep: Class 20 contains 15275 members Mstep: Class 21 contains 2294 members Mstep: Class 22 contains 100 members Mstep: Class 23 contains 335 members Mstep: Class 24 contains 6161 members Mstep: Class 25 contains 146512 members Mstep: Class 26 contains 34650 members Mstep: Class 27 contains 11182 members Mstep: Class 28 contains 11420 members Mstep: Class 29 contains 3939 members Entering Unmasked Estep ConsiderDeletion Score: -22968184.000000 Penalty: 17122.861328 Iteration 77Q: 30 clusters Score -2.296818e+07 nChanged 475 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 1 contains 1048 members Mstep: Class 2 contains 49812 members Mstep: Class 3 contains 18933 members Mstep: Class 4 contains 1743 members Mstep: Class 5 contains 3776 members Mstep: Class 6 contains 4213 members Mstep: Class 7 contains 312 members Mstep: Class 8 contains 2080 members Mstep: Class 9 contains 1399 members Mstep: Class 10 contains 290 members Mstep: Class 11 contains 3290 members Mstep: Class 12 contains 22881 members Mstep: Class 13 contains 19758 members Mstep: Class 14 contains 10840 members Mstep: Class 15 contains 9925 members Mstep: Class 16 contains 12315 members Mstep: Class 17 contains 6844 members Mstep: Class 18 contains 7682 members Mstep: Class 19 contains 23392 members Mstep: Class 20 contains 15254 members Mstep: Class 21 contains 2294 members Mstep: Class 22 contains 101 members Mstep: Class 23 contains 342 members Mstep: Class 24 contains 6170 members Mstep: Class 25 contains 146378 members Mstep: Class 26 contains 34606 members Mstep: Class 27 contains 11192 members Mstep: Class 28 contains 11422 members Mstep: Class 29 contains 3939 members Entering Unmasked Estep ConsiderDeletion Score: -22968238.000000 Penalty: 17122.861328 Iteration 78Q: 30 clusters Score -2.296824e+07 nChanged 460 Entering ConstructFrom: Score: -22968238.000000 Penalty: 17122.861328 Entering ConstructFrom: Trying to split cluster 1 (1048 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1048 members Entering Unmasked Estep Score: -46567.324219 Penalty: 316.436066 Iteration 0F: 2 clusters Score -46567.32 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 515 members Mstep: Class 2 contains 533 members Entering Unmasked Estep Score: -45741.328125 Penalty: 632.872131 Iteration 0F: 3 clusters Score -45741.33 nChanged 430 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 513 members Mstep: Class 2 contains 535 members Entering Unmasked Estep Score: -46231.519531 Penalty: 632.872131 Iteration 1F: 3 clusters Score -46231.52 nChanged 157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 492 members Mstep: Class 2 contains 556 members Entering Unmasked Estep Score: -46587.980469 Penalty: 632.872131 Iteration 2F: 3 clusters Score -46587.98 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 477 members Mstep: Class 2 contains 571 members Entering Unmasked Estep Score: -46834.730469 Penalty: 632.872131 Iteration 3F: 3 clusters Score -46834.73 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 496 members Mstep: Class 2 contains 552 members Entering Unmasked Estep Score: -46988.203125 Penalty: 632.872131 Iteration 4F: 3 clusters Score -46988.2 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 534 members Mstep: Class 2 contains 514 members Entering Unmasked Estep Score: -47072.476562 Penalty: 632.872131 Iteration 5Q: 3 clusters Score -47072.48 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 561 members Mstep: Class 2 contains 487 members Entering Unmasked Estep Score: -47125.750000 Penalty: 632.872131 Iteration 6Q: 3 clusters Score -47125.75 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 585 members Mstep: Class 2 contains 463 members Entering Unmasked Estep Score: -47176.074219 Penalty: 632.872131 Iteration 7Q: 3 clusters Score -47176.07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 599 members Mstep: Class 2 contains 449 members Entering Unmasked Estep Score: -47224.488281 Penalty: 632.872131 Iteration 8Q: 3 clusters Score -47224.49 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 609 members Mstep: Class 2 contains 439 members Entering Unmasked Estep Score: -47261.484375 Penalty: 632.872131 Iteration 9Q: 3 clusters Score -47261.48 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 610 members Mstep: Class 2 contains 438 members Entering Unmasked Estep Score: -47263.453125 Penalty: 632.872131 Iteration 10Q: 3 clusters Score -47263.45 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 612 members Mstep: Class 2 contains 436 members Entering Unmasked Estep Score: -47266.554688 Penalty: 632.872131 Iteration 11Q: 3 clusters Score -47266.55 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 615 members Mstep: Class 2 contains 433 members Entering Unmasked Estep Score: -47269.410156 Penalty: 632.872131 Iteration 12Q: 3 clusters Score -47269.41 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 616 members Mstep: Class 2 contains 432 members Entering Unmasked Estep Score: -47270.136719 Penalty: 632.872131 Iteration 13Q: 3 clusters Score -47270.14 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 616 members Mstep: Class 2 contains 432 members Entering Unmasked Estep Score: -47270.136719 Penalty: 632.872131 Iteration 14F: 3 clusters Score -47270.14 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 1 contains 616 members Mstep: Class 2 contains 49836 members Mstep: Class 3 contains 18930 members Mstep: Class 4 contains 1738 members Mstep: Class 5 contains 3859 members Mstep: Class 6 contains 4213 members Mstep: Class 7 contains 309 members Mstep: Class 8 contains 2078 members Mstep: Class 9 contains 1404 members Mstep: Class 10 contains 290 members Mstep: Class 11 contains 3289 members Mstep: Class 12 contains 22882 members Mstep: Class 13 contains 19783 members Mstep: Class 14 contains 10886 members Mstep: Class 15 contains 9941 members Mstep: Class 16 contains 12320 members Mstep: Class 17 contains 6832 members Mstep: Class 18 contains 7699 members Mstep: Class 19 contains 23390 members Mstep: Class 20 contains 15235 members Mstep: Class 21 contains 2294 members Mstep: Class 22 contains 102 members Mstep: Class 23 contains 348 members Mstep: Class 24 contains 6177 members Mstep: Class 25 contains 146228 members Mstep: Class 26 contains 34557 members Mstep: Class 27 contains 11203 members Mstep: Class 28 contains 11421 members Mstep: Class 29 contains 3939 members Mstep: Class 30 contains 432 members Entering Unmasked Estep Score: -22968668.000000 Penalty: 17713.304688 Splitting cluster 1 changes total score from -22968238.000000 to -22968668.000000 So it's getting split into cluster 30. Entering ConstructFrom: Trying to split cluster 2 (49836 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49836 members Entering Unmasked Estep Score: -2743158.250000 Penalty: 492.150421 Iteration 0F: 2 clusters Score -2743158 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24814 members Mstep: Class 2 contains 25022 members Entering Unmasked Estep Score: -2709779.750000 Penalty: 984.300842 Iteration 0F: 3 clusters Score -2709780 nChanged 24231 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22403 members Mstep: Class 2 contains 27433 members Entering Unmasked Estep Score: -2724959.750000 Penalty: 984.300842 Iteration 1F: 3 clusters Score -2724960 nChanged 3009 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20606 members Mstep: Class 2 contains 29230 members Entering Unmasked Estep Score: -2726417.750000 Penalty: 984.300842 Iteration 2F: 3 clusters Score -2726418 nChanged 3461 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18163 members Mstep: Class 2 contains 31673 members Entering Unmasked Estep Score: -2728479.000000 Penalty: 984.300842 Iteration 3F: 3 clusters Score -2728479 nChanged 3644 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15357 members Mstep: Class 2 contains 34479 members Entering Unmasked Estep Score: -2731256.500000 Penalty: 984.300842 Iteration 4F: 3 clusters Score -2731256 nChanged 3369 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12704 members Mstep: Class 2 contains 37132 members Entering Unmasked Estep Score: -2734591.750000 Penalty: 984.300842 Iteration 5F: 3 clusters Score -2734592 nChanged 2533 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10801 members Mstep: Class 2 contains 39035 members Entering Unmasked Estep Score: -2737346.000000 Penalty: 984.300842 Iteration 6F: 3 clusters Score -2737346 nChanged 1802 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9635 members Mstep: Class 2 contains 40201 members Entering Unmasked Estep Score: -2738650.750000 Penalty: 984.300842 Iteration 7Q: 3 clusters Score -2738651 nChanged 1113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8782 members Mstep: Class 2 contains 41054 members Entering Unmasked Estep Score: -2739183.000000 Penalty: 984.300842 Iteration 8Q: 3 clusters Score -2739183 nChanged 844 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7990 members Mstep: Class 2 contains 41846 members Entering Unmasked Estep Score: -2739576.500000 Penalty: 984.300842 Iteration 9Q: 3 clusters Score -2739576 nChanged 725 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7271 members Mstep: Class 2 contains 42565 members Entering Unmasked Estep Score: -2739878.750000 Penalty: 984.300842 Iteration 10Q: 3 clusters Score -2739879 nChanged 691 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6580 members Mstep: Class 2 contains 43256 members Entering Unmasked Estep Score: -2740169.000000 Penalty: 984.300842 Iteration 11Q: 3 clusters Score -2740169 nChanged 651 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5931 members Mstep: Class 2 contains 43905 members Entering Unmasked Estep Score: -2740441.000000 Penalty: 984.300842 Iteration 12Q: 3 clusters Score -2740441 nChanged 594 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5337 members Mstep: Class 2 contains 44499 members Entering Unmasked Estep Score: -2740674.000000 Penalty: 984.300842 Iteration 13Q: 3 clusters Score -2740674 nChanged 568 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4771 members Mstep: Class 2 contains 45065 members Entering Unmasked Estep Score: -2740911.250000 Penalty: 984.300842 Iteration 14Q: 3 clusters Score -2740911 nChanged 546 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4227 members Mstep: Class 2 contains 45609 members Entering Unmasked Estep Score: -2741154.750000 Penalty: 984.300842 Iteration 15Q: 3 clusters Score -2741155 nChanged 475 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3752 members Mstep: Class 2 contains 46084 members Entering Unmasked Estep Score: -2741354.250000 Penalty: 984.300842 Iteration 16Q: 3 clusters Score -2741354 nChanged 430 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3322 members Mstep: Class 2 contains 46514 members Entering Unmasked Estep Score: -2741542.500000 Penalty: 984.300842 Iteration 17Q: 3 clusters Score -2741542 nChanged 387 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2935 members Mstep: Class 2 contains 46901 members Entering Unmasked Estep Score: -2741706.000000 Penalty: 984.300842 Iteration 18Q: 3 clusters Score -2741706 nChanged 328 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2607 members Mstep: Class 2 contains 47229 members Entering Unmasked Estep Score: -2741829.750000 Penalty: 984.300842 Iteration 19Q: 3 clusters Score -2741830 nChanged 305 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2302 members Mstep: Class 2 contains 47534 members Entering Unmasked Estep Score: -2741930.500000 Penalty: 984.300842 Iteration 20F: 3 clusters Score -2741930 nChanged 272 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2030 members Mstep: Class 2 contains 47806 members Entering Unmasked Estep Score: -2742018.250000 Penalty: 984.300842 Iteration 21Q: 3 clusters Score -2742018 nChanged 232 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1798 members Mstep: Class 2 contains 48038 members Entering Unmasked Estep Score: -2742104.250000 Penalty: 984.300842 Iteration 22Q: 3 clusters Score -2742104 nChanged 197 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1601 members Mstep: Class 2 contains 48235 members Entering Unmasked Estep Score: -2742186.250000 Penalty: 984.300842 Iteration 23Q: 3 clusters Score -2742186 nChanged 190 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1411 members Mstep: Class 2 contains 48425 members Entering Unmasked Estep Score: -2742253.750000 Penalty: 984.300842 Iteration 24Q: 3 clusters Score -2742254 nChanged 176 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1235 members Mstep: Class 2 contains 48601 members Entering Unmasked Estep Score: -2742314.750000 Penalty: 984.300842 Iteration 25Q: 3 clusters Score -2742315 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1091 members Mstep: Class 2 contains 48745 members Entering Unmasked Estep Score: -2742361.000000 Penalty: 984.300842 Iteration 26Q: 3 clusters Score -2742361 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 953 members Mstep: Class 2 contains 48883 members Entering Unmasked Estep Score: -2742419.250000 Penalty: 984.300842 Iteration 27Q: 3 clusters Score -2742419 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 840 members Mstep: Class 2 contains 48996 members Entering Unmasked Estep Score: -2742462.250000 Penalty: 984.300842 Iteration 28Q: 3 clusters Score -2742462 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 747 members Mstep: Class 2 contains 49089 members Entering Unmasked Estep Score: -2742501.750000 Penalty: 984.300842 Iteration 29Q: 3 clusters Score -2742502 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 661 members Mstep: Class 2 contains 49175 members Entering Unmasked Estep Score: -2742525.000000 Penalty: 984.300842 Iteration 30Q: 3 clusters Score -2742525 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 593 members Mstep: Class 2 contains 49243 members Entering Unmasked Estep Score: -2742556.750000 Penalty: 984.300842 Iteration 31Q: 3 clusters Score -2742557 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 531 members Mstep: Class 2 contains 49305 members Entering Unmasked Estep Score: -2742584.250000 Penalty: 984.300842 Iteration 32Q: 3 clusters Score -2742584 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 471 members Mstep: Class 2 contains 49365 members Entering Unmasked Estep Score: -2742609.250000 Penalty: 984.300842 Iteration 33Q: 3 clusters Score -2742609 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 425 members Mstep: Class 2 contains 49411 members Entering Unmasked Estep Score: -2742635.500000 Penalty: 984.300842 Iteration 34Q: 3 clusters Score -2742636 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 388 members Mstep: Class 2 contains 49448 members Entering Unmasked Estep Score: -2742654.750000 Penalty: 984.300842 Iteration 35Q: 3 clusters Score -2742655 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 354 members Mstep: Class 2 contains 49482 members Entering Unmasked Estep Score: -2742673.500000 Penalty: 984.300842 Iteration 36Q: 3 clusters Score -2742674 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 329 members Mstep: Class 2 contains 49507 members Entering Unmasked Estep Score: -2742678.250000 Penalty: 984.300842 Iteration 37Q: 3 clusters Score -2742678 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 307 members Mstep: Class 2 contains 49529 members Entering Unmasked Estep Score: -2742696.250000 Penalty: 984.300842 Iteration 38Q: 3 clusters Score -2742696 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 290 members Mstep: Class 2 contains 49546 members Entering Unmasked Estep Score: -2742707.250000 Penalty: 984.300842 Iteration 39Q: 3 clusters Score -2742707 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 272 members Mstep: Class 2 contains 49564 members Entering Unmasked Estep Score: -2742719.750000 Penalty: 984.300842 Iteration 40F: 3 clusters Score -2742720 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 260 members Mstep: Class 2 contains 49576 members Entering Unmasked Estep Score: -2742723.500000 Penalty: 984.300842 Iteration 41Q: 3 clusters Score -2742724 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 253 members Mstep: Class 2 contains 49583 members Entering Unmasked Estep Score: -2742723.250000 Penalty: 984.300842 Iteration 42Q: 3 clusters Score -2742723 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 245 members Mstep: Class 2 contains 49591 members Entering Unmasked Estep Score: -2742733.750000 Penalty: 984.300842 Iteration 43Q: 3 clusters Score -2742734 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 235 members Mstep: Class 2 contains 49601 members Entering Unmasked Estep Score: -2742740.750000 Penalty: 984.300842 Iteration 44Q: 3 clusters Score -2742741 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 224 members Mstep: Class 2 contains 49612 members Entering Unmasked Estep Score: -2742750.250000 Penalty: 984.300842 Iteration 45Q: 3 clusters Score -2742750 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 212 members Mstep: Class 2 contains 49624 members Entering Unmasked Estep Score: -2742754.250000 Penalty: 984.300842 Iteration 46Q: 3 clusters Score -2742754 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 204 members Mstep: Class 2 contains 49632 members Entering Unmasked Estep Score: -2742759.000000 Penalty: 984.300842 Iteration 47Q: 3 clusters Score -2742759 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 199 members Mstep: Class 2 contains 49637 members Entering Unmasked Estep Score: -2742761.000000 Penalty: 984.300842 Iteration 48Q: 3 clusters Score -2742761 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 197 members Mstep: Class 2 contains 49639 members Entering Unmasked Estep Score: -2742761.750000 Penalty: 984.300842 Iteration 49Q: 3 clusters Score -2742762 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 196 members Mstep: Class 2 contains 49640 members Entering Unmasked Estep Score: -2742766.500000 Penalty: 984.300842 Iteration 50Q: 3 clusters Score -2742766 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 194 members Mstep: Class 2 contains 49642 members Entering Unmasked Estep Score: -2742767.750000 Penalty: 984.300842 Iteration 51Q: 3 clusters Score -2742768 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 189 members Mstep: Class 2 contains 49647 members Entering Unmasked Estep Score: -2742773.250000 Penalty: 984.300842 Iteration 52Q: 3 clusters Score -2742773 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 186 members Mstep: Class 2 contains 49650 members Entering Unmasked Estep Score: -2742771.750000 Penalty: 984.300842 Iteration 53Q: 3 clusters Score -2742772 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 183 members Mstep: Class 2 contains 49653 members Entering Unmasked Estep Score: -2742771.750000 Penalty: 984.300842 Iteration 54Q: 3 clusters Score -2742772 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 184 members Mstep: Class 2 contains 49652 members Entering Unmasked Estep Score: -2742776.750000 Penalty: 984.300842 Iteration 55Q: 3 clusters Score -2742777 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 182 members Mstep: Class 2 contains 49654 members Entering Unmasked Estep Score: -2742776.000000 Penalty: 984.300842 Iteration 56Q: 3 clusters Score -2742776 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 184 members Mstep: Class 2 contains 49652 members Entering Unmasked Estep Score: -2742777.250000 Penalty: 984.300842 Iteration 57Q: 3 clusters Score -2742777 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 184 members Mstep: Class 2 contains 49652 members Entering Unmasked Estep Score: -2742778.000000 Penalty: 984.300842 Iteration 58Q: 3 clusters Score -2742778 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 184 members Mstep: Class 2 contains 49652 members Entering Unmasked Estep Score: -2742778.000000 Penalty: 984.300842 Iteration 59F: 3 clusters Score -2742778 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (18930 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18930 members Entering Unmasked Estep Score: -1077670.000000 Penalty: 448.106903 Iteration 0F: 2 clusters Score -1077670 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9407 members Mstep: Class 2 contains 9523 members Entering Unmasked Estep Score: -1064922.875000 Penalty: 896.213806 Iteration 0F: 3 clusters Score -1064923 nChanged 8999 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9428 members Mstep: Class 2 contains 9502 members Entering Unmasked Estep Score: -1070410.500000 Penalty: 896.213806 Iteration 1F: 3 clusters Score -1070410 nChanged 1200 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9500 members Mstep: Class 2 contains 9430 members Entering Unmasked Estep Score: -1071016.250000 Penalty: 896.213806 Iteration 2F: 3 clusters Score -1071016 nChanged 1202 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9562 members Mstep: Class 2 contains 9368 members Entering Unmasked Estep Score: -1071703.625000 Penalty: 896.213806 Iteration 3F: 3 clusters Score -1071704 nChanged 1176 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9588 members Mstep: Class 2 contains 9342 members Entering Unmasked Estep Score: -1072470.000000 Penalty: 896.213806 Iteration 4F: 3 clusters Score -1072470 nChanged 1161 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9571 members Mstep: Class 2 contains 9359 members Entering Unmasked Estep Score: -1073273.500000 Penalty: 896.213806 Iteration 5F: 3 clusters Score -1073274 nChanged 1073 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9572 members Mstep: Class 2 contains 9358 members Entering Unmasked Estep Score: -1073901.250000 Penalty: 896.213806 Iteration 6F: 3 clusters Score -1073901 nChanged 929 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9571 members Mstep: Class 2 contains 9359 members Entering Unmasked Estep Score: -1074387.875000 Penalty: 896.213806 Iteration 7Q: 3 clusters Score -1074388 nChanged 747 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9580 members Mstep: Class 2 contains 9350 members Entering Unmasked Estep Score: -1074694.125000 Penalty: 896.213806 Iteration 8Q: 3 clusters Score -1074694 nChanged 552 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9604 members Mstep: Class 2 contains 9326 members Entering Unmasked Estep Score: -1074867.250000 Penalty: 896.213806 Iteration 9Q: 3 clusters Score -1074867 nChanged 385 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9649 members Mstep: Class 2 contains 9281 members Entering Unmasked Estep Score: -1074956.375000 Penalty: 896.213806 Iteration 10Q: 3 clusters Score -1074956 nChanged 286 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9713 members Mstep: Class 2 contains 9217 members Entering Unmasked Estep Score: -1075020.500000 Penalty: 896.213806 Iteration 11Q: 3 clusters Score -1075020 nChanged 219 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9766 members Mstep: Class 2 contains 9164 members Entering Unmasked Estep Score: -1075057.875000 Penalty: 896.213806 Iteration 12Q: 3 clusters Score -1075058 nChanged 165 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9837 members Mstep: Class 2 contains 9093 members Entering Unmasked Estep Score: -1075084.000000 Penalty: 896.213806 Iteration 13Q: 3 clusters Score -1075084 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9906 members Mstep: Class 2 contains 9024 members Entering Unmasked Estep Score: -1075108.000000 Penalty: 896.213806 Iteration 14Q: 3 clusters Score -1075108 nChanged 164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9986 members Mstep: Class 2 contains 8944 members Entering Unmasked Estep Score: -1075134.625000 Penalty: 896.213806 Iteration 15Q: 3 clusters Score -1075135 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10065 members Mstep: Class 2 contains 8865 members Entering Unmasked Estep Score: -1075152.000000 Penalty: 896.213806 Iteration 16Q: 3 clusters Score -1075152 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10147 members Mstep: Class 2 contains 8783 members Entering Unmasked Estep Score: -1075167.875000 Penalty: 896.213806 Iteration 17Q: 3 clusters Score -1075168 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10230 members Mstep: Class 2 contains 8700 members Entering Unmasked Estep Score: -1075191.375000 Penalty: 896.213806 Iteration 18Q: 3 clusters Score -1075191 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10330 members Mstep: Class 2 contains 8600 members Entering Unmasked Estep Score: -1075213.375000 Penalty: 896.213806 Iteration 19Q: 3 clusters Score -1075213 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10438 members Mstep: Class 2 contains 8492 members Entering Unmasked Estep Score: -1075234.000000 Penalty: 896.213806 Iteration 20F: 3 clusters Score -1075234 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10552 members Mstep: Class 2 contains 8378 members Entering Unmasked Estep Score: -1075249.875000 Penalty: 896.213806 Iteration 21Q: 3 clusters Score -1075250 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10668 members Mstep: Class 2 contains 8262 members Entering Unmasked Estep Score: -1075271.375000 Penalty: 896.213806 Iteration 22Q: 3 clusters Score -1075271 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10792 members Mstep: Class 2 contains 8138 members Entering Unmasked Estep Score: -1075294.125000 Penalty: 896.213806 Iteration 23Q: 3 clusters Score -1075294 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10927 members Mstep: Class 2 contains 8003 members Entering Unmasked Estep Score: -1075309.500000 Penalty: 896.213806 Iteration 24Q: 3 clusters Score -1075310 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11059 members Mstep: Class 2 contains 7871 members Entering Unmasked Estep Score: -1075329.625000 Penalty: 896.213806 Iteration 25Q: 3 clusters Score -1075330 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11192 members Mstep: Class 2 contains 7738 members Entering Unmasked Estep Score: -1075354.625000 Penalty: 896.213806 Iteration 26Q: 3 clusters Score -1075355 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11342 members Mstep: Class 2 contains 7588 members Entering Unmasked Estep Score: -1075378.375000 Penalty: 896.213806 Iteration 27Q: 3 clusters Score -1075378 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11489 members Mstep: Class 2 contains 7441 members Entering Unmasked Estep Score: -1075395.000000 Penalty: 896.213806 Iteration 28Q: 3 clusters Score -1075395 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11621 members Mstep: Class 2 contains 7309 members Entering Unmasked Estep Score: -1075414.500000 Penalty: 896.213806 Iteration 29Q: 3 clusters Score -1075414 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11757 members Mstep: Class 2 contains 7173 members Entering Unmasked Estep Score: -1075436.000000 Penalty: 896.213806 Iteration 30Q: 3 clusters Score -1075436 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11893 members Mstep: Class 2 contains 7037 members Entering Unmasked Estep Score: -1075454.375000 Penalty: 896.213806 Iteration 31Q: 3 clusters Score -1075454 nChanged 151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12044 members Mstep: Class 2 contains 6886 members Entering Unmasked Estep Score: -1075479.125000 Penalty: 896.213806 Iteration 32Q: 3 clusters Score -1075479 nChanged 154 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12198 members Mstep: Class 2 contains 6732 members Entering Unmasked Estep Score: -1075505.875000 Penalty: 896.213806 Iteration 33Q: 3 clusters Score -1075506 nChanged 157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12355 members Mstep: Class 2 contains 6575 members Entering Unmasked Estep Score: -1075533.375000 Penalty: 896.213806 Iteration 34Q: 3 clusters Score -1075533 nChanged 163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12516 members Mstep: Class 2 contains 6414 members Entering Unmasked Estep Score: -1075569.000000 Penalty: 896.213806 Iteration 35Q: 3 clusters Score -1075569 nChanged 199 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12715 members Mstep: Class 2 contains 6215 members Entering Unmasked Estep Score: -1075615.500000 Penalty: 896.213806 Iteration 36Q: 3 clusters Score -1075616 nChanged 213 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12928 members Mstep: Class 2 contains 6002 members Entering Unmasked Estep Score: -1075658.000000 Penalty: 896.213806 Iteration 37Q: 3 clusters Score -1075658 nChanged 201 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13129 members Mstep: Class 2 contains 5801 members Entering Unmasked Estep Score: -1075694.375000 Penalty: 896.213806 Iteration 38Q: 3 clusters Score -1075694 nChanged 174 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13303 members Mstep: Class 2 contains 5627 members Entering Unmasked Estep Score: -1075723.250000 Penalty: 896.213806 Iteration 39Q: 3 clusters Score -1075723 nChanged 173 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13476 members Mstep: Class 2 contains 5454 members Entering Unmasked Estep Score: -1075752.000000 Penalty: 896.213806 Iteration 40F: 3 clusters Score -1075752 nChanged 174 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13650 members Mstep: Class 2 contains 5280 members Entering Unmasked Estep Score: -1075784.125000 Penalty: 896.213806 Iteration 41Q: 3 clusters Score -1075784 nChanged 175 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13825 members Mstep: Class 2 contains 5105 members Entering Unmasked Estep Score: -1075821.750000 Penalty: 896.213806 Iteration 42Q: 3 clusters Score -1075822 nChanged 197 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14022 members Mstep: Class 2 contains 4908 members Entering Unmasked Estep Score: -1075866.125000 Penalty: 896.213806 Iteration 43Q: 3 clusters Score -1075866 nChanged 223 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14245 members Mstep: Class 2 contains 4685 members Entering Unmasked Estep Score: -1075917.875000 Penalty: 896.213806 Iteration 44Q: 3 clusters Score -1075918 nChanged 221 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14466 members Mstep: Class 2 contains 4464 members Entering Unmasked Estep Score: -1075983.625000 Penalty: 896.213806 Iteration 45Q: 3 clusters Score -1075984 nChanged 234 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14700 members Mstep: Class 2 contains 4230 members Entering Unmasked Estep Score: -1076042.000000 Penalty: 896.213806 Iteration 46Q: 3 clusters Score -1076042 nChanged 250 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14950 members Mstep: Class 2 contains 3980 members Entering Unmasked Estep Score: -1076111.625000 Penalty: 896.213806 Iteration 47Q: 3 clusters Score -1076112 nChanged 245 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15195 members Mstep: Class 2 contains 3735 members Entering Unmasked Estep Score: -1076195.875000 Penalty: 896.213806 Iteration 48Q: 3 clusters Score -1076196 nChanged 262 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15457 members Mstep: Class 2 contains 3473 members Entering Unmasked Estep Score: -1076279.500000 Penalty: 896.213806 Iteration 49Q: 3 clusters Score -1076280 nChanged 228 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15685 members Mstep: Class 2 contains 3245 members Entering Unmasked Estep Score: -1076350.750000 Penalty: 896.213806 Iteration 50Q: 3 clusters Score -1076351 nChanged 213 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15898 members Mstep: Class 2 contains 3032 members Entering Unmasked Estep Score: -1076417.250000 Penalty: 896.213806 Iteration 51Q: 3 clusters Score -1076417 nChanged 225 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16123 members Mstep: Class 2 contains 2807 members Entering Unmasked Estep Score: -1076500.250000 Penalty: 896.213806 Iteration 52Q: 3 clusters Score -1076500 nChanged 219 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16342 members Mstep: Class 2 contains 2588 members Entering Unmasked Estep Score: -1076578.000000 Penalty: 896.213806 Iteration 53Q: 3 clusters Score -1076578 nChanged 199 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16541 members Mstep: Class 2 contains 2389 members Entering Unmasked Estep Score: -1076650.000000 Penalty: 896.213806 Iteration 54Q: 3 clusters Score -1076650 nChanged 184 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16725 members Mstep: Class 2 contains 2205 members Entering Unmasked Estep Score: -1076712.750000 Penalty: 896.213806 Iteration 55Q: 3 clusters Score -1076713 nChanged 160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16885 members Mstep: Class 2 contains 2045 members Entering Unmasked Estep Score: -1076758.625000 Penalty: 896.213806 Iteration 56Q: 3 clusters Score -1076759 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17033 members Mstep: Class 2 contains 1897 members Entering Unmasked Estep Score: -1076806.000000 Penalty: 896.213806 Iteration 57Q: 3 clusters Score -1076806 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17185 members Mstep: Class 2 contains 1745 members Entering Unmasked Estep Score: -1076854.750000 Penalty: 896.213806 Iteration 58Q: 3 clusters Score -1076855 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17319 members Mstep: Class 2 contains 1611 members Entering Unmasked Estep Score: -1076893.875000 Penalty: 896.213806 Iteration 59Q: 3 clusters Score -1076894 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17431 members Mstep: Class 2 contains 1499 members Entering Unmasked Estep Score: -1076930.750000 Penalty: 896.213806 Iteration 60F: 3 clusters Score -1076931 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17533 members Mstep: Class 2 contains 1397 members Entering Unmasked Estep Score: -1076961.000000 Penalty: 896.213806 Iteration 61Q: 3 clusters Score -1076961 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17633 members Mstep: Class 2 contains 1297 members Entering Unmasked Estep Score: -1076997.250000 Penalty: 896.213806 Iteration 62Q: 3 clusters Score -1076997 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17737 members Mstep: Class 2 contains 1193 members Entering Unmasked Estep Score: -1077038.625000 Penalty: 896.213806 Iteration 63Q: 3 clusters Score -1077039 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17819 members Mstep: Class 2 contains 1111 members Entering Unmasked Estep Score: -1077067.750000 Penalty: 896.213806 Iteration 64Q: 3 clusters Score -1077068 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17899 members Mstep: Class 2 contains 1031 members Entering Unmasked Estep Score: -1077097.875000 Penalty: 896.213806 Iteration 65Q: 3 clusters Score -1077098 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17980 members Mstep: Class 2 contains 950 members Entering Unmasked Estep Score: -1077126.500000 Penalty: 896.213806 Iteration 66Q: 3 clusters Score -1077126 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18037 members Mstep: Class 2 contains 893 members Entering Unmasked Estep Score: -1077147.125000 Penalty: 896.213806 Iteration 67Q: 3 clusters Score -1077147 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18089 members Mstep: Class 2 contains 841 members Entering Unmasked Estep Score: -1077164.000000 Penalty: 896.213806 Iteration 68Q: 3 clusters Score -1077164 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18149 members Mstep: Class 2 contains 781 members Entering Unmasked Estep Score: -1077183.375000 Penalty: 896.213806 Iteration 69Q: 3 clusters Score -1077183 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18192 members Mstep: Class 2 contains 738 members Entering Unmasked Estep Score: -1077191.750000 Penalty: 896.213806 Iteration 70Q: 3 clusters Score -1077192 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18224 members Mstep: Class 2 contains 706 members Entering Unmasked Estep Score: -1077203.500000 Penalty: 896.213806 Iteration 71Q: 3 clusters Score -1077204 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18252 members Mstep: Class 2 contains 678 members Entering Unmasked Estep Score: -1077213.000000 Penalty: 896.213806 Iteration 72Q: 3 clusters Score -1077213 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18278 members Mstep: Class 2 contains 652 members Entering Unmasked Estep Score: -1077216.875000 Penalty: 896.213806 Iteration 73Q: 3 clusters Score -1077217 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18299 members Mstep: Class 2 contains 631 members Entering Unmasked Estep Score: -1077221.500000 Penalty: 896.213806 Iteration 74Q: 3 clusters Score -1077222 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18324 members Mstep: Class 2 contains 606 members Entering Unmasked Estep Score: -1077226.625000 Penalty: 896.213806 Iteration 75Q: 3 clusters Score -1077227 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18355 members Mstep: Class 2 contains 575 members Entering Unmasked Estep Score: -1077236.000000 Penalty: 896.213806 Iteration 76Q: 3 clusters Score -1077236 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18382 members Mstep: Class 2 contains 548 members Entering Unmasked Estep Score: -1077244.750000 Penalty: 896.213806 Iteration 77Q: 3 clusters Score -1077245 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18400 members Mstep: Class 2 contains 530 members Entering Unmasked Estep Score: -1077249.375000 Penalty: 896.213806 Iteration 78Q: 3 clusters Score -1077249 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18415 members Mstep: Class 2 contains 515 members Entering Unmasked Estep Score: -1077252.375000 Penalty: 896.213806 Iteration 79Q: 3 clusters Score -1077252 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18424 members Mstep: Class 2 contains 506 members Entering Unmasked Estep Score: -1077255.000000 Penalty: 896.213806 Iteration 80F: 3 clusters Score -1077255 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18434 members Mstep: Class 2 contains 496 members Entering Unmasked Estep Score: -1077258.125000 Penalty: 896.213806 Iteration 81Q: 3 clusters Score -1077258 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18451 members Mstep: Class 2 contains 479 members Entering Unmasked Estep Score: -1077265.000000 Penalty: 896.213806 Iteration 82Q: 3 clusters Score -1077265 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18469 members Mstep: Class 2 contains 461 members Entering Unmasked Estep Score: -1077273.250000 Penalty: 896.213806 Iteration 83Q: 3 clusters Score -1077273 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18484 members Mstep: Class 2 contains 446 members Entering Unmasked Estep Score: -1077281.125000 Penalty: 896.213806 Iteration 84Q: 3 clusters Score -1077281 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18500 members Mstep: Class 2 contains 430 members Entering Unmasked Estep Score: -1077288.625000 Penalty: 896.213806 Iteration 85Q: 3 clusters Score -1077289 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18513 members Mstep: Class 2 contains 417 members Entering Unmasked Estep Score: -1077294.625000 Penalty: 896.213806 Iteration 86Q: 3 clusters Score -1077295 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18525 members Mstep: Class 2 contains 405 members Entering Unmasked Estep Score: -1077297.875000 Penalty: 896.213806 Iteration 87Q: 3 clusters Score -1077298 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18533 members Mstep: Class 2 contains 397 members Entering Unmasked Estep Score: -1077296.500000 Penalty: 896.213806 Iteration 88Q: 3 clusters Score -1077296 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18539 members Mstep: Class 2 contains 391 members Entering Unmasked Estep Score: -1077300.625000 Penalty: 896.213806 Iteration 89Q: 3 clusters Score -1077301 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18544 members Mstep: Class 2 contains 386 members Entering Unmasked Estep Score: -1077301.750000 Penalty: 896.213806 Iteration 90Q: 3 clusters Score -1077302 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18550 members Mstep: Class 2 contains 380 members Entering Unmasked Estep Score: -1077301.000000 Penalty: 896.213806 Iteration 91Q: 3 clusters Score -1077301 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18552 members Mstep: Class 2 contains 378 members Entering Unmasked Estep Score: -1077302.375000 Penalty: 896.213806 Iteration 92Q: 3 clusters Score -1077302 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18555 members Mstep: Class 2 contains 375 members Entering Unmasked Estep Score: -1077304.625000 Penalty: 896.213806 Iteration 93Q: 3 clusters Score -1077305 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18557 members Mstep: Class 2 contains 373 members Entering Unmasked Estep Score: -1077304.125000 Penalty: 896.213806 Iteration 94Q: 3 clusters Score -1077304 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18558 members Mstep: Class 2 contains 372 members Entering Unmasked Estep Score: -1077303.875000 Penalty: 896.213806 Iteration 95Q: 3 clusters Score -1077304 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18559 members Mstep: Class 2 contains 371 members Entering Unmasked Estep Score: -1077303.500000 Penalty: 896.213806 Iteration 96Q: 3 clusters Score -1077304 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18560 members Mstep: Class 2 contains 370 members Entering Unmasked Estep Score: -1077305.875000 Penalty: 896.213806 Iteration 97Q: 3 clusters Score -1077306 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18562 members Mstep: Class 2 contains 368 members Entering Unmasked Estep Score: -1077306.875000 Penalty: 896.213806 Iteration 98Q: 3 clusters Score -1077307 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18564 members Mstep: Class 2 contains 366 members Entering Unmasked Estep Score: -1077307.625000 Penalty: 896.213806 Iteration 99Q: 3 clusters Score -1077308 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18566 members Mstep: Class 2 contains 364 members Entering Unmasked Estep Score: -1077309.875000 Penalty: 896.213806 Iteration 100F: 3 clusters Score -1077310 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18568 members Mstep: Class 2 contains 362 members Entering Unmasked Estep Score: -1077311.500000 Penalty: 896.213806 Iteration 101Q: 3 clusters Score -1077312 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18571 members Mstep: Class 2 contains 359 members Entering Unmasked Estep Score: -1077313.375000 Penalty: 896.213806 Iteration 102Q: 3 clusters Score -1077313 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18573 members Mstep: Class 2 contains 357 members Entering Unmasked Estep Score: -1077315.125000 Penalty: 896.213806 Iteration 103Q: 3 clusters Score -1077315 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18574 members Mstep: Class 2 contains 356 members Entering Unmasked Estep Score: -1077315.000000 Penalty: 896.213806 Iteration 104Q: 3 clusters Score -1077315 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18574 members Mstep: Class 2 contains 356 members Entering Unmasked Estep Score: -1077315.000000 Penalty: 896.213806 Iteration 105F: 3 clusters Score -1077315 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (1738 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1738 members Entering Unmasked Estep Score: -77499.492188 Penalty: 339.452301 Iteration 0F: 2 clusters Score -77499.49 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 880 members Mstep: Class 2 contains 858 members Entering Unmasked Estep Score: -76268.820312 Penalty: 678.904602 Iteration 0F: 3 clusters Score -76268.82 nChanged 779 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 887 members Mstep: Class 2 contains 851 members Entering Unmasked Estep Score: -76798.718750 Penalty: 678.904602 Iteration 1F: 3 clusters Score -76798.72 nChanged 183 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 904 members Mstep: Class 2 contains 834 members Entering Unmasked Estep Score: -76946.812500 Penalty: 678.904602 Iteration 2F: 3 clusters Score -76946.81 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 938 members Mstep: Class 2 contains 800 members Entering Unmasked Estep Score: -77088.398438 Penalty: 678.904602 Iteration 3F: 3 clusters Score -77088.4 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 997 members Mstep: Class 2 contains 741 members Entering Unmasked Estep Score: -77210.484375 Penalty: 678.904602 Iteration 4F: 3 clusters Score -77210.48 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1088 members Mstep: Class 2 contains 650 members Entering Unmasked Estep Score: -77453.164062 Penalty: 678.904602 Iteration 5F: 3 clusters Score -77453.16 nChanged 164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1206 members Mstep: Class 2 contains 532 members Entering Unmasked Estep Score: -77690.875000 Penalty: 678.904602 Iteration 6F: 3 clusters Score -77690.88 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1301 members Mstep: Class 2 contains 437 members Entering Unmasked Estep Score: -77843.617188 Penalty: 678.904602 Iteration 7F: 3 clusters Score -77843.62 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1353 members Mstep: Class 2 contains 385 members Entering Unmasked Estep Score: -77931.015625 Penalty: 678.904602 Iteration 8Q: 3 clusters Score -77931.02 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1384 members Mstep: Class 2 contains 354 members Entering Unmasked Estep Score: -78000.109375 Penalty: 678.904602 Iteration 9Q: 3 clusters Score -78000.11 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1417 members Mstep: Class 2 contains 321 members Entering Unmasked Estep Score: -78041.406250 Penalty: 678.904602 Iteration 10Q: 3 clusters Score -78041.41 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1432 members Mstep: Class 2 contains 306 members Entering Unmasked Estep Score: -78060.218750 Penalty: 678.904602 Iteration 11Q: 3 clusters Score -78060.22 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1446 members Mstep: Class 2 contains 292 members Entering Unmasked Estep Score: -78066.390625 Penalty: 678.904602 Iteration 12Q: 3 clusters Score -78066.39 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1455 members Mstep: Class 2 contains 283 members Entering Unmasked Estep Score: -78068.460938 Penalty: 678.904602 Iteration 13Q: 3 clusters Score -78068.46 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1461 members Mstep: Class 2 contains 277 members Entering Unmasked Estep Score: -78070.156250 Penalty: 678.904602 Iteration 14Q: 3 clusters Score -78070.16 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1467 members Mstep: Class 2 contains 271 members Entering Unmasked Estep Score: -78071.953125 Penalty: 678.904602 Iteration 15Q: 3 clusters Score -78071.95 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1471 members Mstep: Class 2 contains 267 members Entering Unmasked Estep Score: -78073.609375 Penalty: 678.904602 Iteration 16Q: 3 clusters Score -78073.61 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1474 members Mstep: Class 2 contains 264 members Entering Unmasked Estep Score: -78074.179688 Penalty: 678.904602 Iteration 17Q: 3 clusters Score -78074.18 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1476 members Mstep: Class 2 contains 262 members Entering Unmasked Estep Score: -78074.882812 Penalty: 678.904602 Iteration 18Q: 3 clusters Score -78074.88 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1479 members Mstep: Class 2 contains 259 members Entering Unmasked Estep Score: -78075.445312 Penalty: 678.904602 Iteration 19Q: 3 clusters Score -78075.45 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1479 members Mstep: Class 2 contains 259 members Entering Unmasked Estep Score: -78088.820312 Penalty: 678.904602 Iteration 20F: 3 clusters Score -78088.82 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1477 members Mstep: Class 2 contains 261 members Entering Unmasked Estep Score: -78100.796875 Penalty: 678.904602 Iteration 21Q: 3 clusters Score -78100.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1476 members Mstep: Class 2 contains 262 members Entering Unmasked Estep Score: -78107.015625 Penalty: 678.904602 Iteration 22Q: 3 clusters Score -78107.02 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1475 members Mstep: Class 2 contains 263 members Entering Unmasked Estep Score: -78109.312500 Penalty: 678.904602 Iteration 23Q: 3 clusters Score -78109.31 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1471 members Mstep: Class 2 contains 267 members Entering Unmasked Estep Score: -78112.000000 Penalty: 678.904602 Iteration 24Q: 3 clusters Score -78112 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1469 members Mstep: Class 2 contains 269 members Entering Unmasked Estep Score: -78116.476562 Penalty: 678.904602 Iteration 25Q: 3 clusters Score -78116.48 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1467 members Mstep: Class 2 contains 271 members Entering Unmasked Estep Score: -78118.281250 Penalty: 678.904602 Iteration 26Q: 3 clusters Score -78118.28 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1466 members Mstep: Class 2 contains 272 members Entering Unmasked Estep Score: -78119.257812 Penalty: 678.904602 Iteration 27Q: 3 clusters Score -78119.26 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1467 members Mstep: Class 2 contains 271 members Entering Unmasked Estep Score: -78119.335938 Penalty: 678.904602 Iteration 28Q: 3 clusters Score -78119.34 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1468 members Mstep: Class 2 contains 270 members Entering Unmasked Estep Score: -78119.539062 Penalty: 678.904602 Iteration 29Q: 3 clusters Score -78119.54 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1468 members Mstep: Class 2 contains 270 members Entering Unmasked Estep Score: -78119.539062 Penalty: 678.904602 Iteration 30F: 3 clusters Score -78119.54 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 1 contains 616 members Mstep: Class 2 contains 49836 members Mstep: Class 3 contains 18930 members Mstep: Class 4 contains 1468 members Mstep: Class 5 contains 3859 members Mstep: Class 6 contains 4213 members Mstep: Class 7 contains 309 members Mstep: Class 8 contains 2078 members Mstep: Class 9 contains 1404 members Mstep: Class 10 contains 290 members Mstep: Class 11 contains 3289 members Mstep: Class 12 contains 22882 members Mstep: Class 13 contains 19783 members Mstep: Class 14 contains 10886 members Mstep: Class 15 contains 9941 members Mstep: Class 16 contains 12320 members Mstep: Class 17 contains 6832 members Mstep: Class 18 contains 7699 members Mstep: Class 19 contains 23390 members Mstep: Class 20 contains 15235 members Mstep: Class 21 contains 2294 members Mstep: Class 22 contains 102 members Mstep: Class 23 contains 348 members Mstep: Class 24 contains 6177 members Mstep: Class 25 contains 146228 members Mstep: Class 26 contains 34557 members Mstep: Class 27 contains 11203 members Mstep: Class 28 contains 11421 members Mstep: Class 29 contains 3939 members Mstep: Class 30 contains 432 members Mstep: Class 31 contains 270 members Entering Unmasked Estep Score: -22969034.000000 Penalty: 18303.748047 Splitting cluster 4 changes total score from -22968238.000000 to -22969034.000000 So it's getting split into cluster 31. Entering ConstructFrom: Trying to split cluster 5 (3859 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3859 members Entering Unmasked Estep Score: -189868.562500 Penalty: 375.746429 Iteration 0F: 2 clusters Score -189868.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1894 members Mstep: Class 2 contains 1965 members Entering Unmasked Estep Score: -187153.421875 Penalty: 751.492859 Iteration 0F: 3 clusters Score -187153.4 nChanged 1779 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1637 members Mstep: Class 2 contains 2222 members Entering Unmasked Estep Score: -188383.125000 Penalty: 751.492859 Iteration 1F: 3 clusters Score -188383.1 nChanged 331 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1490 members Mstep: Class 2 contains 2369 members Entering Unmasked Estep Score: -188657.250000 Penalty: 751.492859 Iteration 2F: 3 clusters Score -188657.2 nChanged 288 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1350 members Mstep: Class 2 contains 2509 members Entering Unmasked Estep Score: -188883.078125 Penalty: 751.492859 Iteration 3F: 3 clusters Score -188883.1 nChanged 226 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1226 members Mstep: Class 2 contains 2633 members Entering Unmasked Estep Score: -189072.046875 Penalty: 751.492859 Iteration 4F: 3 clusters Score -189072 nChanged 158 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1134 members Mstep: Class 2 contains 2725 members Entering Unmasked Estep Score: -189192.281250 Penalty: 751.492859 Iteration 5Q: 3 clusters Score -189192.3 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1045 members Mstep: Class 2 contains 2814 members Entering Unmasked Estep Score: -189290.265625 Penalty: 751.492859 Iteration 6Q: 3 clusters Score -189290.3 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 976 members Mstep: Class 2 contains 2883 members Entering Unmasked Estep Score: -189348.437500 Penalty: 751.492859 Iteration 7Q: 3 clusters Score -189348.4 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 928 members Mstep: Class 2 contains 2931 members Entering Unmasked Estep Score: -189371.218750 Penalty: 751.492859 Iteration 8Q: 3 clusters Score -189371.2 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 895 members Mstep: Class 2 contains 2964 members Entering Unmasked Estep Score: -189384.203125 Penalty: 751.492859 Iteration 9Q: 3 clusters Score -189384.2 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 869 members Mstep: Class 2 contains 2990 members Entering Unmasked Estep Score: -189392.671875 Penalty: 751.492859 Iteration 10Q: 3 clusters Score -189392.7 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 851 members Mstep: Class 2 contains 3008 members Entering Unmasked Estep Score: -189400.015625 Penalty: 751.492859 Iteration 11Q: 3 clusters Score -189400 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 836 members Mstep: Class 2 contains 3023 members Entering Unmasked Estep Score: -189404.109375 Penalty: 751.492859 Iteration 12Q: 3 clusters Score -189404.1 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 826 members Mstep: Class 2 contains 3033 members Entering Unmasked Estep Score: -189407.250000 Penalty: 751.492859 Iteration 13Q: 3 clusters Score -189407.2 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 819 members Mstep: Class 2 contains 3040 members Entering Unmasked Estep Score: -189411.265625 Penalty: 751.492859 Iteration 14Q: 3 clusters Score -189411.3 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 805 members Mstep: Class 2 contains 3054 members Entering Unmasked Estep Score: -189416.453125 Penalty: 751.492859 Iteration 15Q: 3 clusters Score -189416.5 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 791 members Mstep: Class 2 contains 3068 members Entering Unmasked Estep Score: -189420.125000 Penalty: 751.492859 Iteration 16Q: 3 clusters Score -189420.1 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 779 members Mstep: Class 2 contains 3080 members Entering Unmasked Estep Score: -189423.453125 Penalty: 751.492859 Iteration 17Q: 3 clusters Score -189423.5 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 767 members Mstep: Class 2 contains 3092 members Entering Unmasked Estep Score: -189426.671875 Penalty: 751.492859 Iteration 18Q: 3 clusters Score -189426.7 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 757 members Mstep: Class 2 contains 3102 members Entering Unmasked Estep Score: -189429.281250 Penalty: 751.492859 Iteration 19Q: 3 clusters Score -189429.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 756 members Mstep: Class 2 contains 3103 members Entering Unmasked Estep Score: -189429.640625 Penalty: 751.492859 Iteration 20F: 3 clusters Score -189429.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 757 members Mstep: Class 2 contains 3102 members Entering Unmasked Estep Score: -189429.703125 Penalty: 751.492859 Iteration 21Q: 3 clusters Score -189429.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 755 members Mstep: Class 2 contains 3104 members Entering Unmasked Estep Score: -189430.062500 Penalty: 751.492859 Iteration 22Q: 3 clusters Score -189430.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 754 members Mstep: Class 2 contains 3105 members Entering Unmasked Estep Score: -189430.656250 Penalty: 751.492859 Iteration 23Q: 3 clusters Score -189430.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 751 members Mstep: Class 2 contains 3108 members Entering Unmasked Estep Score: -189431.500000 Penalty: 751.492859 Iteration 24Q: 3 clusters Score -189431.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 751 members Mstep: Class 2 contains 3108 members Entering Unmasked Estep Score: -189431.375000 Penalty: 751.492859 Iteration 25Q: 3 clusters Score -189431.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 751 members Mstep: Class 2 contains 3108 members Entering Unmasked Estep Score: -189432.125000 Penalty: 751.492859 Iteration 26Q: 3 clusters Score -189432.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 751 members Mstep: Class 2 contains 3108 members Entering Unmasked Estep Score: -189432.125000 Penalty: 751.492859 Iteration 27F: 3 clusters Score -189432.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (4213 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4213 members Entering Unmasked Estep Score: -223272.921875 Penalty: 379.739807 Iteration 0F: 2 clusters Score -223272.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2125 members Mstep: Class 2 contains 2088 members Entering Unmasked Estep Score: -220403.203125 Penalty: 759.479614 Iteration 0F: 3 clusters Score -220403.2 nChanged 1890 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2043 members Mstep: Class 2 contains 2170 members Entering Unmasked Estep Score: -221468.265625 Penalty: 759.479614 Iteration 1F: 3 clusters Score -221468.3 nChanged 254 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2007 members Mstep: Class 2 contains 2206 members Entering Unmasked Estep Score: -221616.640625 Penalty: 759.479614 Iteration 2F: 3 clusters Score -221616.6 nChanged 254 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1961 members Mstep: Class 2 contains 2252 members Entering Unmasked Estep Score: -221844.625000 Penalty: 759.479614 Iteration 3F: 3 clusters Score -221844.6 nChanged 290 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1901 members Mstep: Class 2 contains 2312 members Entering Unmasked Estep Score: -222179.125000 Penalty: 759.479614 Iteration 4F: 3 clusters Score -222179.1 nChanged 350 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1767 members Mstep: Class 2 contains 2446 members Entering Unmasked Estep Score: -222517.250000 Penalty: 759.479614 Iteration 5F: 3 clusters Score -222517.2 nChanged 321 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1620 members Mstep: Class 2 contains 2593 members Entering Unmasked Estep Score: -222781.468750 Penalty: 759.479614 Iteration 6F: 3 clusters Score -222781.5 nChanged 269 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1505 members Mstep: Class 2 contains 2708 members Entering Unmasked Estep Score: -222985.109375 Penalty: 759.479614 Iteration 7F: 3 clusters Score -222985.1 nChanged 185 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1418 members Mstep: Class 2 contains 2795 members Entering Unmasked Estep Score: -223112.312500 Penalty: 759.479614 Iteration 8Q: 3 clusters Score -223112.3 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1360 members Mstep: Class 2 contains 2853 members Entering Unmasked Estep Score: -223188.875000 Penalty: 759.479614 Iteration 9Q: 3 clusters Score -223188.9 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1317 members Mstep: Class 2 contains 2896 members Entering Unmasked Estep Score: -223243.203125 Penalty: 759.479614 Iteration 10Q: 3 clusters Score -223243.2 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1281 members Mstep: Class 2 contains 2932 members Entering Unmasked Estep Score: -223285.812500 Penalty: 759.479614 Iteration 11Q: 3 clusters Score -223285.8 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1246 members Mstep: Class 2 contains 2967 members Entering Unmasked Estep Score: -223312.625000 Penalty: 759.479614 Iteration 12Q: 3 clusters Score -223312.6 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1216 members Mstep: Class 2 contains 2997 members Entering Unmasked Estep Score: -223338.046875 Penalty: 759.479614 Iteration 13Q: 3 clusters Score -223338 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1188 members Mstep: Class 2 contains 3025 members Entering Unmasked Estep Score: -223358.625000 Penalty: 759.479614 Iteration 14Q: 3 clusters Score -223358.6 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1166 members Mstep: Class 2 contains 3047 members Entering Unmasked Estep Score: -223368.187500 Penalty: 759.479614 Iteration 15Q: 3 clusters Score -223368.2 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1155 members Mstep: Class 2 contains 3058 members Entering Unmasked Estep Score: -223372.328125 Penalty: 759.479614 Iteration 16Q: 3 clusters Score -223372.3 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1145 members Mstep: Class 2 contains 3068 members Entering Unmasked Estep Score: -223375.421875 Penalty: 759.479614 Iteration 17Q: 3 clusters Score -223375.4 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1136 members Mstep: Class 2 contains 3077 members Entering Unmasked Estep Score: -223378.890625 Penalty: 759.479614 Iteration 18Q: 3 clusters Score -223378.9 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1129 members Mstep: Class 2 contains 3084 members Entering Unmasked Estep Score: -223380.312500 Penalty: 759.479614 Iteration 19Q: 3 clusters Score -223380.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1124 members Mstep: Class 2 contains 3089 members Entering Unmasked Estep Score: -223381.015625 Penalty: 759.479614 Iteration 20F: 3 clusters Score -223381 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1121 members Mstep: Class 2 contains 3092 members Entering Unmasked Estep Score: -223381.718750 Penalty: 759.479614 Iteration 21Q: 3 clusters Score -223381.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1118 members Mstep: Class 2 contains 3095 members Entering Unmasked Estep Score: -223382.250000 Penalty: 759.479614 Iteration 22Q: 3 clusters Score -223382.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1114 members Mstep: Class 2 contains 3099 members Entering Unmasked Estep Score: -223382.859375 Penalty: 759.479614 Iteration 23Q: 3 clusters Score -223382.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1110 members Mstep: Class 2 contains 3103 members Entering Unmasked Estep Score: -223382.937500 Penalty: 759.479614 Iteration 24Q: 3 clusters Score -223382.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1106 members Mstep: Class 2 contains 3107 members Entering Unmasked Estep Score: -223382.718750 Penalty: 759.479614 Iteration 25Q: 3 clusters Score -223382.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1105 members Mstep: Class 2 contains 3108 members Entering Unmasked Estep Score: -223383.453125 Penalty: 759.479614 Iteration 26Q: 3 clusters Score -223383.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1100 members Mstep: Class 2 contains 3113 members Entering Unmasked Estep Score: -223383.906250 Penalty: 759.479614 Iteration 27Q: 3 clusters Score -223383.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1097 members Mstep: Class 2 contains 3116 members Entering Unmasked Estep Score: -223384.265625 Penalty: 759.479614 Iteration 28Q: 3 clusters Score -223384.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1094 members Mstep: Class 2 contains 3119 members Entering Unmasked Estep Score: -223384.359375 Penalty: 759.479614 Iteration 29Q: 3 clusters Score -223384.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1091 members Mstep: Class 2 contains 3122 members Entering Unmasked Estep Score: -223384.671875 Penalty: 759.479614 Iteration 30Q: 3 clusters Score -223384.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1090 members Mstep: Class 2 contains 3123 members Entering Unmasked Estep Score: -223384.781250 Penalty: 759.479614 Iteration 31Q: 3 clusters Score -223384.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1088 members Mstep: Class 2 contains 3125 members Entering Unmasked Estep Score: -223385.359375 Penalty: 759.479614 Iteration 32Q: 3 clusters Score -223385.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1087 members Mstep: Class 2 contains 3126 members Entering Unmasked Estep Score: -223385.546875 Penalty: 759.479614 Iteration 33Q: 3 clusters Score -223385.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1086 members Mstep: Class 2 contains 3127 members Entering Unmasked Estep Score: -223385.546875 Penalty: 759.479614 Iteration 34Q: 3 clusters Score -223385.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1085 members Mstep: Class 2 contains 3128 members Entering Unmasked Estep Score: -223385.640625 Penalty: 759.479614 Iteration 35Q: 3 clusters Score -223385.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1084 members Mstep: Class 2 contains 3129 members Entering Unmasked Estep Score: -223385.796875 Penalty: 759.479614 Iteration 36Q: 3 clusters Score -223385.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1084 members Mstep: Class 2 contains 3129 members Entering Unmasked Estep Score: -223385.796875 Penalty: 759.479614 Iteration 37F: 3 clusters Score -223385.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 1 contains 616 members Mstep: Class 2 contains 49836 members Mstep: Class 3 contains 18930 members Mstep: Class 4 contains 1468 members Mstep: Class 5 contains 3859 members Mstep: Class 6 contains 1084 members Mstep: Class 7 contains 309 members Mstep: Class 8 contains 2078 members Mstep: Class 9 contains 1404 members Mstep: Class 10 contains 290 members Mstep: Class 11 contains 3289 members Mstep: Class 12 contains 22882 members Mstep: Class 13 contains 19783 members Mstep: Class 14 contains 10886 members Mstep: Class 15 contains 9941 members Mstep: Class 16 contains 12320 members Mstep: Class 17 contains 6832 members Mstep: Class 18 contains 7699 members Mstep: Class 19 contains 23390 members Mstep: Class 20 contains 15235 members Mstep: Class 21 contains 2294 members Mstep: Class 22 contains 102 members Mstep: Class 23 contains 348 members Mstep: Class 24 contains 6177 members Mstep: Class 25 contains 146228 members Mstep: Class 26 contains 34557 members Mstep: Class 27 contains 11203 members Mstep: Class 28 contains 11421 members Mstep: Class 29 contains 3939 members Mstep: Class 30 contains 432 members Mstep: Class 31 contains 270 members Mstep: Class 32 contains 3129 members Entering Unmasked Estep Score: -22968984.000000 Penalty: 18894.191406 Splitting cluster 6 changes total score from -22968238.000000 to -22968984.000000 So it's getting split into cluster 32. Entering ConstructFrom: Trying to split cluster 7 (309 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 309 members Entering Unmasked Estep Score: -15400.187500 Penalty: 260.867035 Iteration 0F: 2 clusters Score -15400.19 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 149 members Mstep: Class 2 contains 160 members Entering Unmasked Estep Score: -15045.491211 Penalty: 521.734070 Iteration 0F: 3 clusters Score -15045.49 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 159 members Mstep: Class 2 contains 150 members Entering Unmasked Estep Score: -15115.092773 Penalty: 521.734070 Iteration 1F: 3 clusters Score -15115.09 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 159 members Mstep: Class 2 contains 150 members Entering Unmasked Estep Score: -15137.938477 Penalty: 521.734070 Iteration 2F: 3 clusters Score -15137.94 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 158 members Mstep: Class 2 contains 151 members Entering Unmasked Estep Score: -15146.675781 Penalty: 521.734070 Iteration 3Q: 3 clusters Score -15146.68 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 159 members Mstep: Class 2 contains 150 members Entering Unmasked Estep Score: -15151.006836 Penalty: 521.734070 Iteration 4Q: 3 clusters Score -15151.01 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 159 members Mstep: Class 2 contains 150 members Entering Unmasked Estep Score: -15153.914062 Penalty: 521.734070 Iteration 5Q: 3 clusters Score -15153.91 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 157 members Mstep: Class 2 contains 152 members Entering Unmasked Estep Score: -15155.066406 Penalty: 521.734070 Iteration 6Q: 3 clusters Score -15155.07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 157 members Mstep: Class 2 contains 152 members Entering Unmasked Estep Score: -15155.066406 Penalty: 521.734070 Iteration 7F: 3 clusters Score -15155.07 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (2078 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2078 members Entering Unmasked Estep Score: -114576.492188 Penalty: 347.581818 Iteration 0F: 2 clusters Score -114576.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1021 members Mstep: Class 2 contains 1057 members Entering Unmasked Estep Score: -113094.781250 Penalty: 695.163635 Iteration 0F: 3 clusters Score -113094.8 nChanged 891 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 962 members Mstep: Class 2 contains 1116 members Entering Unmasked Estep Score: -113593.351562 Penalty: 695.163635 Iteration 1F: 3 clusters Score -113593.4 nChanged 199 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 925 members Mstep: Class 2 contains 1153 members Entering Unmasked Estep Score: -113738.570312 Penalty: 695.163635 Iteration 2F: 3 clusters Score -113738.6 nChanged 177 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 884 members Mstep: Class 2 contains 1194 members Entering Unmasked Estep Score: -113880.000000 Penalty: 695.163635 Iteration 3F: 3 clusters Score -113880 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 855 members Mstep: Class 2 contains 1223 members Entering Unmasked Estep Score: -113981.078125 Penalty: 695.163635 Iteration 4F: 3 clusters Score -113981.1 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 829 members Mstep: Class 2 contains 1249 members Entering Unmasked Estep Score: -114082.609375 Penalty: 695.163635 Iteration 5F: 3 clusters Score -114082.6 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 798 members Mstep: Class 2 contains 1280 members Entering Unmasked Estep Score: -114179.859375 Penalty: 695.163635 Iteration 6F: 3 clusters Score -114179.9 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 796 members Mstep: Class 2 contains 1282 members Entering Unmasked Estep Score: -114259.890625 Penalty: 695.163635 Iteration 7Q: 3 clusters Score -114259.9 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 798 members Mstep: Class 2 contains 1280 members Entering Unmasked Estep Score: -114295.554688 Penalty: 695.163635 Iteration 8Q: 3 clusters Score -114295.6 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 804 members Mstep: Class 2 contains 1274 members Entering Unmasked Estep Score: -114325.492188 Penalty: 695.163635 Iteration 9Q: 3 clusters Score -114325.5 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 819 members Mstep: Class 2 contains 1259 members Entering Unmasked Estep Score: -114356.023438 Penalty: 695.163635 Iteration 10Q: 3 clusters Score -114356 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 833 members Mstep: Class 2 contains 1245 members Entering Unmasked Estep Score: -114377.796875 Penalty: 695.163635 Iteration 11Q: 3 clusters Score -114377.8 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 848 members Mstep: Class 2 contains 1230 members Entering Unmasked Estep Score: -114398.890625 Penalty: 695.163635 Iteration 12Q: 3 clusters Score -114398.9 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 862 members Mstep: Class 2 contains 1216 members Entering Unmasked Estep Score: -114422.914062 Penalty: 695.163635 Iteration 13Q: 3 clusters Score -114422.9 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 882 members Mstep: Class 2 contains 1196 members Entering Unmasked Estep Score: -114451.937500 Penalty: 695.163635 Iteration 14Q: 3 clusters Score -114451.9 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 904 members Mstep: Class 2 contains 1174 members Entering Unmasked Estep Score: -114482.421875 Penalty: 695.163635 Iteration 15Q: 3 clusters Score -114482.4 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 923 members Mstep: Class 2 contains 1155 members Entering Unmasked Estep Score: -114499.671875 Penalty: 695.163635 Iteration 16Q: 3 clusters Score -114499.7 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 939 members Mstep: Class 2 contains 1139 members Entering Unmasked Estep Score: -114505.921875 Penalty: 695.163635 Iteration 17Q: 3 clusters Score -114505.9 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 950 members Mstep: Class 2 contains 1128 members Entering Unmasked Estep Score: -114509.117188 Penalty: 695.163635 Iteration 18Q: 3 clusters Score -114509.1 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 961 members Mstep: Class 2 contains 1117 members Entering Unmasked Estep Score: -114513.296875 Penalty: 695.163635 Iteration 19Q: 3 clusters Score -114513.3 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 972 members Mstep: Class 2 contains 1106 members Entering Unmasked Estep Score: -114515.937500 Penalty: 695.163635 Iteration 20F: 3 clusters Score -114515.9 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 983 members Mstep: Class 2 contains 1095 members Entering Unmasked Estep Score: -114518.718750 Penalty: 695.163635 Iteration 21Q: 3 clusters Score -114518.7 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 992 members Mstep: Class 2 contains 1086 members Entering Unmasked Estep Score: -114521.210938 Penalty: 695.163635 Iteration 22Q: 3 clusters Score -114521.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 995 members Mstep: Class 2 contains 1083 members Entering Unmasked Estep Score: -114521.890625 Penalty: 695.163635 Iteration 23Q: 3 clusters Score -114521.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 996 members Mstep: Class 2 contains 1082 members Entering Unmasked Estep Score: -114522.046875 Penalty: 695.163635 Iteration 24Q: 3 clusters Score -114522 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 998 members Mstep: Class 2 contains 1080 members Entering Unmasked Estep Score: -114522.203125 Penalty: 695.163635 Iteration 25Q: 3 clusters Score -114522.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 998 members Mstep: Class 2 contains 1080 members Entering Unmasked Estep Score: -114522.203125 Penalty: 695.163635 Iteration 26F: 3 clusters Score -114522.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (1404 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1404 members Entering Unmasked Estep Score: -65844.210938 Penalty: 329.742188 Iteration 0F: 2 clusters Score -65844.21 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 655 members Mstep: Class 2 contains 749 members Entering Unmasked Estep Score: -64798.890625 Penalty: 659.484375 Iteration 0F: 3 clusters Score -64798.89 nChanged 575 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 572 members Mstep: Class 2 contains 832 members Entering Unmasked Estep Score: -65173.300781 Penalty: 659.484375 Iteration 1F: 3 clusters Score -65173.3 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 538 members Mstep: Class 2 contains 866 members Entering Unmasked Estep Score: -65264.171875 Penalty: 659.484375 Iteration 2F: 3 clusters Score -65264.17 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 505 members Mstep: Class 2 contains 899 members Entering Unmasked Estep Score: -65360.601562 Penalty: 659.484375 Iteration 3F: 3 clusters Score -65360.6 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 486 members Mstep: Class 2 contains 918 members Entering Unmasked Estep Score: -65424.273438 Penalty: 659.484375 Iteration 4F: 3 clusters Score -65424.27 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 470 members Mstep: Class 2 contains 934 members Entering Unmasked Estep Score: -65459.117188 Penalty: 659.484375 Iteration 5Q: 3 clusters Score -65459.12 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 462 members Mstep: Class 2 contains 942 members Entering Unmasked Estep Score: -65486.660156 Penalty: 659.484375 Iteration 6Q: 3 clusters Score -65486.66 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 453 members Mstep: Class 2 contains 951 members Entering Unmasked Estep Score: -65509.527344 Penalty: 659.484375 Iteration 7Q: 3 clusters Score -65509.53 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 446 members Mstep: Class 2 contains 958 members Entering Unmasked Estep Score: -65530.511719 Penalty: 659.484375 Iteration 8Q: 3 clusters Score -65530.51 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 436 members Mstep: Class 2 contains 968 members Entering Unmasked Estep Score: -65546.335938 Penalty: 659.484375 Iteration 9Q: 3 clusters Score -65546.34 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 429 members Mstep: Class 2 contains 975 members Entering Unmasked Estep Score: -65552.804688 Penalty: 659.484375 Iteration 10Q: 3 clusters Score -65552.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 427 members Mstep: Class 2 contains 977 members Entering Unmasked Estep Score: -65554.289062 Penalty: 659.484375 Iteration 11Q: 3 clusters Score -65554.29 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 425 members Mstep: Class 2 contains 979 members Entering Unmasked Estep Score: -65555.093750 Penalty: 659.484375 Iteration 12Q: 3 clusters Score -65555.09 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 426 members Mstep: Class 2 contains 978 members Entering Unmasked Estep Score: -65556.156250 Penalty: 659.484375 Iteration 13Q: 3 clusters Score -65556.16 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 424 members Mstep: Class 2 contains 980 members Entering Unmasked Estep Score: -65556.882812 Penalty: 659.484375 Iteration 14Q: 3 clusters Score -65556.88 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 423 members Mstep: Class 2 contains 981 members Entering Unmasked Estep Score: -65557.492188 Penalty: 659.484375 Iteration 15Q: 3 clusters Score -65557.49 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 423 members Mstep: Class 2 contains 981 members Entering Unmasked Estep Score: -65557.851562 Penalty: 659.484375 Iteration 16Q: 3 clusters Score -65557.85 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 422 members Mstep: Class 2 contains 982 members Entering Unmasked Estep Score: -65558.445312 Penalty: 659.484375 Iteration 17Q: 3 clusters Score -65558.45 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 420 members Mstep: Class 2 contains 984 members Entering Unmasked Estep Score: -65559.390625 Penalty: 659.484375 Iteration 18Q: 3 clusters Score -65559.39 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 418 members Mstep: Class 2 contains 986 members Entering Unmasked Estep Score: -65559.828125 Penalty: 659.484375 Iteration 19Q: 3 clusters Score -65559.83 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 413 members Mstep: Class 2 contains 991 members Entering Unmasked Estep Score: -65561.765625 Penalty: 659.484375 Iteration 20F: 3 clusters Score -65561.77 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 409 members Mstep: Class 2 contains 995 members Entering Unmasked Estep Score: -65563.054688 Penalty: 659.484375 Iteration 21Q: 3 clusters Score -65563.05 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 405 members Mstep: Class 2 contains 999 members Entering Unmasked Estep Score: -65564.429688 Penalty: 659.484375 Iteration 22Q: 3 clusters Score -65564.43 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 400 members Mstep: Class 2 contains 1004 members Entering Unmasked Estep Score: -65565.617188 Penalty: 659.484375 Iteration 23Q: 3 clusters Score -65565.62 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 397 members Mstep: Class 2 contains 1007 members Entering Unmasked Estep Score: -65567.421875 Penalty: 659.484375 Iteration 24Q: 3 clusters Score -65567.42 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 394 members Mstep: Class 2 contains 1010 members Entering Unmasked Estep Score: -65570.101562 Penalty: 659.484375 Iteration 25Q: 3 clusters Score -65570.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 386 members Mstep: Class 2 contains 1018 members Entering Unmasked Estep Score: -65572.570312 Penalty: 659.484375 Iteration 26Q: 3 clusters Score -65572.57 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 381 members Mstep: Class 2 contains 1023 members Entering Unmasked Estep Score: -65573.210938 Penalty: 659.484375 Iteration 27Q: 3 clusters Score -65573.21 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 378 members Mstep: Class 2 contains 1026 members Entering Unmasked Estep Score: -65574.070312 Penalty: 659.484375 Iteration 28Q: 3 clusters Score -65574.07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 375 members Mstep: Class 2 contains 1029 members Entering Unmasked Estep Score: -65574.500000 Penalty: 659.484375 Iteration 29Q: 3 clusters Score -65574.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 374 members Mstep: Class 2 contains 1030 members Entering Unmasked Estep Score: -65574.664062 Penalty: 659.484375 Iteration 30Q: 3 clusters Score -65574.66 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 372 members Mstep: Class 2 contains 1032 members Entering Unmasked Estep Score: -65575.484375 Penalty: 659.484375 Iteration 31Q: 3 clusters Score -65575.48 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 370 members Mstep: Class 2 contains 1034 members Entering Unmasked Estep Score: -65577.304688 Penalty: 659.484375 Iteration 32Q: 3 clusters Score -65577.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 367 members Mstep: Class 2 contains 1037 members Entering Unmasked Estep Score: -65577.992188 Penalty: 659.484375 Iteration 33Q: 3 clusters Score -65577.99 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 366 members Mstep: Class 2 contains 1038 members Entering Unmasked Estep Score: -65578.203125 Penalty: 659.484375 Iteration 34Q: 3 clusters Score -65578.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 364 members Mstep: Class 2 contains 1040 members Entering Unmasked Estep Score: -65578.765625 Penalty: 659.484375 Iteration 35Q: 3 clusters Score -65578.77 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 360 members Mstep: Class 2 contains 1044 members Entering Unmasked Estep Score: -65579.515625 Penalty: 659.484375 Iteration 36Q: 3 clusters Score -65579.52 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 358 members Mstep: Class 2 contains 1046 members Entering Unmasked Estep Score: -65579.882812 Penalty: 659.484375 Iteration 37Q: 3 clusters Score -65579.88 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 358 members Mstep: Class 2 contains 1046 members Entering Unmasked Estep Score: -65579.882812 Penalty: 659.484375 Iteration 38F: 3 clusters Score -65579.88 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (290 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 290 members Entering Unmasked Estep Score: -16222.134766 Penalty: 257.979584 Iteration 0F: 2 clusters Score -16222.13 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 137 members Mstep: Class 2 contains 153 members Entering Unmasked Estep Score: -15878.223633 Penalty: 515.959167 Iteration 0F: 3 clusters Score -15878.22 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 125 members Mstep: Class 2 contains 165 members Entering Unmasked Estep Score: -15950.300781 Penalty: 515.959167 Iteration 1F: 3 clusters Score -15950.3 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 107 members Mstep: Class 2 contains 183 members Entering Unmasked Estep Score: -16002.433594 Penalty: 515.959167 Iteration 2F: 3 clusters Score -16002.43 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 108 members Mstep: Class 2 contains 182 members Entering Unmasked Estep Score: -16041.581055 Penalty: 515.959167 Iteration 3F: 3 clusters Score -16041.58 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 105 members Mstep: Class 2 contains 185 members Entering Unmasked Estep Score: -16105.662109 Penalty: 515.959167 Iteration 4F: 3 clusters Score -16105.66 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99 members Mstep: Class 2 contains 191 members Entering Unmasked Estep Score: -16246.101562 Penalty: 515.959167 Iteration 5F: 3 clusters Score -16246.1 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95 members Mstep: Class 2 contains 195 members Entering Unmasked Estep Score: -16269.515625 Penalty: 515.959167 Iteration 6Q: 3 clusters Score -16269.52 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 94 members Mstep: Class 2 contains 196 members Entering Unmasked Estep Score: -16277.506836 Penalty: 515.959167 Iteration 7Q: 3 clusters Score -16277.51 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 93 members Mstep: Class 2 contains 197 members Entering Unmasked Estep Score: -16281.385742 Penalty: 515.959167 Iteration 8Q: 3 clusters Score -16281.39 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 92 members Mstep: Class 2 contains 198 members Entering Unmasked Estep Score: -16281.923828 Penalty: 515.959167 Iteration 9Q: 3 clusters Score -16281.92 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 91 members Mstep: Class 2 contains 199 members Entering Unmasked Estep Score: -16282.598633 Penalty: 515.959167 Iteration 10Q: 3 clusters Score -16282.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 90 members Mstep: Class 2 contains 200 members Entering Unmasked Estep Score: -16284.714844 Penalty: 515.959167 Iteration 11Q: 3 clusters Score -16284.71 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 90 members Mstep: Class 2 contains 200 members Entering Unmasked Estep Score: -16284.714844 Penalty: 515.959167 Iteration 12F: 3 clusters Score -16284.71 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 1 contains 616 members Mstep: Class 2 contains 49836 members Mstep: Class 3 contains 18930 members Mstep: Class 4 contains 1468 members Mstep: Class 5 contains 3859 members Mstep: Class 6 contains 1084 members Mstep: Class 7 contains 309 members Mstep: Class 8 contains 2078 members Mstep: Class 9 contains 1404 members Mstep: Class 10 contains 90 members Mstep: Class 11 contains 3289 members Mstep: Class 12 contains 22882 members Mstep: Class 13 contains 19783 members Mstep: Class 14 contains 10886 members Mstep: Class 15 contains 9941 members Mstep: Class 16 contains 12320 members Mstep: Class 17 contains 6832 members Mstep: Class 18 contains 7699 members Mstep: Class 19 contains 23390 members Mstep: Class 20 contains 15235 members Mstep: Class 21 contains 2294 members Mstep: Class 22 contains 102 members Mstep: Class 23 contains 348 members Mstep: Class 24 contains 6177 members Mstep: Class 25 contains 146228 members Mstep: Class 26 contains 34557 members Mstep: Class 27 contains 11203 members Mstep: Class 28 contains 11421 members Mstep: Class 29 contains 3939 members Mstep: Class 30 contains 432 members Mstep: Class 31 contains 270 members Mstep: Class 32 contains 3129 members Mstep: Class 33 contains 200 members Entering Unmasked Estep Score: -22968714.000000 Penalty: 19484.634766 Splitting cluster 10 changes total score from -22968238.000000 to -22968714.000000 So it's getting split into cluster 33. Entering ConstructFrom: Trying to split cluster 11 (3289 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3289 members Entering Unmasked Estep Score: -184750.031250 Penalty: 368.474426 Iteration 0F: 2 clusters Score -184750 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1631 members Mstep: Class 2 contains 1658 members Entering Unmasked Estep Score: -182490.171875 Penalty: 736.948853 Iteration 0F: 3 clusters Score -182490.2 nChanged 1465 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1422 members Mstep: Class 2 contains 1867 members Entering Unmasked Estep Score: -183446.468750 Penalty: 736.948853 Iteration 1F: 3 clusters Score -183446.5 nChanged 260 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1342 members Mstep: Class 2 contains 1947 members Entering Unmasked Estep Score: -183633.640625 Penalty: 736.948853 Iteration 2F: 3 clusters Score -183633.6 nChanged 239 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1261 members Mstep: Class 2 contains 2028 members Entering Unmasked Estep Score: -183844.250000 Penalty: 736.948853 Iteration 3F: 3 clusters Score -183844.2 nChanged 215 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1176 members Mstep: Class 2 contains 2113 members Entering Unmasked Estep Score: -184005.312500 Penalty: 736.948853 Iteration 4F: 3 clusters Score -184005.3 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1141 members Mstep: Class 2 contains 2148 members Entering Unmasked Estep Score: -184096.703125 Penalty: 736.948853 Iteration 5Q: 3 clusters Score -184096.7 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1112 members Mstep: Class 2 contains 2177 members Entering Unmasked Estep Score: -184167.578125 Penalty: 736.948853 Iteration 6Q: 3 clusters Score -184167.6 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1088 members Mstep: Class 2 contains 2201 members Entering Unmasked Estep Score: -184210.515625 Penalty: 736.948853 Iteration 7Q: 3 clusters Score -184210.5 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1064 members Mstep: Class 2 contains 2225 members Entering Unmasked Estep Score: -184238.562500 Penalty: 736.948853 Iteration 8Q: 3 clusters Score -184238.6 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1045 members Mstep: Class 2 contains 2244 members Entering Unmasked Estep Score: -184255.703125 Penalty: 736.948853 Iteration 9Q: 3 clusters Score -184255.7 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1028 members Mstep: Class 2 contains 2261 members Entering Unmasked Estep Score: -184264.859375 Penalty: 736.948853 Iteration 10Q: 3 clusters Score -184264.9 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1008 members Mstep: Class 2 contains 2281 members Entering Unmasked Estep Score: -184276.187500 Penalty: 736.948853 Iteration 11Q: 3 clusters Score -184276.2 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 983 members Mstep: Class 2 contains 2306 members Entering Unmasked Estep Score: -184290.812500 Penalty: 736.948853 Iteration 12Q: 3 clusters Score -184290.8 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 959 members Mstep: Class 2 contains 2330 members Entering Unmasked Estep Score: -184299.062500 Penalty: 736.948853 Iteration 13Q: 3 clusters Score -184299.1 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 929 members Mstep: Class 2 contains 2360 members Entering Unmasked Estep Score: -184307.000000 Penalty: 736.948853 Iteration 14Q: 3 clusters Score -184307 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 904 members Mstep: Class 2 contains 2385 members Entering Unmasked Estep Score: -184315.468750 Penalty: 736.948853 Iteration 15Q: 3 clusters Score -184315.5 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 885 members Mstep: Class 2 contains 2404 members Entering Unmasked Estep Score: -184321.656250 Penalty: 736.948853 Iteration 16Q: 3 clusters Score -184321.7 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 869 members Mstep: Class 2 contains 2420 members Entering Unmasked Estep Score: -184325.015625 Penalty: 736.948853 Iteration 17Q: 3 clusters Score -184325 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 856 members Mstep: Class 2 contains 2433 members Entering Unmasked Estep Score: -184328.125000 Penalty: 736.948853 Iteration 18Q: 3 clusters Score -184328.1 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 836 members Mstep: Class 2 contains 2453 members Entering Unmasked Estep Score: -184334.015625 Penalty: 736.948853 Iteration 19Q: 3 clusters Score -184334 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 815 members Mstep: Class 2 contains 2474 members Entering Unmasked Estep Score: -184338.890625 Penalty: 736.948853 Iteration 20F: 3 clusters Score -184338.9 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 792 members Mstep: Class 2 contains 2497 members Entering Unmasked Estep Score: -184346.296875 Penalty: 736.948853 Iteration 21Q: 3 clusters Score -184346.3 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 762 members Mstep: Class 2 contains 2527 members Entering Unmasked Estep Score: -184356.750000 Penalty: 736.948853 Iteration 22Q: 3 clusters Score -184356.8 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 736 members Mstep: Class 2 contains 2553 members Entering Unmasked Estep Score: -184363.046875 Penalty: 736.948853 Iteration 23Q: 3 clusters Score -184363 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 714 members Mstep: Class 2 contains 2575 members Entering Unmasked Estep Score: -184370.000000 Penalty: 736.948853 Iteration 24Q: 3 clusters Score -184370 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 694 members Mstep: Class 2 contains 2595 members Entering Unmasked Estep Score: -184376.968750 Penalty: 736.948853 Iteration 25Q: 3 clusters Score -184377 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 681 members Mstep: Class 2 contains 2608 members Entering Unmasked Estep Score: -184381.390625 Penalty: 736.948853 Iteration 26Q: 3 clusters Score -184381.4 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 668 members Mstep: Class 2 contains 2621 members Entering Unmasked Estep Score: -184384.656250 Penalty: 736.948853 Iteration 27Q: 3 clusters Score -184384.7 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 658 members Mstep: Class 2 contains 2631 members Entering Unmasked Estep Score: -184387.953125 Penalty: 736.948853 Iteration 28Q: 3 clusters Score -184388 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 645 members Mstep: Class 2 contains 2644 members Entering Unmasked Estep Score: -184391.656250 Penalty: 736.948853 Iteration 29Q: 3 clusters Score -184391.7 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 625 members Mstep: Class 2 contains 2664 members Entering Unmasked Estep Score: -184396.640625 Penalty: 736.948853 Iteration 30Q: 3 clusters Score -184396.6 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 604 members Mstep: Class 2 contains 2685 members Entering Unmasked Estep Score: -184402.734375 Penalty: 736.948853 Iteration 31Q: 3 clusters Score -184402.7 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 585 members Mstep: Class 2 contains 2704 members Entering Unmasked Estep Score: -184408.437500 Penalty: 736.948853 Iteration 32Q: 3 clusters Score -184408.4 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 566 members Mstep: Class 2 contains 2723 members Entering Unmasked Estep Score: -184414.031250 Penalty: 736.948853 Iteration 33Q: 3 clusters Score -184414 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 544 members Mstep: Class 2 contains 2745 members Entering Unmasked Estep Score: -184423.531250 Penalty: 736.948853 Iteration 34Q: 3 clusters Score -184423.5 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 531 members Mstep: Class 2 contains 2758 members Entering Unmasked Estep Score: -184428.015625 Penalty: 736.948853 Iteration 35Q: 3 clusters Score -184428 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 522 members Mstep: Class 2 contains 2767 members Entering Unmasked Estep Score: -184430.718750 Penalty: 736.948853 Iteration 36Q: 3 clusters Score -184430.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 512 members Mstep: Class 2 contains 2777 members Entering Unmasked Estep Score: -184433.609375 Penalty: 736.948853 Iteration 37Q: 3 clusters Score -184433.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 503 members Mstep: Class 2 contains 2786 members Entering Unmasked Estep Score: -184436.187500 Penalty: 736.948853 Iteration 38Q: 3 clusters Score -184436.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 493 members Mstep: Class 2 contains 2796 members Entering Unmasked Estep Score: -184439.140625 Penalty: 736.948853 Iteration 39Q: 3 clusters Score -184439.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 484 members Mstep: Class 2 contains 2805 members Entering Unmasked Estep Score: -184443.421875 Penalty: 736.948853 Iteration 40F: 3 clusters Score -184443.4 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 469 members Mstep: Class 2 contains 2820 members Entering Unmasked Estep Score: -184451.812500 Penalty: 736.948853 Iteration 41Q: 3 clusters Score -184451.8 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 452 members Mstep: Class 2 contains 2837 members Entering Unmasked Estep Score: -184464.187500 Penalty: 736.948853 Iteration 42Q: 3 clusters Score -184464.2 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 432 members Mstep: Class 2 contains 2857 members Entering Unmasked Estep Score: -184474.218750 Penalty: 736.948853 Iteration 43Q: 3 clusters Score -184474.2 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 421 members Mstep: Class 2 contains 2868 members Entering Unmasked Estep Score: -184480.093750 Penalty: 736.948853 Iteration 44Q: 3 clusters Score -184480.1 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 410 members Mstep: Class 2 contains 2879 members Entering Unmasked Estep Score: -184485.359375 Penalty: 736.948853 Iteration 45Q: 3 clusters Score -184485.4 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 400 members Mstep: Class 2 contains 2889 members Entering Unmasked Estep Score: -184491.140625 Penalty: 736.948853 Iteration 46Q: 3 clusters Score -184491.1 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 391 members Mstep: Class 2 contains 2898 members Entering Unmasked Estep Score: -184494.453125 Penalty: 736.948853 Iteration 47Q: 3 clusters Score -184494.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 384 members Mstep: Class 2 contains 2905 members Entering Unmasked Estep Score: -184497.656250 Penalty: 736.948853 Iteration 48Q: 3 clusters Score -184497.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 381 members Mstep: Class 2 contains 2908 members Entering Unmasked Estep Score: -184499.281250 Penalty: 736.948853 Iteration 49Q: 3 clusters Score -184499.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 374 members Mstep: Class 2 contains 2915 members Entering Unmasked Estep Score: -184502.218750 Penalty: 736.948853 Iteration 50Q: 3 clusters Score -184502.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 373 members Mstep: Class 2 contains 2916 members Entering Unmasked Estep Score: -184502.609375 Penalty: 736.948853 Iteration 51Q: 3 clusters Score -184502.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 370 members Mstep: Class 2 contains 2919 members Entering Unmasked Estep Score: -184503.187500 Penalty: 736.948853 Iteration 52Q: 3 clusters Score -184503.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 366 members Mstep: Class 2 contains 2923 members Entering Unmasked Estep Score: -184505.296875 Penalty: 736.948853 Iteration 53Q: 3 clusters Score -184505.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 362 members Mstep: Class 2 contains 2927 members Entering Unmasked Estep Score: -184506.328125 Penalty: 736.948853 Iteration 54Q: 3 clusters Score -184506.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 358 members Mstep: Class 2 contains 2931 members Entering Unmasked Estep Score: -184507.546875 Penalty: 736.948853 Iteration 55Q: 3 clusters Score -184507.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 352 members Mstep: Class 2 contains 2937 members Entering Unmasked Estep Score: -184509.000000 Penalty: 736.948853 Iteration 56Q: 3 clusters Score -184509 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 351 members Mstep: Class 2 contains 2938 members Entering Unmasked Estep Score: -184511.000000 Penalty: 736.948853 Iteration 57Q: 3 clusters Score -184511 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 349 members Mstep: Class 2 contains 2940 members Entering Unmasked Estep Score: -184512.593750 Penalty: 736.948853 Iteration 58Q: 3 clusters Score -184512.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 348 members Mstep: Class 2 contains 2941 members Entering Unmasked Estep Score: -184513.578125 Penalty: 736.948853 Iteration 59Q: 3 clusters Score -184513.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 343 members Mstep: Class 2 contains 2946 members Entering Unmasked Estep Score: -184516.421875 Penalty: 736.948853 Iteration 60F: 3 clusters Score -184516.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 341 members Mstep: Class 2 contains 2948 members Entering Unmasked Estep Score: -184516.890625 Penalty: 736.948853 Iteration 61Q: 3 clusters Score -184516.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 341 members Mstep: Class 2 contains 2948 members Entering Unmasked Estep Score: -184516.890625 Penalty: 736.948853 Iteration 62F: 3 clusters Score -184516.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (22882 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22882 members Entering Unmasked Estep Score: -1207156.125000 Penalty: 456.733826 Iteration 0F: 2 clusters Score -1207156 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11252 members Mstep: Class 2 contains 11630 members Entering Unmasked Estep Score: -1191992.125000 Penalty: 913.467651 Iteration 0F: 3 clusters Score -1191992 nChanged 10902 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8774 members Mstep: Class 2 contains 14108 members Entering Unmasked Estep Score: -1199019.125000 Penalty: 913.467651 Iteration 1F: 3 clusters Score -1199019 nChanged 1761 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7139 members Mstep: Class 2 contains 15743 members Entering Unmasked Estep Score: -1200211.250000 Penalty: 913.467651 Iteration 2F: 3 clusters Score -1200211 nChanged 2079 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5094 members Mstep: Class 2 contains 17788 members Entering Unmasked Estep Score: -1201939.625000 Penalty: 913.467651 Iteration 3F: 3 clusters Score -1201940 nChanged 2044 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3070 members Mstep: Class 2 contains 19812 members Entering Unmasked Estep Score: -1203896.875000 Penalty: 913.467651 Iteration 4F: 3 clusters Score -1203897 nChanged 1538 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1546 members Mstep: Class 2 contains 21336 members Entering Unmasked Estep Score: -1205473.875000 Penalty: 913.467651 Iteration 5F: 3 clusters Score -1205474 nChanged 821 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 739 members Mstep: Class 2 contains 22143 members Entering Unmasked Estep Score: -1206304.375000 Penalty: 913.467651 Iteration 6Q: 3 clusters Score -1206304 nChanged 303 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 442 members Mstep: Class 2 contains 22440 members Entering Unmasked Estep Score: -1206620.875000 Penalty: 913.467651 Iteration 7Q: 3 clusters Score -1206621 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 341 members Mstep: Class 2 contains 22541 members Entering Unmasked Estep Score: -1206728.500000 Penalty: 913.467651 Iteration 8Q: 3 clusters Score -1206728 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 307 members Mstep: Class 2 contains 22575 members Entering Unmasked Estep Score: -1206780.250000 Penalty: 913.467651 Iteration 9Q: 3 clusters Score -1206780 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 283 members Mstep: Class 2 contains 22599 members Entering Unmasked Estep Score: -1206809.625000 Penalty: 913.467651 Iteration 10Q: 3 clusters Score -1206810 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 275 members Mstep: Class 2 contains 22607 members Entering Unmasked Estep Score: -1206832.125000 Penalty: 913.467651 Iteration 11Q: 3 clusters Score -1206832 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 267 members Mstep: Class 2 contains 22615 members Entering Unmasked Estep Score: -1206841.500000 Penalty: 913.467651 Iteration 12Q: 3 clusters Score -1206842 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 263 members Mstep: Class 2 contains 22619 members Entering Unmasked Estep Score: -1206845.875000 Penalty: 913.467651 Iteration 13Q: 3 clusters Score -1206846 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 262 members Mstep: Class 2 contains 22620 members Entering Unmasked Estep Score: -1206848.625000 Penalty: 913.467651 Iteration 14Q: 3 clusters Score -1206849 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 257 members Mstep: Class 2 contains 22625 members Entering Unmasked Estep Score: -1206852.500000 Penalty: 913.467651 Iteration 15Q: 3 clusters Score -1206852 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 254 members Mstep: Class 2 contains 22628 members Entering Unmasked Estep Score: -1206852.750000 Penalty: 913.467651 Iteration 16Q: 3 clusters Score -1206853 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 252 members Mstep: Class 2 contains 22630 members Entering Unmasked Estep Score: -1206852.375000 Penalty: 913.467651 Iteration 17Q: 3 clusters Score -1206852 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 253 members Mstep: Class 2 contains 22629 members Entering Unmasked Estep Score: -1206852.875000 Penalty: 913.467651 Iteration 18Q: 3 clusters Score -1206853 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 252 members Mstep: Class 2 contains 22630 members Entering Unmasked Estep Score: -1206853.250000 Penalty: 913.467651 Iteration 19Q: 3 clusters Score -1206853 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 252 members Mstep: Class 2 contains 22630 members Entering Unmasked Estep Score: -1206854.125000 Penalty: 913.467651 Iteration 20F: 3 clusters Score -1206854 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 253 members Mstep: Class 2 contains 22629 members Entering Unmasked Estep Score: -1206854.250000 Penalty: 913.467651 Iteration 21Q: 3 clusters Score -1206854 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 251 members Mstep: Class 2 contains 22631 members Entering Unmasked Estep Score: -1206855.875000 Penalty: 913.467651 Iteration 22Q: 3 clusters Score -1206856 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 250 members Mstep: Class 2 contains 22632 members Entering Unmasked Estep Score: -1206855.250000 Penalty: 913.467651 Iteration 23Q: 3 clusters Score -1206855 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 251 members Mstep: Class 2 contains 22631 members Entering Unmasked Estep Score: -1206857.625000 Penalty: 913.467651 Iteration 24Q: 3 clusters Score -1206858 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 251 members Mstep: Class 2 contains 22631 members Entering Unmasked Estep Score: -1206858.125000 Penalty: 913.467651 Iteration 25Q: 3 clusters Score -1206858 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 249 members Mstep: Class 2 contains 22633 members Entering Unmasked Estep Score: -1206859.000000 Penalty: 913.467651 Iteration 26Q: 3 clusters Score -1206859 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 248 members Mstep: Class 2 contains 22634 members Entering Unmasked Estep Score: -1206858.500000 Penalty: 913.467651 Iteration 27Q: 3 clusters Score -1206858 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 248 members Mstep: Class 2 contains 22634 members Entering Unmasked Estep Score: -1206858.000000 Penalty: 913.467651 Iteration 28Q: 3 clusters Score -1206858 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 247 members Mstep: Class 2 contains 22635 members Entering Unmasked Estep Score: -1206858.500000 Penalty: 913.467651 Iteration 29Q: 3 clusters Score -1206858 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 246 members Mstep: Class 2 contains 22636 members Entering Unmasked Estep Score: -1206858.125000 Penalty: 913.467651 Iteration 30Q: 3 clusters Score -1206858 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 246 members Mstep: Class 2 contains 22636 members Entering Unmasked Estep Score: -1206858.125000 Penalty: 913.467651 Iteration 31F: 3 clusters Score -1206858 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (19783 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19783 members Entering Unmasked Estep Score: -1150698.500000 Penalty: 450.112305 Iteration 0F: 2 clusters Score -1150698 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9766 members Mstep: Class 2 contains 10017 members Entering Unmasked Estep Score: -1137658.500000 Penalty: 900.224609 Iteration 0F: 3 clusters Score -1137658 nChanged 9348 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8416 members Mstep: Class 2 contains 11367 members Entering Unmasked Estep Score: -1143196.250000 Penalty: 900.224609 Iteration 1F: 3 clusters Score -1143196 nChanged 1411 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7383 members Mstep: Class 2 contains 12400 members Entering Unmasked Estep Score: -1144099.750000 Penalty: 900.224609 Iteration 2F: 3 clusters Score -1144100 nChanged 1811 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5918 members Mstep: Class 2 contains 13865 members Entering Unmasked Estep Score: -1145577.000000 Penalty: 900.224609 Iteration 3F: 3 clusters Score -1145577 nChanged 1880 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4310 members Mstep: Class 2 contains 15473 members Entering Unmasked Estep Score: -1147342.375000 Penalty: 900.224609 Iteration 4F: 3 clusters Score -1147342 nChanged 1443 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3091 members Mstep: Class 2 contains 16692 members Entering Unmasked Estep Score: -1148623.125000 Penalty: 900.224609 Iteration 5F: 3 clusters Score -1148623 nChanged 955 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2314 members Mstep: Class 2 contains 17469 members Entering Unmasked Estep Score: -1149415.750000 Penalty: 900.224609 Iteration 6Q: 3 clusters Score -1149416 nChanged 563 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1859 members Mstep: Class 2 contains 17924 members Entering Unmasked Estep Score: -1149878.125000 Penalty: 900.224609 Iteration 7Q: 3 clusters Score -1149878 nChanged 345 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1578 members Mstep: Class 2 contains 18205 members Entering Unmasked Estep Score: -1150167.500000 Penalty: 900.224609 Iteration 8Q: 3 clusters Score -1150168 nChanged 212 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1420 members Mstep: Class 2 contains 18363 members Entering Unmasked Estep Score: -1150310.000000 Penalty: 900.224609 Iteration 9Q: 3 clusters Score -1150310 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1327 members Mstep: Class 2 contains 18456 members Entering Unmasked Estep Score: -1150386.875000 Penalty: 900.224609 Iteration 10Q: 3 clusters Score -1150387 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1249 members Mstep: Class 2 contains 18534 members Entering Unmasked Estep Score: -1150438.500000 Penalty: 900.224609 Iteration 11Q: 3 clusters Score -1150438 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1189 members Mstep: Class 2 contains 18594 members Entering Unmasked Estep Score: -1150467.625000 Penalty: 900.224609 Iteration 12Q: 3 clusters Score -1150468 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1137 members Mstep: Class 2 contains 18646 members Entering Unmasked Estep Score: -1150491.500000 Penalty: 900.224609 Iteration 13Q: 3 clusters Score -1150492 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1096 members Mstep: Class 2 contains 18687 members Entering Unmasked Estep Score: -1150501.625000 Penalty: 900.224609 Iteration 14Q: 3 clusters Score -1150502 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1066 members Mstep: Class 2 contains 18717 members Entering Unmasked Estep Score: -1150507.375000 Penalty: 900.224609 Iteration 15Q: 3 clusters Score -1150507 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1046 members Mstep: Class 2 contains 18737 members Entering Unmasked Estep Score: -1150514.750000 Penalty: 900.224609 Iteration 16Q: 3 clusters Score -1150515 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1022 members Mstep: Class 2 contains 18761 members Entering Unmasked Estep Score: -1150521.750000 Penalty: 900.224609 Iteration 17Q: 3 clusters Score -1150522 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1004 members Mstep: Class 2 contains 18779 members Entering Unmasked Estep Score: -1150530.625000 Penalty: 900.224609 Iteration 18Q: 3 clusters Score -1150531 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 986 members Mstep: Class 2 contains 18797 members Entering Unmasked Estep Score: -1150537.250000 Penalty: 900.224609 Iteration 19Q: 3 clusters Score -1150537 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 964 members Mstep: Class 2 contains 18819 members Entering Unmasked Estep Score: -1150543.625000 Penalty: 900.224609 Iteration 20F: 3 clusters Score -1150544 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 948 members Mstep: Class 2 contains 18835 members Entering Unmasked Estep Score: -1150549.625000 Penalty: 900.224609 Iteration 21Q: 3 clusters Score -1150550 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 933 members Mstep: Class 2 contains 18850 members Entering Unmasked Estep Score: -1150552.500000 Penalty: 900.224609 Iteration 22Q: 3 clusters Score -1150552 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 927 members Mstep: Class 2 contains 18856 members Entering Unmasked Estep Score: -1150553.875000 Penalty: 900.224609 Iteration 23Q: 3 clusters Score -1150554 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 923 members Mstep: Class 2 contains 18860 members Entering Unmasked Estep Score: -1150554.625000 Penalty: 900.224609 Iteration 24Q: 3 clusters Score -1150555 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 916 members Mstep: Class 2 contains 18867 members Entering Unmasked Estep Score: -1150556.375000 Penalty: 900.224609 Iteration 25Q: 3 clusters Score -1150556 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 912 members Mstep: Class 2 contains 18871 members Entering Unmasked Estep Score: -1150557.625000 Penalty: 900.224609 Iteration 26Q: 3 clusters Score -1150558 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 906 members Mstep: Class 2 contains 18877 members Entering Unmasked Estep Score: -1150559.000000 Penalty: 900.224609 Iteration 27Q: 3 clusters Score -1150559 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 902 members Mstep: Class 2 contains 18881 members Entering Unmasked Estep Score: -1150561.375000 Penalty: 900.224609 Iteration 28Q: 3 clusters Score -1150561 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 899 members Mstep: Class 2 contains 18884 members Entering Unmasked Estep Score: -1150561.000000 Penalty: 900.224609 Iteration 29Q: 3 clusters Score -1150561 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 897 members Mstep: Class 2 contains 18886 members Entering Unmasked Estep Score: -1150560.875000 Penalty: 900.224609 Iteration 30Q: 3 clusters Score -1150561 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 898 members Mstep: Class 2 contains 18885 members Entering Unmasked Estep Score: -1150561.125000 Penalty: 900.224609 Iteration 31Q: 3 clusters Score -1150561 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 899 members Mstep: Class 2 contains 18884 members Entering Unmasked Estep Score: -1150560.875000 Penalty: 900.224609 Iteration 32Q: 3 clusters Score -1150561 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 900 members Mstep: Class 2 contains 18883 members Entering Unmasked Estep Score: -1150561.125000 Penalty: 900.224609 Iteration 33Q: 3 clusters Score -1150561 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 900 members Mstep: Class 2 contains 18883 members Entering Unmasked Estep Score: -1150561.125000 Penalty: 900.224609 Iteration 34F: 3 clusters Score -1150561 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (10886 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10886 members Entering Unmasked Estep Score: -634307.375000 Penalty: 422.933105 Iteration 0F: 2 clusters Score -634307.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5403 members Mstep: Class 2 contains 5483 members Entering Unmasked Estep Score: -627088.062500 Penalty: 845.866211 Iteration 0F: 3 clusters Score -627088.1 nChanged 5127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4966 members Mstep: Class 2 contains 5920 members Entering Unmasked Estep Score: -630226.875000 Penalty: 845.866211 Iteration 1F: 3 clusters Score -630226.9 nChanged 720 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4686 members Mstep: Class 2 contains 6200 members Entering Unmasked Estep Score: -630622.187500 Penalty: 845.866211 Iteration 2F: 3 clusters Score -630622.2 nChanged 765 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4269 members Mstep: Class 2 contains 6617 members Entering Unmasked Estep Score: -631111.500000 Penalty: 845.866211 Iteration 3F: 3 clusters Score -631111.5 nChanged 702 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3835 members Mstep: Class 2 contains 7051 members Entering Unmasked Estep Score: -631642.500000 Penalty: 845.866211 Iteration 4F: 3 clusters Score -631642.5 nChanged 631 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3438 members Mstep: Class 2 contains 7448 members Entering Unmasked Estep Score: -632121.000000 Penalty: 845.866211 Iteration 5F: 3 clusters Score -632121 nChanged 490 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3102 members Mstep: Class 2 contains 7784 members Entering Unmasked Estep Score: -632458.500000 Penalty: 845.866211 Iteration 6Q: 3 clusters Score -632458.5 nChanged 393 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2783 members Mstep: Class 2 contains 8103 members Entering Unmasked Estep Score: -632707.625000 Penalty: 845.866211 Iteration 7Q: 3 clusters Score -632707.6 nChanged 288 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2523 members Mstep: Class 2 contains 8363 members Entering Unmasked Estep Score: -632856.062500 Penalty: 845.866211 Iteration 8Q: 3 clusters Score -632856.1 nChanged 236 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2291 members Mstep: Class 2 contains 8595 members Entering Unmasked Estep Score: -632986.125000 Penalty: 845.866211 Iteration 9Q: 3 clusters Score -632986.1 nChanged 229 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2062 members Mstep: Class 2 contains 8824 members Entering Unmasked Estep Score: -633114.000000 Penalty: 845.866211 Iteration 10Q: 3 clusters Score -633114 nChanged 210 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1854 members Mstep: Class 2 contains 9032 members Entering Unmasked Estep Score: -633230.500000 Penalty: 845.866211 Iteration 11Q: 3 clusters Score -633230.5 nChanged 193 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1665 members Mstep: Class 2 contains 9221 members Entering Unmasked Estep Score: -633335.312500 Penalty: 845.866211 Iteration 12Q: 3 clusters Score -633335.3 nChanged 168 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1499 members Mstep: Class 2 contains 9387 members Entering Unmasked Estep Score: -633430.750000 Penalty: 845.866211 Iteration 13Q: 3 clusters Score -633430.8 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1359 members Mstep: Class 2 contains 9527 members Entering Unmasked Estep Score: -633499.812500 Penalty: 845.866211 Iteration 14Q: 3 clusters Score -633499.8 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1239 members Mstep: Class 2 contains 9647 members Entering Unmasked Estep Score: -633565.750000 Penalty: 845.866211 Iteration 15Q: 3 clusters Score -633565.8 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1133 members Mstep: Class 2 contains 9753 members Entering Unmasked Estep Score: -633620.062500 Penalty: 845.866211 Iteration 16Q: 3 clusters Score -633620.1 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1045 members Mstep: Class 2 contains 9841 members Entering Unmasked Estep Score: -633664.875000 Penalty: 845.866211 Iteration 17Q: 3 clusters Score -633664.9 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 963 members Mstep: Class 2 contains 9923 members Entering Unmasked Estep Score: -633706.000000 Penalty: 845.866211 Iteration 18Q: 3 clusters Score -633706 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 902 members Mstep: Class 2 contains 9984 members Entering Unmasked Estep Score: -633726.812500 Penalty: 845.866211 Iteration 19Q: 3 clusters Score -633726.8 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 844 members Mstep: Class 2 contains 10042 members Entering Unmasked Estep Score: -633748.062500 Penalty: 845.866211 Iteration 20F: 3 clusters Score -633748.1 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 773 members Mstep: Class 2 contains 10113 members Entering Unmasked Estep Score: -633778.750000 Penalty: 845.866211 Iteration 21Q: 3 clusters Score -633778.8 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 712 members Mstep: Class 2 contains 10174 members Entering Unmasked Estep Score: -633806.750000 Penalty: 845.866211 Iteration 22Q: 3 clusters Score -633806.8 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 645 members Mstep: Class 2 contains 10241 members Entering Unmasked Estep Score: -633842.625000 Penalty: 845.866211 Iteration 23Q: 3 clusters Score -633842.6 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 597 members Mstep: Class 2 contains 10289 members Entering Unmasked Estep Score: -633860.000000 Penalty: 845.866211 Iteration 24Q: 3 clusters Score -633860 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 556 members Mstep: Class 2 contains 10330 members Entering Unmasked Estep Score: -633875.562500 Penalty: 845.866211 Iteration 25Q: 3 clusters Score -633875.6 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 519 members Mstep: Class 2 contains 10367 members Entering Unmasked Estep Score: -633885.875000 Penalty: 845.866211 Iteration 26Q: 3 clusters Score -633885.9 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 484 members Mstep: Class 2 contains 10402 members Entering Unmasked Estep Score: -633899.437500 Penalty: 845.866211 Iteration 27Q: 3 clusters Score -633899.4 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 463 members Mstep: Class 2 contains 10423 members Entering Unmasked Estep Score: -633905.875000 Penalty: 845.866211 Iteration 28Q: 3 clusters Score -633905.9 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 444 members Mstep: Class 2 contains 10442 members Entering Unmasked Estep Score: -633912.437500 Penalty: 845.866211 Iteration 29Q: 3 clusters Score -633912.4 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 428 members Mstep: Class 2 contains 10458 members Entering Unmasked Estep Score: -633915.375000 Penalty: 845.866211 Iteration 30Q: 3 clusters Score -633915.4 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 416 members Mstep: Class 2 contains 10470 members Entering Unmasked Estep Score: -633917.062500 Penalty: 845.866211 Iteration 31Q: 3 clusters Score -633917.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 407 members Mstep: Class 2 contains 10479 members Entering Unmasked Estep Score: -633920.000000 Penalty: 845.866211 Iteration 32Q: 3 clusters Score -633920 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 400 members Mstep: Class 2 contains 10486 members Entering Unmasked Estep Score: -633920.937500 Penalty: 845.866211 Iteration 33Q: 3 clusters Score -633920.9 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 390 members Mstep: Class 2 contains 10496 members Entering Unmasked Estep Score: -633924.187500 Penalty: 845.866211 Iteration 34Q: 3 clusters Score -633924.2 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 377 members Mstep: Class 2 contains 10509 members Entering Unmasked Estep Score: -633928.500000 Penalty: 845.866211 Iteration 35Q: 3 clusters Score -633928.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 368 members Mstep: Class 2 contains 10518 members Entering Unmasked Estep Score: -633931.875000 Penalty: 845.866211 Iteration 36Q: 3 clusters Score -633931.9 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 357 members Mstep: Class 2 contains 10529 members Entering Unmasked Estep Score: -633934.000000 Penalty: 845.866211 Iteration 37Q: 3 clusters Score -633934 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 342 members Mstep: Class 2 contains 10544 members Entering Unmasked Estep Score: -633941.875000 Penalty: 845.866211 Iteration 38Q: 3 clusters Score -633941.9 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 332 members Mstep: Class 2 contains 10554 members Entering Unmasked Estep Score: -633943.625000 Penalty: 845.866211 Iteration 39Q: 3 clusters Score -633943.6 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 317 members Mstep: Class 2 contains 10569 members Entering Unmasked Estep Score: -633948.125000 Penalty: 845.866211 Iteration 40F: 3 clusters Score -633948.1 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 305 members Mstep: Class 2 contains 10581 members Entering Unmasked Estep Score: -633951.687500 Penalty: 845.866211 Iteration 41Q: 3 clusters Score -633951.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 295 members Mstep: Class 2 contains 10591 members Entering Unmasked Estep Score: -633956.000000 Penalty: 845.866211 Iteration 42Q: 3 clusters Score -633956 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 287 members Mstep: Class 2 contains 10599 members Entering Unmasked Estep Score: -633958.125000 Penalty: 845.866211 Iteration 43Q: 3 clusters Score -633958.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 279 members Mstep: Class 2 contains 10607 members Entering Unmasked Estep Score: -633960.812500 Penalty: 845.866211 Iteration 44Q: 3 clusters Score -633960.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 270 members Mstep: Class 2 contains 10616 members Entering Unmasked Estep Score: -633965.125000 Penalty: 845.866211 Iteration 45Q: 3 clusters Score -633965.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 261 members Mstep: Class 2 contains 10625 members Entering Unmasked Estep Score: -633968.125000 Penalty: 845.866211 Iteration 46Q: 3 clusters Score -633968.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 257 members Mstep: Class 2 contains 10629 members Entering Unmasked Estep Score: -633968.937500 Penalty: 845.866211 Iteration 47Q: 3 clusters Score -633968.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 253 members Mstep: Class 2 contains 10633 members Entering Unmasked Estep Score: -633969.000000 Penalty: 845.866211 Iteration 48Q: 3 clusters Score -633969 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 251 members Mstep: Class 2 contains 10635 members Entering Unmasked Estep Score: -633969.312500 Penalty: 845.866211 Iteration 49Q: 3 clusters Score -633969.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 251 members Mstep: Class 2 contains 10635 members Entering Unmasked Estep Score: -633969.312500 Penalty: 845.866211 Iteration 50F: 3 clusters Score -633969.3 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (9941 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9941 members Entering Unmasked Estep Score: -560407.812500 Penalty: 418.801239 Iteration 0F: 2 clusters Score -560407.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5015 members Mstep: Class 2 contains 4926 members Entering Unmasked Estep Score: -553787.500000 Penalty: 837.602478 Iteration 0F: 3 clusters Score -553787.5 nChanged 4618 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5511 members Mstep: Class 2 contains 4430 members Entering Unmasked Estep Score: -556350.875000 Penalty: 837.602478 Iteration 1F: 3 clusters Score -556350.9 nChanged 608 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5883 members Mstep: Class 2 contains 4058 members Entering Unmasked Estep Score: -556655.625000 Penalty: 837.602478 Iteration 2F: 3 clusters Score -556655.6 nChanged 756 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6471 members Mstep: Class 2 contains 3470 members Entering Unmasked Estep Score: -557160.250000 Penalty: 837.602478 Iteration 3F: 3 clusters Score -557160.2 nChanged 820 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7193 members Mstep: Class 2 contains 2748 members Entering Unmasked Estep Score: -557864.937500 Penalty: 837.602478 Iteration 4F: 3 clusters Score -557864.9 nChanged 771 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7876 members Mstep: Class 2 contains 2065 members Entering Unmasked Estep Score: -558640.062500 Penalty: 837.602478 Iteration 5F: 3 clusters Score -558640.1 nChanged 538 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8328 members Mstep: Class 2 contains 1613 members Entering Unmasked Estep Score: -559222.875000 Penalty: 837.602478 Iteration 6F: 3 clusters Score -559222.9 nChanged 329 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8567 members Mstep: Class 2 contains 1374 members Entering Unmasked Estep Score: -559476.437500 Penalty: 837.602478 Iteration 7Q: 3 clusters Score -559476.4 nChanged 194 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8733 members Mstep: Class 2 contains 1208 members Entering Unmasked Estep Score: -559584.062500 Penalty: 837.602478 Iteration 8Q: 3 clusters Score -559584.1 nChanged 150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8879 members Mstep: Class 2 contains 1062 members Entering Unmasked Estep Score: -559660.875000 Penalty: 837.602478 Iteration 9Q: 3 clusters Score -559660.9 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9021 members Mstep: Class 2 contains 920 members Entering Unmasked Estep Score: -559731.937500 Penalty: 837.602478 Iteration 10Q: 3 clusters Score -559731.9 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9144 members Mstep: Class 2 contains 797 members Entering Unmasked Estep Score: -559787.812500 Penalty: 837.602478 Iteration 11Q: 3 clusters Score -559787.8 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9241 members Mstep: Class 2 contains 700 members Entering Unmasked Estep Score: -559835.750000 Penalty: 837.602478 Iteration 12Q: 3 clusters Score -559835.8 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9324 members Mstep: Class 2 contains 617 members Entering Unmasked Estep Score: -559879.437500 Penalty: 837.602478 Iteration 13Q: 3 clusters Score -559879.4 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9406 members Mstep: Class 2 contains 535 members Entering Unmasked Estep Score: -559918.500000 Penalty: 837.602478 Iteration 14Q: 3 clusters Score -559918.5 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9470 members Mstep: Class 2 contains 471 members Entering Unmasked Estep Score: -559953.687500 Penalty: 837.602478 Iteration 15Q: 3 clusters Score -559953.7 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9530 members Mstep: Class 2 contains 411 members Entering Unmasked Estep Score: -559985.812500 Penalty: 837.602478 Iteration 16Q: 3 clusters Score -559985.8 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9576 members Mstep: Class 2 contains 365 members Entering Unmasked Estep Score: -560006.750000 Penalty: 837.602478 Iteration 17Q: 3 clusters Score -560006.8 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9622 members Mstep: Class 2 contains 319 members Entering Unmasked Estep Score: -560032.250000 Penalty: 837.602478 Iteration 18Q: 3 clusters Score -560032.2 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9656 members Mstep: Class 2 contains 285 members Entering Unmasked Estep Score: -560053.812500 Penalty: 837.602478 Iteration 19Q: 3 clusters Score -560053.8 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9686 members Mstep: Class 2 contains 255 members Entering Unmasked Estep Score: -560071.250000 Penalty: 837.602478 Iteration 20F: 3 clusters Score -560071.2 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9706 members Mstep: Class 2 contains 235 members Entering Unmasked Estep Score: -560080.750000 Penalty: 837.602478 Iteration 21Q: 3 clusters Score -560080.8 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9726 members Mstep: Class 2 contains 215 members Entering Unmasked Estep Score: -560091.375000 Penalty: 837.602478 Iteration 22Q: 3 clusters Score -560091.4 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9741 members Mstep: Class 2 contains 200 members Entering Unmasked Estep Score: -560095.875000 Penalty: 837.602478 Iteration 23Q: 3 clusters Score -560095.9 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9755 members Mstep: Class 2 contains 186 members Entering Unmasked Estep Score: -560105.937500 Penalty: 837.602478 Iteration 24Q: 3 clusters Score -560105.9 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9767 members Mstep: Class 2 contains 174 members Entering Unmasked Estep Score: -560112.750000 Penalty: 837.602478 Iteration 25Q: 3 clusters Score -560112.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9774 members Mstep: Class 2 contains 167 members Entering Unmasked Estep Score: -560115.500000 Penalty: 837.602478 Iteration 26Q: 3 clusters Score -560115.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9781 members Mstep: Class 2 contains 160 members Entering Unmasked Estep Score: -560117.875000 Penalty: 837.602478 Iteration 27Q: 3 clusters Score -560117.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9788 members Mstep: Class 2 contains 153 members Entering Unmasked Estep Score: -560120.750000 Penalty: 837.602478 Iteration 28Q: 3 clusters Score -560120.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9792 members Mstep: Class 2 contains 149 members Entering Unmasked Estep Score: -560122.187500 Penalty: 837.602478 Iteration 29Q: 3 clusters Score -560122.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9796 members Mstep: Class 2 contains 145 members Entering Unmasked Estep Score: -560123.250000 Penalty: 837.602478 Iteration 30Q: 3 clusters Score -560123.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9797 members Mstep: Class 2 contains 144 members Entering Unmasked Estep Score: -560123.125000 Penalty: 837.602478 Iteration 31Q: 3 clusters Score -560123.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9797 members Mstep: Class 2 contains 144 members Entering Unmasked Estep Score: -560123.125000 Penalty: 837.602478 Iteration 32F: 3 clusters Score -560123.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (12320 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12320 members Entering Unmasked Estep Score: -657891.125000 Penalty: 428.563568 Iteration 0F: 2 clusters Score -657891.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6144 members Mstep: Class 2 contains 6176 members Entering Unmasked Estep Score: -649708.562500 Penalty: 857.127136 Iteration 0F: 3 clusters Score -649708.6 nChanged 5780 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5766 members Mstep: Class 2 contains 6554 members Entering Unmasked Estep Score: -652899.687500 Penalty: 857.127136 Iteration 1F: 3 clusters Score -652899.7 nChanged 864 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5324 members Mstep: Class 2 contains 6996 members Entering Unmasked Estep Score: -653374.625000 Penalty: 857.127136 Iteration 2F: 3 clusters Score -653374.6 nChanged 1004 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4708 members Mstep: Class 2 contains 7612 members Entering Unmasked Estep Score: -654043.375000 Penalty: 857.127136 Iteration 3F: 3 clusters Score -654043.4 nChanged 1020 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4116 members Mstep: Class 2 contains 8204 members Entering Unmasked Estep Score: -654769.687500 Penalty: 857.127136 Iteration 4F: 3 clusters Score -654769.7 nChanged 923 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3627 members Mstep: Class 2 contains 8693 members Entering Unmasked Estep Score: -655360.312500 Penalty: 857.127136 Iteration 5F: 3 clusters Score -655360.3 nChanged 740 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3249 members Mstep: Class 2 contains 9071 members Entering Unmasked Estep Score: -655754.312500 Penalty: 857.127136 Iteration 6F: 3 clusters Score -655754.3 nChanged 504 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2955 members Mstep: Class 2 contains 9365 members Entering Unmasked Estep Score: -655966.125000 Penalty: 857.127136 Iteration 7Q: 3 clusters Score -655966.1 nChanged 355 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2708 members Mstep: Class 2 contains 9612 members Entering Unmasked Estep Score: -656108.625000 Penalty: 857.127136 Iteration 8Q: 3 clusters Score -656108.6 nChanged 306 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2456 members Mstep: Class 2 contains 9864 members Entering Unmasked Estep Score: -656248.062500 Penalty: 857.127136 Iteration 9Q: 3 clusters Score -656248.1 nChanged 289 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2195 members Mstep: Class 2 contains 10125 members Entering Unmasked Estep Score: -656406.187500 Penalty: 857.127136 Iteration 10Q: 3 clusters Score -656406.2 nChanged 322 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1895 members Mstep: Class 2 contains 10425 members Entering Unmasked Estep Score: -656596.437500 Penalty: 857.127136 Iteration 11Q: 3 clusters Score -656596.4 nChanged 281 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1624 members Mstep: Class 2 contains 10696 members Entering Unmasked Estep Score: -656790.687500 Penalty: 857.127136 Iteration 12Q: 3 clusters Score -656790.7 nChanged 255 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1373 members Mstep: Class 2 contains 10947 members Entering Unmasked Estep Score: -657028.625000 Penalty: 857.127136 Iteration 13Q: 3 clusters Score -657028.6 nChanged 209 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1182 members Mstep: Class 2 contains 11138 members Entering Unmasked Estep Score: -657278.437500 Penalty: 857.127136 Iteration 14Q: 3 clusters Score -657278.4 nChanged 176 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1078 members Mstep: Class 2 contains 11242 members Entering Unmasked Estep Score: -657469.312500 Penalty: 857.127136 Iteration 15Q: 3 clusters Score -657469.3 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1016 members Mstep: Class 2 contains 11304 members Entering Unmasked Estep Score: -657569.812500 Penalty: 857.127136 Iteration 16Q: 3 clusters Score -657569.8 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 963 members Mstep: Class 2 contains 11357 members Entering Unmasked Estep Score: -657630.500000 Penalty: 857.127136 Iteration 17Q: 3 clusters Score -657630.5 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 921 members Mstep: Class 2 contains 11399 members Entering Unmasked Estep Score: -657657.875000 Penalty: 857.127136 Iteration 18Q: 3 clusters Score -657657.9 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 882 members Mstep: Class 2 contains 11438 members Entering Unmasked Estep Score: -657675.375000 Penalty: 857.127136 Iteration 19Q: 3 clusters Score -657675.4 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 850 members Mstep: Class 2 contains 11470 members Entering Unmasked Estep Score: -657684.000000 Penalty: 857.127136 Iteration 20F: 3 clusters Score -657684 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 829 members Mstep: Class 2 contains 11491 members Entering Unmasked Estep Score: -657691.312500 Penalty: 857.127136 Iteration 21Q: 3 clusters Score -657691.3 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 815 members Mstep: Class 2 contains 11505 members Entering Unmasked Estep Score: -657694.437500 Penalty: 857.127136 Iteration 22Q: 3 clusters Score -657694.4 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 805 members Mstep: Class 2 contains 11515 members Entering Unmasked Estep Score: -657699.312500 Penalty: 857.127136 Iteration 23Q: 3 clusters Score -657699.3 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 796 members Mstep: Class 2 contains 11524 members Entering Unmasked Estep Score: -657702.062500 Penalty: 857.127136 Iteration 24Q: 3 clusters Score -657702.1 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 785 members Mstep: Class 2 contains 11535 members Entering Unmasked Estep Score: -657705.562500 Penalty: 857.127136 Iteration 25Q: 3 clusters Score -657705.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 778 members Mstep: Class 2 contains 11542 members Entering Unmasked Estep Score: -657707.375000 Penalty: 857.127136 Iteration 26Q: 3 clusters Score -657707.4 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 772 members Mstep: Class 2 contains 11548 members Entering Unmasked Estep Score: -657708.250000 Penalty: 857.127136 Iteration 27Q: 3 clusters Score -657708.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 773 members Mstep: Class 2 contains 11547 members Entering Unmasked Estep Score: -657709.312500 Penalty: 857.127136 Iteration 28Q: 3 clusters Score -657709.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 773 members Mstep: Class 2 contains 11547 members Entering Unmasked Estep Score: -657711.500000 Penalty: 857.127136 Iteration 29Q: 3 clusters Score -657711.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 771 members Mstep: Class 2 contains 11549 members Entering Unmasked Estep Score: -657710.312500 Penalty: 857.127136 Iteration 30Q: 3 clusters Score -657710.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 765 members Mstep: Class 2 contains 11555 members Entering Unmasked Estep Score: -657711.125000 Penalty: 857.127136 Iteration 31Q: 3 clusters Score -657711.1 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 755 members Mstep: Class 2 contains 11565 members Entering Unmasked Estep Score: -657716.125000 Penalty: 857.127136 Iteration 32Q: 3 clusters Score -657716.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 748 members Mstep: Class 2 contains 11572 members Entering Unmasked Estep Score: -657718.812500 Penalty: 857.127136 Iteration 33Q: 3 clusters Score -657718.8 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 743 members Mstep: Class 2 contains 11577 members Entering Unmasked Estep Score: -657719.937500 Penalty: 857.127136 Iteration 34Q: 3 clusters Score -657719.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 738 members Mstep: Class 2 contains 11582 members Entering Unmasked Estep Score: -657721.500000 Penalty: 857.127136 Iteration 35Q: 3 clusters Score -657721.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 734 members Mstep: Class 2 contains 11586 members Entering Unmasked Estep Score: -657722.812500 Penalty: 857.127136 Iteration 36Q: 3 clusters Score -657722.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 731 members Mstep: Class 2 contains 11589 members Entering Unmasked Estep Score: -657724.437500 Penalty: 857.127136 Iteration 37Q: 3 clusters Score -657724.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 723 members Mstep: Class 2 contains 11597 members Entering Unmasked Estep Score: -657725.875000 Penalty: 857.127136 Iteration 38Q: 3 clusters Score -657725.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 718 members Mstep: Class 2 contains 11602 members Entering Unmasked Estep Score: -657727.125000 Penalty: 857.127136 Iteration 39Q: 3 clusters Score -657727.1 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 707 members Mstep: Class 2 contains 11613 members Entering Unmasked Estep Score: -657729.312500 Penalty: 857.127136 Iteration 40F: 3 clusters Score -657729.3 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 702 members Mstep: Class 2 contains 11618 members Entering Unmasked Estep Score: -657731.750000 Penalty: 857.127136 Iteration 41Q: 3 clusters Score -657731.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 700 members Mstep: Class 2 contains 11620 members Entering Unmasked Estep Score: -657732.562500 Penalty: 857.127136 Iteration 42Q: 3 clusters Score -657732.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 693 members Mstep: Class 2 contains 11627 members Entering Unmasked Estep Score: -657735.562500 Penalty: 857.127136 Iteration 43Q: 3 clusters Score -657735.6 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 679 members Mstep: Class 2 contains 11641 members Entering Unmasked Estep Score: -657740.937500 Penalty: 857.127136 Iteration 44Q: 3 clusters Score -657740.9 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 669 members Mstep: Class 2 contains 11651 members Entering Unmasked Estep Score: -657746.500000 Penalty: 857.127136 Iteration 45Q: 3 clusters Score -657746.5 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 662 members Mstep: Class 2 contains 11658 members Entering Unmasked Estep Score: -657748.875000 Penalty: 857.127136 Iteration 46Q: 3 clusters Score -657748.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 658 members Mstep: Class 2 contains 11662 members Entering Unmasked Estep Score: -657748.312500 Penalty: 857.127136 Iteration 47Q: 3 clusters Score -657748.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 650 members Mstep: Class 2 contains 11670 members Entering Unmasked Estep Score: -657751.000000 Penalty: 857.127136 Iteration 48Q: 3 clusters Score -657751 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 645 members Mstep: Class 2 contains 11675 members Entering Unmasked Estep Score: -657751.937500 Penalty: 857.127136 Iteration 49Q: 3 clusters Score -657751.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 643 members Mstep: Class 2 contains 11677 members Entering Unmasked Estep Score: -657752.500000 Penalty: 857.127136 Iteration 50Q: 3 clusters Score -657752.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 642 members Mstep: Class 2 contains 11678 members Entering Unmasked Estep Score: -657753.062500 Penalty: 857.127136 Iteration 51Q: 3 clusters Score -657753.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 639 members Mstep: Class 2 contains 11681 members Entering Unmasked Estep Score: -657754.187500 Penalty: 857.127136 Iteration 52Q: 3 clusters Score -657754.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 636 members Mstep: Class 2 contains 11684 members Entering Unmasked Estep Score: -657756.125000 Penalty: 857.127136 Iteration 53Q: 3 clusters Score -657756.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 634 members Mstep: Class 2 contains 11686 members Entering Unmasked Estep Score: -657755.812500 Penalty: 857.127136 Iteration 54Q: 3 clusters Score -657755.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 630 members Mstep: Class 2 contains 11690 members Entering Unmasked Estep Score: -657757.750000 Penalty: 857.127136 Iteration 55Q: 3 clusters Score -657757.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 628 members Mstep: Class 2 contains 11692 members Entering Unmasked Estep Score: -657759.375000 Penalty: 857.127136 Iteration 56Q: 3 clusters Score -657759.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 628 members Mstep: Class 2 contains 11692 members Entering Unmasked Estep Score: -657758.000000 Penalty: 857.127136 Iteration 57Q: 3 clusters Score -657758 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 625 members Mstep: Class 2 contains 11695 members Entering Unmasked Estep Score: -657759.125000 Penalty: 857.127136 Iteration 58Q: 3 clusters Score -657759.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 621 members Mstep: Class 2 contains 11699 members Entering Unmasked Estep Score: -657760.062500 Penalty: 857.127136 Iteration 59Q: 3 clusters Score -657760.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 621 members Mstep: Class 2 contains 11699 members Entering Unmasked Estep Score: -657760.937500 Penalty: 857.127136 Iteration 60F: 3 clusters Score -657760.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 619 members Mstep: Class 2 contains 11701 members Entering Unmasked Estep Score: -657760.375000 Penalty: 857.127136 Iteration 61Q: 3 clusters Score -657760.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 618 members Mstep: Class 2 contains 11702 members Entering Unmasked Estep Score: -657761.750000 Penalty: 857.127136 Iteration 62Q: 3 clusters Score -657761.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 618 members Mstep: Class 2 contains 11702 members Entering Unmasked Estep Score: -657761.750000 Penalty: 857.127136 Iteration 63F: 3 clusters Score -657761.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (6832 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6832 members Entering Unmasked Estep Score: -377128.531250 Penalty: 401.736450 Iteration 0F: 2 clusters Score -377128.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3431 members Mstep: Class 2 contains 3401 members Entering Unmasked Estep Score: -372516.937500 Penalty: 803.472900 Iteration 0F: 3 clusters Score -372516.9 nChanged 3133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3496 members Mstep: Class 2 contains 3336 members Entering Unmasked Estep Score: -374406.781250 Penalty: 803.472900 Iteration 1F: 3 clusters Score -374406.8 nChanged 413 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3473 members Mstep: Class 2 contains 3359 members Entering Unmasked Estep Score: -374602.718750 Penalty: 803.472900 Iteration 2F: 3 clusters Score -374602.7 nChanged 425 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3402 members Mstep: Class 2 contains 3430 members Entering Unmasked Estep Score: -374844.156250 Penalty: 803.472900 Iteration 3F: 3 clusters Score -374844.2 nChanged 410 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3336 members Mstep: Class 2 contains 3496 members Entering Unmasked Estep Score: -375118.687500 Penalty: 803.472900 Iteration 4F: 3 clusters Score -375118.7 nChanged 416 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3264 members Mstep: Class 2 contains 3568 members Entering Unmasked Estep Score: -375403.437500 Penalty: 803.472900 Iteration 5F: 3 clusters Score -375403.4 nChanged 404 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3218 members Mstep: Class 2 contains 3614 members Entering Unmasked Estep Score: -375659.125000 Penalty: 803.472900 Iteration 6F: 3 clusters Score -375659.1 nChanged 323 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3187 members Mstep: Class 2 contains 3645 members Entering Unmasked Estep Score: -375836.718750 Penalty: 803.472900 Iteration 7Q: 3 clusters Score -375836.7 nChanged 262 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3159 members Mstep: Class 2 contains 3673 members Entering Unmasked Estep Score: -375962.687500 Penalty: 803.472900 Iteration 8Q: 3 clusters Score -375962.7 nChanged 191 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3138 members Mstep: Class 2 contains 3694 members Entering Unmasked Estep Score: -376029.593750 Penalty: 803.472900 Iteration 9Q: 3 clusters Score -376029.6 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3119 members Mstep: Class 2 contains 3713 members Entering Unmasked Estep Score: -376072.093750 Penalty: 803.472900 Iteration 10Q: 3 clusters Score -376072.1 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3102 members Mstep: Class 2 contains 3730 members Entering Unmasked Estep Score: -376099.781250 Penalty: 803.472900 Iteration 11Q: 3 clusters Score -376099.8 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3090 members Mstep: Class 2 contains 3742 members Entering Unmasked Estep Score: -376123.250000 Penalty: 803.472900 Iteration 12Q: 3 clusters Score -376123.2 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3086 members Mstep: Class 2 contains 3746 members Entering Unmasked Estep Score: -376149.843750 Penalty: 803.472900 Iteration 13Q: 3 clusters Score -376149.8 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3079 members Mstep: Class 2 contains 3753 members Entering Unmasked Estep Score: -376176.968750 Penalty: 803.472900 Iteration 14Q: 3 clusters Score -376177 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3058 members Mstep: Class 2 contains 3774 members Entering Unmasked Estep Score: -376193.937500 Penalty: 803.472900 Iteration 15Q: 3 clusters Score -376193.9 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3046 members Mstep: Class 2 contains 3786 members Entering Unmasked Estep Score: -376212.875000 Penalty: 803.472900 Iteration 16Q: 3 clusters Score -376212.9 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3036 members Mstep: Class 2 contains 3796 members Entering Unmasked Estep Score: -376233.406250 Penalty: 803.472900 Iteration 17Q: 3 clusters Score -376233.4 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3023 members Mstep: Class 2 contains 3809 members Entering Unmasked Estep Score: -376253.468750 Penalty: 803.472900 Iteration 18Q: 3 clusters Score -376253.5 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3012 members Mstep: Class 2 contains 3820 members Entering Unmasked Estep Score: -376278.062500 Penalty: 803.472900 Iteration 19Q: 3 clusters Score -376278.1 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2998 members Mstep: Class 2 contains 3834 members Entering Unmasked Estep Score: -376299.906250 Penalty: 803.472900 Iteration 20F: 3 clusters Score -376299.9 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2979 members Mstep: Class 2 contains 3853 members Entering Unmasked Estep Score: -376324.500000 Penalty: 803.472900 Iteration 21Q: 3 clusters Score -376324.5 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2940 members Mstep: Class 2 contains 3892 members Entering Unmasked Estep Score: -376351.375000 Penalty: 803.472900 Iteration 22Q: 3 clusters Score -376351.4 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2887 members Mstep: Class 2 contains 3945 members Entering Unmasked Estep Score: -376377.062500 Penalty: 803.472900 Iteration 23Q: 3 clusters Score -376377.1 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2837 members Mstep: Class 2 contains 3995 members Entering Unmasked Estep Score: -376401.875000 Penalty: 803.472900 Iteration 24Q: 3 clusters Score -376401.9 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2785 members Mstep: Class 2 contains 4047 members Entering Unmasked Estep Score: -376427.281250 Penalty: 803.472900 Iteration 25Q: 3 clusters Score -376427.3 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2724 members Mstep: Class 2 contains 4108 members Entering Unmasked Estep Score: -376455.718750 Penalty: 803.472900 Iteration 26Q: 3 clusters Score -376455.7 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2659 members Mstep: Class 2 contains 4173 members Entering Unmasked Estep Score: -376496.187500 Penalty: 803.472900 Iteration 27Q: 3 clusters Score -376496.2 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2590 members Mstep: Class 2 contains 4242 members Entering Unmasked Estep Score: -376537.312500 Penalty: 803.472900 Iteration 28Q: 3 clusters Score -376537.3 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2512 members Mstep: Class 2 contains 4320 members Entering Unmasked Estep Score: -376590.343750 Penalty: 803.472900 Iteration 29Q: 3 clusters Score -376590.3 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2437 members Mstep: Class 2 contains 4395 members Entering Unmasked Estep Score: -376636.625000 Penalty: 803.472900 Iteration 30Q: 3 clusters Score -376636.6 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2376 members Mstep: Class 2 contains 4456 members Entering Unmasked Estep Score: -376669.968750 Penalty: 803.472900 Iteration 31Q: 3 clusters Score -376670 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2326 members Mstep: Class 2 contains 4506 members Entering Unmasked Estep Score: -376691.437500 Penalty: 803.472900 Iteration 32Q: 3 clusters Score -376691.4 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2299 members Mstep: Class 2 contains 4533 members Entering Unmasked Estep Score: -376699.406250 Penalty: 803.472900 Iteration 33Q: 3 clusters Score -376699.4 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2276 members Mstep: Class 2 contains 4556 members Entering Unmasked Estep Score: -376707.187500 Penalty: 803.472900 Iteration 34Q: 3 clusters Score -376707.2 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2254 members Mstep: Class 2 contains 4578 members Entering Unmasked Estep Score: -376712.562500 Penalty: 803.472900 Iteration 35Q: 3 clusters Score -376712.6 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2230 members Mstep: Class 2 contains 4602 members Entering Unmasked Estep Score: -376717.750000 Penalty: 803.472900 Iteration 36Q: 3 clusters Score -376717.8 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2204 members Mstep: Class 2 contains 4628 members Entering Unmasked Estep Score: -376721.781250 Penalty: 803.472900 Iteration 37Q: 3 clusters Score -376721.8 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2181 members Mstep: Class 2 contains 4651 members Entering Unmasked Estep Score: -376726.031250 Penalty: 803.472900 Iteration 38Q: 3 clusters Score -376726 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2156 members Mstep: Class 2 contains 4676 members Entering Unmasked Estep Score: -376730.031250 Penalty: 803.472900 Iteration 39Q: 3 clusters Score -376730 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2135 members Mstep: Class 2 contains 4697 members Entering Unmasked Estep Score: -376734.687500 Penalty: 803.472900 Iteration 40F: 3 clusters Score -376734.7 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2113 members Mstep: Class 2 contains 4719 members Entering Unmasked Estep Score: -376738.562500 Penalty: 803.472900 Iteration 41Q: 3 clusters Score -376738.6 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2096 members Mstep: Class 2 contains 4736 members Entering Unmasked Estep Score: -376740.781250 Penalty: 803.472900 Iteration 42Q: 3 clusters Score -376740.8 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2078 members Mstep: Class 2 contains 4754 members Entering Unmasked Estep Score: -376742.687500 Penalty: 803.472900 Iteration 43Q: 3 clusters Score -376742.7 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2059 members Mstep: Class 2 contains 4773 members Entering Unmasked Estep Score: -376745.156250 Penalty: 803.472900 Iteration 44Q: 3 clusters Score -376745.2 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2045 members Mstep: Class 2 contains 4787 members Entering Unmasked Estep Score: -376745.812500 Penalty: 803.472900 Iteration 45Q: 3 clusters Score -376745.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2038 members Mstep: Class 2 contains 4794 members Entering Unmasked Estep Score: -376746.968750 Penalty: 803.472900 Iteration 46Q: 3 clusters Score -376747 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2029 members Mstep: Class 2 contains 4803 members Entering Unmasked Estep Score: -376748.218750 Penalty: 803.472900 Iteration 47Q: 3 clusters Score -376748.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2022 members Mstep: Class 2 contains 4810 members Entering Unmasked Estep Score: -376748.093750 Penalty: 803.472900 Iteration 48Q: 3 clusters Score -376748.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2014 members Mstep: Class 2 contains 4818 members Entering Unmasked Estep Score: -376748.906250 Penalty: 803.472900 Iteration 49Q: 3 clusters Score -376748.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2009 members Mstep: Class 2 contains 4823 members Entering Unmasked Estep Score: -376749.093750 Penalty: 803.472900 Iteration 50Q: 3 clusters Score -376749.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2006 members Mstep: Class 2 contains 4826 members Entering Unmasked Estep Score: -376750.062500 Penalty: 803.472900 Iteration 51Q: 3 clusters Score -376750.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2001 members Mstep: Class 2 contains 4831 members Entering Unmasked Estep Score: -376750.781250 Penalty: 803.472900 Iteration 52Q: 3 clusters Score -376750.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2001 members Mstep: Class 2 contains 4831 members Entering Unmasked Estep Score: -376750.781250 Penalty: 803.472900 Iteration 53F: 3 clusters Score -376750.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (7699 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7699 members Entering Unmasked Estep Score: -430654.968750 Penalty: 407.172485 Iteration 0F: 2 clusters Score -430655 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3817 members Mstep: Class 2 contains 3882 members Entering Unmasked Estep Score: -425567.343750 Penalty: 814.344971 Iteration 0F: 3 clusters Score -425567.3 nChanged 3555 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3522 members Mstep: Class 2 contains 4177 members Entering Unmasked Estep Score: -427538.812500 Penalty: 814.344971 Iteration 1F: 3 clusters Score -427538.8 nChanged 438 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3304 members Mstep: Class 2 contains 4395 members Entering Unmasked Estep Score: -427722.281250 Penalty: 814.344971 Iteration 2F: 3 clusters Score -427722.3 nChanged 450 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2982 members Mstep: Class 2 contains 4717 members Entering Unmasked Estep Score: -427925.781250 Penalty: 814.344971 Iteration 3F: 3 clusters Score -427925.8 nChanged 470 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2596 members Mstep: Class 2 contains 5103 members Entering Unmasked Estep Score: -428174.937500 Penalty: 814.344971 Iteration 4F: 3 clusters Score -428174.9 nChanged 480 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2158 members Mstep: Class 2 contains 5541 members Entering Unmasked Estep Score: -428460.062500 Penalty: 814.344971 Iteration 5F: 3 clusters Score -428460.1 nChanged 505 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1665 members Mstep: Class 2 contains 6034 members Entering Unmasked Estep Score: -428830.250000 Penalty: 814.344971 Iteration 6F: 3 clusters Score -428830.2 nChanged 523 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1148 members Mstep: Class 2 contains 6551 members Entering Unmasked Estep Score: -429267.281250 Penalty: 814.344971 Iteration 7F: 3 clusters Score -429267.3 nChanged 441 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 709 members Mstep: Class 2 contains 6990 members Entering Unmasked Estep Score: -429678.187500 Penalty: 814.344971 Iteration 8F: 3 clusters Score -429678.2 nChanged 310 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 399 members Mstep: Class 2 contains 7300 members Entering Unmasked Estep Score: -429971.593750 Penalty: 814.344971 Iteration 9Q: 3 clusters Score -429971.6 nChanged 174 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 225 members Mstep: Class 2 contains 7474 members Entering Unmasked Estep Score: -430139.781250 Penalty: 814.344971 Iteration 10Q: 3 clusters Score -430139.8 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 126 members Mstep: Class 2 contains 7573 members Entering Unmasked Estep Score: -430232.093750 Penalty: 814.344971 Iteration 11Q: 3 clusters Score -430232.1 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 86 members Mstep: Class 2 contains 7613 members Entering Unmasked Estep Score: -430263.125000 Penalty: 814.344971 Iteration 12Q: 3 clusters Score -430263.1 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70 members Mstep: Class 2 contains 7629 members Entering Unmasked Estep Score: -430285.281250 Penalty: 814.344971 Iteration 13Q: 3 clusters Score -430285.3 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60 members Mstep: Class 2 contains 7639 members Entering Unmasked Estep Score: -430300.156250 Penalty: 814.344971 Iteration 14Q: 3 clusters Score -430300.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57 members Mstep: Class 2 contains 7642 members Entering Unmasked Estep Score: -430306.281250 Penalty: 814.344971 Iteration 15Q: 3 clusters Score -430306.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58 members Mstep: Class 2 contains 7641 members Entering Unmasked Estep Score: -430309.718750 Penalty: 814.344971 Iteration 16Q: 3 clusters Score -430309.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58 members Mstep: Class 2 contains 7641 members Entering Unmasked Estep Score: -430309.718750 Penalty: 814.344971 Iteration 17F: 3 clusters Score -430309.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (23390 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23390 members Entering Unmasked Estep Score: -1283819.500000 Penalty: 457.732941 Iteration 0F: 2 clusters Score -1283820 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11645 members Mstep: Class 2 contains 11745 members Entering Unmasked Estep Score: -1268080.625000 Penalty: 915.465881 Iteration 0F: 3 clusters Score -1268081 nChanged 11281 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10838 members Mstep: Class 2 contains 12552 members Entering Unmasked Estep Score: -1274769.250000 Penalty: 915.465881 Iteration 1F: 3 clusters Score -1274769 nChanged 1305 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10355 members Mstep: Class 2 contains 13035 members Entering Unmasked Estep Score: -1275379.000000 Penalty: 915.465881 Iteration 2F: 3 clusters Score -1275379 nChanged 1454 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9705 members Mstep: Class 2 contains 13685 members Entering Unmasked Estep Score: -1276221.375000 Penalty: 915.465881 Iteration 3F: 3 clusters Score -1276221 nChanged 1651 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8832 members Mstep: Class 2 contains 14558 members Entering Unmasked Estep Score: -1277401.375000 Penalty: 915.465881 Iteration 4F: 3 clusters Score -1277401 nChanged 1707 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7971 members Mstep: Class 2 contains 15419 members Entering Unmasked Estep Score: -1278725.500000 Penalty: 915.465881 Iteration 5F: 3 clusters Score -1278726 nChanged 1588 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7133 members Mstep: Class 2 contains 16257 members Entering Unmasked Estep Score: -1279975.000000 Penalty: 915.465881 Iteration 6F: 3 clusters Score -1279975 nChanged 1273 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6472 members Mstep: Class 2 contains 16918 members Entering Unmasked Estep Score: -1280899.625000 Penalty: 915.465881 Iteration 7F: 3 clusters Score -1280900 nChanged 955 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5945 members Mstep: Class 2 contains 17445 members Entering Unmasked Estep Score: -1281495.250000 Penalty: 915.465881 Iteration 8Q: 3 clusters Score -1281495 nChanged 647 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5508 members Mstep: Class 2 contains 17882 members Entering Unmasked Estep Score: -1281810.750000 Penalty: 915.465881 Iteration 9Q: 3 clusters Score -1281811 nChanged 475 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5119 members Mstep: Class 2 contains 18271 members Entering Unmasked Estep Score: -1282012.125000 Penalty: 915.465881 Iteration 10Q: 3 clusters Score -1282012 nChanged 398 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4747 members Mstep: Class 2 contains 18643 members Entering Unmasked Estep Score: -1282157.750000 Penalty: 915.465881 Iteration 11Q: 3 clusters Score -1282158 nChanged 361 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4394 members Mstep: Class 2 contains 18996 members Entering Unmasked Estep Score: -1282282.750000 Penalty: 915.465881 Iteration 12Q: 3 clusters Score -1282283 nChanged 305 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4093 members Mstep: Class 2 contains 19297 members Entering Unmasked Estep Score: -1282386.875000 Penalty: 915.465881 Iteration 13Q: 3 clusters Score -1282387 nChanged 269 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3826 members Mstep: Class 2 contains 19564 members Entering Unmasked Estep Score: -1282482.375000 Penalty: 915.465881 Iteration 14Q: 3 clusters Score -1282482 nChanged 239 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3587 members Mstep: Class 2 contains 19803 members Entering Unmasked Estep Score: -1282560.500000 Penalty: 915.465881 Iteration 15Q: 3 clusters Score -1282560 nChanged 227 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3360 members Mstep: Class 2 contains 20030 members Entering Unmasked Estep Score: -1282635.125000 Penalty: 915.465881 Iteration 16Q: 3 clusters Score -1282635 nChanged 221 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3139 members Mstep: Class 2 contains 20251 members Entering Unmasked Estep Score: -1282700.125000 Penalty: 915.465881 Iteration 17Q: 3 clusters Score -1282700 nChanged 196 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2943 members Mstep: Class 2 contains 20447 members Entering Unmasked Estep Score: -1282762.000000 Penalty: 915.465881 Iteration 18Q: 3 clusters Score -1282762 nChanged 188 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2757 members Mstep: Class 2 contains 20633 members Entering Unmasked Estep Score: -1282821.625000 Penalty: 915.465881 Iteration 19Q: 3 clusters Score -1282822 nChanged 170 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2587 members Mstep: Class 2 contains 20803 members Entering Unmasked Estep Score: -1282856.375000 Penalty: 915.465881 Iteration 20F: 3 clusters Score -1282856 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2445 members Mstep: Class 2 contains 20945 members Entering Unmasked Estep Score: -1282899.875000 Penalty: 915.465881 Iteration 21Q: 3 clusters Score -1282900 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2310 members Mstep: Class 2 contains 21080 members Entering Unmasked Estep Score: -1282942.625000 Penalty: 915.465881 Iteration 22Q: 3 clusters Score -1282943 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2177 members Mstep: Class 2 contains 21213 members Entering Unmasked Estep Score: -1282974.500000 Penalty: 915.465881 Iteration 23Q: 3 clusters Score -1282974 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2055 members Mstep: Class 2 contains 21335 members Entering Unmasked Estep Score: -1283010.500000 Penalty: 915.465881 Iteration 24Q: 3 clusters Score -1283010 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1937 members Mstep: Class 2 contains 21453 members Entering Unmasked Estep Score: -1283034.250000 Penalty: 915.465881 Iteration 25Q: 3 clusters Score -1283034 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1821 members Mstep: Class 2 contains 21569 members Entering Unmasked Estep Score: -1283064.625000 Penalty: 915.465881 Iteration 26Q: 3 clusters Score -1283065 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1713 members Mstep: Class 2 contains 21677 members Entering Unmasked Estep Score: -1283097.125000 Penalty: 915.465881 Iteration 27Q: 3 clusters Score -1283097 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1592 members Mstep: Class 2 contains 21798 members Entering Unmasked Estep Score: -1283140.875000 Penalty: 915.465881 Iteration 28Q: 3 clusters Score -1283141 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1485 members Mstep: Class 2 contains 21905 members Entering Unmasked Estep Score: -1283173.375000 Penalty: 915.465881 Iteration 29Q: 3 clusters Score -1283173 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1392 members Mstep: Class 2 contains 21998 members Entering Unmasked Estep Score: -1283200.625000 Penalty: 915.465881 Iteration 30Q: 3 clusters Score -1283201 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1315 members Mstep: Class 2 contains 22075 members Entering Unmasked Estep Score: -1283224.250000 Penalty: 915.465881 Iteration 31Q: 3 clusters Score -1283224 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1233 members Mstep: Class 2 contains 22157 members Entering Unmasked Estep Score: -1283246.500000 Penalty: 915.465881 Iteration 32Q: 3 clusters Score -1283246 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1136 members Mstep: Class 2 contains 22254 members Entering Unmasked Estep Score: -1283276.250000 Penalty: 915.465881 Iteration 33Q: 3 clusters Score -1283276 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1067 members Mstep: Class 2 contains 22323 members Entering Unmasked Estep Score: -1283298.375000 Penalty: 915.465881 Iteration 34Q: 3 clusters Score -1283298 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 997 members Mstep: Class 2 contains 22393 members Entering Unmasked Estep Score: -1283324.875000 Penalty: 915.465881 Iteration 35Q: 3 clusters Score -1283325 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 936 members Mstep: Class 2 contains 22454 members Entering Unmasked Estep Score: -1283346.875000 Penalty: 915.465881 Iteration 36Q: 3 clusters Score -1283347 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 893 members Mstep: Class 2 contains 22497 members Entering Unmasked Estep Score: -1283358.250000 Penalty: 915.465881 Iteration 37Q: 3 clusters Score -1283358 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 854 members Mstep: Class 2 contains 22536 members Entering Unmasked Estep Score: -1283376.125000 Penalty: 915.465881 Iteration 38Q: 3 clusters Score -1283376 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 815 members Mstep: Class 2 contains 22575 members Entering Unmasked Estep Score: -1283389.250000 Penalty: 915.465881 Iteration 39Q: 3 clusters Score -1283389 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 777 members Mstep: Class 2 contains 22613 members Entering Unmasked Estep Score: -1283397.000000 Penalty: 915.465881 Iteration 40F: 3 clusters Score -1283397 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 748 members Mstep: Class 2 contains 22642 members Entering Unmasked Estep Score: -1283403.750000 Penalty: 915.465881 Iteration 41Q: 3 clusters Score -1283404 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 719 members Mstep: Class 2 contains 22671 members Entering Unmasked Estep Score: -1283414.250000 Penalty: 915.465881 Iteration 42Q: 3 clusters Score -1283414 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 696 members Mstep: Class 2 contains 22694 members Entering Unmasked Estep Score: -1283418.500000 Penalty: 915.465881 Iteration 43Q: 3 clusters Score -1283418 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 682 members Mstep: Class 2 contains 22708 members Entering Unmasked Estep Score: -1283420.625000 Penalty: 915.465881 Iteration 44Q: 3 clusters Score -1283421 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 662 members Mstep: Class 2 contains 22728 members Entering Unmasked Estep Score: -1283426.250000 Penalty: 915.465881 Iteration 45Q: 3 clusters Score -1283426 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 645 members Mstep: Class 2 contains 22745 members Entering Unmasked Estep Score: -1283429.125000 Penalty: 915.465881 Iteration 46Q: 3 clusters Score -1283429 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 625 members Mstep: Class 2 contains 22765 members Entering Unmasked Estep Score: -1283433.125000 Penalty: 915.465881 Iteration 47Q: 3 clusters Score -1283433 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 612 members Mstep: Class 2 contains 22778 members Entering Unmasked Estep Score: -1283437.000000 Penalty: 915.465881 Iteration 48Q: 3 clusters Score -1283437 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 605 members Mstep: Class 2 contains 22785 members Entering Unmasked Estep Score: -1283438.625000 Penalty: 915.465881 Iteration 49Q: 3 clusters Score -1283439 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 595 members Mstep: Class 2 contains 22795 members Entering Unmasked Estep Score: -1283441.875000 Penalty: 915.465881 Iteration 50Q: 3 clusters Score -1283442 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 587 members Mstep: Class 2 contains 22803 members Entering Unmasked Estep Score: -1283443.625000 Penalty: 915.465881 Iteration 51Q: 3 clusters Score -1283444 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 576 members Mstep: Class 2 contains 22814 members Entering Unmasked Estep Score: -1283447.500000 Penalty: 915.465881 Iteration 52Q: 3 clusters Score -1283448 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 563 members Mstep: Class 2 contains 22827 members Entering Unmasked Estep Score: -1283448.750000 Penalty: 915.465881 Iteration 53Q: 3 clusters Score -1283449 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 548 members Mstep: Class 2 contains 22842 members Entering Unmasked Estep Score: -1283451.875000 Penalty: 915.465881 Iteration 54Q: 3 clusters Score -1283452 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 535 members Mstep: Class 2 contains 22855 members Entering Unmasked Estep Score: -1283454.625000 Penalty: 915.465881 Iteration 55Q: 3 clusters Score -1283455 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 519 members Mstep: Class 2 contains 22871 members Entering Unmasked Estep Score: -1283458.875000 Penalty: 915.465881 Iteration 56Q: 3 clusters Score -1283459 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 504 members Mstep: Class 2 contains 22886 members Entering Unmasked Estep Score: -1283462.000000 Penalty: 915.465881 Iteration 57Q: 3 clusters Score -1283462 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 495 members Mstep: Class 2 contains 22895 members Entering Unmasked Estep Score: -1283464.000000 Penalty: 915.465881 Iteration 58Q: 3 clusters Score -1283464 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 490 members Mstep: Class 2 contains 22900 members Entering Unmasked Estep Score: -1283463.000000 Penalty: 915.465881 Iteration 59Q: 3 clusters Score -1283463 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 486 members Mstep: Class 2 contains 22904 members Entering Unmasked Estep Score: -1283464.750000 Penalty: 915.465881 Iteration 60F: 3 clusters Score -1283465 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 480 members Mstep: Class 2 contains 22910 members Entering Unmasked Estep Score: -1283466.125000 Penalty: 915.465881 Iteration 61Q: 3 clusters Score -1283466 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 472 members Mstep: Class 2 contains 22918 members Entering Unmasked Estep Score: -1283468.625000 Penalty: 915.465881 Iteration 62Q: 3 clusters Score -1283469 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 463 members Mstep: Class 2 contains 22927 members Entering Unmasked Estep Score: -1283475.125000 Penalty: 915.465881 Iteration 63Q: 3 clusters Score -1283475 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 451 members Mstep: Class 2 contains 22939 members Entering Unmasked Estep Score: -1283476.375000 Penalty: 915.465881 Iteration 64Q: 3 clusters Score -1283476 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 446 members Mstep: Class 2 contains 22944 members Entering Unmasked Estep Score: -1283477.125000 Penalty: 915.465881 Iteration 65Q: 3 clusters Score -1283477 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 440 members Mstep: Class 2 contains 22950 members Entering Unmasked Estep Score: -1283479.000000 Penalty: 915.465881 Iteration 66Q: 3 clusters Score -1283479 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 438 members Mstep: Class 2 contains 22952 members Entering Unmasked Estep Score: -1283478.250000 Penalty: 915.465881 Iteration 67Q: 3 clusters Score -1283478 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 431 members Mstep: Class 2 contains 22959 members Entering Unmasked Estep Score: -1283481.500000 Penalty: 915.465881 Iteration 68Q: 3 clusters Score -1283482 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 422 members Mstep: Class 2 contains 22968 members Entering Unmasked Estep Score: -1283483.125000 Penalty: 915.465881 Iteration 69Q: 3 clusters Score -1283483 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 416 members Mstep: Class 2 contains 22974 members Entering Unmasked Estep Score: -1283484.250000 Penalty: 915.465881 Iteration 70Q: 3 clusters Score -1283484 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 414 members Mstep: Class 2 contains 22976 members Entering Unmasked Estep Score: -1283483.125000 Penalty: 915.465881 Iteration 71Q: 3 clusters Score -1283483 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 414 members Mstep: Class 2 contains 22976 members Entering Unmasked Estep Score: -1283483.125000 Penalty: 915.465881 Iteration 72F: 3 clusters Score -1283483 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (15235 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15235 members Entering Unmasked Estep Score: -845945.125000 Penalty: 438.226440 Iteration 0F: 2 clusters Score -845945.1 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 7662 members Entering Unmasked Estep Score: -835859.375000 Penalty: 876.452881 Iteration 0F: 3 clusters Score -835859.4 nChanged 7198 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7099 members Mstep: Class 2 contains 8136 members Entering Unmasked Estep Score: -840119.500000 Penalty: 876.452881 Iteration 1F: 3 clusters Score -840119.5 nChanged 952 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6785 members Mstep: Class 2 contains 8450 members Entering Unmasked Estep Score: -840658.625000 Penalty: 876.452881 Iteration 2F: 3 clusters Score -840658.6 nChanged 1095 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6320 members Mstep: Class 2 contains 8915 members Entering Unmasked Estep Score: -841473.437500 Penalty: 876.452881 Iteration 3F: 3 clusters Score -841473.4 nChanged 1230 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5724 members Mstep: Class 2 contains 9511 members Entering Unmasked Estep Score: -842520.437500 Penalty: 876.452881 Iteration 4F: 3 clusters Score -842520.4 nChanged 1191 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5153 members Mstep: Class 2 contains 10082 members Entering Unmasked Estep Score: -843597.562500 Penalty: 876.452881 Iteration 5F: 3 clusters Score -843597.6 nChanged 994 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4739 members Mstep: Class 2 contains 10496 members Entering Unmasked Estep Score: -844400.875000 Penalty: 876.452881 Iteration 6F: 3 clusters Score -844400.9 nChanged 679 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4492 members Mstep: Class 2 contains 10743 members Entering Unmasked Estep Score: -844802.312500 Penalty: 876.452881 Iteration 7Q: 3 clusters Score -844802.3 nChanged 433 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4327 members Mstep: Class 2 contains 10908 members Entering Unmasked Estep Score: -844965.312500 Penalty: 876.452881 Iteration 8Q: 3 clusters Score -844965.3 nChanged 251 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4210 members Mstep: Class 2 contains 11025 members Entering Unmasked Estep Score: -845038.562500 Penalty: 876.452881 Iteration 9Q: 3 clusters Score -845038.6 nChanged 206 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4076 members Mstep: Class 2 contains 11159 members Entering Unmasked Estep Score: -845093.500000 Penalty: 876.452881 Iteration 10Q: 3 clusters Score -845093.5 nChanged 161 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3961 members Mstep: Class 2 contains 11274 members Entering Unmasked Estep Score: -845133.062500 Penalty: 876.452881 Iteration 11Q: 3 clusters Score -845133.1 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3860 members Mstep: Class 2 contains 11375 members Entering Unmasked Estep Score: -845160.062500 Penalty: 876.452881 Iteration 12Q: 3 clusters Score -845160.1 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3785 members Mstep: Class 2 contains 11450 members Entering Unmasked Estep Score: -845181.937500 Penalty: 876.452881 Iteration 13Q: 3 clusters Score -845181.9 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3698 members Mstep: Class 2 contains 11537 members Entering Unmasked Estep Score: -845206.875000 Penalty: 876.452881 Iteration 14Q: 3 clusters Score -845206.9 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3607 members Mstep: Class 2 contains 11628 members Entering Unmasked Estep Score: -845242.125000 Penalty: 876.452881 Iteration 15Q: 3 clusters Score -845242.1 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3508 members Mstep: Class 2 contains 11727 members Entering Unmasked Estep Score: -845279.625000 Penalty: 876.452881 Iteration 16Q: 3 clusters Score -845279.6 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3416 members Mstep: Class 2 contains 11819 members Entering Unmasked Estep Score: -845319.625000 Penalty: 876.452881 Iteration 17Q: 3 clusters Score -845319.6 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3312 members Mstep: Class 2 contains 11923 members Entering Unmasked Estep Score: -845372.000000 Penalty: 876.452881 Iteration 18Q: 3 clusters Score -845372 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3196 members Mstep: Class 2 contains 12039 members Entering Unmasked Estep Score: -845433.812500 Penalty: 876.452881 Iteration 19Q: 3 clusters Score -845433.8 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3085 members Mstep: Class 2 contains 12150 members Entering Unmasked Estep Score: -845498.250000 Penalty: 876.452881 Iteration 20F: 3 clusters Score -845498.2 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2971 members Mstep: Class 2 contains 12264 members Entering Unmasked Estep Score: -845562.937500 Penalty: 876.452881 Iteration 21Q: 3 clusters Score -845562.9 nChanged 158 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2835 members Mstep: Class 2 contains 12400 members Entering Unmasked Estep Score: -845636.562500 Penalty: 876.452881 Iteration 22Q: 3 clusters Score -845636.6 nChanged 151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2710 members Mstep: Class 2 contains 12525 members Entering Unmasked Estep Score: -845691.187500 Penalty: 876.452881 Iteration 23Q: 3 clusters Score -845691.2 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2610 members Mstep: Class 2 contains 12625 members Entering Unmasked Estep Score: -845720.500000 Penalty: 876.452881 Iteration 24Q: 3 clusters Score -845720.5 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2527 members Mstep: Class 2 contains 12708 members Entering Unmasked Estep Score: -845745.562500 Penalty: 876.452881 Iteration 25Q: 3 clusters Score -845745.6 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2453 members Mstep: Class 2 contains 12782 members Entering Unmasked Estep Score: -845764.187500 Penalty: 876.452881 Iteration 26Q: 3 clusters Score -845764.2 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2378 members Mstep: Class 2 contains 12857 members Entering Unmasked Estep Score: -845780.312500 Penalty: 876.452881 Iteration 27Q: 3 clusters Score -845780.3 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2310 members Mstep: Class 2 contains 12925 members Entering Unmasked Estep Score: -845797.437500 Penalty: 876.452881 Iteration 28Q: 3 clusters Score -845797.4 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2238 members Mstep: Class 2 contains 12997 members Entering Unmasked Estep Score: -845812.312500 Penalty: 876.452881 Iteration 29Q: 3 clusters Score -845812.3 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2176 members Mstep: Class 2 contains 13059 members Entering Unmasked Estep Score: -845823.437500 Penalty: 876.452881 Iteration 30Q: 3 clusters Score -845823.4 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2123 members Mstep: Class 2 contains 13112 members Entering Unmasked Estep Score: -845835.500000 Penalty: 876.452881 Iteration 31Q: 3 clusters Score -845835.5 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2064 members Mstep: Class 2 contains 13171 members Entering Unmasked Estep Score: -845847.312500 Penalty: 876.452881 Iteration 32Q: 3 clusters Score -845847.3 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2021 members Mstep: Class 2 contains 13214 members Entering Unmasked Estep Score: -845851.562500 Penalty: 876.452881 Iteration 33Q: 3 clusters Score -845851.6 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1977 members Mstep: Class 2 contains 13258 members Entering Unmasked Estep Score: -845863.937500 Penalty: 876.452881 Iteration 34Q: 3 clusters Score -845863.9 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1943 members Mstep: Class 2 contains 13292 members Entering Unmasked Estep Score: -845866.875000 Penalty: 876.452881 Iteration 35Q: 3 clusters Score -845866.9 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1909 members Mstep: Class 2 contains 13326 members Entering Unmasked Estep Score: -845875.250000 Penalty: 876.452881 Iteration 36Q: 3 clusters Score -845875.2 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1879 members Mstep: Class 2 contains 13356 members Entering Unmasked Estep Score: -845879.187500 Penalty: 876.452881 Iteration 37Q: 3 clusters Score -845879.2 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1850 members Mstep: Class 2 contains 13385 members Entering Unmasked Estep Score: -845883.562500 Penalty: 876.452881 Iteration 38Q: 3 clusters Score -845883.6 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1827 members Mstep: Class 2 contains 13408 members Entering Unmasked Estep Score: -845886.000000 Penalty: 876.452881 Iteration 39Q: 3 clusters Score -845886 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1809 members Mstep: Class 2 contains 13426 members Entering Unmasked Estep Score: -845888.625000 Penalty: 876.452881 Iteration 40F: 3 clusters Score -845888.6 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1794 members Mstep: Class 2 contains 13441 members Entering Unmasked Estep Score: -845887.562500 Penalty: 876.452881 Iteration 41Q: 3 clusters Score -845887.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1786 members Mstep: Class 2 contains 13449 members Entering Unmasked Estep Score: -845889.562500 Penalty: 876.452881 Iteration 42Q: 3 clusters Score -845889.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1777 members Mstep: Class 2 contains 13458 members Entering Unmasked Estep Score: -845892.062500 Penalty: 876.452881 Iteration 43Q: 3 clusters Score -845892.1 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1760 members Mstep: Class 2 contains 13475 members Entering Unmasked Estep Score: -845892.187500 Penalty: 876.452881 Iteration 44Q: 3 clusters Score -845892.2 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1745 members Mstep: Class 2 contains 13490 members Entering Unmasked Estep Score: -845895.250000 Penalty: 876.452881 Iteration 45Q: 3 clusters Score -845895.2 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1731 members Mstep: Class 2 contains 13504 members Entering Unmasked Estep Score: -845897.000000 Penalty: 876.452881 Iteration 46Q: 3 clusters Score -845897 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1722 members Mstep: Class 2 contains 13513 members Entering Unmasked Estep Score: -845897.625000 Penalty: 876.452881 Iteration 47Q: 3 clusters Score -845897.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1714 members Mstep: Class 2 contains 13521 members Entering Unmasked Estep Score: -845897.937500 Penalty: 876.452881 Iteration 48Q: 3 clusters Score -845897.9 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1701 members Mstep: Class 2 contains 13534 members Entering Unmasked Estep Score: -845900.250000 Penalty: 876.452881 Iteration 49Q: 3 clusters Score -845900.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1692 members Mstep: Class 2 contains 13543 members Entering Unmasked Estep Score: -845900.562500 Penalty: 876.452881 Iteration 50Q: 3 clusters Score -845900.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1682 members Mstep: Class 2 contains 13553 members Entering Unmasked Estep Score: -845899.562500 Penalty: 876.452881 Iteration 51Q: 3 clusters Score -845899.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1673 members Mstep: Class 2 contains 13562 members Entering Unmasked Estep Score: -845899.625000 Penalty: 876.452881 Iteration 52Q: 3 clusters Score -845899.6 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1662 members Mstep: Class 2 contains 13573 members Entering Unmasked Estep Score: -845900.812500 Penalty: 876.452881 Iteration 53Q: 3 clusters Score -845900.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1655 members Mstep: Class 2 contains 13580 members Entering Unmasked Estep Score: -845900.250000 Penalty: 876.452881 Iteration 54Q: 3 clusters Score -845900.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1652 members Mstep: Class 2 contains 13583 members Entering Unmasked Estep Score: -845900.750000 Penalty: 876.452881 Iteration 55Q: 3 clusters Score -845900.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1644 members Mstep: Class 2 contains 13591 members Entering Unmasked Estep Score: -845904.062500 Penalty: 876.452881 Iteration 56Q: 3 clusters Score -845904.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1636 members Mstep: Class 2 contains 13599 members Entering Unmasked Estep Score: -845905.125000 Penalty: 876.452881 Iteration 57Q: 3 clusters Score -845905.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1628 members Mstep: Class 2 contains 13607 members Entering Unmasked Estep Score: -845906.000000 Penalty: 876.452881 Iteration 58Q: 3 clusters Score -845906 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1619 members Mstep: Class 2 contains 13616 members Entering Unmasked Estep Score: -845908.125000 Penalty: 876.452881 Iteration 59Q: 3 clusters Score -845908.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1617 members Mstep: Class 2 contains 13618 members Entering Unmasked Estep Score: -845907.187500 Penalty: 876.452881 Iteration 60F: 3 clusters Score -845907.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1612 members Mstep: Class 2 contains 13623 members Entering Unmasked Estep Score: -845906.437500 Penalty: 876.452881 Iteration 61Q: 3 clusters Score -845906.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1606 members Mstep: Class 2 contains 13629 members Entering Unmasked Estep Score: -845907.375000 Penalty: 876.452881 Iteration 62Q: 3 clusters Score -845907.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1600 members Mstep: Class 2 contains 13635 members Entering Unmasked Estep Score: -845907.687500 Penalty: 876.452881 Iteration 63Q: 3 clusters Score -845907.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1595 members Mstep: Class 2 contains 13640 members Entering Unmasked Estep Score: -845906.937500 Penalty: 876.452881 Iteration 64Q: 3 clusters Score -845906.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1595 members Mstep: Class 2 contains 13640 members Entering Unmasked Estep Score: -845906.937500 Penalty: 876.452881 Iteration 65F: 3 clusters Score -845906.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 21 (2294 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2294 members Entering Unmasked Estep Score: -129032.929688 Penalty: 352.081390 Iteration 0F: 2 clusters Score -129032.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1157 members Mstep: Class 2 contains 1137 members Entering Unmasked Estep Score: -127387.015625 Penalty: 704.162781 Iteration 0F: 3 clusters Score -127387 nChanged 1030 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1309 members Mstep: Class 2 contains 985 members Entering Unmasked Estep Score: -128058.187500 Penalty: 704.162781 Iteration 1F: 3 clusters Score -128058.2 nChanged 185 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1362 members Mstep: Class 2 contains 932 members Entering Unmasked Estep Score: -128153.898438 Penalty: 704.162781 Iteration 2F: 3 clusters Score -128153.9 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1421 members Mstep: Class 2 contains 873 members Entering Unmasked Estep Score: -128233.343750 Penalty: 704.162781 Iteration 3F: 3 clusters Score -128233.3 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1467 members Mstep: Class 2 contains 827 members Entering Unmasked Estep Score: -128295.210938 Penalty: 704.162781 Iteration 4Q: 3 clusters Score -128295.2 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1500 members Mstep: Class 2 contains 794 members Entering Unmasked Estep Score: -128340.132812 Penalty: 704.162781 Iteration 5Q: 3 clusters Score -128340.1 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1523 members Mstep: Class 2 contains 771 members Entering Unmasked Estep Score: -128371.617188 Penalty: 704.162781 Iteration 6Q: 3 clusters Score -128371.6 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1545 members Mstep: Class 2 contains 749 members Entering Unmasked Estep Score: -128401.976562 Penalty: 704.162781 Iteration 7Q: 3 clusters Score -128402 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1563 members Mstep: Class 2 contains 731 members Entering Unmasked Estep Score: -128419.265625 Penalty: 704.162781 Iteration 8Q: 3 clusters Score -128419.3 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1574 members Mstep: Class 2 contains 720 members Entering Unmasked Estep Score: -128430.250000 Penalty: 704.162781 Iteration 9Q: 3 clusters Score -128430.2 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1591 members Mstep: Class 2 contains 703 members Entering Unmasked Estep Score: -128446.156250 Penalty: 704.162781 Iteration 10Q: 3 clusters Score -128446.2 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1610 members Mstep: Class 2 contains 684 members Entering Unmasked Estep Score: -128466.367188 Penalty: 704.162781 Iteration 11Q: 3 clusters Score -128466.4 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1630 members Mstep: Class 2 contains 664 members Entering Unmasked Estep Score: -128486.226562 Penalty: 704.162781 Iteration 12Q: 3 clusters Score -128486.2 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1643 members Mstep: Class 2 contains 651 members Entering Unmasked Estep Score: -128504.820312 Penalty: 704.162781 Iteration 13Q: 3 clusters Score -128504.8 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1659 members Mstep: Class 2 contains 635 members Entering Unmasked Estep Score: -128523.523438 Penalty: 704.162781 Iteration 14Q: 3 clusters Score -128523.5 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1671 members Mstep: Class 2 contains 623 members Entering Unmasked Estep Score: -128532.195312 Penalty: 704.162781 Iteration 15Q: 3 clusters Score -128532.2 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1682 members Mstep: Class 2 contains 612 members Entering Unmasked Estep Score: -128538.421875 Penalty: 704.162781 Iteration 16Q: 3 clusters Score -128538.4 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1698 members Mstep: Class 2 contains 596 members Entering Unmasked Estep Score: -128554.750000 Penalty: 704.162781 Iteration 17Q: 3 clusters Score -128554.8 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1709 members Mstep: Class 2 contains 585 members Entering Unmasked Estep Score: -128567.085938 Penalty: 704.162781 Iteration 18Q: 3 clusters Score -128567.1 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1714 members Mstep: Class 2 contains 580 members Entering Unmasked Estep Score: -128576.281250 Penalty: 704.162781 Iteration 19Q: 3 clusters Score -128576.3 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1719 members Mstep: Class 2 contains 575 members Entering Unmasked Estep Score: -128584.054688 Penalty: 704.162781 Iteration 20F: 3 clusters Score -128584.1 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1724 members Mstep: Class 2 contains 570 members Entering Unmasked Estep Score: -128595.625000 Penalty: 704.162781 Iteration 21Q: 3 clusters Score -128595.6 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1732 members Mstep: Class 2 contains 562 members Entering Unmasked Estep Score: -128605.203125 Penalty: 704.162781 Iteration 22Q: 3 clusters Score -128605.2 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1739 members Mstep: Class 2 contains 555 members Entering Unmasked Estep Score: -128614.101562 Penalty: 704.162781 Iteration 23Q: 3 clusters Score -128614.1 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1747 members Mstep: Class 2 contains 547 members Entering Unmasked Estep Score: -128620.531250 Penalty: 704.162781 Iteration 24Q: 3 clusters Score -128620.5 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1755 members Mstep: Class 2 contains 539 members Entering Unmasked Estep Score: -128626.421875 Penalty: 704.162781 Iteration 25Q: 3 clusters Score -128626.4 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1763 members Mstep: Class 2 contains 531 members Entering Unmasked Estep Score: -128629.867188 Penalty: 704.162781 Iteration 26Q: 3 clusters Score -128629.9 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1773 members Mstep: Class 2 contains 521 members Entering Unmasked Estep Score: -128634.062500 Penalty: 704.162781 Iteration 27Q: 3 clusters Score -128634.1 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1784 members Mstep: Class 2 contains 510 members Entering Unmasked Estep Score: -128638.078125 Penalty: 704.162781 Iteration 28Q: 3 clusters Score -128638.1 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1797 members Mstep: Class 2 contains 497 members Entering Unmasked Estep Score: -128644.960938 Penalty: 704.162781 Iteration 29Q: 3 clusters Score -128645 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1814 members Mstep: Class 2 contains 480 members Entering Unmasked Estep Score: -128652.906250 Penalty: 704.162781 Iteration 30Q: 3 clusters Score -128652.9 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1833 members Mstep: Class 2 contains 461 members Entering Unmasked Estep Score: -128659.953125 Penalty: 704.162781 Iteration 31Q: 3 clusters Score -128660 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1848 members Mstep: Class 2 contains 446 members Entering Unmasked Estep Score: -128667.578125 Penalty: 704.162781 Iteration 32Q: 3 clusters Score -128667.6 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1864 members Mstep: Class 2 contains 430 members Entering Unmasked Estep Score: -128675.171875 Penalty: 704.162781 Iteration 33Q: 3 clusters Score -128675.2 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1878 members Mstep: Class 2 contains 416 members Entering Unmasked Estep Score: -128680.828125 Penalty: 704.162781 Iteration 34Q: 3 clusters Score -128680.8 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1887 members Mstep: Class 2 contains 407 members Entering Unmasked Estep Score: -128685.375000 Penalty: 704.162781 Iteration 35Q: 3 clusters Score -128685.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1895 members Mstep: Class 2 contains 399 members Entering Unmasked Estep Score: -128687.250000 Penalty: 704.162781 Iteration 36Q: 3 clusters Score -128687.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1899 members Mstep: Class 2 contains 395 members Entering Unmasked Estep Score: -128689.109375 Penalty: 704.162781 Iteration 37Q: 3 clusters Score -128689.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1906 members Mstep: Class 2 contains 388 members Entering Unmasked Estep Score: -128691.132812 Penalty: 704.162781 Iteration 38Q: 3 clusters Score -128691.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1910 members Mstep: Class 2 contains 384 members Entering Unmasked Estep Score: -128692.898438 Penalty: 704.162781 Iteration 39Q: 3 clusters Score -128692.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1915 members Mstep: Class 2 contains 379 members Entering Unmasked Estep Score: -128693.960938 Penalty: 704.162781 Iteration 40F: 3 clusters Score -128694 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1919 members Mstep: Class 2 contains 375 members Entering Unmasked Estep Score: -128695.328125 Penalty: 704.162781 Iteration 41Q: 3 clusters Score -128695.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1923 members Mstep: Class 2 contains 371 members Entering Unmasked Estep Score: -128696.187500 Penalty: 704.162781 Iteration 42Q: 3 clusters Score -128696.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1925 members Mstep: Class 2 contains 369 members Entering Unmasked Estep Score: -128696.335938 Penalty: 704.162781 Iteration 43Q: 3 clusters Score -128696.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1925 members Mstep: Class 2 contains 369 members Entering Unmasked Estep Score: -128696.335938 Penalty: 704.162781 Iteration 44F: 3 clusters Score -128696.3 nChanged 0 Entering ConstructFrom: Trying to split cluster 22 (102 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 102 members Entering Unmasked Estep Score: -3997.584961 Penalty: 210.436264 Iteration 0F: 2 clusters Score -3997.585 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 43 members Entering Unmasked Estep Score: -3815.515869 Penalty: 420.872528 Iteration 0F: 3 clusters Score -3815.516 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 69 members Mstep: Class 2 contains 33 members Entering Unmasked Estep Score: -3879.119385 Penalty: 420.872528 Iteration 1F: 3 clusters Score -3879.119 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 68 members Mstep: Class 2 contains 34 members Entering Unmasked Estep Score: -3902.058594 Penalty: 420.872528 Iteration 2Q: 3 clusters Score -3902.059 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 69 members Mstep: Class 2 contains 33 members Entering Unmasked Estep Score: -3904.900879 Penalty: 420.872528 Iteration 3Q: 3 clusters Score -3904.901 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70 members Mstep: Class 2 contains 32 members Entering Unmasked Estep Score: -3909.706787 Penalty: 420.872528 Iteration 4Q: 3 clusters Score -3909.707 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70 members Mstep: Class 2 contains 32 members Entering Unmasked Estep Score: -3909.706787 Penalty: 420.872528 Iteration 5F: 3 clusters Score -3909.707 nChanged 0 Entering ConstructFrom: Trying to split cluster 23 (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: -17734.617188 Penalty: 266.275208 Iteration 0F: 2 clusters Score -17734.62 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 171 members Entering Unmasked Estep Score: -17368.462891 Penalty: 532.550415 Iteration 0F: 3 clusters Score -17368.46 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 189 members Mstep: Class 2 contains 159 members Entering Unmasked Estep Score: -17467.775391 Penalty: 532.550415 Iteration 1F: 3 clusters Score -17467.78 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 187 members Mstep: Class 2 contains 161 members Entering Unmasked Estep Score: -17486.701172 Penalty: 532.550415 Iteration 2F: 3 clusters Score -17486.7 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 186 members Mstep: Class 2 contains 162 members Entering Unmasked Estep Score: -17497.472656 Penalty: 532.550415 Iteration 3Q: 3 clusters Score -17497.47 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 190 members Mstep: Class 2 contains 158 members Entering Unmasked Estep Score: -17502.228516 Penalty: 532.550415 Iteration 4Q: 3 clusters Score -17502.23 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 192 members Mstep: Class 2 contains 156 members Entering Unmasked Estep Score: -17513.263672 Penalty: 532.550415 Iteration 5Q: 3 clusters Score -17513.26 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 193 members Mstep: Class 2 contains 155 members Entering Unmasked Estep Score: -17519.962891 Penalty: 532.550415 Iteration 6Q: 3 clusters Score -17519.96 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 193 members Mstep: Class 2 contains 155 members Entering Unmasked Estep Score: -17527.396484 Penalty: 532.550415 Iteration 7Q: 3 clusters Score -17527.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 194 members Mstep: Class 2 contains 154 members Entering Unmasked Estep Score: -17537.191406 Penalty: 532.550415 Iteration 8Q: 3 clusters Score -17537.19 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 193 members Mstep: Class 2 contains 155 members Entering Unmasked Estep Score: -17545.720703 Penalty: 532.550415 Iteration 9Q: 3 clusters Score -17545.72 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 193 members Mstep: Class 2 contains 155 members Entering Unmasked Estep Score: -17550.259766 Penalty: 532.550415 Iteration 10Q: 3 clusters Score -17550.26 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 194 members Mstep: Class 2 contains 154 members Entering Unmasked Estep Score: -17551.058594 Penalty: 532.550415 Iteration 11Q: 3 clusters Score -17551.06 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 195 members Mstep: Class 2 contains 153 members Entering Unmasked Estep Score: -17552.308594 Penalty: 532.550415 Iteration 12Q: 3 clusters Score -17552.31 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 195 members Mstep: Class 2 contains 153 members Entering Unmasked Estep Score: -17552.308594 Penalty: 532.550415 Iteration 13F: 3 clusters Score -17552.31 nChanged 0 Entering ConstructFrom: Trying to split cluster 24 (6177 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6177 members Entering Unmasked Estep Score: -314631.437500 Penalty: 397.150757 Iteration 0F: 2 clusters Score -314631.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3080 members Mstep: Class 2 contains 3097 members Entering Unmasked Estep Score: -310449.500000 Penalty: 794.301514 Iteration 0F: 3 clusters Score -310449.5 nChanged 2825 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2787 members Mstep: Class 2 contains 3390 members Entering Unmasked Estep Score: -312206.375000 Penalty: 794.301514 Iteration 1F: 3 clusters Score -312206.4 nChanged 469 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2630 members Mstep: Class 2 contains 3547 members Entering Unmasked Estep Score: -312509.906250 Penalty: 794.301514 Iteration 2F: 3 clusters Score -312509.9 nChanged 452 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2484 members Mstep: Class 2 contains 3693 members Entering Unmasked Estep Score: -312885.437500 Penalty: 794.301514 Iteration 3F: 3 clusters Score -312885.4 nChanged 480 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2384 members Mstep: Class 2 contains 3793 members Entering Unmasked Estep Score: -313332.000000 Penalty: 794.301514 Iteration 4F: 3 clusters Score -313332 nChanged 434 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2320 members Mstep: Class 2 contains 3857 members Entering Unmasked Estep Score: -313674.843750 Penalty: 794.301514 Iteration 5F: 3 clusters Score -313674.8 nChanged 341 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2267 members Mstep: Class 2 contains 3910 members Entering Unmasked Estep Score: -313886.968750 Penalty: 794.301514 Iteration 6F: 3 clusters Score -313887 nChanged 236 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2249 members Mstep: Class 2 contains 3928 members Entering Unmasked Estep Score: -313996.125000 Penalty: 794.301514 Iteration 7Q: 3 clusters Score -313996.1 nChanged 156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2251 members Mstep: Class 2 contains 3926 members Entering Unmasked Estep Score: -314046.906250 Penalty: 794.301514 Iteration 8Q: 3 clusters Score -314046.9 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2252 members Mstep: Class 2 contains 3925 members Entering Unmasked Estep Score: -314075.375000 Penalty: 794.301514 Iteration 9Q: 3 clusters Score -314075.4 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2245 members Mstep: Class 2 contains 3932 members Entering Unmasked Estep Score: -314091.906250 Penalty: 794.301514 Iteration 10Q: 3 clusters Score -314091.9 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2224 members Mstep: Class 2 contains 3953 members Entering Unmasked Estep Score: -314103.031250 Penalty: 794.301514 Iteration 11Q: 3 clusters Score -314103 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2205 members Mstep: Class 2 contains 3972 members Entering Unmasked Estep Score: -314109.562500 Penalty: 794.301514 Iteration 12Q: 3 clusters Score -314109.6 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2181 members Mstep: Class 2 contains 3996 members Entering Unmasked Estep Score: -314114.156250 Penalty: 794.301514 Iteration 13Q: 3 clusters Score -314114.2 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2164 members Mstep: Class 2 contains 4013 members Entering Unmasked Estep Score: -314117.031250 Penalty: 794.301514 Iteration 14Q: 3 clusters Score -314117 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2147 members Mstep: Class 2 contains 4030 members Entering Unmasked Estep Score: -314121.250000 Penalty: 794.301514 Iteration 15Q: 3 clusters Score -314121.2 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2124 members Mstep: Class 2 contains 4053 members Entering Unmasked Estep Score: -314128.625000 Penalty: 794.301514 Iteration 16Q: 3 clusters Score -314128.6 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2101 members Mstep: Class 2 contains 4076 members Entering Unmasked Estep Score: -314134.875000 Penalty: 794.301514 Iteration 17Q: 3 clusters Score -314134.9 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2075 members Mstep: Class 2 contains 4102 members Entering Unmasked Estep Score: -314140.187500 Penalty: 794.301514 Iteration 18Q: 3 clusters Score -314140.2 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2039 members Mstep: Class 2 contains 4138 members Entering Unmasked Estep Score: -314149.031250 Penalty: 794.301514 Iteration 19Q: 3 clusters Score -314149 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1996 members Mstep: Class 2 contains 4181 members Entering Unmasked Estep Score: -314163.281250 Penalty: 794.301514 Iteration 20F: 3 clusters Score -314163.3 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1948 members Mstep: Class 2 contains 4229 members Entering Unmasked Estep Score: -314177.093750 Penalty: 794.301514 Iteration 21Q: 3 clusters Score -314177.1 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1905 members Mstep: Class 2 contains 4272 members Entering Unmasked Estep Score: -314192.187500 Penalty: 794.301514 Iteration 22Q: 3 clusters Score -314192.2 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1852 members Mstep: Class 2 contains 4325 members Entering Unmasked Estep Score: -314212.156250 Penalty: 794.301514 Iteration 23Q: 3 clusters Score -314212.2 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1791 members Mstep: Class 2 contains 4386 members Entering Unmasked Estep Score: -314233.593750 Penalty: 794.301514 Iteration 24Q: 3 clusters Score -314233.6 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1741 members Mstep: Class 2 contains 4436 members Entering Unmasked Estep Score: -314252.500000 Penalty: 794.301514 Iteration 25Q: 3 clusters Score -314252.5 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1698 members Mstep: Class 2 contains 4479 members Entering Unmasked Estep Score: -314272.125000 Penalty: 794.301514 Iteration 26Q: 3 clusters Score -314272.1 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1655 members Mstep: Class 2 contains 4522 members Entering Unmasked Estep Score: -314290.250000 Penalty: 794.301514 Iteration 27Q: 3 clusters Score -314290.2 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1614 members Mstep: Class 2 contains 4563 members Entering Unmasked Estep Score: -314311.375000 Penalty: 794.301514 Iteration 28Q: 3 clusters Score -314311.4 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1571 members Mstep: Class 2 contains 4606 members Entering Unmasked Estep Score: -314341.812500 Penalty: 794.301514 Iteration 29Q: 3 clusters Score -314341.8 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1539 members Mstep: Class 2 contains 4638 members Entering Unmasked Estep Score: -314377.562500 Penalty: 794.301514 Iteration 30Q: 3 clusters Score -314377.6 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1493 members Mstep: Class 2 contains 4684 members Entering Unmasked Estep Score: -314418.500000 Penalty: 794.301514 Iteration 31Q: 3 clusters Score -314418.5 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1443 members Mstep: Class 2 contains 4734 members Entering Unmasked Estep Score: -314451.500000 Penalty: 794.301514 Iteration 32Q: 3 clusters Score -314451.5 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1412 members Mstep: Class 2 contains 4765 members Entering Unmasked Estep Score: -314471.468750 Penalty: 794.301514 Iteration 33Q: 3 clusters Score -314471.5 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1389 members Mstep: Class 2 contains 4788 members Entering Unmasked Estep Score: -314489.656250 Penalty: 794.301514 Iteration 34Q: 3 clusters Score -314489.7 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1372 members Mstep: Class 2 contains 4805 members Entering Unmasked Estep Score: -314503.812500 Penalty: 794.301514 Iteration 35Q: 3 clusters Score -314503.8 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1356 members Mstep: Class 2 contains 4821 members Entering Unmasked Estep Score: -314512.281250 Penalty: 794.301514 Iteration 36Q: 3 clusters Score -314512.3 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1337 members Mstep: Class 2 contains 4840 members Entering Unmasked Estep Score: -314516.375000 Penalty: 794.301514 Iteration 37Q: 3 clusters Score -314516.4 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1322 members Mstep: Class 2 contains 4855 members Entering Unmasked Estep Score: -314521.468750 Penalty: 794.301514 Iteration 38Q: 3 clusters Score -314521.5 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1310 members Mstep: Class 2 contains 4867 members Entering Unmasked Estep Score: -314524.062500 Penalty: 794.301514 Iteration 39Q: 3 clusters Score -314524.1 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1305 members Mstep: Class 2 contains 4872 members Entering Unmasked Estep Score: -314524.718750 Penalty: 794.301514 Iteration 40F: 3 clusters Score -314524.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1301 members Mstep: Class 2 contains 4876 members Entering Unmasked Estep Score: -314525.656250 Penalty: 794.301514 Iteration 41Q: 3 clusters Score -314525.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1298 members Mstep: Class 2 contains 4879 members Entering Unmasked Estep Score: -314526.125000 Penalty: 794.301514 Iteration 42Q: 3 clusters Score -314526.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1295 members Mstep: Class 2 contains 4882 members Entering Unmasked Estep Score: -314527.062500 Penalty: 794.301514 Iteration 43Q: 3 clusters Score -314527.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1291 members Mstep: Class 2 contains 4886 members Entering Unmasked Estep Score: -314527.187500 Penalty: 794.301514 Iteration 44Q: 3 clusters Score -314527.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1286 members Mstep: Class 2 contains 4891 members Entering Unmasked Estep Score: -314527.031250 Penalty: 794.301514 Iteration 45Q: 3 clusters Score -314527 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1282 members Mstep: Class 2 contains 4895 members Entering Unmasked Estep Score: -314527.562500 Penalty: 794.301514 Iteration 46Q: 3 clusters Score -314527.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1277 members Mstep: Class 2 contains 4900 members Entering Unmasked Estep Score: -314527.812500 Penalty: 794.301514 Iteration 47Q: 3 clusters Score -314527.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1270 members Mstep: Class 2 contains 4907 members Entering Unmasked Estep Score: -314529.250000 Penalty: 794.301514 Iteration 48Q: 3 clusters Score -314529.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1267 members Mstep: Class 2 contains 4910 members Entering Unmasked Estep Score: -314529.125000 Penalty: 794.301514 Iteration 49Q: 3 clusters Score -314529.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1264 members Mstep: Class 2 contains 4913 members Entering Unmasked Estep Score: -314529.406250 Penalty: 794.301514 Iteration 50Q: 3 clusters Score -314529.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1263 members Mstep: Class 2 contains 4914 members Entering Unmasked Estep Score: -314529.250000 Penalty: 794.301514 Iteration 51Q: 3 clusters Score -314529.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1262 members Mstep: Class 2 contains 4915 members Entering Unmasked Estep Score: -314529.437500 Penalty: 794.301514 Iteration 52Q: 3 clusters Score -314529.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1262 members Mstep: Class 2 contains 4915 members Entering Unmasked Estep Score: -314529.437500 Penalty: 794.301514 Iteration 53F: 3 clusters Score -314529.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 25 (146228 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 146228 members Entering Unmasked Estep Score: -8175368.500000 Penalty: 541.127991 Iteration 0F: 2 clusters Score -8175368 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 73122 members Mstep: Class 2 contains 73106 members Entering Unmasked Estep Score: -8076351.500000 Penalty: 1082.255981 Iteration 0F: 3 clusters Score -8076352 nChanged 71439 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70449 members Mstep: Class 2 contains 75779 members Entering Unmasked Estep Score: -8124303.500000 Penalty: 1082.255981 Iteration 1F: 3 clusters Score -8124304 nChanged 8465 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 69480 members Mstep: Class 2 contains 76748 members Entering Unmasked Estep Score: -8129254.500000 Penalty: 1082.255981 Iteration 2F: 3 clusters Score -8129254 nChanged 9260 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 68588 members Mstep: Class 2 contains 77640 members Entering Unmasked Estep Score: -8135680.500000 Penalty: 1082.255981 Iteration 3F: 3 clusters Score -8135680 nChanged 9920 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67774 members Mstep: Class 2 contains 78454 members Entering Unmasked Estep Score: -8143407.000000 Penalty: 1082.255981 Iteration 4F: 3 clusters Score -8143407 nChanged 9548 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67102 members Mstep: Class 2 contains 79126 members Entering Unmasked Estep Score: -8150367.500000 Penalty: 1082.255981 Iteration 5F: 3 clusters Score -8150368 nChanged 7273 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66471 members Mstep: Class 2 contains 79757 members Entering Unmasked Estep Score: -8154013.000000 Penalty: 1082.255981 Iteration 6Q: 3 clusters Score -8154013 nChanged 4661 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65868 members Mstep: Class 2 contains 80360 members Entering Unmasked Estep Score: -8155589.500000 Penalty: 1082.255981 Iteration 7Q: 3 clusters Score -8155590 nChanged 3019 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65265 members Mstep: Class 2 contains 80963 members Entering Unmasked Estep Score: -8156412.500000 Penalty: 1082.255981 Iteration 8Q: 3 clusters Score -8156412 nChanged 2393 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64676 members Mstep: Class 2 contains 81552 members Entering Unmasked Estep Score: -8157166.000000 Penalty: 1082.255981 Iteration 9Q: 3 clusters Score -8157166 nChanged 2195 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64187 members Mstep: Class 2 contains 82041 members Entering Unmasked Estep Score: -8157846.500000 Penalty: 1082.255981 Iteration 10Q: 3 clusters Score -8157846 nChanged 2243 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63812 members Mstep: Class 2 contains 82416 members Entering Unmasked Estep Score: -8158552.000000 Penalty: 1082.255981 Iteration 11Q: 3 clusters Score -8158552 nChanged 2216 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63508 members Mstep: Class 2 contains 82720 members Entering Unmasked Estep Score: -8159253.500000 Penalty: 1082.255981 Iteration 12Q: 3 clusters Score -8159254 nChanged 2360 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63262 members Mstep: Class 2 contains 82966 members Entering Unmasked Estep Score: -8159976.000000 Penalty: 1082.255981 Iteration 13Q: 3 clusters Score -8159976 nChanged 2216 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63088 members Mstep: Class 2 contains 83140 members Entering Unmasked Estep Score: -8160649.500000 Penalty: 1082.255981 Iteration 14Q: 3 clusters Score -8160650 nChanged 2120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63044 members Mstep: Class 2 contains 83184 members Entering Unmasked Estep Score: -8161206.000000 Penalty: 1082.255981 Iteration 15Q: 3 clusters Score -8161206 nChanged 1990 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63128 members Mstep: Class 2 contains 83100 members Entering Unmasked Estep Score: -8161726.000000 Penalty: 1082.255981 Iteration 16Q: 3 clusters Score -8161726 nChanged 1867 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63359 members Mstep: Class 2 contains 82869 members Entering Unmasked Estep Score: -8162237.500000 Penalty: 1082.255981 Iteration 17Q: 3 clusters Score -8162238 nChanged 1728 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63657 members Mstep: Class 2 contains 82571 members Entering Unmasked Estep Score: -8162626.000000 Penalty: 1082.255981 Iteration 18Q: 3 clusters Score -8162626 nChanged 1582 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63983 members Mstep: Class 2 contains 82245 members Entering Unmasked Estep Score: -8163011.500000 Penalty: 1082.255981 Iteration 19Q: 3 clusters Score -8163012 nChanged 1451 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64442 members Mstep: Class 2 contains 81786 members Entering Unmasked Estep Score: -8163323.000000 Penalty: 1082.255981 Iteration 20F: 3 clusters Score -8163323 nChanged 1353 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64987 members Mstep: Class 2 contains 81241 members Entering Unmasked Estep Score: -8163612.500000 Penalty: 1082.255981 Iteration 21Q: 3 clusters Score -8163612 nChanged 1274 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65593 members Mstep: Class 2 contains 80635 members Entering Unmasked Estep Score: -8163932.500000 Penalty: 1082.255981 Iteration 22Q: 3 clusters Score -8163932 nChanged 1216 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66257 members Mstep: Class 2 contains 79971 members Entering Unmasked Estep Score: -8164166.500000 Penalty: 1082.255981 Iteration 23Q: 3 clusters Score -8164166 nChanged 1138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66981 members Mstep: Class 2 contains 79247 members Entering Unmasked Estep Score: -8164389.000000 Penalty: 1082.255981 Iteration 24Q: 3 clusters Score -8164389 nChanged 1071 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67676 members Mstep: Class 2 contains 78552 members Entering Unmasked Estep Score: -8164644.000000 Penalty: 1082.255981 Iteration 25Q: 3 clusters Score -8164644 nChanged 1022 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 68424 members Mstep: Class 2 contains 77804 members Entering Unmasked Estep Score: -8164810.500000 Penalty: 1082.255981 Iteration 26Q: 3 clusters Score -8164810 nChanged 966 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 69184 members Mstep: Class 2 contains 77044 members Entering Unmasked Estep Score: -8164955.000000 Penalty: 1082.255981 Iteration 27Q: 3 clusters Score -8164955 nChanged 979 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 69999 members Mstep: Class 2 contains 76229 members Entering Unmasked Estep Score: -8165174.500000 Penalty: 1082.255981 Iteration 28Q: 3 clusters Score -8165174 nChanged 940 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70817 members Mstep: Class 2 contains 75411 members Entering Unmasked Estep Score: -8165301.000000 Penalty: 1082.255981 Iteration 29Q: 3 clusters Score -8165301 nChanged 951 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71690 members Mstep: Class 2 contains 74538 members Entering Unmasked Estep Score: -8165395.500000 Penalty: 1082.255981 Iteration 30Q: 3 clusters Score -8165396 nChanged 992 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72630 members Mstep: Class 2 contains 73598 members Entering Unmasked Estep Score: -8165603.000000 Penalty: 1082.255981 Iteration 31Q: 3 clusters Score -8165603 nChanged 1009 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 73609 members Mstep: Class 2 contains 72619 members Entering Unmasked Estep Score: -8165735.500000 Penalty: 1082.255981 Iteration 32Q: 3 clusters Score -8165736 nChanged 979 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 74572 members Mstep: Class 2 contains 71656 members Entering Unmasked Estep Score: -8165859.500000 Penalty: 1082.255981 Iteration 33Q: 3 clusters Score -8165860 nChanged 1014 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 75578 members Mstep: Class 2 contains 70650 members Entering Unmasked Estep Score: -8166060.000000 Penalty: 1082.255981 Iteration 34Q: 3 clusters Score -8166060 nChanged 999 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 76571 members Mstep: Class 2 contains 69657 members Entering Unmasked Estep Score: -8166218.000000 Penalty: 1082.255981 Iteration 35Q: 3 clusters Score -8166218 nChanged 972 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 77539 members Mstep: Class 2 contains 68689 members Entering Unmasked Estep Score: -8166307.000000 Penalty: 1082.255981 Iteration 36Q: 3 clusters Score -8166307 nChanged 984 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 78523 members Mstep: Class 2 contains 67705 members Entering Unmasked Estep Score: -8166431.000000 Penalty: 1082.255981 Iteration 37Q: 3 clusters Score -8166431 nChanged 993 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 79516 members Mstep: Class 2 contains 66712 members Entering Unmasked Estep Score: -8166538.500000 Penalty: 1082.255981 Iteration 38Q: 3 clusters Score -8166538 nChanged 989 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 80501 members Mstep: Class 2 contains 65727 members Entering Unmasked Estep Score: -8166695.000000 Penalty: 1082.255981 Iteration 39Q: 3 clusters Score -8166695 nChanged 1011 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81512 members Mstep: Class 2 contains 64716 members Entering Unmasked Estep Score: -8166890.000000 Penalty: 1082.255981 Iteration 40F: 3 clusters Score -8166890 nChanged 1015 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 82525 members Mstep: Class 2 contains 63703 members Entering Unmasked Estep Score: -8166996.500000 Penalty: 1082.255981 Iteration 41Q: 3 clusters Score -8166996 nChanged 910 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 83433 members Mstep: Class 2 contains 62795 members Entering Unmasked Estep Score: -8167151.000000 Penalty: 1082.255981 Iteration 42Q: 3 clusters Score -8167151 nChanged 938 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 84369 members Mstep: Class 2 contains 61859 members Entering Unmasked Estep Score: -8167359.500000 Penalty: 1082.255981 Iteration 43Q: 3 clusters Score -8167360 nChanged 945 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 85314 members Mstep: Class 2 contains 60914 members Entering Unmasked Estep Score: -8167513.000000 Penalty: 1082.255981 Iteration 44Q: 3 clusters Score -8167513 nChanged 946 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 86260 members Mstep: Class 2 contains 59968 members Entering Unmasked Estep Score: -8167631.500000 Penalty: 1082.255981 Iteration 45Q: 3 clusters Score -8167632 nChanged 955 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 87215 members Mstep: Class 2 contains 59013 members Entering Unmasked Estep Score: -8167766.000000 Penalty: 1082.255981 Iteration 46Q: 3 clusters Score -8167766 nChanged 927 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 88138 members Mstep: Class 2 contains 58090 members Entering Unmasked Estep Score: -8167837.500000 Penalty: 1082.255981 Iteration 47Q: 3 clusters Score -8167838 nChanged 891 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 89029 members Mstep: Class 2 contains 57199 members Entering Unmasked Estep Score: -8167991.500000 Penalty: 1082.255981 Iteration 48Q: 3 clusters Score -8167992 nChanged 908 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 89937 members Mstep: Class 2 contains 56291 members Entering Unmasked Estep Score: -8168223.000000 Penalty: 1082.255981 Iteration 49Q: 3 clusters Score -8168223 nChanged 954 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 90887 members Mstep: Class 2 contains 55341 members Entering Unmasked Estep Score: -8168395.500000 Penalty: 1082.255981 Iteration 50Q: 3 clusters Score -8168396 nChanged 941 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 91820 members Mstep: Class 2 contains 54408 members Entering Unmasked Estep Score: -8168567.500000 Penalty: 1082.255981 Iteration 51Q: 3 clusters Score -8168568 nChanged 910 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 92720 members Mstep: Class 2 contains 53508 members Entering Unmasked Estep Score: -8168724.000000 Penalty: 1082.255981 Iteration 52Q: 3 clusters Score -8168724 nChanged 899 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 93613 members Mstep: Class 2 contains 52615 members Entering Unmasked Estep Score: -8168858.000000 Penalty: 1082.255981 Iteration 53Q: 3 clusters Score -8168858 nChanged 889 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 94502 members Mstep: Class 2 contains 51726 members Entering Unmasked Estep Score: -8169035.500000 Penalty: 1082.255981 Iteration 54Q: 3 clusters Score -8169036 nChanged 913 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95409 members Mstep: Class 2 contains 50819 members Entering Unmasked Estep Score: -8169165.500000 Penalty: 1082.255981 Iteration 55Q: 3 clusters Score -8169166 nChanged 882 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96289 members Mstep: Class 2 contains 49939 members Entering Unmasked Estep Score: -8169319.000000 Penalty: 1082.255981 Iteration 56Q: 3 clusters Score -8169319 nChanged 827 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97114 members Mstep: Class 2 contains 49114 members Entering Unmasked Estep Score: -8169403.000000 Penalty: 1082.255981 Iteration 57Q: 3 clusters Score -8169403 nChanged 839 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97951 members Mstep: Class 2 contains 48277 members Entering Unmasked Estep Score: -8169521.500000 Penalty: 1082.255981 Iteration 58Q: 3 clusters Score -8169522 nChanged 799 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98750 members Mstep: Class 2 contains 47478 members Entering Unmasked Estep Score: -8169675.000000 Penalty: 1082.255981 Iteration 59Q: 3 clusters Score -8169675 nChanged 780 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99530 members Mstep: Class 2 contains 46698 members Entering Unmasked Estep Score: -8169797.500000 Penalty: 1082.255981 Iteration 60F: 3 clusters Score -8169798 nChanged 739 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100269 members Mstep: Class 2 contains 45959 members Entering Unmasked Estep Score: -8169916.000000 Penalty: 1082.255981 Iteration 61Q: 3 clusters Score -8169916 nChanged 763 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101028 members Mstep: Class 2 contains 45200 members Entering Unmasked Estep Score: -8170038.500000 Penalty: 1082.255981 Iteration 62Q: 3 clusters Score -8170038 nChanged 731 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101757 members Mstep: Class 2 contains 44471 members Entering Unmasked Estep Score: -8170122.000000 Penalty: 1082.255981 Iteration 63Q: 3 clusters Score -8170122 nChanged 725 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 102476 members Mstep: Class 2 contains 43752 members Entering Unmasked Estep Score: -8170268.500000 Penalty: 1082.255981 Iteration 64Q: 3 clusters Score -8170268 nChanged 698 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 103174 members Mstep: Class 2 contains 43054 members Entering Unmasked Estep Score: -8170375.500000 Penalty: 1082.255981 Iteration 65Q: 3 clusters Score -8170376 nChanged 650 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 103824 members Mstep: Class 2 contains 42404 members Entering Unmasked Estep Score: -8170432.000000 Penalty: 1082.255981 Iteration 66Q: 3 clusters Score -8170432 nChanged 612 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 104434 members Mstep: Class 2 contains 41794 members Entering Unmasked Estep Score: -8170465.500000 Penalty: 1082.255981 Iteration 67Q: 3 clusters Score -8170466 nChanged 565 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 104999 members Mstep: Class 2 contains 41229 members Entering Unmasked Estep Score: -8170550.500000 Penalty: 1082.255981 Iteration 68Q: 3 clusters Score -8170550 nChanged 550 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 105549 members Mstep: Class 2 contains 40679 members Entering Unmasked Estep Score: -8170625.500000 Penalty: 1082.255981 Iteration 69Q: 3 clusters Score -8170626 nChanged 526 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 106075 members Mstep: Class 2 contains 40153 members Entering Unmasked Estep Score: -8170666.500000 Penalty: 1082.255981 Iteration 70Q: 3 clusters Score -8170666 nChanged 516 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 106591 members Mstep: Class 2 contains 39637 members Entering Unmasked Estep Score: -8170711.000000 Penalty: 1082.255981 Iteration 71Q: 3 clusters Score -8170711 nChanged 477 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 107068 members Mstep: Class 2 contains 39160 members Entering Unmasked Estep Score: -8170791.500000 Penalty: 1082.255981 Iteration 72Q: 3 clusters Score -8170792 nChanged 476 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 107544 members Mstep: Class 2 contains 38684 members Entering Unmasked Estep Score: -8170840.500000 Penalty: 1082.255981 Iteration 73Q: 3 clusters Score -8170840 nChanged 441 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 107985 members Mstep: Class 2 contains 38243 members Entering Unmasked Estep Score: -8170860.000000 Penalty: 1082.255981 Iteration 74Q: 3 clusters Score -8170860 nChanged 405 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 108390 members Mstep: Class 2 contains 37838 members Entering Unmasked Estep Score: -8170909.000000 Penalty: 1082.255981 Iteration 75Q: 3 clusters Score -8170909 nChanged 431 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 108821 members Mstep: Class 2 contains 37407 members Entering Unmasked Estep Score: -8170943.000000 Penalty: 1082.255981 Iteration 76Q: 3 clusters Score -8170943 nChanged 402 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 109223 members Mstep: Class 2 contains 37005 members Entering Unmasked Estep Score: -8170959.500000 Penalty: 1082.255981 Iteration 77Q: 3 clusters Score -8170960 nChanged 391 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 109614 members Mstep: Class 2 contains 36614 members Entering Unmasked Estep Score: -8170990.000000 Penalty: 1082.255981 Iteration 78Q: 3 clusters Score -8170990 nChanged 366 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 109980 members Mstep: Class 2 contains 36248 members Entering Unmasked Estep Score: -8171008.500000 Penalty: 1082.255981 Iteration 79Q: 3 clusters Score -8171008 nChanged 360 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 110340 members Mstep: Class 2 contains 35888 members Entering Unmasked Estep Score: -8171033.000000 Penalty: 1082.255981 Iteration 80F: 3 clusters Score -8171033 nChanged 341 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 110681 members Mstep: Class 2 contains 35547 members Entering Unmasked Estep Score: -8171035.000000 Penalty: 1082.255981 Iteration 81Q: 3 clusters Score -8171035 nChanged 308 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 110989 members Mstep: Class 2 contains 35239 members Entering Unmasked Estep Score: -8171049.000000 Penalty: 1082.255981 Iteration 82Q: 3 clusters Score -8171049 nChanged 294 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 111283 members Mstep: Class 2 contains 34945 members Entering Unmasked Estep Score: -8171080.500000 Penalty: 1082.255981 Iteration 83Q: 3 clusters Score -8171080 nChanged 257 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 111540 members Mstep: Class 2 contains 34688 members Entering Unmasked Estep Score: -8171066.000000 Penalty: 1082.255981 Iteration 84Q: 3 clusters Score -8171066 nChanged 222 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 111762 members Mstep: Class 2 contains 34466 members Entering Unmasked Estep Score: -8171087.000000 Penalty: 1082.255981 Iteration 85Q: 3 clusters Score -8171087 nChanged 197 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 111959 members Mstep: Class 2 contains 34269 members Entering Unmasked Estep Score: -8171117.500000 Penalty: 1082.255981 Iteration 86Q: 3 clusters Score -8171118 nChanged 220 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 112179 members Mstep: Class 2 contains 34049 members Entering Unmasked Estep Score: -8171124.000000 Penalty: 1082.255981 Iteration 87Q: 3 clusters Score -8171124 nChanged 215 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 112394 members Mstep: Class 2 contains 33834 members Entering Unmasked Estep Score: -8171105.000000 Penalty: 1082.255981 Iteration 88Q: 3 clusters Score -8171105 nChanged 195 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 112589 members Mstep: Class 2 contains 33639 members Entering Unmasked Estep Score: -8171111.500000 Penalty: 1082.255981 Iteration 89Q: 3 clusters Score -8171112 nChanged 200 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 112789 members Mstep: Class 2 contains 33439 members Entering Unmasked Estep Score: -8171139.000000 Penalty: 1082.255981 Iteration 90Q: 3 clusters Score -8171139 nChanged 206 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 112995 members Mstep: Class 2 contains 33233 members Entering Unmasked Estep Score: -8171140.000000 Penalty: 1082.255981 Iteration 91Q: 3 clusters Score -8171140 nChanged 175 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 113170 members Mstep: Class 2 contains 33058 members Entering Unmasked Estep Score: -8171163.000000 Penalty: 1082.255981 Iteration 92Q: 3 clusters Score -8171163 nChanged 194 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 113364 members Mstep: Class 2 contains 32864 members Entering Unmasked Estep Score: -8171162.000000 Penalty: 1082.255981 Iteration 93Q: 3 clusters Score -8171162 nChanged 196 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 113560 members Mstep: Class 2 contains 32668 members Entering Unmasked Estep Score: -8171171.000000 Penalty: 1082.255981 Iteration 94Q: 3 clusters Score -8171171 nChanged 185 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 113745 members Mstep: Class 2 contains 32483 members Entering Unmasked Estep Score: -8171197.000000 Penalty: 1082.255981 Iteration 95Q: 3 clusters Score -8171197 nChanged 201 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 113946 members Mstep: Class 2 contains 32282 members Entering Unmasked Estep Score: -8171194.000000 Penalty: 1082.255981 Iteration 96Q: 3 clusters Score -8171194 nChanged 207 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 114153 members Mstep: Class 2 contains 32075 members Entering Unmasked Estep Score: -8171171.500000 Penalty: 1082.255981 Iteration 97Q: 3 clusters Score -8171172 nChanged 188 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 114341 members Mstep: Class 2 contains 31887 members Entering Unmasked Estep Score: -8171188.000000 Penalty: 1082.255981 Iteration 98Q: 3 clusters Score -8171188 nChanged 183 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 114524 members Mstep: Class 2 contains 31704 members Entering Unmasked Estep Score: -8171200.500000 Penalty: 1082.255981 Iteration 99Q: 3 clusters Score -8171200 nChanged 175 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 114699 members Mstep: Class 2 contains 31529 members Entering Unmasked Estep Score: -8171207.500000 Penalty: 1082.255981 Iteration 100F: 3 clusters Score -8171208 nChanged 174 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 114873 members Mstep: Class 2 contains 31355 members Entering Unmasked Estep Score: -8171208.500000 Penalty: 1082.255981 Iteration 101Q: 3 clusters Score -8171208 nChanged 189 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 115062 members Mstep: Class 2 contains 31166 members Entering Unmasked Estep Score: -8171183.500000 Penalty: 1082.255981 Iteration 102Q: 3 clusters Score -8171184 nChanged 190 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 115252 members Mstep: Class 2 contains 30976 members Entering Unmasked Estep Score: -8171181.500000 Penalty: 1082.255981 Iteration 103Q: 3 clusters Score -8171182 nChanged 172 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 115424 members Mstep: Class 2 contains 30804 members Entering Unmasked Estep Score: -8171180.000000 Penalty: 1082.255981 Iteration 104Q: 3 clusters Score -8171180 nChanged 172 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 115594 members Mstep: Class 2 contains 30634 members Entering Unmasked Estep Score: -8171186.500000 Penalty: 1082.255981 Iteration 105Q: 3 clusters Score -8171186 nChanged 163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 115757 members Mstep: Class 2 contains 30471 members Entering Unmasked Estep Score: -8171221.500000 Penalty: 1082.255981 Iteration 106Q: 3 clusters Score -8171222 nChanged 160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 115917 members Mstep: Class 2 contains 30311 members Entering Unmasked Estep Score: -8171256.500000 Penalty: 1082.255981 Iteration 107Q: 3 clusters Score -8171256 nChanged 173 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 116090 members Mstep: Class 2 contains 30138 members Entering Unmasked Estep Score: -8171242.500000 Penalty: 1082.255981 Iteration 108Q: 3 clusters Score -8171242 nChanged 192 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 116282 members Mstep: Class 2 contains 29946 members Entering Unmasked Estep Score: -8171272.500000 Penalty: 1082.255981 Iteration 109Q: 3 clusters Score -8171272 nChanged 188 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 116470 members Mstep: Class 2 contains 29758 members Entering Unmasked Estep Score: -8171259.500000 Penalty: 1082.255981 Iteration 110Q: 3 clusters Score -8171260 nChanged 173 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 116643 members Mstep: Class 2 contains 29585 members Entering Unmasked Estep Score: -8171271.500000 Penalty: 1082.255981 Iteration 111Q: 3 clusters Score -8171272 nChanged 167 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 116810 members Mstep: Class 2 contains 29418 members Entering Unmasked Estep Score: -8171289.500000 Penalty: 1082.255981 Iteration 112Q: 3 clusters Score -8171290 nChanged 171 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 116981 members Mstep: Class 2 contains 29247 members Entering Unmasked Estep Score: -8171322.500000 Penalty: 1082.255981 Iteration 113Q: 3 clusters Score -8171322 nChanged 162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 117143 members Mstep: Class 2 contains 29085 members Entering Unmasked Estep Score: -8171301.000000 Penalty: 1082.255981 Iteration 114Q: 3 clusters Score -8171301 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 117285 members Mstep: Class 2 contains 28943 members Entering Unmasked Estep Score: -8171314.000000 Penalty: 1082.255981 Iteration 115Q: 3 clusters Score -8171314 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 117426 members Mstep: Class 2 contains 28802 members Entering Unmasked Estep Score: -8171297.000000 Penalty: 1082.255981 Iteration 116Q: 3 clusters Score -8171297 nChanged 157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 117583 members Mstep: Class 2 contains 28645 members Entering Unmasked Estep Score: -8171344.000000 Penalty: 1082.255981 Iteration 117Q: 3 clusters Score -8171344 nChanged 164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 117747 members Mstep: Class 2 contains 28481 members Entering Unmasked Estep Score: -8171357.500000 Penalty: 1082.255981 Iteration 118Q: 3 clusters Score -8171358 nChanged 163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 117910 members Mstep: Class 2 contains 28318 members Entering Unmasked Estep Score: -8171363.500000 Penalty: 1082.255981 Iteration 119Q: 3 clusters Score -8171364 nChanged 188 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 118098 members Mstep: Class 2 contains 28130 members Entering Unmasked Estep Score: -8171381.000000 Penalty: 1082.255981 Iteration 120F: 3 clusters Score -8171381 nChanged 196 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 118294 members Mstep: Class 2 contains 27934 members Entering Unmasked Estep Score: -8171388.000000 Penalty: 1082.255981 Iteration 121Q: 3 clusters Score -8171388 nChanged 189 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 118481 members Mstep: Class 2 contains 27747 members Entering Unmasked Estep Score: -8171394.500000 Penalty: 1082.255981 Iteration 122Q: 3 clusters Score -8171394 nChanged 191 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 118670 members Mstep: Class 2 contains 27558 members Entering Unmasked Estep Score: -8171409.000000 Penalty: 1082.255981 Iteration 123Q: 3 clusters Score -8171409 nChanged 207 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 118875 members Mstep: Class 2 contains 27353 members Entering Unmasked Estep Score: -8171421.000000 Penalty: 1082.255981 Iteration 124Q: 3 clusters Score -8171421 nChanged 242 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 119117 members Mstep: Class 2 contains 27111 members Entering Unmasked Estep Score: -8171439.000000 Penalty: 1082.255981 Iteration 125Q: 3 clusters Score -8171439 nChanged 243 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 119360 members Mstep: Class 2 contains 26868 members Entering Unmasked Estep Score: -8171440.500000 Penalty: 1082.255981 Iteration 126Q: 3 clusters Score -8171440 nChanged 265 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 119625 members Mstep: Class 2 contains 26603 members Entering Unmasked Estep Score: -8171462.500000 Penalty: 1082.255981 Iteration 127Q: 3 clusters Score -8171462 nChanged 268 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 119893 members Mstep: Class 2 contains 26335 members Entering Unmasked Estep Score: -8171493.000000 Penalty: 1082.255981 Iteration 128Q: 3 clusters Score -8171493 nChanged 266 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 120159 members Mstep: Class 2 contains 26069 members Entering Unmasked Estep Score: -8171481.500000 Penalty: 1082.255981 Iteration 129Q: 3 clusters Score -8171482 nChanged 283 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 120442 members Mstep: Class 2 contains 25786 members Entering Unmasked Estep Score: -8171501.000000 Penalty: 1082.255981 Iteration 130Q: 3 clusters Score -8171501 nChanged 312 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 120754 members Mstep: Class 2 contains 25474 members Entering Unmasked Estep Score: -8171519.500000 Penalty: 1082.255981 Iteration 131Q: 3 clusters Score -8171520 nChanged 333 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 121087 members Mstep: Class 2 contains 25141 members Entering Unmasked Estep Score: -8171575.500000 Penalty: 1082.255981 Iteration 132Q: 3 clusters Score -8171576 nChanged 365 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 121452 members Mstep: Class 2 contains 24776 members Entering Unmasked Estep Score: -8171582.500000 Penalty: 1082.255981 Iteration 133Q: 3 clusters Score -8171582 nChanged 393 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 121845 members Mstep: Class 2 contains 24383 members Entering Unmasked Estep Score: -8171590.000000 Penalty: 1082.255981 Iteration 134Q: 3 clusters Score -8171590 nChanged 397 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 122242 members Mstep: Class 2 contains 23986 members Entering Unmasked Estep Score: -8171634.500000 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Unmasked Estep Score: -8171819.500000 Penalty: 1082.255981 Iteration 139Q: 3 clusters Score -8171820 nChanged 391 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 124237 members Mstep: Class 2 contains 21991 members Entering Unmasked Estep Score: -8171856.000000 Penalty: 1082.255981 Iteration 140F: 3 clusters Score -8171856 nChanged 389 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 124626 members Mstep: Class 2 contains 21602 members Entering Unmasked Estep Score: -8171895.000000 Penalty: 1082.255981 Iteration 141Q: 3 clusters Score -8171895 nChanged 383 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 125009 members Mstep: Class 2 contains 21219 members Entering Unmasked Estep Score: -8171934.500000 Penalty: 1082.255981 Iteration 142Q: 3 clusters Score -8171934 nChanged 389 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 125398 members Mstep: Class 2 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Estep Score: -8173822.500000 Penalty: 1082.255981 Iteration 166Q: 3 clusters Score -8173822 nChanged 616 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 138338 members Mstep: Class 2 contains 7890 members Entering Unmasked Estep Score: -8173960.500000 Penalty: 1082.255981 Iteration 167Q: 3 clusters Score -8173960 nChanged 617 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 138953 members Mstep: Class 2 contains 7275 members Entering Unmasked Estep Score: -8174082.500000 Penalty: 1082.255981 Iteration 168Q: 3 clusters Score -8174082 nChanged 565 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139514 members Mstep: Class 2 contains 6714 members Entering Unmasked Estep Score: -8174217.000000 Penalty: 1082.255981 Iteration 169Q: 3 clusters Score -8174217 nChanged 497 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 140011 members Mstep: Class 2 contains 6217 members Entering Unmasked Estep Score: -8174303.000000 Penalty: 1082.255981 Iteration 170Q: 3 clusters Score -8174303 nChanged 463 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 140474 members Mstep: Class 2 contains 5754 members Entering Unmasked Estep Score: -8174366.000000 Penalty: 1082.255981 Iteration 171Q: 3 clusters Score -8174366 nChanged 453 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 140927 members Mstep: Class 2 contains 5301 members Entering Unmasked Estep Score: -8174445.500000 Penalty: 1082.255981 Iteration 172Q: 3 clusters Score -8174446 nChanged 424 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141349 members Mstep: Class 2 contains 4879 members Entering Unmasked Estep Score: -8174528.500000 Penalty: 1082.255981 Iteration 173Q: 3 clusters Score -8174528 nChanged 374 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141723 members Mstep: Class 2 contains 4505 members Entering Unmasked Estep Score: -8174583.500000 Penalty: 1082.255981 Iteration 174Q: 3 clusters Score -8174584 nChanged 350 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 142069 members Mstep: Class 2 contains 4159 members Entering Unmasked Estep Score: -8174656.000000 Penalty: 1082.255981 Iteration 175Q: 3 clusters Score -8174656 nChanged 295 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 142362 members Mstep: Class 2 contains 3866 members Entering Unmasked Estep Score: -8174694.000000 Penalty: 1082.255981 Iteration 176Q: 3 clusters Score -8174694 nChanged 261 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 142623 members Mstep: Class 2 contains 3605 members Entering Unmasked Estep Score: -8174766.000000 Penalty: 1082.255981 Iteration 177Q: 3 clusters Score -8174766 nChanged 202 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 142825 members Mstep: Class 2 contains 3403 members Entering Unmasked Estep Score: -8174797.000000 Penalty: 1082.255981 Iteration 178Q: 3 clusters Score -8174797 nChanged 188 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143011 members Mstep: Class 2 contains 3217 members Entering Unmasked Estep Score: -8174848.500000 Penalty: 1082.255981 Iteration 179Q: 3 clusters Score -8174848 nChanged 171 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143178 members Mstep: Class 2 contains 3050 members Entering Unmasked Estep Score: -8174890.500000 Penalty: 1082.255981 Iteration 180F: 3 clusters Score -8174890 nChanged 160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143330 members Mstep: Class 2 contains 2898 members Entering Unmasked Estep Score: -8174917.000000 Penalty: 1082.255981 Iteration 181Q: 3 clusters Score -8174917 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143461 members Mstep: Class 2 contains 2767 members Entering Unmasked Estep Score: -8174936.500000 Penalty: 1082.255981 Iteration 182Q: 3 clusters Score -8174936 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143595 members Mstep: Class 2 contains 2633 members Entering Unmasked Estep Score: -8174957.000000 Penalty: 1082.255981 Iteration 183Q: 3 clusters Score -8174957 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143738 members Mstep: Class 2 contains 2490 members Entering Unmasked Estep Score: -8174985.000000 Penalty: 1082.255981 Iteration 184Q: 3 clusters Score -8174985 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143856 members Mstep: Class 2 contains 2372 members Entering Unmasked Estep Score: -8175033.000000 Penalty: 1082.255981 Iteration 185Q: 3 clusters Score -8175033 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143950 members Mstep: Class 2 contains 2278 members Entering Unmasked Estep Score: -8175056.500000 Penalty: 1082.255981 Iteration 186Q: 3 clusters Score -8175056 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 144035 members Mstep: Class 2 contains 2193 members Entering Unmasked Estep Score: -8175118.000000 Penalty: 1082.255981 Iteration 187Q: 3 clusters Score -8175118 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 144105 members Mstep: Class 2 contains 2123 members Entering Unmasked Estep Score: -8175143.000000 Penalty: 1082.255981 Iteration 188Q: 3 clusters Score -8175143 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 144180 members Mstep: Class 2 contains 2048 members Entering Unmasked Estep Score: -8175158.500000 Penalty: 1082.255981 Iteration 189Q: 3 clusters Score -8175158 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 144229 members Mstep: Class 2 contains 1999 members Entering Unmasked Estep Score: -8175165.000000 Penalty: 1082.255981 Iteration 190Q: 3 clusters Score -8175165 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 144270 members Mstep: Class 2 contains 1958 members Entering Unmasked Estep Score: -8175190.000000 Penalty: 1082.255981 Iteration 191Q: 3 clusters Score -8175190 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 144308 members Mstep: Class 2 contains 1920 members Entering Unmasked Estep Score: -8175207.500000 Penalty: 1082.255981 Iteration 192Q: 3 clusters Score -8175208 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 144350 members Mstep: Class 2 contains 1878 members Entering Unmasked Estep Score: -8175230.000000 Penalty: 1082.255981 Iteration 193Q: 3 clusters Score -8175230 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 144382 members Mstep: Class 2 contains 1846 members Entering Unmasked Estep Score: -8175251.000000 Penalty: 1082.255981 Iteration 194Q: 3 clusters Score -8175251 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 144404 members Mstep: Class 2 contains 1824 members Entering Unmasked Estep Score: -8175257.500000 Penalty: 1082.255981 Iteration 195Q: 3 clusters Score -8175258 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 144416 members Mstep: Class 2 contains 1812 members Entering Unmasked Estep Score: -8175271.000000 Penalty: 1082.255981 Iteration 196Q: 3 clusters Score -8175271 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 144434 members Mstep: Class 2 contains 1794 members Entering Unmasked Estep Score: -8175281.500000 Penalty: 1082.255981 Iteration 197Q: 3 clusters Score -8175282 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 144455 members Mstep: Class 2 contains 1773 members Entering Unmasked Estep Score: -8175289.500000 Penalty: 1082.255981 Iteration 198Q: 3 clusters Score -8175290 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 144480 members Mstep: Class 2 contains 1748 members Entering Unmasked Estep Score: -8175297.000000 Penalty: 1082.255981 Iteration 199Q: 3 clusters Score -8175297 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 144505 members Mstep: Class 2 contains 1723 members Entering Unmasked Estep Score: -8175319.000000 Penalty: 1082.255981 Iteration 200F: 3 clusters Score -8175319 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 144526 members Mstep: Class 2 contains 1702 members Entering Unmasked Estep Score: -8175316.500000 Penalty: 1082.255981 Iteration 201Q: 3 clusters Score -8175316 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 144552 members Mstep: Class 2 contains 1676 members Entering Unmasked Estep Score: -8175309.000000 Penalty: 1082.255981 Iteration 202Q: 3 clusters Score -8175309 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 144575 members Mstep: Class 2 contains 1653 members Entering Unmasked Estep Score: -8175327.000000 Penalty: 1082.255981 Iteration 203Q: 3 clusters Score -8175327 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 144582 members Mstep: Class 2 contains 1646 members Entering Unmasked Estep Score: -8175328.000000 Penalty: 1082.255981 Iteration 204Q: 3 clusters Score -8175328 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 144581 members Mstep: Class 2 contains 1647 members Entering Unmasked Estep Score: -8175336.500000 Penalty: 1082.255981 Iteration 205Q: 3 clusters Score -8175336 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 144594 members Mstep: Class 2 contains 1634 members Entering Unmasked Estep Score: -8175354.000000 Penalty: 1082.255981 Iteration 206Q: 3 clusters Score -8175354 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 144610 members Mstep: Class 2 contains 1618 members Entering Unmasked Estep Score: -8175361.000000 Penalty: 1082.255981 Iteration 207Q: 3 clusters Score -8175361 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 144628 members Mstep: Class 2 contains 1600 members Entering Unmasked Estep Score: -8175373.000000 Penalty: 1082.255981 Iteration 208Q: 3 clusters Score -8175373 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 144641 members Mstep: Class 2 contains 1587 members Entering Unmasked Estep Score: -8175395.500000 Penalty: 1082.255981 Iteration 209Q: 3 clusters Score -8175396 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 144660 members Mstep: Class 2 contains 1568 members Entering Unmasked Estep Score: -8175419.500000 Penalty: 1082.255981 Iteration 210Q: 3 clusters Score -8175420 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 144669 members Mstep: Class 2 contains 1559 members Entering Unmasked Estep Score: -8175439.000000 Penalty: 1082.255981 Iteration 211Q: 3 clusters Score -8175439 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 144667 members Mstep: Class 2 contains 1561 members Entering Unmasked Estep Score: -8175463.000000 Penalty: 1082.255981 Iteration 212Q: 3 clusters Score -8175463 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 144672 members Mstep: Class 2 contains 1556 members Entering Unmasked Estep Score: -8175496.000000 Penalty: 1082.255981 Iteration 213Q: 3 clusters Score -8175496 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 144652 members Mstep: Class 2 contains 1576 members Entering Unmasked Estep Score: -8175510.500000 Penalty: 1082.255981 Iteration 214Q: 3 clusters Score -8175510 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 144642 members Mstep: Class 2 contains 1586 members Entering Unmasked Estep Score: -8175541.500000 Penalty: 1082.255981 Iteration 215Q: 3 clusters Score -8175542 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 144640 members Mstep: Class 2 contains 1588 members Entering Unmasked Estep Score: -8175559.000000 Penalty: 1082.255981 Iteration 216Q: 3 clusters Score -8175559 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 144614 members Mstep: Class 2 contains 1614 members Entering Unmasked Estep Score: -8175586.000000 Penalty: 1082.255981 Iteration 217Q: 3 clusters Score -8175586 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 144561 members Mstep: Class 2 contains 1667 members Entering Unmasked Estep Score: -8175610.000000 Penalty: 1082.255981 Iteration 218Q: 3 clusters Score -8175610 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 144515 members Mstep: Class 2 contains 1713 members Entering Unmasked Estep Score: -8175636.500000 Penalty: 1082.255981 Iteration 219Q: 3 clusters Score -8175636 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 144482 members Mstep: Class 2 contains 1746 members Entering Unmasked Estep Score: -8175650.000000 Penalty: 1082.255981 Iteration 220F: 3 clusters Score -8175650 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 144458 members Mstep: Class 2 contains 1770 members Entering Unmasked Estep Score: -8175655.500000 Penalty: 1082.255981 Iteration 221Q: 3 clusters Score -8175656 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 144444 members Mstep: Class 2 contains 1784 members Entering Unmasked Estep Score: -8175659.500000 Penalty: 1082.255981 Iteration 222Q: 3 clusters Score -8175660 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 144424 members Mstep: Class 2 contains 1804 members Entering Unmasked Estep Score: -8175648.500000 Penalty: 1082.255981 Iteration 223Q: 3 clusters Score -8175648 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 144404 members Mstep: Class 2 contains 1824 members Entering Unmasked Estep Score: -8175649.500000 Penalty: 1082.255981 Iteration 224Q: 3 clusters Score -8175650 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 144385 members Mstep: Class 2 contains 1843 members Entering Unmasked Estep Score: -8175654.500000 Penalty: 1082.255981 Iteration 225Q: 3 clusters Score -8175654 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 144371 members Mstep: Class 2 contains 1857 members Entering Unmasked Estep Score: -8175654.000000 Penalty: 1082.255981 Iteration 226Q: 3 clusters Score -8175654 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 144359 members Mstep: Class 2 contains 1869 members Entering Unmasked Estep Score: -8175653.000000 Penalty: 1082.255981 Iteration 227Q: 3 clusters Score -8175653 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 144348 members Mstep: Class 2 contains 1880 members Entering Unmasked Estep Score: -8175655.000000 Penalty: 1082.255981 Iteration 228Q: 3 clusters Score -8175655 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 144343 members Mstep: Class 2 contains 1885 members Entering Unmasked Estep Score: -8175652.000000 Penalty: 1082.255981 Iteration 229Q: 3 clusters Score -8175652 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 144337 members Mstep: Class 2 contains 1891 members Entering Unmasked Estep Score: -8175653.500000 Penalty: 1082.255981 Iteration 230Q: 3 clusters Score -8175654 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 144332 members Mstep: Class 2 contains 1896 members Entering Unmasked Estep Score: -8175657.000000 Penalty: 1082.255981 Iteration 231Q: 3 clusters Score -8175657 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 144319 members Mstep: Class 2 contains 1909 members Entering Unmasked Estep Score: -8175646.500000 Penalty: 1082.255981 Iteration 232Q: 3 clusters Score -8175646 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 144313 members Mstep: Class 2 contains 1915 members Entering Unmasked Estep Score: -8175653.500000 Penalty: 1082.255981 Iteration 233Q: 3 clusters Score -8175654 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 144306 members Mstep: Class 2 contains 1922 members Entering Unmasked Estep Score: -8175647.500000 Penalty: 1082.255981 Iteration 234Q: 3 clusters Score -8175648 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 144302 members Mstep: Class 2 contains 1926 members Entering Unmasked Estep Score: -8175651.000000 Penalty: 1082.255981 Iteration 235Q: 3 clusters Score -8175651 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 144292 members Mstep: Class 2 contains 1936 members Entering Unmasked Estep Score: -8175661.500000 Penalty: 1082.255981 Iteration 236Q: 3 clusters Score -8175662 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 144282 members Mstep: Class 2 contains 1946 members Entering Unmasked Estep Score: -8175658.000000 Penalty: 1082.255981 Iteration 237Q: 3 clusters Score -8175658 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 144277 members Mstep: Class 2 contains 1951 members Entering Unmasked Estep Score: -8175663.000000 Penalty: 1082.255981 Iteration 238Q: 3 clusters Score -8175663 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 144272 members Mstep: Class 2 contains 1956 members Entering Unmasked Estep Score: -8175670.000000 Penalty: 1082.255981 Iteration 239Q: 3 clusters Score -8175670 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 144266 members Mstep: Class 2 contains 1962 members Entering Unmasked Estep Score: -8175671.500000 Penalty: 1082.255981 Iteration 240F: 3 clusters Score -8175672 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 144259 members Mstep: Class 2 contains 1969 members Entering Unmasked Estep Score: -8175668.500000 Penalty: 1082.255981 Iteration 241Q: 3 clusters Score -8175668 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 144250 members Mstep: Class 2 contains 1978 members Entering Unmasked Estep Score: -8175675.500000 Penalty: 1082.255981 Iteration 242Q: 3 clusters Score -8175676 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 144241 members Mstep: Class 2 contains 1987 members Entering Unmasked Estep Score: -8175669.000000 Penalty: 1082.255981 Iteration 243Q: 3 clusters Score -8175669 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 144234 members Mstep: Class 2 contains 1994 members Entering Unmasked Estep Score: -8175671.500000 Penalty: 1082.255981 Iteration 244Q: 3 clusters Score -8175672 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 144227 members Mstep: Class 2 contains 2001 members Entering Unmasked Estep Score: -8175669.500000 Penalty: 1082.255981 Iteration 245Q: 3 clusters Score -8175670 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 144221 members Mstep: Class 2 contains 2007 members Entering Unmasked Estep Score: -8175668.500000 Penalty: 1082.255981 Iteration 246Q: 3 clusters Score -8175668 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 144216 members Mstep: Class 2 contains 2012 members Entering Unmasked Estep Score: -8175673.500000 Penalty: 1082.255981 Iteration 247Q: 3 clusters Score -8175674 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 144209 members Mstep: Class 2 contains 2019 members Entering Unmasked Estep Score: -8175672.000000 Penalty: 1082.255981 Iteration 248Q: 3 clusters Score -8175672 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 144204 members Mstep: Class 2 contains 2024 members Entering Unmasked Estep Score: -8175672.500000 Penalty: 1082.255981 Iteration 249Q: 3 clusters Score -8175672 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 144199 members Mstep: Class 2 contains 2029 members Entering Unmasked Estep Score: -8175673.000000 Penalty: 1082.255981 Iteration 250Q: 3 clusters Score -8175673 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 144192 members Mstep: Class 2 contains 2036 members Entering Unmasked Estep Score: -8175681.000000 Penalty: 1082.255981 Iteration 251Q: 3 clusters Score -8175681 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 144188 members Mstep: Class 2 contains 2040 members Entering Unmasked Estep Score: -8175681.000000 Penalty: 1082.255981 Iteration 252Q: 3 clusters Score -8175681 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 144182 members Mstep: Class 2 contains 2046 members Entering Unmasked Estep Score: -8175677.000000 Penalty: 1082.255981 Iteration 253Q: 3 clusters Score -8175677 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 144177 members Mstep: Class 2 contains 2051 members Entering Unmasked Estep Score: -8175682.000000 Penalty: 1082.255981 Iteration 254Q: 3 clusters Score -8175682 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 144174 members Mstep: Class 2 contains 2054 members Entering Unmasked Estep Score: -8175679.000000 Penalty: 1082.255981 Iteration 255Q: 3 clusters Score -8175679 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 144173 members Mstep: Class 2 contains 2055 members Entering Unmasked Estep Score: -8175680.500000 Penalty: 1082.255981 Iteration 256Q: 3 clusters Score -8175680 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 144173 members Mstep: Class 2 contains 2055 members Entering Unmasked Estep Score: -8175680.500000 Penalty: 1082.255981 Iteration 257F: 3 clusters Score -8175680 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 1 contains 616 members Mstep: Class 2 contains 49836 members Mstep: Class 3 contains 18930 members Mstep: Class 4 contains 1468 members Mstep: Class 5 contains 3859 members Mstep: Class 6 contains 1084 members Mstep: Class 7 contains 309 members Mstep: Class 8 contains 2078 members Mstep: Class 9 contains 1404 members Mstep: Class 10 contains 90 members Mstep: Class 11 contains 3289 members Mstep: Class 12 contains 22882 members Mstep: Class 13 contains 19783 members Mstep: Class 14 contains 10886 members Mstep: Class 15 contains 9941 members Mstep: Class 16 contains 12320 members Mstep: Class 17 contains 6832 members Mstep: Class 18 contains 7699 members Mstep: Class 19 contains 23390 members Mstep: Class 20 contains 15235 members Mstep: Class 21 contains 2294 members Mstep: Class 22 contains 102 members Mstep: Class 23 contains 348 members Mstep: Class 24 contains 6177 members Mstep: Class 25 contains 144173 members Mstep: Class 26 contains 34557 members Mstep: Class 27 contains 11203 members Mstep: Class 28 contains 11421 members Mstep: Class 29 contains 3939 members Mstep: Class 30 contains 432 members Mstep: Class 31 contains 270 members Mstep: Class 32 contains 3129 members Mstep: Class 33 contains 200 members Mstep: Class 34 contains 2055 members Entering Unmasked Estep Score: -22968988.000000 Penalty: 20075.078125 Splitting cluster 25 changes total score from -22968238.000000 to -22968988.000000 So it's getting split into cluster 34. Entering ConstructFrom: Trying to split cluster 26 (34557 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34557 members Entering Unmasked Estep Score: -1977484.000000 Penalty: 475.491608 Iteration 0F: 2 clusters Score -1977484 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17217 members Mstep: Class 2 contains 17340 members Entering Unmasked Estep Score: -1954301.875000 Penalty: 950.983215 Iteration 0F: 3 clusters Score -1954302 nChanged 16746 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15455 members Mstep: Class 2 contains 19102 members Entering Unmasked Estep Score: -1965303.375000 Penalty: 950.983215 Iteration 1F: 3 clusters Score -1965303 nChanged 2258 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14433 members Mstep: Class 2 contains 20124 members Entering Unmasked Estep Score: -1966577.000000 Penalty: 950.983215 Iteration 2F: 3 clusters Score -1966577 nChanged 2325 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13248 members Mstep: Class 2 contains 21309 members Entering Unmasked Estep Score: -1968094.750000 Penalty: 950.983215 Iteration 3F: 3 clusters Score -1968095 nChanged 2227 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12107 members Mstep: Class 2 contains 22450 members Entering Unmasked Estep Score: -1969724.500000 Penalty: 950.983215 Iteration 4F: 3 clusters Score -1969724 nChanged 1926 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11097 members Mstep: Class 2 contains 23460 members Entering Unmasked Estep Score: -1971102.375000 Penalty: 950.983215 Iteration 5F: 3 clusters Score -1971102 nChanged 1507 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10252 members Mstep: Class 2 contains 24305 members Entering Unmasked Estep Score: -1971972.250000 Penalty: 950.983215 Iteration 6Q: 3 clusters Score -1971972 nChanged 1061 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9469 members Mstep: Class 2 contains 25088 members Entering Unmasked Estep Score: -1972524.625000 Penalty: 950.983215 Iteration 7Q: 3 clusters Score -1972525 nChanged 849 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8698 members Mstep: Class 2 contains 25859 members Entering Unmasked Estep Score: -1972938.875000 Penalty: 950.983215 Iteration 8Q: 3 clusters Score -1972939 nChanged 815 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7917 members Mstep: Class 2 contains 26640 members Entering Unmasked Estep Score: -1973307.750000 Penalty: 950.983215 Iteration 9Q: 3 clusters Score -1973308 nChanged 767 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7160 members Mstep: Class 2 contains 27397 members Entering Unmasked Estep Score: -1973668.625000 Penalty: 950.983215 Iteration 10Q: 3 clusters Score -1973669 nChanged 733 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6437 members Mstep: Class 2 contains 28120 members Entering Unmasked Estep Score: -1974017.875000 Penalty: 950.983215 Iteration 11Q: 3 clusters Score -1974018 nChanged 718 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5721 members Mstep: Class 2 contains 28836 members Entering Unmasked Estep Score: -1974356.750000 Penalty: 950.983215 Iteration 12Q: 3 clusters Score -1974357 nChanged 713 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5010 members Mstep: Class 2 contains 29547 members Entering Unmasked Estep Score: -1974723.000000 Penalty: 950.983215 Iteration 13Q: 3 clusters Score -1974723 nChanged 656 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4354 members Mstep: Class 2 contains 30203 members Entering Unmasked Estep Score: -1975045.625000 Penalty: 950.983215 Iteration 14Q: 3 clusters Score -1975046 nChanged 592 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3762 members Mstep: Class 2 contains 30795 members Entering Unmasked Estep Score: -1975353.875000 Penalty: 950.983215 Iteration 15Q: 3 clusters Score -1975354 nChanged 567 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3195 members Mstep: Class 2 contains 31362 members Entering Unmasked Estep Score: -1975647.000000 Penalty: 950.983215 Iteration 16Q: 3 clusters Score -1975647 nChanged 506 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2689 members Mstep: Class 2 contains 31868 members Entering Unmasked Estep Score: -1975909.625000 Penalty: 950.983215 Iteration 17Q: 3 clusters Score -1975910 nChanged 443 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2246 members Mstep: Class 2 contains 32311 members Entering Unmasked Estep Score: -1976120.625000 Penalty: 950.983215 Iteration 18Q: 3 clusters Score -1976121 nChanged 376 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1870 members Mstep: Class 2 contains 32687 members Entering Unmasked Estep Score: -1976305.000000 Penalty: 950.983215 Iteration 19Q: 3 clusters Score -1976305 nChanged 312 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1558 members Mstep: Class 2 contains 32999 members Entering Unmasked Estep Score: -1976456.000000 Penalty: 950.983215 Iteration 20F: 3 clusters Score -1976456 nChanged 271 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1287 members Mstep: Class 2 contains 33270 members Entering Unmasked Estep Score: -1976572.125000 Penalty: 950.983215 Iteration 21Q: 3 clusters Score -1976572 nChanged 208 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1079 members Mstep: Class 2 contains 33478 members Entering Unmasked Estep Score: -1976663.000000 Penalty: 950.983215 Iteration 22Q: 3 clusters Score -1976663 nChanged 166 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 913 members Mstep: Class 2 contains 33644 members Entering Unmasked Estep Score: -1976732.750000 Penalty: 950.983215 Iteration 23Q: 3 clusters Score -1976733 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 779 members Mstep: Class 2 contains 33778 members Entering Unmasked Estep Score: -1976801.875000 Penalty: 950.983215 Iteration 24Q: 3 clusters Score -1976802 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 667 members Mstep: Class 2 contains 33890 members Entering Unmasked Estep Score: -1976853.125000 Penalty: 950.983215 Iteration 25Q: 3 clusters Score -1976853 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 568 members Mstep: Class 2 contains 33989 members Entering Unmasked Estep Score: -1976911.750000 Penalty: 950.983215 Iteration 26Q: 3 clusters Score -1976912 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 489 members Mstep: Class 2 contains 34068 members Entering Unmasked Estep Score: -1976951.000000 Penalty: 950.983215 Iteration 27Q: 3 clusters Score -1976951 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 432 members Mstep: Class 2 contains 34125 members Entering Unmasked Estep Score: -1976983.875000 Penalty: 950.983215 Iteration 28Q: 3 clusters Score -1976984 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 386 members Mstep: Class 2 contains 34171 members Entering Unmasked Estep Score: -1977001.875000 Penalty: 950.983215 Iteration 29Q: 3 clusters Score -1977002 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 357 members Mstep: Class 2 contains 34200 members Entering Unmasked Estep Score: -1977016.125000 Penalty: 950.983215 Iteration 30Q: 3 clusters Score -1977016 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 334 members Mstep: Class 2 contains 34223 members Entering Unmasked Estep Score: -1977025.125000 Penalty: 950.983215 Iteration 31Q: 3 clusters Score -1977025 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 323 members Mstep: Class 2 contains 34234 members Entering Unmasked Estep Score: -1977035.250000 Penalty: 950.983215 Iteration 32Q: 3 clusters Score -1977035 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 312 members Mstep: Class 2 contains 34245 members Entering Unmasked Estep Score: -1977046.250000 Penalty: 950.983215 Iteration 33Q: 3 clusters Score -1977046 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 299 members Mstep: Class 2 contains 34258 members Entering Unmasked Estep Score: -1977048.875000 Penalty: 950.983215 Iteration 34Q: 3 clusters Score -1977049 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 291 members Mstep: Class 2 contains 34266 members Entering Unmasked Estep Score: -1977049.125000 Penalty: 950.983215 Iteration 35Q: 3 clusters Score -1977049 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 278 members Mstep: Class 2 contains 34279 members Entering Unmasked Estep Score: -1977057.500000 Penalty: 950.983215 Iteration 36Q: 3 clusters Score -1977058 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 263 members Mstep: Class 2 contains 34294 members Entering Unmasked Estep Score: -1977060.750000 Penalty: 950.983215 Iteration 37Q: 3 clusters Score -1977061 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 252 members Mstep: Class 2 contains 34305 members Entering Unmasked Estep Score: -1977065.250000 Penalty: 950.983215 Iteration 38Q: 3 clusters Score -1977065 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 251 members Mstep: Class 2 contains 34306 members Entering Unmasked Estep Score: -1977065.375000 Penalty: 950.983215 Iteration 39Q: 3 clusters Score -1977065 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 249 members Mstep: Class 2 contains 34308 members Entering Unmasked Estep Score: -1977065.750000 Penalty: 950.983215 Iteration 40F: 3 clusters Score -1977066 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 247 members Mstep: Class 2 contains 34310 members Entering Unmasked Estep Score: -1977065.250000 Penalty: 950.983215 Iteration 41Q: 3 clusters Score -1977065 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 245 members Mstep: Class 2 contains 34312 members Entering Unmasked Estep Score: -1977067.125000 Penalty: 950.983215 Iteration 42Q: 3 clusters Score -1977067 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 243 members Mstep: Class 2 contains 34314 members Entering Unmasked Estep Score: -1977068.000000 Penalty: 950.983215 Iteration 43Q: 3 clusters Score -1977068 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 242 members Mstep: Class 2 contains 34315 members Entering Unmasked Estep Score: -1977067.875000 Penalty: 950.983215 Iteration 44Q: 3 clusters Score -1977068 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 242 members Mstep: Class 2 contains 34315 members Entering Unmasked Estep Score: -1977067.875000 Penalty: 950.983215 Iteration 45F: 3 clusters Score -1977068 nChanged 0 Entering ConstructFrom: Trying to split cluster 27 (11203 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11203 members Entering Unmasked Estep Score: -648353.187500 Penalty: 424.239105 Iteration 0F: 2 clusters Score -648353.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5553 members Mstep: Class 2 contains 5650 members Entering Unmasked Estep Score: -640935.562500 Penalty: 848.478210 Iteration 0F: 3 clusters Score -640935.6 nChanged 5227 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5506 members Mstep: Class 2 contains 5697 members Entering Unmasked Estep Score: -644354.625000 Penalty: 848.478210 Iteration 1F: 3 clusters Score -644354.6 nChanged 823 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5645 members Mstep: Class 2 contains 5558 members Entering Unmasked Estep Score: -644902.437500 Penalty: 848.478210 Iteration 2F: 3 clusters Score -644902.4 nChanged 816 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5809 members Mstep: Class 2 contains 5394 members Entering Unmasked Estep Score: -645490.937500 Penalty: 848.478210 Iteration 3F: 3 clusters Score -645490.9 nChanged 767 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5948 members Mstep: Class 2 contains 5255 members Entering Unmasked Estep Score: -646016.500000 Penalty: 848.478210 Iteration 4F: 3 clusters Score -646016.5 nChanged 618 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6046 members Mstep: Class 2 contains 5157 members Entering Unmasked Estep Score: -646367.062500 Penalty: 848.478210 Iteration 5F: 3 clusters Score -646367.1 nChanged 442 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6124 members Mstep: Class 2 contains 5079 members Entering Unmasked Estep Score: -646551.937500 Penalty: 848.478210 Iteration 6Q: 3 clusters Score -646551.9 nChanged 275 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6165 members Mstep: Class 2 contains 5038 members Entering Unmasked Estep Score: -646625.687500 Penalty: 848.478210 Iteration 7Q: 3 clusters Score -646625.7 nChanged 161 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6212 members Mstep: Class 2 contains 4991 members Entering Unmasked Estep Score: -646662.812500 Penalty: 848.478210 Iteration 8Q: 3 clusters Score -646662.8 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6281 members Mstep: Class 2 contains 4922 members Entering Unmasked Estep Score: -646691.562500 Penalty: 848.478210 Iteration 9Q: 3 clusters Score -646691.6 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6363 members Mstep: Class 2 contains 4840 members Entering Unmasked Estep Score: -646718.750000 Penalty: 848.478210 Iteration 10Q: 3 clusters Score -646718.8 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6459 members Mstep: Class 2 contains 4744 members Entering Unmasked Estep Score: -646748.375000 Penalty: 848.478210 Iteration 11Q: 3 clusters Score -646748.4 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6553 members Mstep: Class 2 contains 4650 members Entering Unmasked Estep Score: -646771.312500 Penalty: 848.478210 Iteration 12Q: 3 clusters Score -646771.3 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6659 members Mstep: Class 2 contains 4544 members Entering Unmasked Estep Score: -646805.562500 Penalty: 848.478210 Iteration 13Q: 3 clusters Score -646805.6 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6775 members Mstep: Class 2 contains 4428 members Entering Unmasked Estep Score: -646844.312500 Penalty: 848.478210 Iteration 14Q: 3 clusters Score -646844.3 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6872 members Mstep: Class 2 contains 4331 members Entering Unmasked Estep Score: -646880.125000 Penalty: 848.478210 Iteration 15Q: 3 clusters Score -646880.1 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6976 members Mstep: Class 2 contains 4227 members Entering Unmasked Estep Score: -646919.312500 Penalty: 848.478210 Iteration 16Q: 3 clusters Score -646919.3 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7070 members Mstep: Class 2 contains 4133 members Entering Unmasked Estep Score: -646954.375000 Penalty: 848.478210 Iteration 17Q: 3 clusters Score -646954.4 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7160 members Mstep: Class 2 contains 4043 members Entering Unmasked Estep Score: -646988.687500 Penalty: 848.478210 Iteration 18Q: 3 clusters Score -646988.7 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7253 members Mstep: Class 2 contains 3950 members Entering Unmasked Estep Score: -647022.437500 Penalty: 848.478210 Iteration 19Q: 3 clusters Score -647022.4 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7347 members Mstep: Class 2 contains 3856 members Entering Unmasked Estep Score: -647048.312500 Penalty: 848.478210 Iteration 20F: 3 clusters Score -647048.3 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7436 members Mstep: Class 2 contains 3767 members Entering Unmasked Estep Score: -647074.750000 Penalty: 848.478210 Iteration 21Q: 3 clusters Score -647074.8 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7538 members Mstep: Class 2 contains 3665 members Entering Unmasked Estep Score: -647107.187500 Penalty: 848.478210 Iteration 22Q: 3 clusters Score -647107.2 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7640 members Mstep: Class 2 contains 3563 members Entering Unmasked Estep Score: -647131.937500 Penalty: 848.478210 Iteration 23Q: 3 clusters Score -647131.9 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7736 members Mstep: Class 2 contains 3467 members Entering Unmasked Estep Score: -647154.687500 Penalty: 848.478210 Iteration 24Q: 3 clusters Score -647154.7 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7832 members Mstep: Class 2 contains 3371 members Entering Unmasked Estep Score: -647180.500000 Penalty: 848.478210 Iteration 25Q: 3 clusters Score -647180.5 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7939 members Mstep: Class 2 contains 3264 members Entering Unmasked Estep Score: -647206.187500 Penalty: 848.478210 Iteration 26Q: 3 clusters Score -647206.2 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8043 members Mstep: Class 2 contains 3160 members Entering Unmasked Estep Score: -647238.187500 Penalty: 848.478210 Iteration 27Q: 3 clusters Score -647238.2 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8161 members Mstep: Class 2 contains 3042 members Entering Unmasked Estep Score: -647275.500000 Penalty: 848.478210 Iteration 28Q: 3 clusters Score -647275.5 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8269 members Mstep: Class 2 contains 2934 members Entering Unmasked Estep Score: -647310.125000 Penalty: 848.478210 Iteration 29Q: 3 clusters Score -647310.1 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8376 members Mstep: Class 2 contains 2827 members Entering Unmasked Estep Score: -647340.375000 Penalty: 848.478210 Iteration 30Q: 3 clusters Score -647340.4 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8488 members Mstep: Class 2 contains 2715 members Entering Unmasked Estep Score: -647374.125000 Penalty: 848.478210 Iteration 31Q: 3 clusters Score -647374.1 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8605 members Mstep: Class 2 contains 2598 members Entering Unmasked Estep Score: -647411.250000 Penalty: 848.478210 Iteration 32Q: 3 clusters Score -647411.2 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8725 members Mstep: Class 2 contains 2478 members Entering Unmasked Estep Score: -647451.562500 Penalty: 848.478210 Iteration 33Q: 3 clusters Score -647451.6 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8832 members Mstep: Class 2 contains 2371 members Entering Unmasked Estep Score: -647476.937500 Penalty: 848.478210 Iteration 34Q: 3 clusters Score -647476.9 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8938 members Mstep: Class 2 contains 2265 members Entering Unmasked Estep Score: -647509.812500 Penalty: 848.478210 Iteration 35Q: 3 clusters Score -647509.8 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9048 members Mstep: Class 2 contains 2155 members Entering Unmasked Estep Score: -647543.500000 Penalty: 848.478210 Iteration 36Q: 3 clusters Score -647543.5 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9151 members Mstep: Class 2 contains 2052 members Entering Unmasked Estep Score: -647573.875000 Penalty: 848.478210 Iteration 37Q: 3 clusters Score -647573.9 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9255 members Mstep: Class 2 contains 1948 members Entering Unmasked Estep Score: -647606.875000 Penalty: 848.478210 Iteration 38Q: 3 clusters Score -647606.9 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9351 members Mstep: Class 2 contains 1852 members Entering Unmasked Estep Score: -647635.187500 Penalty: 848.478210 Iteration 39Q: 3 clusters Score -647635.2 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9442 members Mstep: Class 2 contains 1761 members Entering Unmasked Estep Score: -647662.562500 Penalty: 848.478210 Iteration 40F: 3 clusters Score -647662.6 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9555 members Mstep: Class 2 contains 1648 members Entering Unmasked Estep Score: -647695.937500 Penalty: 848.478210 Iteration 41Q: 3 clusters Score -647695.9 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9659 members Mstep: Class 2 contains 1544 members Entering Unmasked Estep Score: -647726.687500 Penalty: 848.478210 Iteration 42Q: 3 clusters Score -647726.7 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9751 members Mstep: Class 2 contains 1452 members Entering Unmasked Estep Score: -647756.812500 Penalty: 848.478210 Iteration 43Q: 3 clusters Score -647756.8 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9843 members Mstep: Class 2 contains 1360 members Entering Unmasked Estep Score: -647781.625000 Penalty: 848.478210 Iteration 44Q: 3 clusters Score -647781.6 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9913 members Mstep: Class 2 contains 1290 members Entering Unmasked Estep Score: -647799.937500 Penalty: 848.478210 Iteration 45Q: 3 clusters Score -647799.9 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9976 members Mstep: Class 2 contains 1227 members Entering Unmasked Estep Score: -647814.062500 Penalty: 848.478210 Iteration 46Q: 3 clusters Score -647814.1 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10036 members Mstep: Class 2 contains 1167 members Entering Unmasked Estep Score: -647829.812500 Penalty: 848.478210 Iteration 47Q: 3 clusters Score -647829.8 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10099 members Mstep: Class 2 contains 1104 members Entering Unmasked Estep Score: -647849.250000 Penalty: 848.478210 Iteration 48Q: 3 clusters Score -647849.2 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10163 members Mstep: Class 2 contains 1040 members Entering Unmasked Estep Score: -647868.062500 Penalty: 848.478210 Iteration 49Q: 3 clusters Score -647868.1 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10210 members Mstep: Class 2 contains 993 members Entering Unmasked Estep Score: -647879.687500 Penalty: 848.478210 Iteration 50Q: 3 clusters Score -647879.7 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10259 members Mstep: Class 2 contains 944 members Entering Unmasked Estep Score: -647893.375000 Penalty: 848.478210 Iteration 51Q: 3 clusters Score -647893.4 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10305 members Mstep: Class 2 contains 898 members Entering Unmasked Estep Score: -647902.875000 Penalty: 848.478210 Iteration 52Q: 3 clusters Score -647902.9 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10343 members Mstep: Class 2 contains 860 members Entering Unmasked Estep Score: -647914.562500 Penalty: 848.478210 Iteration 53Q: 3 clusters Score -647914.6 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10392 members Mstep: Class 2 contains 811 members Entering Unmasked Estep Score: -647931.562500 Penalty: 848.478210 Iteration 54Q: 3 clusters Score -647931.6 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10429 members Mstep: Class 2 contains 774 members Entering Unmasked Estep Score: -647942.125000 Penalty: 848.478210 Iteration 55Q: 3 clusters Score -647942.1 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10468 members Mstep: Class 2 contains 735 members Entering Unmasked Estep Score: -647954.750000 Penalty: 848.478210 Iteration 56Q: 3 clusters Score -647954.8 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10505 members Mstep: Class 2 contains 698 members Entering Unmasked Estep Score: -647964.562500 Penalty: 848.478210 Iteration 57Q: 3 clusters Score -647964.6 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10535 members Mstep: Class 2 contains 668 members Entering Unmasked Estep Score: -647977.312500 Penalty: 848.478210 Iteration 58Q: 3 clusters Score -647977.3 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10568 members Mstep: Class 2 contains 635 members Entering Unmasked Estep Score: -647991.375000 Penalty: 848.478210 Iteration 59Q: 3 clusters Score -647991.4 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10605 members Mstep: Class 2 contains 598 members Entering Unmasked Estep Score: -648009.437500 Penalty: 848.478210 Iteration 60F: 3 clusters Score -648009.4 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10632 members Mstep: Class 2 contains 571 members Entering Unmasked Estep Score: -648021.687500 Penalty: 848.478210 Iteration 61Q: 3 clusters Score -648021.7 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10659 members Mstep: Class 2 contains 544 members Entering Unmasked Estep Score: -648036.375000 Penalty: 848.478210 Iteration 62Q: 3 clusters Score -648036.4 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10689 members Mstep: Class 2 contains 514 members Entering Unmasked Estep Score: -648058.437500 Penalty: 848.478210 Iteration 63Q: 3 clusters Score -648058.4 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10710 members Mstep: Class 2 contains 493 members Entering Unmasked Estep Score: -648065.062500 Penalty: 848.478210 Iteration 64Q: 3 clusters Score -648065.1 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10728 members Mstep: Class 2 contains 475 members Entering Unmasked Estep Score: -648070.312500 Penalty: 848.478210 Iteration 65Q: 3 clusters Score -648070.3 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10749 members Mstep: Class 2 contains 454 members Entering Unmasked Estep Score: -648078.375000 Penalty: 848.478210 Iteration 66Q: 3 clusters Score -648078.4 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10766 members Mstep: Class 2 contains 437 members Entering Unmasked Estep Score: -648085.750000 Penalty: 848.478210 Iteration 67Q: 3 clusters Score -648085.8 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10783 members Mstep: Class 2 contains 420 members Entering Unmasked Estep Score: -648090.062500 Penalty: 848.478210 Iteration 68Q: 3 clusters Score -648090.1 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10796 members Mstep: Class 2 contains 407 members Entering Unmasked Estep Score: -648093.875000 Penalty: 848.478210 Iteration 69Q: 3 clusters Score -648093.9 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10806 members Mstep: Class 2 contains 397 members Entering Unmasked Estep Score: -648096.562500 Penalty: 848.478210 Iteration 70Q: 3 clusters Score -648096.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10816 members Mstep: Class 2 contains 387 members Entering Unmasked Estep Score: -648098.750000 Penalty: 848.478210 Iteration 71Q: 3 clusters Score -648098.8 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10825 members Mstep: Class 2 contains 378 members Entering Unmasked Estep Score: -648103.312500 Penalty: 848.478210 Iteration 72Q: 3 clusters Score -648103.3 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10834 members Mstep: Class 2 contains 369 members Entering Unmasked Estep Score: -648105.875000 Penalty: 848.478210 Iteration 73Q: 3 clusters Score -648105.9 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10844 members Mstep: Class 2 contains 359 members Entering Unmasked Estep Score: -648108.812500 Penalty: 848.478210 Iteration 74Q: 3 clusters Score -648108.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10850 members Mstep: Class 2 contains 353 members Entering Unmasked Estep Score: -648110.187500 Penalty: 848.478210 Iteration 75Q: 3 clusters Score -648110.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10858 members Mstep: Class 2 contains 345 members Entering Unmasked Estep Score: -648113.000000 Penalty: 848.478210 Iteration 76Q: 3 clusters Score -648113 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10862 members Mstep: Class 2 contains 341 members Entering Unmasked Estep Score: -648114.000000 Penalty: 848.478210 Iteration 77Q: 3 clusters Score -648114 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10867 members Mstep: Class 2 contains 336 members Entering Unmasked Estep Score: -648115.750000 Penalty: 848.478210 Iteration 78Q: 3 clusters Score -648115.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10872 members Mstep: Class 2 contains 331 members Entering Unmasked Estep Score: -648115.687500 Penalty: 848.478210 Iteration 79Q: 3 clusters Score -648115.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10876 members Mstep: Class 2 contains 327 members Entering Unmasked Estep Score: -648116.937500 Penalty: 848.478210 Iteration 80F: 3 clusters Score -648116.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10880 members Mstep: Class 2 contains 323 members Entering Unmasked Estep Score: -648118.437500 Penalty: 848.478210 Iteration 81Q: 3 clusters Score -648118.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10883 members Mstep: Class 2 contains 320 members Entering Unmasked Estep Score: -648118.250000 Penalty: 848.478210 Iteration 82Q: 3 clusters Score -648118.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10885 members Mstep: Class 2 contains 318 members Entering Unmasked Estep Score: -648119.375000 Penalty: 848.478210 Iteration 83Q: 3 clusters Score -648119.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10888 members Mstep: Class 2 contains 315 members Entering Unmasked Estep Score: -648121.125000 Penalty: 848.478210 Iteration 84Q: 3 clusters Score -648121.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10890 members Mstep: Class 2 contains 313 members Entering Unmasked Estep Score: -648121.000000 Penalty: 848.478210 Iteration 85Q: 3 clusters Score -648121 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10891 members Mstep: Class 2 contains 312 members Entering Unmasked Estep Score: -648120.937500 Penalty: 848.478210 Iteration 86Q: 3 clusters Score -648120.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10893 members Mstep: Class 2 contains 310 members Entering Unmasked Estep Score: -648121.500000 Penalty: 848.478210 Iteration 87Q: 3 clusters Score -648121.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10893 members Mstep: Class 2 contains 310 members Entering Unmasked Estep Score: -648121.500000 Penalty: 848.478210 Iteration 88F: 3 clusters Score -648121.5 nChanged 0 Entering ConstructFrom: Trying to split cluster 28 (11421 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11421 members Entering Unmasked Estep Score: -647059.187500 Penalty: 425.116028 Iteration 0F: 2 clusters Score -647059.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5770 members Mstep: Class 2 contains 5651 members Entering Unmasked Estep Score: -639451.125000 Penalty: 850.232056 Iteration 0F: 3 clusters Score -639451.1 nChanged 5311 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6697 members Mstep: Class 2 contains 4724 members Entering Unmasked Estep Score: -642929.187500 Penalty: 850.232056 Iteration 1F: 3 clusters Score -642929.2 nChanged 753 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7180 members Mstep: Class 2 contains 4241 members Entering Unmasked Estep Score: -643328.812500 Penalty: 850.232056 Iteration 2F: 3 clusters Score -643328.8 nChanged 739 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7729 members Mstep: Class 2 contains 3692 members Entering Unmasked Estep Score: -643791.500000 Penalty: 850.232056 Iteration 3F: 3 clusters Score -643791.5 nChanged 747 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8340 members Mstep: Class 2 contains 3081 members Entering Unmasked Estep Score: -644302.812500 Penalty: 850.232056 Iteration 4F: 3 clusters Score -644302.8 nChanged 748 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9022 members Mstep: Class 2 contains 2399 members Entering Unmasked Estep Score: -644902.187500 Penalty: 850.232056 Iteration 5F: 3 clusters Score -644902.2 nChanged 673 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9663 members Mstep: Class 2 contains 1758 members Entering Unmasked Estep Score: -645423.562500 Penalty: 850.232056 Iteration 6F: 3 clusters Score -645423.6 nChanged 526 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10181 members Mstep: Class 2 contains 1240 members Entering Unmasked Estep Score: -645837.687500 Penalty: 850.232056 Iteration 7Q: 3 clusters Score -645837.7 nChanged 424 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10599 members Mstep: Class 2 contains 822 members Entering Unmasked Estep Score: -646160.625000 Penalty: 850.232056 Iteration 8Q: 3 clusters Score -646160.6 nChanged 279 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10878 members Mstep: Class 2 contains 543 members Entering Unmasked Estep Score: -646380.062500 Penalty: 850.232056 Iteration 9Q: 3 clusters Score -646380.1 nChanged 190 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11066 members Mstep: Class 2 contains 355 members Entering Unmasked Estep Score: -646525.250000 Penalty: 850.232056 Iteration 10Q: 3 clusters Score -646525.2 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11174 members Mstep: Class 2 contains 247 members Entering Unmasked Estep Score: -646603.625000 Penalty: 850.232056 Iteration 11Q: 3 clusters Score -646603.6 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11229 members Mstep: Class 2 contains 192 members Entering Unmasked Estep Score: -646649.437500 Penalty: 850.232056 Iteration 12Q: 3 clusters Score -646649.4 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11258 members Mstep: Class 2 contains 163 members Entering Unmasked Estep Score: -646671.750000 Penalty: 850.232056 Iteration 13Q: 3 clusters Score -646671.8 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11273 members Mstep: Class 2 contains 148 members Entering Unmasked Estep Score: -646685.750000 Penalty: 850.232056 Iteration 14Q: 3 clusters Score -646685.8 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11278 members Mstep: Class 2 contains 143 members Entering Unmasked Estep Score: -646692.312500 Penalty: 850.232056 Iteration 15Q: 3 clusters Score -646692.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11283 members Mstep: Class 2 contains 138 members Entering Unmasked Estep Score: -646700.375000 Penalty: 850.232056 Iteration 16Q: 3 clusters Score -646700.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11290 members Mstep: Class 2 contains 131 members Entering Unmasked Estep Score: -646704.875000 Penalty: 850.232056 Iteration 17Q: 3 clusters Score -646704.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11293 members Mstep: Class 2 contains 128 members Entering Unmasked Estep Score: -646705.437500 Penalty: 850.232056 Iteration 18Q: 3 clusters Score -646705.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11293 members Mstep: Class 2 contains 128 members Entering Unmasked Estep Score: -646705.812500 Penalty: 850.232056 Iteration 19Q: 3 clusters Score -646705.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11296 members Mstep: Class 2 contains 125 members Entering Unmasked Estep Score: -646707.500000 Penalty: 850.232056 Iteration 20F: 3 clusters Score -646707.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11297 members Mstep: Class 2 contains 124 members Entering Unmasked Estep Score: -646707.750000 Penalty: 850.232056 Iteration 21Q: 3 clusters Score -646707.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11298 members Mstep: Class 2 contains 123 members Entering Unmasked Estep Score: -646707.937500 Penalty: 850.232056 Iteration 22Q: 3 clusters Score -646707.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11298 members Mstep: Class 2 contains 123 members Entering Unmasked Estep Score: -646707.937500 Penalty: 850.232056 Iteration 23F: 3 clusters Score -646707.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 29 (3939 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3939 members Entering Unmasked Estep Score: -234550.046875 Penalty: 376.680023 Iteration 0F: 2 clusters Score -234550 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 1945 members Entering Unmasked Estep Score: -231925.046875 Penalty: 753.360046 Iteration 0F: 3 clusters Score -231925 nChanged 1780 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2150 members Mstep: Class 2 contains 1789 members Entering Unmasked Estep Score: -233073.937500 Penalty: 753.360046 Iteration 1F: 3 clusters Score -233073.9 nChanged 306 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2244 members Mstep: Class 2 contains 1695 members Entering Unmasked Estep Score: -233272.109375 Penalty: 753.360046 Iteration 2F: 3 clusters Score -233272.1 nChanged 259 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2373 members Mstep: Class 2 contains 1566 members Entering Unmasked Estep Score: -233478.203125 Penalty: 753.360046 Iteration 3F: 3 clusters Score -233478.2 nChanged 238 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2495 members Mstep: Class 2 contains 1444 members Entering Unmasked Estep Score: -233656.078125 Penalty: 753.360046 Iteration 4F: 3 clusters Score -233656.1 nChanged 187 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2630 members Mstep: Class 2 contains 1309 members Entering Unmasked Estep Score: -233794.453125 Penalty: 753.360046 Iteration 5Q: 3 clusters Score -233794.5 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2749 members Mstep: Class 2 contains 1190 members Entering Unmasked Estep Score: -233894.046875 Penalty: 753.360046 Iteration 6Q: 3 clusters Score -233894 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2868 members Mstep: Class 2 contains 1071 members Entering Unmasked Estep Score: -233985.640625 Penalty: 753.360046 Iteration 7Q: 3 clusters Score -233985.6 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2976 members Mstep: Class 2 contains 963 members Entering Unmasked Estep Score: -234091.187500 Penalty: 753.360046 Iteration 8Q: 3 clusters Score -234091.2 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3067 members Mstep: Class 2 contains 872 members Entering Unmasked Estep Score: -234194.812500 Penalty: 753.360046 Iteration 9Q: 3 clusters Score -234194.8 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3141 members Mstep: Class 2 contains 798 members Entering Unmasked Estep Score: -234272.531250 Penalty: 753.360046 Iteration 10Q: 3 clusters Score -234272.5 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3187 members Mstep: Class 2 contains 752 members Entering Unmasked Estep Score: -234306.671875 Penalty: 753.360046 Iteration 11Q: 3 clusters Score -234306.7 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3223 members Mstep: Class 2 contains 716 members Entering Unmasked Estep Score: -234322.140625 Penalty: 753.360046 Iteration 12Q: 3 clusters Score -234322.1 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3250 members Mstep: Class 2 contains 689 members Entering Unmasked Estep Score: -234330.968750 Penalty: 753.360046 Iteration 13Q: 3 clusters Score -234331 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3267 members Mstep: Class 2 contains 672 members Entering Unmasked Estep Score: -234334.937500 Penalty: 753.360046 Iteration 14Q: 3 clusters Score -234334.9 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3282 members Mstep: Class 2 contains 657 members Entering Unmasked Estep Score: -234341.078125 Penalty: 753.360046 Iteration 15Q: 3 clusters Score -234341.1 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3299 members Mstep: Class 2 contains 640 members Entering Unmasked Estep Score: -234347.843750 Penalty: 753.360046 Iteration 16Q: 3 clusters Score -234347.8 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3310 members Mstep: Class 2 contains 629 members Entering Unmasked Estep Score: -234350.562500 Penalty: 753.360046 Iteration 17Q: 3 clusters Score -234350.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3319 members Mstep: Class 2 contains 620 members Entering Unmasked Estep Score: -234352.890625 Penalty: 753.360046 Iteration 18Q: 3 clusters Score -234352.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3327 members Mstep: Class 2 contains 612 members Entering Unmasked Estep Score: -234354.531250 Penalty: 753.360046 Iteration 19Q: 3 clusters Score -234354.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3334 members Mstep: Class 2 contains 605 members Entering Unmasked Estep Score: -234356.953125 Penalty: 753.360046 Iteration 20F: 3 clusters Score -234357 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3338 members Mstep: Class 2 contains 601 members Entering Unmasked Estep Score: -234358.421875 Penalty: 753.360046 Iteration 21Q: 3 clusters Score -234358.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3343 members Mstep: Class 2 contains 596 members Entering Unmasked Estep Score: -234359.156250 Penalty: 753.360046 Iteration 22Q: 3 clusters Score -234359.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3345 members Mstep: Class 2 contains 594 members Entering Unmasked Estep Score: -234359.171875 Penalty: 753.360046 Iteration 23Q: 3 clusters Score -234359.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3347 members Mstep: Class 2 contains 592 members Entering Unmasked Estep Score: -234359.187500 Penalty: 753.360046 Iteration 24Q: 3 clusters Score -234359.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3352 members Mstep: Class 2 contains 587 members Entering Unmasked Estep Score: -234360.671875 Penalty: 753.360046 Iteration 25Q: 3 clusters Score -234360.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3357 members Mstep: Class 2 contains 582 members Entering Unmasked Estep Score: -234362.328125 Penalty: 753.360046 Iteration 26Q: 3 clusters Score -234362.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3365 members Mstep: Class 2 contains 574 members Entering Unmasked Estep Score: -234364.984375 Penalty: 753.360046 Iteration 27Q: 3 clusters Score -234365 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3372 members Mstep: Class 2 contains 567 members Entering Unmasked Estep Score: -234366.859375 Penalty: 753.360046 Iteration 28Q: 3 clusters Score -234366.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3376 members Mstep: Class 2 contains 563 members Entering Unmasked Estep Score: -234367.343750 Penalty: 753.360046 Iteration 29Q: 3 clusters Score -234367.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3379 members Mstep: Class 2 contains 560 members Entering Unmasked Estep Score: -234367.812500 Penalty: 753.360046 Iteration 30Q: 3 clusters Score -234367.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3383 members Mstep: Class 2 contains 556 members Entering Unmasked Estep Score: -234369.031250 Penalty: 753.360046 Iteration 31Q: 3 clusters Score -234369 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3388 members Mstep: Class 2 contains 551 members Entering Unmasked Estep Score: -234370.718750 Penalty: 753.360046 Iteration 32Q: 3 clusters Score -234370.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3393 members Mstep: Class 2 contains 546 members Entering Unmasked Estep Score: -234371.625000 Penalty: 753.360046 Iteration 33Q: 3 clusters Score -234371.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3396 members Mstep: Class 2 contains 543 members Entering Unmasked Estep Score: -234372.421875 Penalty: 753.360046 Iteration 34Q: 3 clusters Score -234372.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3401 members Mstep: Class 2 contains 538 members Entering Unmasked Estep Score: -234374.062500 Penalty: 753.360046 Iteration 35Q: 3 clusters Score -234374.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3406 members Mstep: Class 2 contains 533 members Entering Unmasked Estep Score: -234375.250000 Penalty: 753.360046 Iteration 36Q: 3 clusters Score -234375.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3408 members Mstep: Class 2 contains 531 members Entering Unmasked Estep Score: -234375.609375 Penalty: 753.360046 Iteration 37Q: 3 clusters Score -234375.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3410 members Mstep: Class 2 contains 529 members Entering Unmasked Estep Score: -234376.484375 Penalty: 753.360046 Iteration 38Q: 3 clusters Score -234376.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3412 members Mstep: Class 2 contains 527 members Entering Unmasked Estep Score: -234377.093750 Penalty: 753.360046 Iteration 39Q: 3 clusters Score -234377.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3413 members Mstep: Class 2 contains 526 members Entering Unmasked Estep Score: -234377.140625 Penalty: 753.360046 Iteration 40F: 3 clusters Score -234377.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3414 members Mstep: Class 2 contains 525 members Entering Unmasked Estep Score: -234377.062500 Penalty: 753.360046 Iteration 41Q: 3 clusters Score -234377.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3414 members Mstep: Class 2 contains 525 members Entering Unmasked Estep Score: -234377.062500 Penalty: 753.360046 Iteration 42F: 3 clusters Score -234377.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 1 contains 616 members Mstep: Class 2 contains 49836 members Mstep: Class 3 contains 18930 members Mstep: Class 4 contains 1468 members Mstep: Class 5 contains 3859 members Mstep: Class 6 contains 1084 members Mstep: Class 7 contains 309 members Mstep: Class 8 contains 2078 members Mstep: Class 9 contains 1404 members Mstep: Class 10 contains 90 members Mstep: Class 11 contains 3289 members Mstep: Class 12 contains 22882 members Mstep: Class 13 contains 19783 members Mstep: Class 14 contains 10886 members Mstep: Class 15 contains 9941 members Mstep: Class 16 contains 12320 members Mstep: Class 17 contains 6832 members Mstep: Class 18 contains 7699 members Mstep: Class 19 contains 23390 members Mstep: Class 20 contains 15235 members Mstep: Class 21 contains 2294 members Mstep: Class 22 contains 102 members Mstep: Class 23 contains 348 members Mstep: Class 24 contains 6177 members Mstep: Class 25 contains 144173 members Mstep: Class 26 contains 34557 members Mstep: Class 27 contains 11203 members Mstep: Class 28 contains 11421 members Mstep: Class 29 contains 3939 members Entering Unmasked Estep ConsiderDeletion Score: -22969442.000000 Penalty: 20075.078125 Iteration 79Q: 35 clusters Score -2.296944e+07 nChanged 1782 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 627 members Mstep: Class 2 contains 49765 members Mstep: Class 3 contains 18930 members Mstep: Class 4 contains 1644 members Mstep: Class 5 contains 3930 members Mstep: Class 6 contains 1121 members Mstep: Class 7 contains 299 members Mstep: Class 8 contains 2080 members Mstep: Class 9 contains 1391 members Mstep: Class 10 contains 90 members Mstep: Class 11 contains 3285 members Mstep: Class 12 contains 22881 members Mstep: Class 13 contains 20041 members Mstep: Class 14 contains 10930 members Mstep: Class 15 contains 9929 members Mstep: Class 16 contains 12395 members Mstep: Class 17 contains 6833 members Mstep: Class 18 contains 7726 members Mstep: Class 19 contains 23429 members Mstep: Class 20 contains 15204 members Mstep: Class 21 contains 2295 members Mstep: Class 22 contains 99 members Mstep: Class 23 contains 355 members Mstep: Class 24 contains 6185 members Mstep: Class 25 contains 143675 members Mstep: Class 26 contains 34507 members Mstep: Class 27 contains 11183 members Mstep: Class 28 contains 11441 members Mstep: Class 29 contains 3936 members Mstep: Class 30 contains 428 members Mstep: Class 31 contains 263 members Mstep: Class 32 contains 3080 members Mstep: Class 33 contains 201 members Mstep: Class 34 contains 2056 members Entering Unmasked Estep ConsiderDeletion Deleting Class 7. Lose 534.222412 but Gain 590.443359 Score: -22970094.000000 Penalty: 19484.634766 Iteration 80F: 34 clusters Score -2.297009e+07 nChanged 2008 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 619 members Mstep: Class 2 contains 49727 members Mstep: Class 3 contains 18948 members Mstep: Class 4 contains 1748 members Mstep: Class 5 contains 4026 members Mstep: Class 6 contains 1147 members Mstep: Class 8 contains 2078 members Mstep: Class 9 contains 1435 members Mstep: Class 10 contains 92 members Mstep: Class 11 contains 3288 members Mstep: Class 12 contains 22912 members Mstep: Class 13 contains 20143 members Mstep: Class 14 contains 10968 members Mstep: Class 15 contains 9932 members Mstep: Class 16 contains 12416 members Mstep: Class 17 contains 6839 members Mstep: Class 18 contains 7738 members Mstep: Class 19 contains 23256 members Mstep: Class 20 contains 15180 members Mstep: Class 21 contains 2293 members Mstep: Class 22 contains 94 members Mstep: Class 23 contains 347 members Mstep: Class 24 contains 6230 members Mstep: Class 25 contains 143245 members Mstep: Class 26 contains 34440 members Mstep: Class 27 contains 11179 members Mstep: Class 28 contains 11459 members Mstep: Class 29 contains 3934 members Mstep: Class 30 contains 582 members Mstep: Class 31 contains 283 members Mstep: Class 32 contains 3213 members Mstep: Class 33 contains 204 members Mstep: Class 34 contains 2239 members Entering Unmasked Estep ConsiderDeletion Score: -22970742.000000 Penalty: 19484.634766 Iteration 81Q: 34 clusters Score -2.297074e+07 nChanged 1395 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 617 members Mstep: Class 2 contains 49686 members Mstep: Class 3 contains 18968 members Mstep: Class 4 contains 1797 members Mstep: Class 5 contains 4112 members Mstep: Class 6 contains 1165 members Mstep: Class 8 contains 2073 members Mstep: Class 9 contains 1427 members Mstep: Class 10 contains 93 members Mstep: Class 11 contains 3290 members Mstep: Class 12 contains 22906 members Mstep: Class 13 contains 20211 members Mstep: Class 14 contains 10998 members Mstep: Class 15 contains 9939 members Mstep: Class 16 contains 12440 members Mstep: Class 17 contains 6837 members Mstep: Class 18 contains 7765 members Mstep: Class 19 contains 23115 members Mstep: Class 20 contains 15161 members Mstep: Class 21 contains 2293 members Mstep: Class 22 contains 94 members Mstep: Class 23 contains 347 members Mstep: Class 24 contains 6226 members Mstep: Class 25 contains 142862 members Mstep: Class 26 contains 34353 members Mstep: Class 27 contains 11166 members Mstep: Class 28 contains 11474 members Mstep: Class 29 contains 3933 members Mstep: Class 30 contains 674 members Mstep: Class 31 contains 298 members Mstep: Class 32 contains 3319 members Mstep: Class 33 contains 204 members Mstep: Class 34 contains 2391 members Entering Unmasked Estep ConsiderDeletion Score: -22970972.000000 Penalty: 19484.634766 Iteration 82Q: 34 clusters Score -2.297097e+07 nChanged 1202 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 613 members Mstep: Class 2 contains 49663 members Mstep: Class 3 contains 18976 members Mstep: Class 4 contains 1837 members Mstep: Class 5 contains 4200 members Mstep: Class 6 contains 1182 members Mstep: Class 8 contains 2071 members Mstep: Class 9 contains 1427 members Mstep: Class 10 contains 93 members Mstep: Class 11 contains 3288 members Mstep: Class 12 contains 22898 members Mstep: Class 13 contains 20256 members Mstep: Class 14 contains 11041 members Mstep: Class 15 contains 9942 members Mstep: Class 16 contains 12470 members Mstep: Class 17 contains 6833 members Mstep: Class 18 contains 7779 members Mstep: Class 19 contains 23003 members Mstep: Class 20 contains 15152 members Mstep: Class 21 contains 2293 members Mstep: Class 22 contains 94 members Mstep: Class 23 contains 343 members Mstep: Class 24 contains 6220 members Mstep: Class 25 contains 142550 members Mstep: Class 26 contains 34261 members Mstep: Class 27 contains 11158 members Mstep: Class 28 contains 11492 members Mstep: Class 29 contains 3935 members Mstep: Class 30 contains 734 members Mstep: Class 31 contains 304 members Mstep: Class 32 contains 3417 members Mstep: Class 33 contains 206 members Mstep: Class 34 contains 2503 members Entering Unmasked Estep ConsiderDeletion Score: -22971322.000000 Penalty: 19484.634766 Iteration 83Q: 34 clusters Score -2.297132e+07 nChanged 1019 Entering Unmasked Mstep Mstep: Class 0 contains 24 members Mstep: Class 1 contains 608 members Mstep: Class 2 contains 49660 members Mstep: Class 3 contains 18977 members Mstep: Class 4 contains 1860 members Mstep: Class 5 contains 4291 members Mstep: Class 6 contains 1195 members Mstep: Class 8 contains 2070 members Mstep: Class 9 contains 1428 members Mstep: Class 10 contains 93 members Mstep: Class 11 contains 3284 members Mstep: Class 12 contains 22889 members Mstep: Class 13 contains 20306 members Mstep: Class 14 contains 11081 members Mstep: Class 15 contains 9949 members Mstep: Class 16 contains 12472 members Mstep: Class 17 contains 6837 members Mstep: Class 18 contains 7796 members Mstep: Class 19 contains 22932 members Mstep: Class 20 contains 15144 members Mstep: Class 21 contains 2295 members Mstep: Class 22 contains 93 members Mstep: Class 23 contains 339 members Mstep: Class 24 contains 6218 members Mstep: Class 25 contains 142271 members Mstep: Class 26 contains 34170 members Mstep: Class 27 contains 11157 members Mstep: Class 28 contains 11504 members Mstep: Class 29 contains 3938 members Mstep: Class 30 contains 771 members Mstep: Class 31 contains 309 members Mstep: Class 32 contains 3498 members Mstep: Class 33 contains 207 members Mstep: Class 34 contains 2593 members Entering Unmasked Estep ConsiderDeletion Score: -22971568.000000 Penalty: 19484.634766 Iteration 84Q: 34 clusters Score -2.297157e+07 nChanged 907 Entering Unmasked Mstep Mstep: Class 0 contains 24 members Mstep: Class 1 contains 605 members Mstep: Class 2 contains 49670 members Mstep: Class 3 contains 18983 members Mstep: Class 4 contains 1867 members Mstep: Class 5 contains 4350 members Mstep: Class 6 contains 1212 members Mstep: Class 8 contains 2072 members Mstep: Class 9 contains 1436 members Mstep: Class 10 contains 93 members Mstep: Class 11 contains 3282 members Mstep: Class 12 contains 22885 members Mstep: Class 13 contains 20335 members Mstep: Class 14 contains 11128 members Mstep: Class 15 contains 9954 members Mstep: Class 16 contains 12478 members Mstep: Class 17 contains 6842 members Mstep: Class 18 contains 7812 members Mstep: Class 19 contains 22867 members Mstep: Class 20 contains 15138 members Mstep: Class 21 contains 2299 members Mstep: Class 22 contains 92 members Mstep: Class 23 contains 339 members Mstep: Class 24 contains 6210 members Mstep: Class 25 contains 142032 members Mstep: Class 26 contains 34074 members Mstep: Class 27 contains 11168 members Mstep: Class 28 contains 11521 members Mstep: Class 29 contains 3937 members Mstep: Class 30 contains 791 members Mstep: Class 31 contains 320 members Mstep: Class 32 contains 3571 members Mstep: Class 33 contains 207 members Mstep: Class 34 contains 2665 members Entering Unmasked Estep ConsiderDeletion Score: -22971606.000000 Penalty: 19484.634766 Iteration 85Q: 34 clusters Score -2.297161e+07 nChanged 818 Entering Unmasked Mstep Mstep: Class 0 contains 24 members Mstep: Class 1 contains 602 members Mstep: Class 2 contains 49698 members Mstep: Class 3 contains 18985 members Mstep: Class 4 contains 1877 members Mstep: Class 5 contains 4416 members Mstep: Class 6 contains 1219 members Mstep: Class 8 contains 2073 members Mstep: Class 9 contains 1444 members Mstep: Class 10 contains 93 members Mstep: Class 11 contains 3280 members Mstep: Class 12 contains 22873 members Mstep: Class 13 contains 20349 members Mstep: Class 14 contains 11171 members Mstep: Class 15 contains 9965 members Mstep: Class 16 contains 12493 members Mstep: Class 17 contains 6847 members Mstep: Class 18 contains 7827 members Mstep: Class 19 contains 22817 members Mstep: Class 20 contains 15131 members Mstep: Class 21 contains 2301 members Mstep: Class 22 contains 92 members Mstep: Class 23 contains 334 members Mstep: Class 24 contains 6204 members Mstep: Class 25 contains 141792 members Mstep: Class 26 contains 33979 members Mstep: Class 27 contains 11180 members Mstep: Class 28 contains 11527 members Mstep: Class 29 contains 3937 members Mstep: Class 30 contains 811 members Mstep: Class 31 contains 327 members Mstep: Class 32 contains 3648 members Mstep: Class 33 contains 207 members Mstep: Class 34 contains 2736 members Entering Unmasked Estep ConsiderDeletion Score: -22971640.000000 Penalty: 19484.634766 Iteration 86Q: 34 clusters Score -2.297164e+07 nChanged 722 Entering Unmasked Mstep Mstep: Class 0 contains 24 members Mstep: Class 1 contains 601 members Mstep: Class 2 contains 49736 members Mstep: Class 3 contains 18979 members Mstep: Class 4 contains 1882 members Mstep: Class 5 contains 4459 members Mstep: Class 6 contains 1226 members Mstep: Class 8 contains 2071 members Mstep: Class 9 contains 1449 members Mstep: Class 10 contains 93 members Mstep: Class 11 contains 3280 members Mstep: Class 12 contains 22875 members Mstep: Class 13 contains 20352 members Mstep: Class 14 contains 11225 members Mstep: Class 15 contains 9971 members Mstep: Class 16 contains 12507 members Mstep: Class 17 contains 6852 members Mstep: Class 18 contains 7832 members Mstep: Class 19 contains 22784 members Mstep: Class 20 contains 15131 members Mstep: Class 21 contains 2303 members Mstep: Class 22 contains 92 members Mstep: Class 23 contains 332 members Mstep: Class 24 contains 6204 members Mstep: Class 25 contains 141595 members Mstep: Class 26 contains 33876 members Mstep: Class 27 contains 11183 members Mstep: Class 28 contains 11534 members Mstep: Class 29 contains 3937 members Mstep: Class 30 contains 820 members Mstep: Class 31 contains 334 members Mstep: Class 32 contains 3718 members Mstep: Class 33 contains 207 members Mstep: Class 34 contains 2795 members Entering Unmasked Estep ConsiderDeletion Score: -22971706.000000 Penalty: 19484.634766 Iteration 87Q: 34 clusters Score -2.297171e+07 nChanged 709 Entering Unmasked Mstep Mstep: Class 0 contains 24 members Mstep: Class 1 contains 600 members Mstep: Class 2 contains 49757 members Mstep: Class 3 contains 18980 members Mstep: Class 4 contains 1896 members Mstep: Class 5 contains 4500 members Mstep: Class 6 contains 1232 members Mstep: Class 8 contains 2071 members Mstep: Class 9 contains 1454 members Mstep: Class 10 contains 93 members Mstep: Class 11 contains 3282 members Mstep: Class 12 contains 22870 members Mstep: Class 13 contains 20345 members Mstep: Class 14 contains 11265 members Mstep: Class 15 contains 9983 members Mstep: Class 16 contains 12519 members Mstep: Class 17 contains 6859 members Mstep: Class 18 contains 7840 members Mstep: Class 19 contains 22748 members Mstep: Class 20 contains 15123 members Mstep: Class 21 contains 2304 members Mstep: Class 22 contains 92 members Mstep: Class 23 contains 331 members Mstep: Class 24 contains 6208 members Mstep: Class 25 contains 141411 members Mstep: Class 26 contains 33788 members Mstep: Class 27 contains 11192 members Mstep: Class 28 contains 11537 members Mstep: Class 29 contains 3937 members Mstep: Class 30 contains 828 members Mstep: Class 31 contains 343 members Mstep: Class 32 contains 3787 members Mstep: Class 33 contains 207 members Mstep: Class 34 contains 2853 members Entering Unmasked Estep ConsiderDeletion Score: -22971828.000000 Penalty: 19484.634766 Iteration 88Q: 34 clusters Score -2.297183e+07 nChanged 663 Entering Unmasked Mstep Mstep: Class 0 contains 24 members Mstep: Class 1 contains 599 members Mstep: Class 2 contains 49775 members Mstep: Class 3 contains 18984 members Mstep: Class 4 contains 1899 members Mstep: Class 5 contains 4544 members Mstep: Class 6 contains 1240 members Mstep: Class 8 contains 2070 members Mstep: Class 9 contains 1464 members Mstep: Class 10 contains 93 members Mstep: Class 11 contains 3283 members Mstep: Class 12 contains 22860 members Mstep: Class 13 contains 20344 members Mstep: Class 14 contains 11300 members Mstep: Class 15 contains 9995 members Mstep: Class 16 contains 12543 members Mstep: Class 17 contains 6864 members Mstep: Class 18 contains 7855 members Mstep: Class 19 contains 22723 members Mstep: Class 20 contains 15117 members Mstep: Class 21 contains 2307 members Mstep: Class 22 contains 92 members Mstep: Class 23 contains 328 members Mstep: Class 24 contains 6208 members Mstep: Class 25 contains 141211 members Mstep: Class 26 contains 33709 members Mstep: Class 27 contains 11199 members Mstep: Class 28 contains 11542 members Mstep: Class 29 contains 3937 members Mstep: Class 30 contains 831 members Mstep: Class 31 contains 355 members Mstep: Class 32 contains 3847 members Mstep: Class 33 contains 207 members Mstep: Class 34 contains 2910 members Entering Unmasked Estep ConsiderDeletion Score: -22971940.000000 Penalty: 19484.634766 Iteration 89Q: 34 clusters Score -2.297194e+07 nChanged 671 Entering Unmasked Mstep Mstep: Class 0 contains 24 members Mstep: Class 1 contains 599 members Mstep: Class 2 contains 49802 members Mstep: Class 3 contains 18992 members Mstep: Class 4 contains 1901 members Mstep: Class 5 contains 4582 members Mstep: Class 6 contains 1246 members Mstep: Class 8 contains 2070 members Mstep: Class 9 contains 1470 members Mstep: Class 10 contains 93 members Mstep: Class 11 contains 3288 members Mstep: Class 12 contains 22861 members Mstep: Class 13 contains 20352 members Mstep: Class 14 contains 11332 members Mstep: Class 15 contains 10006 members Mstep: Class 16 contains 12560 members Mstep: Class 17 contains 6880 members Mstep: Class 18 contains 7872 members Mstep: Class 19 contains 22700 members Mstep: Class 20 contains 15109 members Mstep: Class 21 contains 2309 members Mstep: Class 22 contains 92 members Mstep: Class 23 contains 327 members Mstep: Class 24 contains 6204 members Mstep: Class 25 contains 140996 members Mstep: Class 26 contains 33628 members Mstep: Class 27 contains 11212 members Mstep: Class 28 contains 11545 members Mstep: Class 29 contains 3937 members Mstep: Class 30 contains 833 members Mstep: Class 31 contains 359 members Mstep: Class 32 contains 3913 members Mstep: Class 33 contains 207 members Mstep: Class 34 contains 2958 members Entering Unmasked Estep ConsiderDeletion Score: -22971966.000000 Penalty: 19484.634766 Iteration 90Q: 34 clusters Score -2.297197e+07 nChanged 649 Entering Unmasked Mstep Mstep: Class 0 contains 24 members Mstep: Class 1 contains 598 members Mstep: Class 2 contains 49823 members Mstep: Class 3 contains 18991 members Mstep: Class 4 contains 1907 members Mstep: Class 5 contains 4638 members Mstep: Class 6 contains 1254 members Mstep: Class 8 contains 2069 members Mstep: Class 9 contains 1475 members Mstep: Class 10 contains 93 members Mstep: Class 11 contains 3288 members Mstep: Class 12 contains 22861 members Mstep: Class 13 contains 20367 members Mstep: Class 14 contains 11356 members Mstep: Class 15 contains 10015 members Mstep: Class 16 contains 12582 members Mstep: Class 17 contains 6886 members Mstep: Class 18 contains 7882 members Mstep: Class 19 contains 22696 members Mstep: Class 20 contains 15105 members Mstep: Class 21 contains 2310 members Mstep: Class 22 contains 92 members Mstep: Class 23 contains 325 members Mstep: Class 24 contains 6203 members Mstep: Class 25 contains 140779 members Mstep: Class 26 contains 33545 members Mstep: Class 27 contains 11234 members Mstep: Class 28 contains 11549 members Mstep: Class 29 contains 3937 members Mstep: Class 30 contains 838 members Mstep: Class 31 contains 364 members Mstep: Class 32 contains 3968 members Mstep: Class 33 contains 207 members Mstep: Class 34 contains 2998 members Entering Unmasked Estep ConsiderDeletion Score: -22972110.000000 Penalty: 19484.634766 Iteration 91Q: 34 clusters Score -2.297211e+07 nChanged 621 Entering Unmasked Mstep Mstep: Class 0 contains 24 members Mstep: Class 1 contains 598 members Mstep: Class 2 contains 49857 members Mstep: Class 3 contains 18995 members Mstep: Class 4 contains 1915 members Mstep: Class 5 contains 4685 members Mstep: Class 6 contains 1265 members Mstep: Class 8 contains 2069 members Mstep: Class 9 contains 1478 members Mstep: Class 10 contains 93 members Mstep: Class 11 contains 3289 members Mstep: Class 12 contains 22853 members Mstep: Class 13 contains 20376 members Mstep: Class 14 contains 11373 members Mstep: Class 15 contains 10022 members Mstep: Class 16 contains 12602 members Mstep: Class 17 contains 6894 members Mstep: Class 18 contains 7891 members Mstep: Class 19 contains 22693 members Mstep: Class 20 contains 15102 members Mstep: Class 21 contains 2310 members Mstep: Class 22 contains 92 members Mstep: Class 23 contains 322 members Mstep: Class 24 contains 6206 members Mstep: Class 25 contains 140571 members Mstep: Class 26 contains 33464 members Mstep: Class 27 contains 11247 members Mstep: Class 28 contains 11557 members Mstep: Class 29 contains 3938 members Mstep: Class 30 contains 843 members Mstep: Class 31 contains 367 members Mstep: Class 32 contains 4024 members Mstep: Class 33 contains 207 members Mstep: Class 34 contains 3037 members Entering Unmasked Estep ConsiderDeletion Score: -22972198.000000 Penalty: 19484.634766 Iteration 92Q: 34 clusters Score -2.29722e+07 nChanged 634 Entering Unmasked Mstep Mstep: Class 0 contains 24 members Mstep: Class 1 contains 598 members Mstep: Class 2 contains 49878 members Mstep: Class 3 contains 19001 members Mstep: Class 4 contains 1916 members Mstep: Class 5 contains 4730 members Mstep: Class 6 contains 1274 members Mstep: Class 8 contains 2066 members Mstep: Class 9 contains 1480 members Mstep: Class 10 contains 93 members Mstep: Class 11 contains 3290 members Mstep: Class 12 contains 22852 members Mstep: Class 13 contains 20380 members Mstep: Class 14 contains 11389 members Mstep: Class 15 contains 10030 members Mstep: Class 16 contains 12640 members Mstep: Class 17 contains 6904 members Mstep: Class 18 contains 7905 members Mstep: Class 19 contains 22699 members Mstep: Class 20 contains 15098 members Mstep: Class 21 contains 2310 members Mstep: Class 22 contains 92 members Mstep: Class 23 contains 317 members Mstep: Class 24 contains 6210 members Mstep: Class 25 contains 140347 members Mstep: Class 26 contains 33381 members Mstep: Class 27 contains 11263 members Mstep: Class 28 contains 11568 members Mstep: Class 29 contains 3938 members Mstep: Class 30 contains 852 members Mstep: Class 31 contains 371 members Mstep: Class 32 contains 4075 members Mstep: Class 33 contains 207 members Mstep: Class 34 contains 3081 members Entering Unmasked Estep ConsiderDeletion Score: -22972194.000000 Penalty: 19484.634766 Iteration 93Q: 34 clusters Score -2.297219e+07 nChanged 626 Entering Unmasked Mstep Mstep: Class 0 contains 24 members Mstep: Class 1 contains 597 members Mstep: Class 2 contains 49917 members Mstep: Class 3 contains 19011 members Mstep: Class 4 contains 1921 members Mstep: Class 5 contains 4777 members Mstep: Class 6 contains 1277 members Mstep: Class 8 contains 2065 members Mstep: Class 9 contains 1480 members Mstep: Class 10 contains 93 members Mstep: Class 11 contains 3294 members Mstep: Class 12 contains 22846 members Mstep: Class 13 contains 20386 members Mstep: Class 14 contains 11401 members Mstep: Class 15 contains 10043 members Mstep: Class 16 contains 12661 members Mstep: Class 17 contains 6916 members Mstep: Class 18 contains 7924 members Mstep: Class 19 contains 22687 members Mstep: Class 20 contains 15095 members Mstep: Class 21 contains 2309 members Mstep: Class 22 contains 92 members Mstep: Class 23 contains 315 members Mstep: Class 24 contains 6218 members Mstep: Class 25 contains 140111 members Mstep: Class 26 contains 33308 members Mstep: Class 27 contains 11271 members Mstep: Class 28 contains 11572 members Mstep: Class 29 contains 3938 members Mstep: Class 30 contains 859 members Mstep: Class 31 contains 374 members Mstep: Class 32 contains 4143 members Mstep: Class 33 contains 207 members Mstep: Class 34 contains 3127 members Entering Unmasked Estep ConsiderDeletion Score: -22972230.000000 Penalty: 19484.634766 Iteration 94Q: 34 clusters Score -2.297223e+07 nChanged 620 Entering Unmasked Mstep Mstep: Class 0 contains 24 members Mstep: Class 1 contains 597 members Mstep: Class 2 contains 49950 members Mstep: Class 3 contains 19014 members Mstep: Class 4 contains 1930 members Mstep: Class 5 contains 4818 members Mstep: Class 6 contains 1278 members Mstep: Class 8 contains 2066 members Mstep: Class 9 contains 1482 members Mstep: Class 10 contains 93 members Mstep: Class 11 contains 3293 members Mstep: Class 12 contains 22843 members Mstep: Class 13 contains 20398 members Mstep: Class 14 contains 11412 members Mstep: Class 15 contains 10057 members Mstep: Class 16 contains 12693 members Mstep: Class 17 contains 6927 members Mstep: Class 18 contains 7944 members Mstep: Class 19 contains 22696 members Mstep: Class 20 contains 15089 members Mstep: Class 21 contains 2310 members Mstep: Class 22 contains 92 members Mstep: Class 23 contains 310 members Mstep: Class 24 contains 6222 members Mstep: Class 25 contains 139871 members Mstep: Class 26 contains 33219 members Mstep: Class 27 contains 11285 members Mstep: Class 28 contains 11578 members Mstep: Class 29 contains 3938 members Mstep: Class 30 contains 865 members Mstep: Class 31 contains 375 members Mstep: Class 32 contains 4209 members Mstep: Class 33 contains 207 members Mstep: Class 34 contains 3174 members Entering Unmasked Estep ConsiderDeletion Score: -22972216.000000 Penalty: 19484.634766 Iteration 95Q: 34 clusters Score -2.297222e+07 nChanged 564 Entering Unmasked Mstep Mstep: Class 0 contains 24 members Mstep: Class 1 contains 597 members Mstep: Class 2 contains 49983 members Mstep: Class 3 contains 19016 members Mstep: Class 4 contains 1929 members Mstep: Class 5 contains 4864 members Mstep: Class 6 contains 1282 members Mstep: Class 8 contains 2067 members Mstep: Class 9 contains 1485 members Mstep: Class 10 contains 93 members Mstep: Class 11 contains 3293 members Mstep: Class 12 contains 22846 members Mstep: Class 13 contains 20418 members Mstep: Class 14 contains 11424 members Mstep: Class 15 contains 10068 members Mstep: Class 16 contains 12719 members Mstep: Class 17 contains 6939 members Mstep: Class 18 contains 7957 members Mstep: Class 19 contains 22712 members Mstep: Class 20 contains 15086 members Mstep: Class 21 contains 2310 members Mstep: Class 22 contains 92 members Mstep: Class 23 contains 308 members Mstep: Class 24 contains 6220 members Mstep: Class 25 contains 139672 members Mstep: Class 26 contains 33129 members Mstep: Class 27 contains 11288 members Mstep: Class 28 contains 11582 members Mstep: Class 29 contains 3938 members Mstep: Class 30 contains 868 members Mstep: Class 31 contains 378 members Mstep: Class 32 contains 4266 members Mstep: Class 33 contains 207 members Mstep: Class 34 contains 3199 members Entering Unmasked Estep ConsiderDeletion Score: -22972116.000000 Penalty: 19484.634766 Iteration 96Q: 34 clusters Score -2.297212e+07 nChanged 520 Entering Unmasked Mstep Mstep: Class 0 contains 24 members Mstep: Class 1 contains 596 members Mstep: Class 2 contains 50018 members Mstep: Class 3 contains 19020 members Mstep: Class 4 contains 1928 members Mstep: Class 5 contains 4902 members Mstep: Class 6 contains 1285 members Mstep: Class 8 contains 2068 members Mstep: Class 9 contains 1488 members Mstep: Class 10 contains 93 members Mstep: Class 11 contains 3293 members Mstep: Class 12 contains 22845 members Mstep: Class 13 contains 20437 members Mstep: Class 14 contains 11431 members Mstep: Class 15 contains 10082 members Mstep: Class 16 contains 12740 members Mstep: Class 17 contains 6952 members Mstep: Class 18 contains 7961 members Mstep: Class 19 contains 22730 members Mstep: Class 20 contains 15082 members Mstep: Class 21 contains 2311 members Mstep: Class 22 contains 92 members Mstep: Class 23 contains 305 members Mstep: Class 24 contains 6220 members Mstep: Class 25 contains 139491 members Mstep: Class 26 contains 33043 members Mstep: Class 27 contains 11295 members Mstep: Class 28 contains 11587 members Mstep: Class 29 contains 3937 members Mstep: Class 30 contains 872 members Mstep: Class 31 contains 379 members Mstep: Class 32 contains 4321 members Mstep: Class 33 contains 207 members Mstep: Class 34 contains 3224 members Entering Unmasked Estep ConsiderDeletion Score: -22972120.000000 Penalty: 19484.634766 Iteration 97Q: 34 clusters Score -2.297212e+07 nChanged 469 Entering Unmasked Mstep Mstep: Class 0 contains 24 members Mstep: Class 1 contains 596 members Mstep: Class 2 contains 50069 members Mstep: Class 3 contains 19023 members Mstep: Class 4 contains 1928 members Mstep: Class 5 contains 4932 members Mstep: Class 6 contains 1289 members Mstep: Class 8 contains 2072 members Mstep: Class 9 contains 1489 members Mstep: Class 10 contains 93 members Mstep: Class 11 contains 3293 members Mstep: Class 12 contains 22846 members Mstep: Class 13 contains 20463 members Mstep: Class 14 contains 11435 members Mstep: Class 15 contains 10098 members Mstep: Class 16 contains 12755 members Mstep: Class 17 contains 6959 members Mstep: Class 18 contains 7968 members Mstep: Class 19 contains 22750 members Mstep: Class 20 contains 15079 members Mstep: Class 21 contains 2310 members Mstep: Class 22 contains 92 members Mstep: Class 23 contains 305 members Mstep: Class 24 contains 6220 members Mstep: Class 25 contains 139298 members Mstep: Class 26 contains 32967 members Mstep: Class 27 contains 11302 members Mstep: Class 28 contains 11593 members Mstep: Class 29 contains 3937 members Mstep: Class 30 contains 874 members Mstep: Class 31 contains 379 members Mstep: Class 32 contains 4366 members Mstep: Class 33 contains 207 members Mstep: Class 34 contains 3248 members Entering Unmasked Estep ConsiderDeletion Score: -22972154.000000 Penalty: 19484.634766 Iteration 98Q: 34 clusters Score -2.297215e+07 nChanged 458 Entering Unmasked Mstep Mstep: Class 0 contains 24 members Mstep: Class 1 contains 596 members Mstep: Class 2 contains 50120 members Mstep: Class 3 contains 19028 members Mstep: Class 4 contains 1927 members Mstep: Class 5 contains 4956 members Mstep: Class 6 contains 1295 members Mstep: Class 8 contains 2071 members Mstep: Class 9 contains 1491 members Mstep: Class 10 contains 93 members Mstep: Class 11 contains 3293 members Mstep: Class 12 contains 22846 members Mstep: Class 13 contains 20484 members Mstep: Class 14 contains 11439 members Mstep: Class 15 contains 10115 members Mstep: Class 16 contains 12764 members Mstep: Class 17 contains 6970 members Mstep: Class 18 contains 7981 members Mstep: Class 19 contains 22772 members Mstep: Class 20 contains 15077 members Mstep: Class 21 contains 2310 members Mstep: Class 22 contains 92 members Mstep: Class 23 contains 302 members Mstep: Class 24 contains 6222 members Mstep: Class 25 contains 139121 members Mstep: Class 26 contains 32892 members Mstep: Class 27 contains 11306 members Mstep: Class 28 contains 11591 members Mstep: Class 29 contains 3938 members Mstep: Class 30 contains 877 members Mstep: Class 31 contains 379 members Mstep: Class 32 contains 4412 members Mstep: Class 33 contains 207 members Mstep: Class 34 contains 3268 members Entering Unmasked Estep ConsiderDeletion Score: -22972122.000000 Penalty: 19484.634766 Iteration 99Q: 34 clusters Score -2.297212e+07 nChanged 449 Entering Unmasked Mstep Mstep: Class 0 contains 24 members Mstep: Class 1 contains 597 members Mstep: Class 2 contains 50158 members Mstep: Class 3 contains 19034 members Mstep: Class 4 contains 1928 members Mstep: Class 5 contains 4983 members Mstep: Class 6 contains 1304 members Mstep: Class 8 contains 2071 members Mstep: Class 9 contains 1490 members Mstep: Class 10 contains 93 members Mstep: Class 11 contains 3293 members Mstep: Class 12 contains 22841 members Mstep: Class 13 contains 20502 members Mstep: Class 14 contains 11445 members Mstep: Class 15 contains 10127 members Mstep: Class 16 contains 12765 members Mstep: Class 17 contains 6978 members Mstep: Class 18 contains 7995 members Mstep: Class 19 contains 22789 members Mstep: Class 20 contains 15079 members Mstep: Class 21 contains 2311 members Mstep: Class 22 contains 92 members Mstep: Class 23 contains 303 members Mstep: Class 24 contains 6230 members Mstep: Class 25 contains 138963 members Mstep: Class 26 contains 32814 members Mstep: Class 27 contains 11310 members Mstep: Class 28 contains 11590 members Mstep: Class 29 contains 3940 members Mstep: Class 30 contains 879 members Mstep: Class 31 contains 379 members Mstep: Class 32 contains 4456 members Mstep: Class 33 contains 207 members Mstep: Class 34 contains 3289 members Entering Unmasked Estep ConsiderDeletion Score: -22972176.000000 Penalty: 19484.634766 Iteration 100F: 34 clusters Score -2.297218e+07 nChanged 410 Entering Unmasked Mstep Mstep: Class 0 contains 24 members Mstep: Class 1 contains 597 members Mstep: Class 2 contains 50175 members Mstep: Class 3 contains 19038 members Mstep: Class 4 contains 1932 members Mstep: Class 5 contains 5020 members Mstep: Class 6 contains 1311 members Mstep: Class 8 contains 2071 members Mstep: Class 9 contains 1489 members Mstep: Class 10 contains 93 members Mstep: Class 11 contains 3293 members Mstep: Class 12 contains 22836 members Mstep: Class 13 contains 20511 members Mstep: Class 14 contains 11451 members Mstep: Class 15 contains 10141 members Mstep: Class 16 contains 12752 members Mstep: Class 17 contains 6985 members Mstep: Class 18 contains 8011 members Mstep: Class 19 contains 22791 members Mstep: Class 20 contains 15080 members Mstep: Class 21 contains 2311 members Mstep: Class 22 contains 92 members Mstep: Class 23 contains 303 members Mstep: Class 24 contains 6236 members Mstep: Class 25 contains 138842 members Mstep: Class 26 contains 32747 members Mstep: Class 27 contains 11313 members Mstep: Class 28 contains 11590 members Mstep: Class 29 contains 3940 members Mstep: Class 30 contains 881 members Mstep: Class 31 contains 380 members Mstep: Class 32 contains 4508 members Mstep: Class 33 contains 207 members Mstep: Class 34 contains 3308 members Entering Unmasked Estep ConsiderDeletion Score: -22972084.000000 Penalty: 19484.634766 Iteration 101Q: 34 clusters Score -2.297208e+07 nChanged 373 Entering Unmasked Mstep Mstep: Class 0 contains 24 members Mstep: Class 1 contains 596 members Mstep: Class 2 contains 50202 members Mstep: Class 3 contains 19041 members Mstep: Class 4 contains 1937 members Mstep: Class 5 contains 5046 members Mstep: Class 6 contains 1316 members Mstep: Class 8 contains 2070 members Mstep: Class 9 contains 1489 members Mstep: Class 10 contains 93 members Mstep: Class 11 contains 3294 members Mstep: Class 12 contains 22833 members Mstep: Class 13 contains 20517 members Mstep: Class 14 contains 11457 members Mstep: Class 15 contains 10163 members Mstep: Class 16 contains 12728 members Mstep: Class 17 contains 6988 members Mstep: Class 18 contains 8023 members Mstep: Class 19 contains 22805 members Mstep: Class 20 contains 15081 members Mstep: Class 21 contains 2310 members Mstep: Class 22 contains 92 members Mstep: Class 23 contains 304 members Mstep: Class 24 contains 6242 members Mstep: Class 25 contains 138742 members Mstep: Class 26 contains 32679 members Mstep: Class 27 contains 11312 members Mstep: Class 28 contains 11593 members Mstep: Class 29 contains 3941 members Mstep: Class 30 contains 881 members Mstep: Class 31 contains 380 members Mstep: Class 32 contains 4551 members Mstep: Class 33 contains 207 members Mstep: Class 34 contains 3322 members Entering Unmasked Estep ConsiderDeletion Score: -22972144.000000 Penalty: 19484.634766 Iteration 102Q: 34 clusters Score -2.297214e+07 nChanged 324 Entering Unmasked Mstep Mstep: Class 0 contains 24 members Mstep: Class 1 contains 596 members Mstep: Class 2 contains 50215 members Mstep: Class 3 contains 19039 members Mstep: Class 4 contains 1937 members Mstep: Class 5 contains 5063 members Mstep: Class 6 contains 1323 members Mstep: Class 8 contains 2072 members Mstep: Class 9 contains 1492 members Mstep: Class 10 contains 93 members Mstep: Class 11 contains 3297 members Mstep: Class 12 contains 22828 members Mstep: Class 13 contains 20526 members Mstep: Class 14 contains 11459 members Mstep: Class 15 contains 10175 members Mstep: Class 16 contains 12717 members Mstep: Class 17 contains 6993 members Mstep: Class 18 contains 8034 members Mstep: Class 19 contains 22815 members Mstep: Class 20 contains 15080 members Mstep: Class 21 contains 2310 members Mstep: Class 22 contains 92 members Mstep: Class 23 contains 305 members Mstep: Class 24 contains 6247 members Mstep: Class 25 contains 138659 members Mstep: Class 26 contains 32622 members Mstep: Class 27 contains 11315 members Mstep: Class 28 contains 11597 members Mstep: Class 29 contains 3941 members Mstep: Class 30 contains 879 members Mstep: Class 31 contains 380 members Mstep: Class 32 contains 4589 members Mstep: Class 33 contains 207 members Mstep: Class 34 contains 3338 members Entering Unmasked Estep ConsiderDeletion Score: -22972108.000000 Penalty: 19484.634766 Iteration 103Q: 34 clusters Score -2.297211e+07 nChanged 296 Entering Unmasked Mstep Mstep: Class 0 contains 24 members Mstep: Class 1 contains 595 members Mstep: Class 2 contains 50235 members Mstep: Class 3 contains 19041 members Mstep: Class 4 contains 1941 members Mstep: Class 5 contains 5086 members Mstep: Class 6 contains 1329 members Mstep: Class 8 contains 2074 members Mstep: Class 9 contains 1493 members Mstep: Class 10 contains 93 members Mstep: Class 11 contains 3297 members Mstep: Class 12 contains 22829 members Mstep: Class 13 contains 20533 members Mstep: Class 14 contains 11460 members Mstep: Class 15 contains 10181 members Mstep: Class 16 contains 12692 members Mstep: Class 17 contains 6998 members Mstep: Class 18 contains 8036 members Mstep: Class 19 contains 22806 members Mstep: Class 20 contains 15081 members Mstep: Class 21 contains 2311 members Mstep: Class 22 contains 92 members Mstep: Class 23 contains 305 members Mstep: Class 24 contains 6248 members Mstep: Class 25 contains 138577 members Mstep: Class 26 contains 32582 members Mstep: Class 27 contains 11321 members Mstep: Class 28 contains 11602 members Mstep: Class 29 contains 3942 members Mstep: Class 30 contains 878 members Mstep: Class 31 contains 380 members Mstep: Class 32 contains 4630 members Mstep: Class 33 contains 207 members Mstep: Class 34 contains 3360 members Entering Unmasked Estep ConsiderDeletion Score: -22972074.000000 Penalty: 19484.634766 Iteration 104Q: 34 clusters Score -2.297207e+07 nChanged 289 Entering Unmasked Mstep Mstep: Class 0 contains 24 members Mstep: Class 1 contains 595 members Mstep: Class 2 contains 50261 members Mstep: Class 3 contains 19042 members Mstep: Class 4 contains 1941 members Mstep: Class 5 contains 5106 members Mstep: Class 6 contains 1335 members Mstep: Class 8 contains 2075 members Mstep: Class 9 contains 1493 members Mstep: Class 10 contains 93 members Mstep: Class 11 contains 3297 members Mstep: Class 12 contains 22825 members Mstep: Class 13 contains 20548 members Mstep: Class 14 contains 11465 members Mstep: Class 15 contains 10182 members Mstep: Class 16 contains 12674 members Mstep: Class 17 contains 7002 members Mstep: Class 18 contains 8041 members Mstep: Class 19 contains 22793 members Mstep: Class 20 contains 15078 members Mstep: Class 21 contains 2311 members Mstep: Class 22 contains 92 members Mstep: Class 23 contains 305 members Mstep: Class 24 contains 6253 members Mstep: Class 25 contains 138503 members Mstep: Class 26 contains 32539 members Mstep: Class 27 contains 11325 members Mstep: Class 28 contains 11604 members Mstep: Class 29 contains 3942 members Mstep: Class 30 contains 878 members Mstep: Class 31 contains 379 members Mstep: Class 32 contains 4675 members Mstep: Class 33 contains 207 members Mstep: Class 34 contains 3376 members Entering Unmasked Estep ConsiderDeletion Score: -22972054.000000 Penalty: 19484.634766 Iteration 105Q: 34 clusters Score -2.297205e+07 nChanged 289 Entering Unmasked Mstep Mstep: Class 0 contains 24 members Mstep: Class 1 contains 595 members Mstep: Class 2 contains 50283 members Mstep: Class 3 contains 19042 members Mstep: Class 4 contains 1941 members Mstep: Class 5 contains 5119 members Mstep: Class 6 contains 1343 members Mstep: Class 8 contains 2076 members Mstep: Class 9 contains 1496 members Mstep: Class 10 contains 93 members Mstep: Class 11 contains 3297 members Mstep: Class 12 contains 22830 members Mstep: Class 13 contains 20556 members Mstep: Class 14 contains 11469 members Mstep: Class 15 contains 10188 members Mstep: Class 16 contains 12656 members Mstep: Class 17 contains 7006 members Mstep: Class 18 contains 8046 members Mstep: Class 19 contains 22789 members Mstep: Class 20 contains 15078 members Mstep: Class 21 contains 2311 members Mstep: Class 22 contains 92 members Mstep: Class 23 contains 305 members Mstep: Class 24 contains 6253 members Mstep: Class 25 contains 138430 members Mstep: Class 26 contains 32484 members Mstep: Class 27 contains 11324 members Mstep: Class 28 contains 11605 members Mstep: Class 29 contains 3942 members Mstep: Class 30 contains 879 members Mstep: Class 31 contains 380 members Mstep: Class 32 contains 4721 members Mstep: Class 33 contains 207 members Mstep: Class 34 contains 3399 members Entering Unmasked Estep ConsiderDeletion Score: -22972116.000000 Penalty: 19484.634766 Iteration 106Q: 34 clusters Score -2.297212e+07 nChanged 281 Entering Unmasked Mstep Mstep: Class 0 contains 24 members Mstep: Class 1 contains 596 members Mstep: Class 2 contains 50299 members Mstep: Class 3 contains 19041 members Mstep: Class 4 contains 1942 members Mstep: Class 5 contains 5140 members Mstep: Class 6 contains 1354 members Mstep: Class 8 contains 2076 members Mstep: Class 9 contains 1498 members Mstep: Class 10 contains 93 members Mstep: Class 11 contains 3297 members Mstep: Class 12 contains 22832 members Mstep: Class 13 contains 20563 members Mstep: Class 14 contains 11474 members Mstep: Class 15 contains 10193 members Mstep: Class 16 contains 12647 members Mstep: Class 17 contains 7012 members Mstep: Class 18 contains 8046 members Mstep: Class 19 contains 22799 members Mstep: Class 20 contains 15077 members Mstep: Class 21 contains 2312 members Mstep: Class 22 contains 92 members Mstep: Class 23 contains 305 members Mstep: Class 24 contains 6253 members Mstep: Class 25 contains 138367 members Mstep: Class 26 contains 32421 members Mstep: Class 27 contains 11323 members Mstep: Class 28 contains 11602 members Mstep: Class 29 contains 3942 members Mstep: Class 30 contains 879 members Mstep: Class 31 contains 381 members Mstep: Class 32 contains 4757 members Mstep: Class 33 contains 207 members Mstep: Class 34 contains 3415 members Entering Unmasked Estep ConsiderDeletion Score: -22972194.000000 Penalty: 19484.634766 Iteration 107Q: 34 clusters Score -2.297219e+07 nChanged 292 Entering Unmasked Mstep Mstep: Class 0 contains 24 members Mstep: Class 1 contains 597 members Mstep: Class 2 contains 50321 members Mstep: Class 3 contains 19042 members Mstep: Class 4 contains 1944 members Mstep: Class 5 contains 5158 members Mstep: Class 6 contains 1360 members Mstep: Class 8 contains 2075 members Mstep: Class 9 contains 1502 members Mstep: Class 10 contains 93 members Mstep: Class 11 contains 3297 members Mstep: Class 12 contains 22840 members Mstep: Class 13 contains 20568 members Mstep: Class 14 contains 11478 members Mstep: Class 15 contains 10198 members Mstep: Class 16 contains 12640 members Mstep: Class 17 contains 7014 members Mstep: Class 18 contains 8048 members Mstep: Class 19 contains 22815 members Mstep: Class 20 contains 15076 members Mstep: Class 21 contains 2314 members Mstep: Class 22 contains 92 members Mstep: Class 23 contains 305 members Mstep: Class 24 contains 6251 members Mstep: Class 25 contains 138297 members Mstep: Class 26 contains 32359 members Mstep: Class 27 contains 11322 members Mstep: Class 28 contains 11599 members Mstep: Class 29 contains 3942 members Mstep: Class 30 contains 878 members Mstep: Class 31 contains 382 members Mstep: Class 32 contains 4793 members Mstep: Class 33 contains 207 members Mstep: Class 34 contains 3428 members Entering Unmasked Estep ConsiderDeletion Score: -22972142.000000 Penalty: 19484.634766 Iteration 108Q: 34 clusters Score -2.297214e+07 nChanged 316 Entering Unmasked Mstep Mstep: Class 0 contains 24 members Mstep: Class 1 contains 598 members Mstep: Class 2 contains 50328 members Mstep: Class 3 contains 19050 members Mstep: Class 4 contains 1943 members Mstep: Class 5 contains 5180 members Mstep: Class 6 contains 1364 members Mstep: Class 8 contains 2075 members Mstep: Class 9 contains 1508 members Mstep: Class 10 contains 93 members Mstep: Class 11 contains 3295 members Mstep: Class 12 contains 22848 members Mstep: Class 13 contains 20578 members Mstep: Class 14 contains 11483 members Mstep: Class 15 contains 10200 members Mstep: Class 16 contains 12636 members Mstep: Class 17 contains 7014 members Mstep: Class 18 contains 8051 members Mstep: Class 19 contains 22827 members Mstep: Class 20 contains 15078 members Mstep: Class 21 contains 2315 members Mstep: Class 22 contains 93 members Mstep: Class 23 contains 305 members Mstep: Class 24 contains 6247 members Mstep: Class 25 contains 138226 members Mstep: Class 26 contains 32285 members Mstep: Class 27 contains 11322 members Mstep: Class 28 contains 11600 members Mstep: Class 29 contains 3943 members Mstep: Class 30 contains 878 members Mstep: Class 31 contains 382 members Mstep: Class 32 contains 4844 members Mstep: Class 33 contains 207 members Mstep: Class 34 contains 3439 members Entering Unmasked Estep ConsiderDeletion Score: -22972194.000000 Penalty: 19484.634766 Iteration 109Q: 34 clusters Score -2.297219e+07 nChanged 310 Entering Unmasked Mstep Mstep: Class 0 contains 24 members Mstep: Class 1 contains 598 members Mstep: Class 2 contains 50343 members Mstep: Class 3 contains 19057 members Mstep: Class 4 contains 1948 members Mstep: Class 5 contains 5195 members Mstep: Class 6 contains 1368 members Mstep: Class 8 contains 2079 members Mstep: Class 9 contains 1513 members Mstep: Class 10 contains 93 members Mstep: Class 11 contains 3295 members Mstep: Class 12 contains 22848 members Mstep: Class 13 contains 20589 members Mstep: Class 14 contains 11494 members Mstep: Class 15 contains 10201 members Mstep: Class 16 contains 12642 members Mstep: Class 17 contains 7016 members Mstep: Class 18 contains 8057 members Mstep: Class 19 contains 22839 members Mstep: Class 20 contains 15079 members Mstep: Class 21 contains 2315 members Mstep: Class 22 contains 93 members Mstep: Class 23 contains 305 members Mstep: Class 24 contains 6246 members Mstep: Class 25 contains 138138 members Mstep: Class 26 contains 32199 members Mstep: Class 27 contains 11323 members Mstep: Class 28 contains 11602 members Mstep: Class 29 contains 3943 members Mstep: Class 30 contains 879 members Mstep: Class 31 contains 382 members Mstep: Class 32 contains 4897 members Mstep: Class 33 contains 207 members Mstep: Class 34 contains 3452 members Entering Unmasked Estep ConsiderDeletion Score: -22972150.000000 Penalty: 19484.634766 Iteration 110Q: 34 clusters Score -2.297215e+07 nChanged 299 Entering Unmasked Mstep Mstep: Class 0 contains 24 members Mstep: Class 1 contains 598 members Mstep: Class 2 contains 50361 members Mstep: Class 3 contains 19062 members Mstep: Class 4 contains 1952 members Mstep: Class 5 contains 5205 members Mstep: Class 6 contains 1376 members Mstep: Class 8 contains 2081 members Mstep: Class 9 contains 1513 members Mstep: Class 10 contains 93 members Mstep: Class 11 contains 3298 members Mstep: Class 12 contains 22852 members Mstep: Class 13 contains 20595 members Mstep: Class 14 contains 11503 members Mstep: Class 15 contains 10203 members Mstep: Class 16 contains 12646 members Mstep: Class 17 contains 7016 members Mstep: Class 18 contains 8061 members Mstep: Class 19 contains 22857 members Mstep: Class 20 contains 15078 members Mstep: Class 21 contains 2316 members Mstep: Class 22 contains 93 members Mstep: Class 23 contains 305 members Mstep: Class 24 contains 6248 members Mstep: Class 25 contains 138068 members Mstep: Class 26 contains 32119 members Mstep: Class 27 contains 11324 members Mstep: Class 28 contains 11600 members Mstep: Class 29 contains 3943 members Mstep: Class 30 contains 879 members Mstep: Class 31 contains 382 members Mstep: Class 32 contains 4940 members Mstep: Class 33 contains 207 members Mstep: Class 34 contains 3461 members Entering Unmasked Estep ConsiderDeletion Score: -22972212.000000 Penalty: 19484.634766 Iteration 111Q: 34 clusters Score -2.297221e+07 nChanged 299 Entering Unmasked Mstep Mstep: Class 0 contains 24 members Mstep: Class 1 contains 598 members Mstep: Class 2 contains 50380 members Mstep: Class 3 contains 19063 members Mstep: Class 4 contains 1953 members Mstep: Class 5 contains 5220 members Mstep: Class 6 contains 1389 members Mstep: Class 8 contains 2087 members Mstep: Class 9 contains 1515 members Mstep: Class 10 contains 93 members Mstep: Class 11 contains 3299 members Mstep: Class 12 contains 22856 members Mstep: Class 13 contains 20598 members Mstep: Class 14 contains 11516 members Mstep: Class 15 contains 10203 members Mstep: Class 16 contains 12642 members Mstep: Class 17 contains 7019 members Mstep: Class 18 contains 8065 members Mstep: Class 19 contains 22889 members Mstep: Class 20 contains 15081 members Mstep: Class 21 contains 2316 members Mstep: Class 22 contains 93 members Mstep: Class 23 contains 305 members Mstep: Class 24 contains 6247 members Mstep: Class 25 contains 138009 members Mstep: Class 26 contains 32022 members Mstep: Class 27 contains 11327 members Mstep: Class 28 contains 11600 members Mstep: Class 29 contains 3943 members Mstep: Class 30 contains 878 members Mstep: Class 31 contains 383 members Mstep: Class 32 contains 4974 members Mstep: Class 33 contains 207 members Mstep: Class 34 contains 3465 members Entering Unmasked Estep ConsiderDeletion Score: -22972248.000000 Penalty: 19484.634766 Iteration 112Q: 34 clusters Score -2.297225e+07 nChanged 290 Entering Unmasked Mstep Mstep: Class 0 contains 24 members Mstep: Class 1 contains 598 members Mstep: Class 2 contains 50386 members Mstep: Class 3 contains 19067 members Mstep: Class 4 contains 1951 members Mstep: Class 5 contains 5226 members Mstep: Class 6 contains 1399 members Mstep: Class 8 contains 2089 members Mstep: Class 9 contains 1521 members Mstep: Class 10 contains 93 members Mstep: Class 11 contains 3301 members Mstep: Class 12 contains 22865 members Mstep: Class 13 contains 20606 members Mstep: Class 14 contains 11523 members Mstep: Class 15 contains 10205 members Mstep: Class 16 contains 12634 members Mstep: Class 17 contains 7024 members Mstep: Class 18 contains 8075 members Mstep: Class 19 contains 22936 members Mstep: Class 20 contains 15081 members Mstep: Class 21 contains 2318 members Mstep: Class 22 contains 93 members Mstep: Class 23 contains 305 members Mstep: Class 24 contains 6243 members Mstep: Class 25 contains 137955 members Mstep: Class 26 contains 31927 members Mstep: Class 27 contains 11328 members Mstep: Class 28 contains 11602 members Mstep: Class 29 contains 3943 members Mstep: Class 30 contains 879 members Mstep: Class 31 contains 383 members Mstep: Class 32 contains 5000 members Mstep: Class 33 contains 207 members Mstep: Class 34 contains 3472 members Entering Unmasked Estep ConsiderDeletion Score: -22972294.000000 Penalty: 19484.634766 Iteration 113Q: 34 clusters Score -2.297229e+07 nChanged 280 Entering Unmasked Mstep Mstep: Class 0 contains 24 members Mstep: Class 1 contains 598 members Mstep: Class 2 contains 50398 members Mstep: Class 3 contains 19068 members Mstep: Class 4 contains 1950 members Mstep: Class 5 contains 5233 members Mstep: Class 6 contains 1405 members Mstep: Class 8 contains 2090 members Mstep: Class 9 contains 1527 members Mstep: Class 10 contains 93 members Mstep: Class 11 contains 3301 members Mstep: Class 12 contains 22864 members Mstep: Class 13 contains 20617 members Mstep: Class 14 contains 11527 members Mstep: Class 15 contains 10203 members Mstep: Class 16 contains 12628 members Mstep: Class 17 contains 7033 members Mstep: Class 18 contains 8080 members Mstep: Class 19 contains 23001 members Mstep: Class 20 contains 15077 members Mstep: Class 21 contains 2321 members Mstep: Class 22 contains 93 members Mstep: Class 23 contains 305 members Mstep: Class 24 contains 6242 members Mstep: Class 25 contains 137909 members Mstep: Class 26 contains 31822 members Mstep: Class 27 contains 11330 members Mstep: Class 28 contains 11604 members Mstep: Class 29 contains 3943 members Mstep: Class 30 contains 880 members Mstep: Class 31 contains 383 members Mstep: Class 32 contains 5026 members Mstep: Class 33 contains 207 members Mstep: Class 34 contains 3477 members Entering Unmasked Estep ConsiderDeletion Score: -22972278.000000 Penalty: 19484.634766 Iteration 114Q: 34 clusters Score -2.297228e+07 nChanged 256 Entering Unmasked Mstep Mstep: Class 0 contains 24 members Mstep: Class 1 contains 598 members Mstep: Class 2 contains 50396 members Mstep: Class 3 contains 19069 members Mstep: Class 4 contains 1951 members Mstep: Class 5 contains 5240 members Mstep: Class 6 contains 1415 members Mstep: Class 8 contains 2089 members Mstep: Class 9 contains 1530 members Mstep: Class 10 contains 93 members Mstep: Class 11 contains 3301 members Mstep: Class 12 contains 22864 members Mstep: Class 13 contains 20625 members Mstep: Class 14 contains 11531 members Mstep: Class 15 contains 10203 members Mstep: Class 16 contains 12634 members Mstep: Class 17 contains 7044 members Mstep: Class 18 contains 8082 members Mstep: Class 19 contains 23066 members Mstep: Class 20 contains 15074 members Mstep: Class 21 contains 2325 members Mstep: Class 22 contains 93 members Mstep: Class 23 contains 306 members Mstep: Class 24 contains 6242 members Mstep: Class 25 contains 137872 members Mstep: Class 26 contains 31716 members Mstep: Class 27 contains 11331 members Mstep: Class 28 contains 11605 members Mstep: Class 29 contains 3943 members Mstep: Class 30 contains 881 members Mstep: Class 31 contains 383 members Mstep: Class 32 contains 5048 members Mstep: Class 33 contains 207 members Mstep: Class 34 contains 3478 members Entering Unmasked Estep ConsiderDeletion Score: -22972296.000000 Penalty: 19484.634766 Iteration 115Q: 34 clusters Score -2.29723e+07 nChanged 253 Entering Unmasked Mstep Mstep: Class 0 contains 24 members Mstep: Class 1 contains 598 members Mstep: Class 2 contains 50401 members Mstep: Class 3 contains 19074 members Mstep: Class 4 contains 1952 members Mstep: Class 5 contains 5242 members Mstep: Class 6 contains 1424 members Mstep: Class 8 contains 2090 members Mstep: Class 9 contains 1532 members Mstep: Class 10 contains 93 members Mstep: Class 11 contains 3302 members Mstep: Class 12 contains 22868 members Mstep: Class 13 contains 20637 members Mstep: Class 14 contains 11539 members Mstep: Class 15 contains 10203 members Mstep: Class 16 contains 12638 members Mstep: Class 17 contains 7051 members Mstep: Class 18 contains 8083 members Mstep: Class 19 contains 23127 members Mstep: Class 20 contains 15071 members Mstep: Class 21 contains 2327 members Mstep: Class 22 contains 94 members Mstep: Class 23 contains 306 members Mstep: Class 24 contains 6240 members Mstep: Class 25 contains 137829 members Mstep: Class 26 contains 31611 members Mstep: Class 27 contains 11332 members Mstep: Class 28 contains 11607 members Mstep: Class 29 contains 3943 members Mstep: Class 30 contains 883 members Mstep: Class 31 contains 383 members Mstep: Class 32 contains 5070 members Mstep: Class 33 contains 207 members Mstep: Class 34 contains 3478 members Entering Unmasked Estep ConsiderDeletion Score: -22972334.000000 Penalty: 19484.634766 Iteration 116Q: 34 clusters Score -2.297233e+07 nChanged 248 Entering Unmasked Mstep Mstep: Class 0 contains 24 members Mstep: Class 1 contains 598 members Mstep: Class 2 contains 50406 members Mstep: Class 3 contains 19073 members Mstep: Class 4 contains 1952 members Mstep: Class 5 contains 5248 members Mstep: Class 6 contains 1440 members Mstep: Class 8 contains 2092 members Mstep: Class 9 contains 1533 members Mstep: Class 10 contains 93 members Mstep: Class 11 contains 3303 members Mstep: Class 12 contains 22870 members Mstep: Class 13 contains 20652 members Mstep: Class 14 contains 11548 members Mstep: Class 15 contains 10206 members Mstep: Class 16 contains 12643 members Mstep: Class 17 contains 7051 members Mstep: Class 18 contains 8083 members Mstep: Class 19 contains 23178 members Mstep: Class 20 contains 15070 members Mstep: Class 21 contains 2327 members Mstep: Class 22 contains 94 members Mstep: Class 23 contains 307 members Mstep: Class 24 contains 6239 members Mstep: Class 25 contains 137790 members Mstep: Class 26 contains 31518 members Mstep: Class 27 contains 11332 members Mstep: Class 28 contains 11607 members Mstep: Class 29 contains 3943 members Mstep: Class 30 contains 882 members Mstep: Class 31 contains 385 members Mstep: Class 32 contains 5087 members Mstep: Class 33 contains 207 members Mstep: Class 34 contains 3478 members Entering Unmasked Estep ConsiderDeletion Score: -22972384.000000 Penalty: 19484.634766 Iteration 117Q: 34 clusters Score -2.297238e+07 nChanged 259 Entering Unmasked Mstep Mstep: Class 0 contains 24 members Mstep: Class 1 contains 598 members Mstep: Class 2 contains 50402 members Mstep: Class 3 contains 19072 members Mstep: Class 4 contains 1954 members Mstep: Class 5 contains 5248 members Mstep: Class 6 contains 1461 members Mstep: Class 8 contains 2095 members Mstep: Class 9 contains 1537 members Mstep: Class 10 contains 93 members Mstep: Class 11 contains 3305 members Mstep: Class 12 contains 22878 members Mstep: Class 13 contains 20661 members Mstep: Class 14 contains 11553 members Mstep: Class 15 contains 10207 members Mstep: Class 16 contains 12644 members Mstep: Class 17 contains 7054 members Mstep: Class 18 contains 8083 members Mstep: Class 19 contains 23220 members Mstep: Class 20 contains 15069 members Mstep: Class 21 contains 2328 members Mstep: Class 22 contains 94 members Mstep: Class 23 contains 306 members Mstep: Class 24 contains 6239 members Mstep: Class 25 contains 137762 members Mstep: Class 26 contains 31434 members Mstep: Class 27 contains 11331 members Mstep: Class 28 contains 11610 members Mstep: Class 29 contains 3943 members Mstep: Class 30 contains 884 members Mstep: Class 31 contains 386 members Mstep: Class 32 contains 5098 members Mstep: Class 33 contains 207 members Mstep: Class 34 contains 3479 members Entering Unmasked Estep ConsiderDeletion Score: -22972358.000000 Penalty: 19484.634766 Iteration 118Q: 34 clusters Score -2.297236e+07 nChanged 261 Entering ConstructFrom: Score: -22972358.000000 Penalty: 19484.634766 Entering ConstructFrom: Trying to split cluster 1 (598 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 598 members Entering Unmasked Estep Score: -27289.937500 Penalty: 290.908386 Iteration 0F: 2 clusters Score -27289.94 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 290 members Entering Unmasked Estep Score: -26760.792969 Penalty: 581.816772 Iteration 0F: 3 clusters Score -26760.79 nChanged 231 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 373 members Mstep: Class 2 contains 225 members Entering Unmasked Estep Score: -26981.992188 Penalty: 581.816772 Iteration 1F: 3 clusters Score -26981.99 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 379 members Mstep: Class 2 contains 219 members Entering Unmasked Estep Score: -27025.832031 Penalty: 581.816772 Iteration 2F: 3 clusters Score -27025.83 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 382 members Mstep: Class 2 contains 216 members Entering Unmasked Estep Score: -27051.429688 Penalty: 581.816772 Iteration 3Q: 3 clusters Score -27051.43 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 380 members Mstep: Class 2 contains 218 members Entering Unmasked Estep Score: -27082.736328 Penalty: 581.816772 Iteration 4F: 3 clusters Score -27082.74 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 382 members Mstep: Class 2 contains 216 members Entering Unmasked Estep Score: -27107.189453 Penalty: 581.816772 Iteration 5Q: 3 clusters Score -27107.19 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 381 members Mstep: Class 2 contains 217 members Entering Unmasked Estep Score: -27117.154297 Penalty: 581.816772 Iteration 6Q: 3 clusters Score -27117.15 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 374 members Mstep: Class 2 contains 224 members Entering Unmasked Estep Score: -27128.703125 Penalty: 581.816772 Iteration 7Q: 3 clusters Score -27128.7 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 367 members Mstep: Class 2 contains 231 members Entering Unmasked Estep Score: -27136.294922 Penalty: 581.816772 Iteration 8Q: 3 clusters Score -27136.29 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 357 members Mstep: Class 2 contains 241 members Entering Unmasked Estep Score: -27142.929688 Penalty: 581.816772 Iteration 9Q: 3 clusters Score -27142.93 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 350 members Mstep: Class 2 contains 248 members Entering Unmasked Estep Score: -27147.958984 Penalty: 581.816772 Iteration 10Q: 3 clusters Score -27147.96 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 343 members Mstep: Class 2 contains 255 members Entering Unmasked Estep Score: -27153.335938 Penalty: 581.816772 Iteration 11Q: 3 clusters Score -27153.34 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 337 members Mstep: Class 2 contains 261 members Entering Unmasked Estep Score: -27157.244141 Penalty: 581.816772 Iteration 12Q: 3 clusters Score -27157.24 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 329 members Mstep: Class 2 contains 269 members Entering Unmasked Estep Score: -27161.642578 Penalty: 581.816772 Iteration 13Q: 3 clusters Score -27161.64 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 326 members Mstep: Class 2 contains 272 members Entering Unmasked Estep Score: -27162.761719 Penalty: 581.816772 Iteration 14Q: 3 clusters Score -27162.76 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 326 members Mstep: Class 2 contains 272 members Entering Unmasked Estep Score: -27162.761719 Penalty: 581.816772 Iteration 15F: 3 clusters Score -27162.76 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (50393 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50393 members Entering Unmasked Estep Score: -2777503.500000 Penalty: 492.656128 Iteration 0F: 2 clusters Score -2777504 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25225 members Mstep: Class 2 contains 25168 members Entering Unmasked Estep Score: -2743376.000000 Penalty: 985.312256 Iteration 0F: 3 clusters Score -2743376 nChanged 24655 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25788 members Mstep: Class 2 contains 24605 members Entering Unmasked Estep Score: -2758870.500000 Penalty: 985.312256 Iteration 1F: 3 clusters Score -2758870 nChanged 2937 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26303 members Mstep: Class 2 contains 24090 members Entering Unmasked Estep Score: -2760538.500000 Penalty: 985.312256 Iteration 2F: 3 clusters Score -2760538 nChanged 3359 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27152 members Mstep: Class 2 contains 23241 members Entering Unmasked Estep Score: -2762811.750000 Penalty: 985.312256 Iteration 3F: 3 clusters Score -2762812 nChanged 3611 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28297 members Mstep: Class 2 contains 22096 members Entering Unmasked Estep Score: -2765344.500000 Penalty: 985.312256 Iteration 4F: 3 clusters Score -2765344 nChanged 3303 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29584 members Mstep: Class 2 contains 20809 members Entering Unmasked Estep Score: -2767653.000000 Penalty: 985.312256 Iteration 5F: 3 clusters Score -2767653 nChanged 2700 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30796 members Mstep: Class 2 contains 19597 members Entering Unmasked Estep Score: -2769179.250000 Penalty: 985.312256 Iteration 6F: 3 clusters Score -2769179 nChanged 1952 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31922 members Mstep: Class 2 contains 18471 members Entering Unmasked Estep Score: -2769990.500000 Penalty: 985.312256 Iteration 7Q: 3 clusters Score -2769990 nChanged 1407 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33037 members Mstep: Class 2 contains 17356 members Entering Unmasked Estep Score: -2770533.750000 Penalty: 985.312256 Iteration 8Q: 3 clusters Score -2770534 nChanged 1248 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34189 members Mstep: Class 2 contains 16204 members Entering Unmasked Estep Score: -2771028.000000 Penalty: 985.312256 Iteration 9Q: 3 clusters Score -2771028 nChanged 1140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35291 members Mstep: Class 2 contains 15102 members Entering Unmasked Estep Score: -2771516.500000 Penalty: 985.312256 Iteration 10Q: 3 clusters Score -2771516 nChanged 1195 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36450 members Mstep: Class 2 contains 13943 members Entering Unmasked Estep Score: -2772033.500000 Penalty: 985.312256 Iteration 11Q: 3 clusters Score -2772034 nChanged 1209 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37635 members Mstep: Class 2 contains 12758 members Entering Unmasked Estep Score: -2772641.000000 Penalty: 985.312256 Iteration 12Q: 3 clusters Score -2772641 nChanged 1217 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38834 members Mstep: Class 2 contains 11559 members Entering Unmasked Estep Score: -2773253.750000 Penalty: 985.312256 Iteration 13Q: 3 clusters Score -2773254 nChanged 1223 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40043 members Mstep: Class 2 contains 10350 members Entering Unmasked Estep Score: -2773922.000000 Penalty: 985.312256 Iteration 14Q: 3 clusters Score -2773922 nChanged 1147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41172 members Mstep: Class 2 contains 9221 members Entering Unmasked Estep Score: -2774608.000000 Penalty: 985.312256 Iteration 15Q: 3 clusters Score -2774608 nChanged 1110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42272 members Mstep: Class 2 contains 8121 members Entering Unmasked Estep Score: -2775323.500000 Penalty: 985.312256 Iteration 16Q: 3 clusters Score -2775324 nChanged 983 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43245 members Mstep: Class 2 contains 7148 members Entering Unmasked Estep Score: -2775888.250000 Penalty: 985.312256 Iteration 17Q: 3 clusters Score -2775888 nChanged 814 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44041 members Mstep: Class 2 contains 6352 members Entering Unmasked Estep Score: -2776354.500000 Penalty: 985.312256 Iteration 18Q: 3 clusters Score -2776354 nChanged 665 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44696 members Mstep: Class 2 contains 5697 members Entering Unmasked Estep Score: -2776712.250000 Penalty: 985.312256 Iteration 19Q: 3 clusters Score -2776712 nChanged 541 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45231 members Mstep: Class 2 contains 5162 members Entering Unmasked Estep Score: -2776977.000000 Penalty: 985.312256 Iteration 20F: 3 clusters Score -2776977 nChanged 440 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45669 members Mstep: Class 2 contains 4724 members Entering Unmasked Estep Score: -2777153.750000 Penalty: 985.312256 Iteration 21Q: 3 clusters Score -2777154 nChanged 368 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46037 members Mstep: Class 2 contains 4356 members Entering Unmasked Estep Score: -2777269.000000 Penalty: 985.312256 Iteration 22Q: 3 clusters Score -2777269 nChanged 280 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46315 members Mstep: Class 2 contains 4078 members Entering Unmasked Estep Score: -2777350.750000 Penalty: 985.312256 Iteration 23Q: 3 clusters Score -2777351 nChanged 245 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46558 members Mstep: Class 2 contains 3835 members Entering Unmasked Estep Score: -2777410.250000 Penalty: 985.312256 Iteration 24Q: 3 clusters Score -2777410 nChanged 225 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46783 members Mstep: Class 2 contains 3610 members Entering Unmasked Estep Score: -2777461.000000 Penalty: 985.312256 Iteration 25Q: 3 clusters Score -2777461 nChanged 199 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46982 members Mstep: Class 2 contains 3411 members Entering Unmasked Estep Score: -2777504.000000 Penalty: 985.312256 Iteration 26Q: 3 clusters Score -2777504 nChanged 178 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47160 members Mstep: Class 2 contains 3233 members Entering Unmasked Estep Score: -2777530.250000 Penalty: 985.312256 Iteration 27Q: 3 clusters Score -2777530 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47298 members Mstep: Class 2 contains 3095 members Entering Unmasked Estep Score: -2777554.750000 Penalty: 985.312256 Iteration 28Q: 3 clusters Score -2777555 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47413 members Mstep: Class 2 contains 2980 members Entering Unmasked Estep Score: -2777577.250000 Penalty: 985.312256 Iteration 29Q: 3 clusters Score -2777577 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47506 members Mstep: Class 2 contains 2887 members Entering Unmasked Estep Score: -2777593.000000 Penalty: 985.312256 Iteration 30Q: 3 clusters Score -2777593 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47575 members Mstep: Class 2 contains 2818 members Entering Unmasked Estep Score: -2777599.500000 Penalty: 985.312256 Iteration 31Q: 3 clusters Score -2777600 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47636 members Mstep: Class 2 contains 2757 members Entering Unmasked Estep Score: -2777602.750000 Penalty: 985.312256 Iteration 32Q: 3 clusters Score -2777603 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47691 members Mstep: Class 2 contains 2702 members Entering Unmasked Estep Score: -2777612.000000 Penalty: 985.312256 Iteration 33Q: 3 clusters Score -2777612 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47740 members Mstep: Class 2 contains 2653 members Entering Unmasked Estep Score: -2777621.000000 Penalty: 985.312256 Iteration 34Q: 3 clusters Score -2777621 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47788 members Mstep: Class 2 contains 2605 members Entering Unmasked Estep Score: -2777630.000000 Penalty: 985.312256 Iteration 35Q: 3 clusters Score -2777630 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47830 members Mstep: Class 2 contains 2563 members Entering Unmasked Estep Score: -2777635.250000 Penalty: 985.312256 Iteration 36Q: 3 clusters Score -2777635 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47860 members Mstep: Class 2 contains 2533 members Entering Unmasked Estep Score: -2777635.000000 Penalty: 985.312256 Iteration 37Q: 3 clusters Score -2777635 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47901 members Mstep: Class 2 contains 2492 members Entering Unmasked Estep Score: -2777642.000000 Penalty: 985.312256 Iteration 38Q: 3 clusters Score -2777642 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47939 members Mstep: Class 2 contains 2454 members Entering Unmasked Estep Score: -2777647.000000 Penalty: 985.312256 Iteration 39Q: 3 clusters Score -2777647 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47969 members Mstep: Class 2 contains 2424 members Entering Unmasked Estep Score: -2777649.000000 Penalty: 985.312256 Iteration 40F: 3 clusters Score -2777649 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48009 members Mstep: Class 2 contains 2384 members Entering Unmasked Estep Score: -2777651.000000 Penalty: 985.312256 Iteration 41Q: 3 clusters Score -2777651 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48041 members Mstep: Class 2 contains 2352 members Entering Unmasked Estep Score: -2777648.000000 Penalty: 985.312256 Iteration 42Q: 3 clusters Score -2777648 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48066 members Mstep: Class 2 contains 2327 members Entering Unmasked Estep Score: -2777655.000000 Penalty: 985.312256 Iteration 43Q: 3 clusters Score -2777655 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48086 members Mstep: Class 2 contains 2307 members Entering Unmasked Estep Score: -2777657.000000 Penalty: 985.312256 Iteration 44Q: 3 clusters Score -2777657 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48102 members Mstep: Class 2 contains 2291 members Entering Unmasked Estep Score: -2777655.250000 Penalty: 985.312256 Iteration 45Q: 3 clusters Score -2777655 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48110 members Mstep: Class 2 contains 2283 members Entering Unmasked Estep Score: -2777655.000000 Penalty: 985.312256 Iteration 46Q: 3 clusters Score -2777655 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48116 members Mstep: Class 2 contains 2277 members Entering Unmasked Estep Score: -2777657.500000 Penalty: 985.312256 Iteration 47Q: 3 clusters Score -2777658 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48120 members Mstep: Class 2 contains 2273 members Entering Unmasked Estep Score: -2777657.500000 Penalty: 985.312256 Iteration 48Q: 3 clusters Score -2777658 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48121 members Mstep: Class 2 contains 2272 members Entering Unmasked Estep Score: -2777659.750000 Penalty: 985.312256 Iteration 49Q: 3 clusters Score -2777660 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48125 members Mstep: Class 2 contains 2268 members Entering Unmasked Estep Score: -2777657.750000 Penalty: 985.312256 Iteration 50Q: 3 clusters Score -2777658 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48126 members Mstep: Class 2 contains 2267 members Entering Unmasked Estep Score: -2777657.250000 Penalty: 985.312256 Iteration 51Q: 3 clusters Score -2777657 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48126 members Mstep: Class 2 contains 2267 members Entering Unmasked Estep Score: -2777657.250000 Penalty: 985.312256 Iteration 52F: 3 clusters Score -2777657 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 24 members Mstep: Class 1 contains 598 members Mstep: Class 2 contains 48126 members Mstep: Class 3 contains 19074 members Mstep: Class 4 contains 1954 members Mstep: Class 5 contains 5260 members Mstep: Class 6 contains 1481 members Mstep: Class 7 contains 2267 members Mstep: Class 8 contains 2096 members Mstep: Class 9 contains 1538 members Mstep: Class 10 contains 93 members Mstep: Class 11 contains 3304 members Mstep: Class 12 contains 22881 members Mstep: Class 13 contains 20662 members Mstep: Class 14 contains 11558 members Mstep: Class 15 contains 10206 members Mstep: Class 16 contains 12641 members Mstep: Class 17 contains 7058 members Mstep: Class 18 contains 8082 members Mstep: Class 19 contains 23270 members Mstep: Class 20 contains 15069 members Mstep: Class 21 contains 2328 members Mstep: Class 22 contains 94 members Mstep: Class 23 contains 305 members Mstep: Class 24 contains 6240 members Mstep: Class 25 contains 137739 members Mstep: Class 26 contains 31345 members Mstep: Class 27 contains 11335 members Mstep: Class 28 contains 11616 members Mstep: Class 29 contains 3944 members Mstep: Class 30 contains 886 members Mstep: Class 31 contains 387 members Mstep: Class 32 contains 5111 members Mstep: Class 33 contains 207 members Mstep: Class 34 contains 3480 members Entering Unmasked Estep Score: -22972510.000000 Penalty: 20075.078125 Splitting cluster 2 changes total score from -22972358.000000 to -22972510.000000 So it's getting split into cluster 7. Entering ConstructFrom: Trying to split cluster 3 (19074 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19074 members Entering Unmasked Estep Score: -1085757.375000 Penalty: 448.451691 Iteration 0F: 2 clusters Score -1085757 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9613 members Mstep: Class 2 contains 9461 members Entering Unmasked Estep Score: -1073021.250000 Penalty: 896.903381 Iteration 0F: 3 clusters Score -1073021 nChanged 9008 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10557 members Mstep: Class 2 contains 8517 members Entering Unmasked Estep Score: -1078430.750000 Penalty: 896.903381 Iteration 1F: 3 clusters Score -1078431 nChanged 1072 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11275 members Mstep: Class 2 contains 7799 members Entering Unmasked Estep Score: -1078942.375000 Penalty: 896.903381 Iteration 2F: 3 clusters Score -1078942 nChanged 1265 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12258 members Mstep: Class 2 contains 6816 members Entering Unmasked Estep Score: -1079732.625000 Penalty: 896.903381 Iteration 3F: 3 clusters Score -1079733 nChanged 1522 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13556 members Mstep: Class 2 contains 5518 members Entering Unmasked Estep Score: -1080891.500000 Penalty: 896.903381 Iteration 4F: 3 clusters Score -1080892 nChanged 1557 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14911 members Mstep: Class 2 contains 4163 members Entering Unmasked Estep Score: -1082163.500000 Penalty: 896.903381 Iteration 5F: 3 clusters Score -1082164 nChanged 1276 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16049 members Mstep: Class 2 contains 3025 members Entering Unmasked Estep Score: -1083253.750000 Penalty: 896.903381 Iteration 6F: 3 clusters Score -1083254 nChanged 955 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16902 members Mstep: Class 2 contains 2172 members Entering Unmasked Estep Score: -1084078.125000 Penalty: 896.903381 Iteration 7F: 3 clusters Score -1084078 nChanged 607 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17443 members Mstep: Class 2 contains 1631 members Entering Unmasked Estep Score: -1084580.125000 Penalty: 896.903381 Iteration 8Q: 3 clusters Score -1084580 nChanged 374 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17769 members Mstep: Class 2 contains 1305 members Entering Unmasked Estep Score: -1084875.125000 Penalty: 896.903381 Iteration 9Q: 3 clusters Score -1084875 nChanged 232 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17963 members Mstep: Class 2 contains 1111 members Entering Unmasked Estep Score: -1085024.375000 Penalty: 896.903381 Iteration 10Q: 3 clusters Score -1085024 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18093 members Mstep: Class 2 contains 981 members Entering Unmasked Estep Score: -1085102.625000 Penalty: 896.903381 Iteration 11Q: 3 clusters Score -1085103 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18201 members Mstep: Class 2 contains 873 members Entering Unmasked Estep Score: -1085156.750000 Penalty: 896.903381 Iteration 12Q: 3 clusters Score -1085157 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18276 members Mstep: Class 2 contains 798 members Entering Unmasked Estep Score: -1085191.250000 Penalty: 896.903381 Iteration 13Q: 3 clusters Score -1085191 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18332 members Mstep: Class 2 contains 742 members Entering Unmasked Estep Score: -1085215.250000 Penalty: 896.903381 Iteration 14Q: 3 clusters Score -1085215 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18384 members Mstep: Class 2 contains 690 members Entering Unmasked Estep Score: -1085230.000000 Penalty: 896.903381 Iteration 15Q: 3 clusters Score -1085230 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18419 members Mstep: Class 2 contains 655 members Entering Unmasked Estep Score: -1085236.000000 Penalty: 896.903381 Iteration 16Q: 3 clusters Score -1085236 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18444 members Mstep: Class 2 contains 630 members Entering Unmasked Estep Score: -1085245.000000 Penalty: 896.903381 Iteration 17Q: 3 clusters Score -1085245 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18469 members Mstep: Class 2 contains 605 members Entering Unmasked Estep Score: -1085251.875000 Penalty: 896.903381 Iteration 18Q: 3 clusters Score -1085252 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18500 members Mstep: Class 2 contains 574 members Entering Unmasked Estep Score: -1085260.750000 Penalty: 896.903381 Iteration 19Q: 3 clusters Score -1085261 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18530 members Mstep: Class 2 contains 544 members Entering Unmasked Estep Score: -1085269.500000 Penalty: 896.903381 Iteration 20F: 3 clusters Score -1085270 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18552 members Mstep: Class 2 contains 522 members Entering Unmasked Estep Score: -1085277.000000 Penalty: 896.903381 Iteration 21Q: 3 clusters Score -1085277 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18572 members Mstep: Class 2 contains 502 members Entering Unmasked Estep Score: -1085282.625000 Penalty: 896.903381 Iteration 22Q: 3 clusters Score -1085283 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18593 members Mstep: Class 2 contains 481 members Entering Unmasked Estep Score: -1085289.000000 Penalty: 896.903381 Iteration 23Q: 3 clusters Score -1085289 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18611 members Mstep: Class 2 contains 463 members Entering Unmasked Estep Score: -1085294.625000 Penalty: 896.903381 Iteration 24Q: 3 clusters Score -1085295 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18634 members Mstep: Class 2 contains 440 members Entering Unmasked Estep Score: -1085301.375000 Penalty: 896.903381 Iteration 25Q: 3 clusters Score -1085301 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18655 members Mstep: Class 2 contains 419 members Entering Unmasked Estep Score: -1085307.875000 Penalty: 896.903381 Iteration 26Q: 3 clusters Score -1085308 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18670 members Mstep: Class 2 contains 404 members Entering Unmasked Estep Score: -1085317.250000 Penalty: 896.903381 Iteration 27Q: 3 clusters Score -1085317 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18691 members Mstep: Class 2 contains 383 members Entering Unmasked Estep Score: -1085330.500000 Penalty: 896.903381 Iteration 28Q: 3 clusters Score -1085330 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18711 members Mstep: Class 2 contains 363 members Entering Unmasked Estep Score: -1085344.750000 Penalty: 896.903381 Iteration 29Q: 3 clusters Score -1085345 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18730 members Mstep: Class 2 contains 344 members Entering Unmasked Estep Score: -1085356.125000 Penalty: 896.903381 Iteration 30Q: 3 clusters Score -1085356 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18739 members Mstep: Class 2 contains 335 members Entering Unmasked Estep Score: -1085360.375000 Penalty: 896.903381 Iteration 31Q: 3 clusters Score -1085360 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18742 members Mstep: Class 2 contains 332 members Entering Unmasked Estep Score: -1085362.125000 Penalty: 896.903381 Iteration 32Q: 3 clusters Score -1085362 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18745 members Mstep: Class 2 contains 329 members Entering Unmasked Estep Score: -1085363.250000 Penalty: 896.903381 Iteration 33Q: 3 clusters Score -1085363 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18750 members Mstep: Class 2 contains 324 members Entering Unmasked Estep Score: -1085365.875000 Penalty: 896.903381 Iteration 34Q: 3 clusters Score -1085366 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18754 members Mstep: Class 2 contains 320 members Entering Unmasked Estep Score: -1085365.625000 Penalty: 896.903381 Iteration 35Q: 3 clusters Score -1085366 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18753 members Mstep: Class 2 contains 321 members Entering Unmasked Estep Score: -1085365.375000 Penalty: 896.903381 Iteration 36Q: 3 clusters Score -1085365 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18757 members Mstep: Class 2 contains 317 members Entering Unmasked Estep Score: -1085367.875000 Penalty: 896.903381 Iteration 37Q: 3 clusters Score -1085368 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18761 members Mstep: Class 2 contains 313 members Entering Unmasked Estep Score: -1085369.875000 Penalty: 896.903381 Iteration 38Q: 3 clusters Score -1085370 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18764 members Mstep: Class 2 contains 310 members Entering Unmasked Estep Score: -1085373.000000 Penalty: 896.903381 Iteration 39Q: 3 clusters Score -1085373 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18768 members Mstep: Class 2 contains 306 members Entering Unmasked Estep Score: -1085374.500000 Penalty: 896.903381 Iteration 40F: 3 clusters Score -1085374 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18771 members Mstep: Class 2 contains 303 members Entering Unmasked Estep Score: -1085373.625000 Penalty: 896.903381 Iteration 41Q: 3 clusters Score -1085374 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18774 members Mstep: Class 2 contains 300 members Entering Unmasked Estep Score: -1085374.500000 Penalty: 896.903381 Iteration 42Q: 3 clusters Score -1085374 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18777 members Mstep: Class 2 contains 297 members Entering Unmasked Estep Score: -1085375.750000 Penalty: 896.903381 Iteration 43Q: 3 clusters Score -1085376 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18783 members Mstep: Class 2 contains 291 members Entering Unmasked Estep Score: -1085379.250000 Penalty: 896.903381 Iteration 44Q: 3 clusters Score -1085379 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18788 members Mstep: Class 2 contains 286 members Entering Unmasked Estep Score: -1085384.625000 Penalty: 896.903381 Iteration 45Q: 3 clusters Score -1085385 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18791 members Mstep: Class 2 contains 283 members Entering Unmasked Estep Score: -1085388.750000 Penalty: 896.903381 Iteration 46Q: 3 clusters Score -1085389 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18796 members Mstep: Class 2 contains 278 members Entering Unmasked Estep Score: -1085392.375000 Penalty: 896.903381 Iteration 47Q: 3 clusters Score -1085392 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18801 members Mstep: Class 2 contains 273 members Entering Unmasked Estep Score: -1085394.625000 Penalty: 896.903381 Iteration 48Q: 3 clusters Score -1085395 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18802 members Mstep: Class 2 contains 272 members Entering Unmasked Estep Score: -1085394.000000 Penalty: 896.903381 Iteration 49Q: 3 clusters Score -1085394 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18802 members Mstep: Class 2 contains 272 members Entering Unmasked Estep Score: -1085394.000000 Penalty: 896.903381 Iteration 50F: 3 clusters Score -1085394 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (1954 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1954 members Entering Unmasked Estep Score: -93377.320312 Penalty: 344.782349 Iteration 0F: 2 clusters Score -93377.32 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1001 members Mstep: Class 2 contains 953 members Entering Unmasked Estep Score: -91959.484375 Penalty: 689.564697 Iteration 0F: 3 clusters Score -91959.48 nChanged 834 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 985 members Mstep: Class 2 contains 969 members Entering Unmasked Estep Score: -92514.726562 Penalty: 689.564697 Iteration 1F: 3 clusters Score -92514.73 nChanged 181 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1006 members Mstep: Class 2 contains 948 members Entering Unmasked Estep Score: -92692.992188 Penalty: 689.564697 Iteration 2F: 3 clusters Score -92692.99 nChanged 174 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1052 members Mstep: Class 2 contains 902 members Entering Unmasked Estep Score: -92879.507812 Penalty: 689.564697 Iteration 3F: 3 clusters Score -92879.51 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1078 members Mstep: Class 2 contains 876 members Entering Unmasked Estep Score: -92999.445312 Penalty: 689.564697 Iteration 4F: 3 clusters Score -92999.45 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1106 members Mstep: Class 2 contains 848 members Entering Unmasked Estep Score: -93071.460938 Penalty: 689.564697 Iteration 5F: 3 clusters Score -93071.46 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1132 members Mstep: Class 2 contains 822 members Entering Unmasked Estep Score: -93109.867188 Penalty: 689.564697 Iteration 6Q: 3 clusters Score -93109.87 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1151 members Mstep: Class 2 contains 803 members Entering Unmasked Estep Score: -93130.203125 Penalty: 689.564697 Iteration 7Q: 3 clusters Score -93130.2 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1158 members Mstep: Class 2 contains 796 members Entering Unmasked Estep Score: -93139.023438 Penalty: 689.564697 Iteration 8Q: 3 clusters Score -93139.02 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1165 members Mstep: Class 2 contains 789 members Entering Unmasked Estep Score: -93146.492188 Penalty: 689.564697 Iteration 9Q: 3 clusters Score -93146.49 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1167 members Mstep: Class 2 contains 787 members Entering Unmasked Estep Score: -93150.000000 Penalty: 689.564697 Iteration 10Q: 3 clusters Score -93150 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1169 members Mstep: Class 2 contains 785 members Entering Unmasked Estep Score: -93151.843750 Penalty: 689.564697 Iteration 11Q: 3 clusters Score -93151.84 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1173 members Mstep: Class 2 contains 781 members Entering Unmasked Estep Score: -93154.710938 Penalty: 689.564697 Iteration 12Q: 3 clusters Score -93154.71 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1176 members Mstep: Class 2 contains 778 members Entering Unmasked Estep Score: -93156.453125 Penalty: 689.564697 Iteration 13Q: 3 clusters Score -93156.45 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1180 members Mstep: Class 2 contains 774 members Entering Unmasked Estep Score: -93158.429688 Penalty: 689.564697 Iteration 14Q: 3 clusters Score -93158.43 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1182 members Mstep: Class 2 contains 772 members Entering Unmasked Estep Score: -93160.437500 Penalty: 689.564697 Iteration 15Q: 3 clusters Score -93160.44 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1184 members Mstep: Class 2 contains 770 members Entering Unmasked Estep Score: -93161.554688 Penalty: 689.564697 Iteration 16Q: 3 clusters Score -93161.55 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1186 members Mstep: Class 2 contains 768 members Entering Unmasked Estep Score: -93162.671875 Penalty: 689.564697 Iteration 17Q: 3 clusters Score -93162.67 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1189 members Mstep: Class 2 contains 765 members Entering Unmasked Estep Score: -93163.359375 Penalty: 689.564697 Iteration 18Q: 3 clusters Score -93163.36 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1194 members Mstep: Class 2 contains 760 members Entering Unmasked Estep Score: -93163.960938 Penalty: 689.564697 Iteration 19Q: 3 clusters Score -93163.96 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1197 members Mstep: Class 2 contains 757 members Entering Unmasked Estep Score: -93164.726562 Penalty: 689.564697 Iteration 20F: 3 clusters Score -93164.73 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1201 members Mstep: Class 2 contains 753 members Entering Unmasked Estep Score: -93165.265625 Penalty: 689.564697 Iteration 21Q: 3 clusters Score -93165.27 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1203 members Mstep: Class 2 contains 751 members Entering Unmasked Estep Score: -93165.640625 Penalty: 689.564697 Iteration 22Q: 3 clusters Score -93165.64 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1205 members Mstep: Class 2 contains 749 members Entering Unmasked Estep Score: -93166.179688 Penalty: 689.564697 Iteration 23Q: 3 clusters Score -93166.18 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1205 members Mstep: Class 2 contains 749 members Entering Unmasked Estep Score: -93166.179688 Penalty: 689.564697 Iteration 24F: 3 clusters Score -93166.18 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (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: -261076.015625 Penalty: 389.838837 Iteration 0F: 2 clusters Score -261076 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2681 members Mstep: Class 2 contains 2579 members Entering Unmasked Estep Score: -257493.781250 Penalty: 779.677673 Iteration 0F: 3 clusters Score -257493.8 nChanged 2452 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3185 members Mstep: Class 2 contains 2075 members Entering Unmasked Estep Score: -259170.875000 Penalty: 779.677673 Iteration 1F: 3 clusters Score -259170.9 nChanged 437 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3404 members Mstep: Class 2 contains 1856 members Entering Unmasked Estep Score: -259468.234375 Penalty: 779.677673 Iteration 2F: 3 clusters Score -259468.2 nChanged 359 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3611 members Mstep: Class 2 contains 1649 members Entering Unmasked Estep Score: -259683.515625 Penalty: 779.677673 Iteration 3F: 3 clusters Score -259683.5 nChanged 286 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3825 members Mstep: Class 2 contains 1435 members Entering Unmasked Estep Score: -259870.968750 Penalty: 779.677673 Iteration 4F: 3 clusters Score -259871 nChanged 252 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4039 members Mstep: Class 2 contains 1221 members Entering Unmasked Estep Score: -260075.250000 Penalty: 779.677673 Iteration 5Q: 3 clusters Score -260075.2 nChanged 195 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4208 members Mstep: Class 2 contains 1052 members Entering Unmasked Estep Score: -260229.859375 Penalty: 779.677673 Iteration 6Q: 3 clusters Score -260229.9 nChanged 158 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4344 members Mstep: Class 2 contains 916 members Entering Unmasked Estep Score: -260360.906250 Penalty: 779.677673 Iteration 7Q: 3 clusters Score -260360.9 nChanged 151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4475 members Mstep: Class 2 contains 785 members Entering Unmasked Estep Score: -260485.921875 Penalty: 779.677673 Iteration 8Q: 3 clusters Score -260485.9 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4567 members Mstep: Class 2 contains 693 members Entering Unmasked Estep Score: -260549.234375 Penalty: 779.677673 Iteration 9Q: 3 clusters Score -260549.2 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4637 members Mstep: Class 2 contains 623 members Entering Unmasked Estep Score: -260588.859375 Penalty: 779.677673 Iteration 10Q: 3 clusters Score -260588.9 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4693 members Mstep: Class 2 contains 567 members Entering Unmasked Estep Score: -260617.484375 Penalty: 779.677673 Iteration 11Q: 3 clusters Score -260617.5 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4753 members Mstep: Class 2 contains 507 members Entering Unmasked Estep Score: -260651.031250 Penalty: 779.677673 Iteration 12Q: 3 clusters Score -260651 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4786 members Mstep: Class 2 contains 474 members Entering Unmasked Estep Score: -260669.531250 Penalty: 779.677673 Iteration 13Q: 3 clusters Score -260669.5 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4820 members Mstep: Class 2 contains 440 members Entering Unmasked Estep Score: -260687.531250 Penalty: 779.677673 Iteration 14Q: 3 clusters Score -260687.5 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4848 members Mstep: Class 2 contains 412 members Entering Unmasked Estep Score: -260701.796875 Penalty: 779.677673 Iteration 15Q: 3 clusters Score -260701.8 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4884 members Mstep: Class 2 contains 376 members Entering Unmasked Estep Score: -260720.703125 Penalty: 779.677673 Iteration 16Q: 3 clusters Score -260720.7 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4914 members Mstep: Class 2 contains 346 members Entering Unmasked Estep Score: -260736.734375 Penalty: 779.677673 Iteration 17Q: 3 clusters Score -260736.7 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4929 members Mstep: Class 2 contains 331 members Entering Unmasked Estep Score: -260745.421875 Penalty: 779.677673 Iteration 18Q: 3 clusters Score -260745.4 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4941 members Mstep: Class 2 contains 319 members Entering Unmasked Estep Score: -260751.984375 Penalty: 779.677673 Iteration 19Q: 3 clusters Score -260752 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4952 members Mstep: Class 2 contains 308 members Entering Unmasked Estep Score: -260755.453125 Penalty: 779.677673 Iteration 20F: 3 clusters Score -260755.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4956 members Mstep: Class 2 contains 304 members Entering Unmasked Estep Score: -260755.578125 Penalty: 779.677673 Iteration 21Q: 3 clusters Score -260755.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4958 members Mstep: Class 2 contains 302 members Entering Unmasked Estep Score: -260756.218750 Penalty: 779.677673 Iteration 22Q: 3 clusters Score -260756.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4961 members Mstep: Class 2 contains 299 members Entering Unmasked Estep Score: -260756.906250 Penalty: 779.677673 Iteration 23Q: 3 clusters Score -260756.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4963 members Mstep: Class 2 contains 297 members Entering Unmasked Estep Score: -260757.234375 Penalty: 779.677673 Iteration 24Q: 3 clusters Score -260757.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4962 members Mstep: Class 2 contains 298 members Entering Unmasked Estep Score: -260757.390625 Penalty: 779.677673 Iteration 25Q: 3 clusters Score -260757.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4962 members Mstep: Class 2 contains 298 members Entering Unmasked Estep Score: -260757.390625 Penalty: 779.677673 Iteration 26F: 3 clusters Score -260757.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (1481 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1481 members Entering Unmasked Estep Score: -77760.656250 Penalty: 332.171509 Iteration 0F: 2 clusters Score -77760.66 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 707 members Mstep: Class 2 contains 774 members Entering Unmasked Estep Score: -76646.281250 Penalty: 664.343018 Iteration 0F: 3 clusters Score -76646.28 nChanged 609 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 602 members Mstep: Class 2 contains 879 members Entering Unmasked Estep Score: -77089.437500 Penalty: 664.343018 Iteration 1F: 3 clusters Score -77089.44 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 525 members Mstep: Class 2 contains 956 members Entering Unmasked Estep Score: -77200.609375 Penalty: 664.343018 Iteration 2F: 3 clusters Score -77200.61 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 456 members Mstep: Class 2 contains 1025 members Entering Unmasked Estep Score: -77283.828125 Penalty: 664.343018 Iteration 3F: 3 clusters Score -77283.83 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 402 members Mstep: Class 2 contains 1079 members Entering Unmasked Estep Score: -77363.992188 Penalty: 664.343018 Iteration 4F: 3 clusters Score -77363.99 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 360 members Mstep: Class 2 contains 1121 members Entering Unmasked Estep Score: -77436.382812 Penalty: 664.343018 Iteration 5Q: 3 clusters Score -77436.38 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 336 members Mstep: Class 2 contains 1145 members Entering Unmasked Estep Score: -77507.507812 Penalty: 664.343018 Iteration 6Q: 3 clusters Score -77507.51 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 322 members Mstep: Class 2 contains 1159 members Entering Unmasked Estep Score: -77553.164062 Penalty: 664.343018 Iteration 7Q: 3 clusters Score -77553.16 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 322 members Mstep: Class 2 contains 1159 members Entering Unmasked Estep Score: -77584.937500 Penalty: 664.343018 Iteration 8Q: 3 clusters Score -77584.94 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 321 members Mstep: Class 2 contains 1160 members Entering Unmasked Estep Score: -77601.773438 Penalty: 664.343018 Iteration 9Q: 3 clusters Score -77601.77 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 313 members Mstep: Class 2 contains 1168 members Entering Unmasked Estep Score: -77616.156250 Penalty: 664.343018 Iteration 10Q: 3 clusters Score -77616.16 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 307 members Mstep: Class 2 contains 1174 members Entering Unmasked Estep Score: -77621.335938 Penalty: 664.343018 Iteration 11Q: 3 clusters Score -77621.34 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 307 members Mstep: Class 2 contains 1174 members Entering Unmasked Estep Score: -77621.898438 Penalty: 664.343018 Iteration 12Q: 3 clusters Score -77621.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 309 members Mstep: Class 2 contains 1172 members Entering Unmasked Estep Score: -77622.484375 Penalty: 664.343018 Iteration 13Q: 3 clusters Score -77622.48 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 310 members Mstep: Class 2 contains 1171 members Entering Unmasked Estep Score: -77622.945312 Penalty: 664.343018 Iteration 14Q: 3 clusters Score -77622.95 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 311 members Mstep: Class 2 contains 1170 members Entering Unmasked Estep Score: -77623.046875 Penalty: 664.343018 Iteration 15Q: 3 clusters Score -77623.05 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 311 members Mstep: Class 2 contains 1170 members Entering Unmasked Estep Score: -77623.046875 Penalty: 664.343018 Iteration 16F: 3 clusters Score -77623.05 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (2096 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2096 members Entering Unmasked Estep Score: -115739.789062 Penalty: 347.974274 Iteration 0F: 2 clusters Score -115739.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1015 members Mstep: Class 2 contains 1081 members Entering Unmasked Estep Score: -114246.250000 Penalty: 695.948547 Iteration 0F: 3 clusters Score -114246.2 nChanged 924 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1029 members Mstep: Class 2 contains 1067 members Entering Unmasked Estep Score: -114870.906250 Penalty: 695.948547 Iteration 1F: 3 clusters Score -114870.9 nChanged 210 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1073 members Mstep: Class 2 contains 1023 members Entering Unmasked Estep Score: -115063.085938 Penalty: 695.948547 Iteration 2F: 3 clusters Score -115063.1 nChanged 159 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1100 members Mstep: Class 2 contains 996 members Entering Unmasked Estep Score: -115204.242188 Penalty: 695.948547 Iteration 3F: 3 clusters Score -115204.2 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1100 members Mstep: Class 2 contains 996 members Entering Unmasked Estep Score: -115297.007812 Penalty: 695.948547 Iteration 4F: 3 clusters Score -115297 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1079 members Mstep: Class 2 contains 1017 members Entering Unmasked Estep Score: -115387.039062 Penalty: 695.948547 Iteration 5F: 3 clusters Score -115387 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1039 members Mstep: Class 2 contains 1057 members Entering Unmasked Estep Score: -115467.078125 Penalty: 695.948547 Iteration 6Q: 3 clusters Score -115467.1 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 998 members Mstep: Class 2 contains 1098 members Entering Unmasked Estep Score: -115525.414062 Penalty: 695.948547 Iteration 7Q: 3 clusters Score -115525.4 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 940 members Mstep: Class 2 contains 1156 members Entering Unmasked Estep Score: -115588.117188 Penalty: 695.948547 Iteration 8Q: 3 clusters Score -115588.1 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 896 members Mstep: Class 2 contains 1200 members Entering Unmasked Estep Score: -115628.078125 Penalty: 695.948547 Iteration 9Q: 3 clusters Score -115628.1 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 848 members Mstep: Class 2 contains 1248 members Entering Unmasked Estep Score: -115667.773438 Penalty: 695.948547 Iteration 10Q: 3 clusters Score -115667.8 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 804 members Mstep: Class 2 contains 1292 members Entering Unmasked Estep Score: -115721.000000 Penalty: 695.948547 Iteration 11Q: 3 clusters Score -115721 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 771 members Mstep: Class 2 contains 1325 members Entering Unmasked Estep Score: -115766.390625 Penalty: 695.948547 Iteration 12Q: 3 clusters Score -115766.4 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 744 members Mstep: Class 2 contains 1352 members Entering Unmasked Estep Score: -115787.679688 Penalty: 695.948547 Iteration 13Q: 3 clusters Score -115787.7 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 720 members Mstep: Class 2 contains 1376 members Entering Unmasked Estep Score: -115804.078125 Penalty: 695.948547 Iteration 14Q: 3 clusters Score -115804.1 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 704 members Mstep: Class 2 contains 1392 members Entering Unmasked Estep Score: -115815.492188 Penalty: 695.948547 Iteration 15Q: 3 clusters Score -115815.5 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 690 members Mstep: Class 2 contains 1406 members Entering Unmasked Estep Score: -115824.414062 Penalty: 695.948547 Iteration 16Q: 3 clusters Score -115824.4 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 677 members Mstep: Class 2 contains 1419 members Entering Unmasked Estep Score: -115830.312500 Penalty: 695.948547 Iteration 17Q: 3 clusters Score -115830.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 673 members Mstep: Class 2 contains 1423 members Entering Unmasked Estep Score: -115831.179688 Penalty: 695.948547 Iteration 18Q: 3 clusters Score -115831.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 670 members Mstep: Class 2 contains 1426 members Entering Unmasked Estep Score: -115831.617188 Penalty: 695.948547 Iteration 19Q: 3 clusters Score -115831.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 670 members Mstep: Class 2 contains 1426 members Entering Unmasked Estep Score: -115831.617188 Penalty: 695.948547 Iteration 20F: 3 clusters Score -115831.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 24 members Mstep: Class 1 contains 598 members Mstep: Class 2 contains 48126 members Mstep: Class 3 contains 19074 members Mstep: Class 4 contains 1954 members Mstep: Class 5 contains 5260 members Mstep: Class 6 contains 1481 members Mstep: Class 7 contains 2267 members Mstep: Class 8 contains 670 members Mstep: Class 9 contains 1538 members Mstep: Class 10 contains 93 members Mstep: Class 11 contains 3304 members Mstep: Class 12 contains 22881 members Mstep: Class 13 contains 20662 members Mstep: Class 14 contains 11558 members Mstep: Class 15 contains 10206 members Mstep: Class 16 contains 12641 members Mstep: Class 17 contains 7058 members Mstep: Class 18 contains 8082 members Mstep: Class 19 contains 23270 members Mstep: Class 20 contains 15069 members Mstep: Class 21 contains 2328 members Mstep: Class 22 contains 94 members Mstep: Class 23 contains 305 members Mstep: Class 24 contains 6240 members Mstep: Class 25 contains 137739 members Mstep: Class 26 contains 31345 members Mstep: Class 27 contains 11335 members Mstep: Class 28 contains 11616 members Mstep: Class 29 contains 3944 members Mstep: Class 30 contains 886 members Mstep: Class 31 contains 387 members Mstep: Class 32 contains 5111 members Mstep: Class 33 contains 207 members Mstep: Class 34 contains 3480 members Mstep: Class 35 contains 1426 members Entering Unmasked Estep Score: -22972358.000000 Penalty: 20665.521484 Splitting cluster 8 changes total score from -22972358.000000 to -22972358.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 9 (1538 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1538 members Entering Unmasked Estep Score: -71181.765625 Penalty: 333.889832 Iteration 0F: 2 clusters Score -71181.77 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 755 members Mstep: Class 2 contains 783 members Entering Unmasked Estep Score: -70031.804688 Penalty: 667.779663 Iteration 0F: 3 clusters Score -70031.8 nChanged 648 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 621 members Mstep: Class 2 contains 917 members Entering Unmasked Estep Score: -70593.640625 Penalty: 667.779663 Iteration 1F: 3 clusters Score -70593.64 nChanged 185 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 524 members Mstep: Class 2 contains 1014 members Entering Unmasked Estep Score: -70840.171875 Penalty: 667.779663 Iteration 2F: 3 clusters Score -70840.17 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 475 members Mstep: Class 2 contains 1063 members Entering Unmasked Estep Score: -70976.375000 Penalty: 667.779663 Iteration 3F: 3 clusters Score -70976.38 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 443 members Mstep: Class 2 contains 1095 members Entering Unmasked Estep Score: -71057.695312 Penalty: 667.779663 Iteration 4F: 3 clusters Score -71057.7 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 424 members Mstep: Class 2 contains 1114 members Entering Unmasked Estep Score: -71120.351562 Penalty: 667.779663 Iteration 5Q: 3 clusters Score -71120.35 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 425 members Mstep: Class 2 contains 1113 members Entering Unmasked Estep Score: -71214.898438 Penalty: 667.779663 Iteration 6Q: 3 clusters Score -71214.9 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 426 members Mstep: Class 2 contains 1112 members Entering Unmasked Estep Score: -71306.539062 Penalty: 667.779663 Iteration 7Q: 3 clusters Score -71306.54 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 426 members Mstep: Class 2 contains 1112 members Entering Unmasked Estep Score: -71350.656250 Penalty: 667.779663 Iteration 8Q: 3 clusters Score -71350.66 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 425 members Mstep: Class 2 contains 1113 members Entering Unmasked Estep Score: -71369.460938 Penalty: 667.779663 Iteration 9Q: 3 clusters Score -71369.46 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 427 members Mstep: Class 2 contains 1111 members Entering Unmasked Estep Score: -71378.898438 Penalty: 667.779663 Iteration 10Q: 3 clusters Score -71378.9 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 432 members Mstep: Class 2 contains 1106 members Entering Unmasked Estep Score: -71385.367188 Penalty: 667.779663 Iteration 11Q: 3 clusters Score -71385.37 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 435 members Mstep: Class 2 contains 1103 members Entering Unmasked Estep Score: -71385.773438 Penalty: 667.779663 Iteration 12Q: 3 clusters Score -71385.77 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 437 members Mstep: Class 2 contains 1101 members Entering Unmasked Estep Score: -71386.031250 Penalty: 667.779663 Iteration 13Q: 3 clusters Score -71386.03 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 438 members Mstep: Class 2 contains 1100 members Entering Unmasked Estep Score: -71386.109375 Penalty: 667.779663 Iteration 14Q: 3 clusters Score -71386.11 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 438 members Mstep: Class 2 contains 1100 members Entering Unmasked Estep Score: -71386.109375 Penalty: 667.779663 Iteration 15F: 3 clusters Score -71386.11 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 24 members Mstep: Class 1 contains 598 members Mstep: Class 2 contains 48126 members Mstep: Class 3 contains 19074 members Mstep: Class 4 contains 1954 members Mstep: Class 5 contains 5260 members Mstep: Class 6 contains 1481 members Mstep: Class 7 contains 2267 members Mstep: Class 8 contains 2096 members Mstep: Class 9 contains 438 members Mstep: Class 10 contains 93 members Mstep: Class 11 contains 3304 members Mstep: Class 12 contains 22881 members Mstep: Class 13 contains 20662 members Mstep: Class 14 contains 11558 members Mstep: Class 15 contains 10206 members Mstep: Class 16 contains 12641 members Mstep: Class 17 contains 7058 members Mstep: Class 18 contains 8082 members Mstep: Class 19 contains 23270 members Mstep: Class 20 contains 15069 members Mstep: Class 21 contains 2328 members Mstep: Class 22 contains 94 members Mstep: Class 23 contains 305 members Mstep: Class 24 contains 6240 members Mstep: Class 25 contains 137739 members Mstep: Class 26 contains 31345 members Mstep: Class 27 contains 11335 members Mstep: Class 28 contains 11616 members Mstep: Class 29 contains 3944 members Mstep: Class 30 contains 886 members Mstep: Class 31 contains 387 members Mstep: Class 32 contains 5111 members Mstep: Class 33 contains 207 members Mstep: Class 34 contains 3480 members Mstep: Class 35 contains 1100 members Entering Unmasked Estep Score: -22972494.000000 Penalty: 20665.521484 Splitting cluster 9 changes total score from -22972358.000000 to -22972494.000000 So it's getting split into cluster 35. Entering ConstructFrom: Trying to split cluster 10 (93 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 93 members Entering Unmasked Estep Score: -5131.258301 Penalty: 206.233276 Iteration 0F: 2 clusters Score -5131.258 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45 members Mstep: Class 2 contains 48 members Entering Unmasked Estep Score: -4923.386719 Penalty: 412.466553 Iteration 0F: 3 clusters Score -4923.387 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48 members Mstep: Class 2 contains 45 members Entering Unmasked Estep Score: -4940.764648 Penalty: 412.466553 Iteration 1F: 3 clusters Score -4940.765 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48 members Mstep: Class 2 contains 45 members Entering Unmasked Estep Score: -4946.439941 Penalty: 412.466553 Iteration 2Q: 3 clusters Score -4946.44 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46 members Mstep: Class 2 contains 47 members Entering Unmasked Estep Score: -4953.163574 Penalty: 412.466553 Iteration 3Q: 3 clusters Score -4953.164 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45 members Mstep: Class 2 contains 48 members Entering Unmasked Estep Score: -4958.454102 Penalty: 412.466553 Iteration 4Q: 3 clusters Score -4958.454 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43 members Mstep: Class 2 contains 50 members Entering Unmasked Estep Score: -4970.618164 Penalty: 412.466553 Iteration 5Q: 3 clusters Score -4970.618 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42 members Mstep: Class 2 contains 51 members Entering Unmasked Estep Score: -4973.994629 Penalty: 412.466553 Iteration 6Q: 3 clusters Score -4973.995 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42 members Mstep: Class 2 contains 51 members Entering Unmasked Estep Score: -4973.994629 Penalty: 412.466553 Iteration 7F: 3 clusters Score -4973.995 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (3304 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3304 members Entering Unmasked Estep Score: -185605.765625 Penalty: 368.681458 Iteration 0F: 2 clusters Score -185605.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1609 members Mstep: Class 2 contains 1695 members Entering Unmasked Estep Score: -183389.765625 Penalty: 737.362915 Iteration 0F: 3 clusters Score -183389.8 nChanged 1454 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1269 members Mstep: Class 2 contains 2035 members Entering Unmasked Estep Score: -184400.781250 Penalty: 737.362915 Iteration 1F: 3 clusters Score -184400.8 nChanged 295 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1106 members Mstep: Class 2 contains 2198 members Entering Unmasked Estep Score: -184623.578125 Penalty: 737.362915 Iteration 2F: 3 clusters Score -184623.6 nChanged 241 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 961 members Mstep: Class 2 contains 2343 members Entering Unmasked Estep Score: -184801.187500 Penalty: 737.362915 Iteration 3F: 3 clusters Score -184801.2 nChanged 170 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 855 members Mstep: Class 2 contains 2449 members Entering Unmasked Estep Score: -184919.609375 Penalty: 737.362915 Iteration 4F: 3 clusters Score -184919.6 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 782 members Mstep: Class 2 contains 2522 members Entering Unmasked Estep Score: -185012.953125 Penalty: 737.362915 Iteration 5Q: 3 clusters Score -185013 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 740 members Mstep: Class 2 contains 2564 members Entering Unmasked Estep Score: -185078.359375 Penalty: 737.362915 Iteration 6Q: 3 clusters Score -185078.4 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 712 members Mstep: Class 2 contains 2592 members Entering Unmasked Estep Score: -185131.671875 Penalty: 737.362915 Iteration 7Q: 3 clusters Score -185131.7 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 686 members Mstep: Class 2 contains 2618 members Entering Unmasked Estep Score: -185168.203125 Penalty: 737.362915 Iteration 8Q: 3 clusters Score -185168.2 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 662 members Mstep: Class 2 contains 2642 members Entering Unmasked Estep Score: -185199.859375 Penalty: 737.362915 Iteration 9Q: 3 clusters Score -185199.9 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 629 members Mstep: Class 2 contains 2675 members Entering Unmasked Estep Score: -185237.156250 Penalty: 737.362915 Iteration 10Q: 3 clusters Score -185237.2 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 603 members Mstep: Class 2 contains 2701 members Entering Unmasked Estep Score: -185255.750000 Penalty: 737.362915 Iteration 11Q: 3 clusters Score -185255.8 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 578 members Mstep: Class 2 contains 2726 members Entering Unmasked Estep Score: -185269.125000 Penalty: 737.362915 Iteration 12Q: 3 clusters Score -185269.1 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 562 members Mstep: Class 2 contains 2742 members Entering Unmasked Estep Score: -185274.921875 Penalty: 737.362915 Iteration 13Q: 3 clusters Score -185274.9 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 551 members Mstep: Class 2 contains 2753 members Entering Unmasked Estep Score: -185279.828125 Penalty: 737.362915 Iteration 14Q: 3 clusters Score -185279.8 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 540 members Mstep: Class 2 contains 2764 members Entering Unmasked Estep Score: -185286.093750 Penalty: 737.362915 Iteration 15Q: 3 clusters Score -185286.1 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 526 members Mstep: Class 2 contains 2778 members Entering Unmasked Estep Score: -185290.000000 Penalty: 737.362915 Iteration 16Q: 3 clusters Score -185290 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 513 members Mstep: Class 2 contains 2791 members Entering Unmasked Estep Score: -185293.875000 Penalty: 737.362915 Iteration 17Q: 3 clusters Score -185293.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 505 members Mstep: Class 2 contains 2799 members Entering Unmasked Estep Score: -185294.812500 Penalty: 737.362915 Iteration 18Q: 3 clusters Score -185294.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 501 members Mstep: Class 2 contains 2803 members Entering Unmasked Estep Score: -185295.515625 Penalty: 737.362915 Iteration 19Q: 3 clusters Score -185295.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 498 members Mstep: Class 2 contains 2806 members Entering Unmasked Estep Score: -185296.015625 Penalty: 737.362915 Iteration 20F: 3 clusters Score -185296 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 495 members Mstep: Class 2 contains 2809 members Entering Unmasked Estep Score: -185296.765625 Penalty: 737.362915 Iteration 21Q: 3 clusters Score -185296.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 493 members Mstep: Class 2 contains 2811 members Entering Unmasked Estep Score: -185296.875000 Penalty: 737.362915 Iteration 22Q: 3 clusters Score -185296.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 491 members Mstep: Class 2 contains 2813 members Entering Unmasked Estep Score: -185297.750000 Penalty: 737.362915 Iteration 23Q: 3 clusters Score -185297.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 491 members Mstep: Class 2 contains 2813 members Entering Unmasked Estep Score: -185297.750000 Penalty: 737.362915 Iteration 24F: 3 clusters Score -185297.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (22881 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22881 members Entering Unmasked Estep Score: -1206360.250000 Penalty: 456.731812 Iteration 0F: 2 clusters Score -1206360 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11430 members Mstep: Class 2 contains 11451 members Entering Unmasked Estep Score: -1191131.250000 Penalty: 913.463623 Iteration 0F: 3 clusters Score -1191131 nChanged 10962 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10580 members Mstep: Class 2 contains 12301 members Entering Unmasked Estep Score: -1197661.250000 Penalty: 913.463623 Iteration 1F: 3 clusters Score -1197661 nChanged 1114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10016 members Mstep: Class 2 contains 12865 members Entering Unmasked Estep Score: -1198041.250000 Penalty: 913.463623 Iteration 2Q: 3 clusters Score -1198041 nChanged 1094 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9322 members Mstep: Class 2 contains 13559 members Entering Unmasked Estep Score: -1198459.750000 Penalty: 913.463623 Iteration 3Q: 3 clusters Score -1198460 nChanged 1172 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8422 members Mstep: Class 2 contains 14459 members Entering Unmasked Estep Score: -1199026.375000 Penalty: 913.463623 Iteration 4F: 3 clusters Score -1199026 nChanged 1349 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7271 members Mstep: Class 2 contains 15610 members Entering Unmasked Estep Score: -1199798.000000 Penalty: 913.463623 Iteration 5F: 3 clusters Score -1199798 nChanged 1519 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5852 members Mstep: Class 2 contains 17029 members Entering Unmasked Estep Score: -1200896.125000 Penalty: 913.463623 Iteration 6F: 3 clusters Score -1200896 nChanged 1637 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4277 members Mstep: Class 2 contains 18604 members Entering Unmasked Estep Score: -1202275.375000 Penalty: 913.463623 Iteration 7F: 3 clusters Score -1202275 nChanged 1477 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2832 members Mstep: Class 2 contains 20049 members Entering Unmasked Estep Score: -1203614.500000 Penalty: 913.463623 Iteration 8F: 3 clusters Score -1203614 nChanged 1182 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1674 members Mstep: Class 2 contains 21207 members Entering Unmasked Estep Score: -1204724.250000 Penalty: 913.463623 Iteration 9F: 3 clusters Score -1204724 nChanged 735 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 943 members Mstep: Class 2 contains 21938 members Entering Unmasked Estep Score: -1205376.875000 Penalty: 913.463623 Iteration 10Q: 3 clusters Score -1205377 nChanged 413 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 532 members Mstep: Class 2 contains 22349 members Entering Unmasked Estep Score: -1205722.375000 Penalty: 913.463623 Iteration 11Q: 3 clusters Score -1205722 nChanged 204 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 332 members Mstep: Class 2 contains 22549 members Entering Unmasked Estep Score: -1205869.625000 Penalty: 913.463623 Iteration 12Q: 3 clusters Score -1205870 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 252 members Mstep: Class 2 contains 22629 members Entering Unmasked Estep Score: -1205922.250000 Penalty: 913.463623 Iteration 13Q: 3 clusters Score -1205922 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 216 members Mstep: Class 2 contains 22665 members Entering Unmasked Estep Score: -1205949.375000 Penalty: 913.463623 Iteration 14Q: 3 clusters Score -1205949 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 192 members Mstep: Class 2 contains 22689 members Entering Unmasked Estep Score: -1205975.250000 Penalty: 913.463623 Iteration 15Q: 3 clusters Score -1205975 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 176 members Mstep: Class 2 contains 22705 members Entering Unmasked Estep Score: -1205997.500000 Penalty: 913.463623 Iteration 16Q: 3 clusters Score -1205998 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 160 members Mstep: Class 2 contains 22721 members Entering Unmasked Estep Score: -1206019.750000 Penalty: 913.463623 Iteration 17Q: 3 clusters Score -1206020 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 148 members Mstep: Class 2 contains 22733 members Entering Unmasked Estep Score: -1206038.750000 Penalty: 913.463623 Iteration 18Q: 3 clusters Score -1206039 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143 members Mstep: Class 2 contains 22738 members Entering Unmasked Estep Score: -1206060.250000 Penalty: 913.463623 Iteration 19Q: 3 clusters Score -1206060 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 142 members Mstep: Class 2 contains 22739 members Entering Unmasked Estep Score: -1206093.125000 Penalty: 913.463623 Iteration 20F: 3 clusters Score -1206093 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 145 members Mstep: Class 2 contains 22736 members Entering Unmasked Estep Score: -1206140.250000 Penalty: 913.463623 Iteration 21Q: 3 clusters Score -1206140 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 151 members Mstep: Class 2 contains 22730 members Entering Unmasked Estep Score: -1206159.875000 Penalty: 913.463623 Iteration 22Q: 3 clusters Score -1206160 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 164 members Mstep: Class 2 contains 22717 members Entering Unmasked Estep Score: -1206185.625000 Penalty: 913.463623 Iteration 23Q: 3 clusters Score -1206186 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 176 members Mstep: Class 2 contains 22705 members Entering Unmasked Estep Score: -1206208.625000 Penalty: 913.463623 Iteration 24Q: 3 clusters Score -1206209 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 182 members Mstep: Class 2 contains 22699 members Entering Unmasked Estep Score: -1206220.875000 Penalty: 913.463623 Iteration 25Q: 3 clusters Score -1206221 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 177 members Mstep: Class 2 contains 22704 members Entering Unmasked Estep Score: -1206232.125000 Penalty: 913.463623 Iteration 26Q: 3 clusters Score -1206232 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 174 members Mstep: Class 2 contains 22707 members Entering Unmasked Estep Score: -1206242.625000 Penalty: 913.463623 Iteration 27Q: 3 clusters Score -1206243 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 170 members Mstep: Class 2 contains 22711 members Entering Unmasked Estep Score: -1206250.125000 Penalty: 913.463623 Iteration 28Q: 3 clusters Score -1206250 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 168 members Mstep: Class 2 contains 22713 members Entering Unmasked Estep Score: -1206255.250000 Penalty: 913.463623 Iteration 29Q: 3 clusters Score -1206255 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 166 members Mstep: Class 2 contains 22715 members Entering Unmasked Estep Score: -1206255.750000 Penalty: 913.463623 Iteration 30Q: 3 clusters Score -1206256 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 166 members Mstep: Class 2 contains 22715 members Entering Unmasked Estep Score: -1206255.750000 Penalty: 913.463623 Iteration 31F: 3 clusters Score -1206256 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (20662 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20662 members Entering Unmasked Estep Score: -1199665.375000 Penalty: 452.090332 Iteration 0F: 2 clusters Score -1199665 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10257 members Mstep: Class 2 contains 10405 members Entering Unmasked Estep Score: -1185863.500000 Penalty: 904.180664 Iteration 0F: 3 clusters Score -1185864 nChanged 9782 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9421 members Mstep: Class 2 contains 11241 members Entering Unmasked Estep Score: -1192208.125000 Penalty: 904.180664 Iteration 1F: 3 clusters Score -1192208 nChanged 1423 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8876 members Mstep: Class 2 contains 11786 members Entering Unmasked Estep Score: -1193115.500000 Penalty: 904.180664 Iteration 2F: 3 clusters Score -1193116 nChanged 1518 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8202 members Mstep: Class 2 contains 12460 members Entering Unmasked Estep Score: -1194229.500000 Penalty: 904.180664 Iteration 3F: 3 clusters Score -1194230 nChanged 1485 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7447 members Mstep: Class 2 contains 13215 members Entering Unmasked Estep Score: -1195387.125000 Penalty: 904.180664 Iteration 4F: 3 clusters Score -1195387 nChanged 1223 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6772 members Mstep: Class 2 contains 13890 members Entering Unmasked Estep Score: -1196229.875000 Penalty: 904.180664 Iteration 5F: 3 clusters Score -1196230 nChanged 936 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6184 members Mstep: Class 2 contains 14478 members Entering Unmasked Estep Score: -1196770.500000 Penalty: 904.180664 Iteration 6Q: 3 clusters Score -1196770 nChanged 688 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5624 members Mstep: Class 2 contains 15038 members Entering Unmasked Estep Score: -1197101.625000 Penalty: 904.180664 Iteration 7Q: 3 clusters Score -1197102 nChanged 546 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5108 members Mstep: Class 2 contains 15554 members Entering Unmasked Estep Score: -1197360.750000 Penalty: 904.180664 Iteration 8Q: 3 clusters Score -1197361 nChanged 528 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4580 members Mstep: Class 2 contains 16082 members Entering Unmasked Estep Score: -1197620.625000 Penalty: 904.180664 Iteration 9Q: 3 clusters Score -1197621 nChanged 498 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4082 members Mstep: Class 2 contains 16580 members Entering Unmasked Estep Score: -1197859.625000 Penalty: 904.180664 Iteration 10Q: 3 clusters Score -1197860 nChanged 476 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3606 members Mstep: Class 2 contains 17056 members Entering Unmasked Estep Score: -1198087.000000 Penalty: 904.180664 Iteration 11Q: 3 clusters Score -1198087 nChanged 429 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3177 members Mstep: Class 2 contains 17485 members Entering Unmasked Estep Score: -1198288.000000 Penalty: 904.180664 Iteration 12Q: 3 clusters Score -1198288 nChanged 378 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2801 members Mstep: Class 2 contains 17861 members Entering Unmasked Estep Score: -1198467.625000 Penalty: 904.180664 Iteration 13Q: 3 clusters Score -1198468 nChanged 325 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2480 members Mstep: Class 2 contains 18182 members Entering Unmasked Estep Score: -1198624.000000 Penalty: 904.180664 Iteration 14Q: 3 clusters Score -1198624 nChanged 262 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2220 members Mstep: Class 2 contains 18442 members Entering Unmasked Estep Score: -1198751.375000 Penalty: 904.180664 Iteration 15Q: 3 clusters Score -1198751 nChanged 227 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2001 members Mstep: Class 2 contains 18661 members Entering Unmasked Estep Score: -1198855.000000 Penalty: 904.180664 Iteration 16Q: 3 clusters Score -1198855 nChanged 208 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1797 members Mstep: Class 2 contains 18865 members Entering Unmasked Estep Score: -1198957.875000 Penalty: 904.180664 Iteration 17Q: 3 clusters Score -1198958 nChanged 197 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1606 members Mstep: Class 2 contains 19056 members Entering Unmasked Estep Score: -1199064.250000 Penalty: 904.180664 Iteration 18Q: 3 clusters Score -1199064 nChanged 156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1452 members Mstep: Class 2 contains 19210 members Entering Unmasked Estep Score: -1199138.125000 Penalty: 904.180664 Iteration 19Q: 3 clusters Score -1199138 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1326 members Mstep: Class 2 contains 19336 members Entering Unmasked Estep Score: -1199199.625000 Penalty: 904.180664 Iteration 20F: 3 clusters Score -1199200 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1238 members Mstep: Class 2 contains 19424 members Entering Unmasked Estep Score: -1199244.000000 Penalty: 904.180664 Iteration 21Q: 3 clusters Score -1199244 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1152 members Mstep: Class 2 contains 19510 members Entering Unmasked Estep Score: -1199287.875000 Penalty: 904.180664 Iteration 22Q: 3 clusters Score -1199288 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1087 members Mstep: Class 2 contains 19575 members Entering Unmasked Estep Score: -1199320.750000 Penalty: 904.180664 Iteration 23Q: 3 clusters Score -1199321 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1027 members Mstep: Class 2 contains 19635 members Entering Unmasked Estep Score: -1199346.750000 Penalty: 904.180664 Iteration 24Q: 3 clusters Score -1199347 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 965 members Mstep: Class 2 contains 19697 members Entering Unmasked Estep Score: -1199369.875000 Penalty: 904.180664 Iteration 25Q: 3 clusters Score -1199370 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 917 members Mstep: Class 2 contains 19745 members Entering Unmasked Estep Score: -1199387.125000 Penalty: 904.180664 Iteration 26Q: 3 clusters Score -1199387 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 874 members Mstep: Class 2 contains 19788 members Entering Unmasked Estep Score: -1199401.750000 Penalty: 904.180664 Iteration 27Q: 3 clusters Score -1199402 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 842 members Mstep: Class 2 contains 19820 members Entering Unmasked Estep Score: -1199413.500000 Penalty: 904.180664 Iteration 28Q: 3 clusters Score -1199414 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 811 members Mstep: Class 2 contains 19851 members Entering Unmasked Estep Score: -1199428.375000 Penalty: 904.180664 Iteration 29Q: 3 clusters Score -1199428 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 779 members Mstep: Class 2 contains 19883 members Entering Unmasked Estep Score: -1199438.500000 Penalty: 904.180664 Iteration 30Q: 3 clusters Score -1199438 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 748 members Mstep: Class 2 contains 19914 members Entering Unmasked Estep Score: -1199451.000000 Penalty: 904.180664 Iteration 31Q: 3 clusters Score -1199451 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 729 members Mstep: Class 2 contains 19933 members Entering Unmasked Estep Score: -1199453.500000 Penalty: 904.180664 Iteration 32Q: 3 clusters Score -1199454 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 719 members Mstep: Class 2 contains 19943 members Entering Unmasked Estep Score: -1199458.750000 Penalty: 904.180664 Iteration 33Q: 3 clusters Score -1199459 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 715 members Mstep: Class 2 contains 19947 members Entering Unmasked Estep Score: -1199458.625000 Penalty: 904.180664 Iteration 34Q: 3 clusters Score -1199459 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 713 members Mstep: Class 2 contains 19949 members Entering Unmasked Estep Score: -1199458.125000 Penalty: 904.180664 Iteration 35Q: 3 clusters Score -1199458 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 711 members Mstep: Class 2 contains 19951 members Entering Unmasked Estep Score: -1199458.750000 Penalty: 904.180664 Iteration 36Q: 3 clusters Score -1199459 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 710 members Mstep: Class 2 contains 19952 members Entering Unmasked Estep Score: -1199459.000000 Penalty: 904.180664 Iteration 37Q: 3 clusters Score -1199459 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 709 members Mstep: Class 2 contains 19953 members Entering Unmasked Estep Score: -1199459.000000 Penalty: 904.180664 Iteration 38Q: 3 clusters Score -1199459 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 709 members Mstep: Class 2 contains 19953 members Entering Unmasked Estep Score: -1199459.000000 Penalty: 904.180664 Iteration 39F: 3 clusters Score -1199459 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (11558 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11558 members Entering Unmasked Estep Score: -673895.375000 Penalty: 425.658569 Iteration 0F: 2 clusters Score -673895.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5807 members Mstep: Class 2 contains 5751 members Entering Unmasked Estep Score: -666193.437500 Penalty: 851.317139 Iteration 0F: 3 clusters Score -666193.4 nChanged 5392 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6497 members Mstep: Class 2 contains 5061 members Entering Unmasked Estep Score: -669287.312500 Penalty: 851.317139 Iteration 1F: 3 clusters Score -669287.3 nChanged 739 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6958 members Mstep: Class 2 contains 4600 members Entering Unmasked Estep Score: -669628.437500 Penalty: 851.317139 Iteration 2F: 3 clusters Score -669628.4 nChanged 737 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7535 members Mstep: Class 2 contains 4023 members Entering Unmasked Estep Score: -670068.500000 Penalty: 851.317139 Iteration 3F: 3 clusters Score -670068.5 nChanged 852 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8249 members Mstep: Class 2 contains 3309 members Entering Unmasked Estep Score: -670678.437500 Penalty: 851.317139 Iteration 4F: 3 clusters Score -670678.4 nChanged 879 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9042 members Mstep: Class 2 contains 2516 members Entering Unmasked Estep Score: -671428.000000 Penalty: 851.317139 Iteration 5F: 3 clusters Score -671428 nChanged 751 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9725 members Mstep: Class 2 contains 1833 members Entering Unmasked Estep Score: -672113.875000 Penalty: 851.317139 Iteration 6F: 3 clusters Score -672113.9 nChanged 567 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10252 members Mstep: Class 2 contains 1306 members Entering Unmasked Estep Score: -672663.437500 Penalty: 851.317139 Iteration 7Q: 3 clusters Score -672663.4 nChanged 357 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10583 members Mstep: Class 2 contains 975 members Entering Unmasked Estep Score: -672974.750000 Penalty: 851.317139 Iteration 8Q: 3 clusters Score -672974.8 nChanged 238 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10813 members Mstep: Class 2 contains 745 members Entering Unmasked Estep Score: -673171.187500 Penalty: 851.317139 Iteration 9Q: 3 clusters Score -673171.2 nChanged 174 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10987 members Mstep: Class 2 contains 571 members Entering Unmasked Estep Score: -673302.000000 Penalty: 851.317139 Iteration 10Q: 3 clusters Score -673302 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11093 members Mstep: Class 2 contains 465 members Entering Unmasked Estep Score: -673379.500000 Penalty: 851.317139 Iteration 11Q: 3 clusters Score -673379.5 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11183 members Mstep: Class 2 contains 375 members Entering Unmasked Estep Score: -673448.437500 Penalty: 851.317139 Iteration 12Q: 3 clusters Score -673448.4 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11234 members Mstep: Class 2 contains 324 members Entering Unmasked Estep Score: -673482.062500 Penalty: 851.317139 Iteration 13Q: 3 clusters Score -673482.1 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11265 members Mstep: Class 2 contains 293 members Entering Unmasked Estep Score: -673497.312500 Penalty: 851.317139 Iteration 14Q: 3 clusters Score -673497.3 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11289 members Mstep: Class 2 contains 269 members Entering Unmasked Estep Score: -673511.000000 Penalty: 851.317139 Iteration 15Q: 3 clusters Score -673511 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11297 members Mstep: Class 2 contains 261 members Entering Unmasked Estep Score: -673516.125000 Penalty: 851.317139 Iteration 16Q: 3 clusters Score -673516.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11304 members Mstep: Class 2 contains 254 members Entering Unmasked Estep Score: -673523.375000 Penalty: 851.317139 Iteration 17Q: 3 clusters Score -673523.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11306 members Mstep: Class 2 contains 252 members Entering Unmasked Estep Score: -673526.687500 Penalty: 851.317139 Iteration 18Q: 3 clusters Score -673526.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11309 members Mstep: Class 2 contains 249 members Entering Unmasked Estep Score: -673528.062500 Penalty: 851.317139 Iteration 19Q: 3 clusters Score -673528.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11313 members Mstep: Class 2 contains 245 members Entering Unmasked Estep Score: -673529.500000 Penalty: 851.317139 Iteration 20F: 3 clusters Score -673529.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11318 members Mstep: Class 2 contains 240 members Entering Unmasked Estep Score: -673531.625000 Penalty: 851.317139 Iteration 21Q: 3 clusters Score -673531.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11321 members Mstep: Class 2 contains 237 members Entering Unmasked Estep Score: -673534.000000 Penalty: 851.317139 Iteration 22Q: 3 clusters Score -673534 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11327 members Mstep: Class 2 contains 231 members Entering Unmasked Estep Score: -673536.750000 Penalty: 851.317139 Iteration 23Q: 3 clusters Score -673536.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11333 members Mstep: Class 2 contains 225 members Entering Unmasked Estep Score: -673538.875000 Penalty: 851.317139 Iteration 24Q: 3 clusters Score -673538.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11334 members Mstep: Class 2 contains 224 members Entering Unmasked Estep Score: -673539.750000 Penalty: 851.317139 Iteration 25Q: 3 clusters Score -673539.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11339 members Mstep: Class 2 contains 219 members Entering Unmasked Estep Score: -673542.500000 Penalty: 851.317139 Iteration 26Q: 3 clusters Score -673542.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11344 members Mstep: Class 2 contains 214 members Entering Unmasked Estep Score: -673545.125000 Penalty: 851.317139 Iteration 27Q: 3 clusters Score -673545.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11347 members Mstep: Class 2 contains 211 members Entering Unmasked Estep Score: -673546.625000 Penalty: 851.317139 Iteration 28Q: 3 clusters Score -673546.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11351 members Mstep: Class 2 contains 207 members Entering Unmasked Estep Score: -673549.062500 Penalty: 851.317139 Iteration 29Q: 3 clusters Score -673549.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11356 members Mstep: Class 2 contains 202 members Entering Unmasked Estep Score: -673550.375000 Penalty: 851.317139 Iteration 30Q: 3 clusters Score -673550.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11357 members Mstep: Class 2 contains 201 members Entering Unmasked Estep Score: -673552.000000 Penalty: 851.317139 Iteration 31Q: 3 clusters Score -673552 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11359 members Mstep: Class 2 contains 199 members Entering Unmasked Estep Score: -673554.437500 Penalty: 851.317139 Iteration 32Q: 3 clusters Score -673554.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11360 members Mstep: Class 2 contains 198 members Entering Unmasked Estep Score: -673554.500000 Penalty: 851.317139 Iteration 33Q: 3 clusters Score -673554.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11360 members Mstep: Class 2 contains 198 members Entering Unmasked Estep Score: -673554.500000 Penalty: 851.317139 Iteration 34F: 3 clusters Score -673554.5 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (10206 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10206 members Entering Unmasked Estep Score: -574430.187500 Penalty: 419.998260 Iteration 0F: 2 clusters Score -574430.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5068 members Mstep: Class 2 contains 5138 members Entering Unmasked Estep Score: -567599.312500 Penalty: 839.996521 Iteration 0F: 3 clusters Score -567599.3 nChanged 4720 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4784 members Mstep: Class 2 contains 5422 members Entering Unmasked Estep Score: -570399.062500 Penalty: 839.996521 Iteration 1F: 3 clusters Score -570399.1 nChanged 588 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4536 members Mstep: Class 2 contains 5670 members Entering Unmasked Estep Score: -570712.125000 Penalty: 839.996521 Iteration 2F: 3 clusters Score -570712.1 nChanged 615 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4217 members Mstep: Class 2 contains 5989 members Entering Unmasked Estep Score: -571074.187500 Penalty: 839.996521 Iteration 3F: 3 clusters Score -571074.2 nChanged 608 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3811 members Mstep: Class 2 contains 6395 members Entering Unmasked Estep Score: -571488.062500 Penalty: 839.996521 Iteration 4F: 3 clusters Score -571488.1 nChanged 620 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3365 members Mstep: Class 2 contains 6841 members Entering Unmasked Estep Score: -571949.375000 Penalty: 839.996521 Iteration 5F: 3 clusters Score -571949.4 nChanged 585 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2958 members Mstep: Class 2 contains 7248 members Entering Unmasked Estep Score: -572378.437500 Penalty: 839.996521 Iteration 6F: 3 clusters Score -572378.4 nChanged 498 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2640 members Mstep: Class 2 contains 7566 members Entering Unmasked Estep Score: -572683.500000 Penalty: 839.996521 Iteration 7Q: 3 clusters Score -572683.5 nChanged 391 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2389 members Mstep: Class 2 contains 7817 members Entering Unmasked Estep Score: -572885.875000 Penalty: 839.996521 Iteration 8Q: 3 clusters Score -572885.9 nChanged 291 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2172 members Mstep: Class 2 contains 8034 members Entering Unmasked Estep Score: -573021.187500 Penalty: 839.996521 Iteration 9Q: 3 clusters Score -573021.2 nChanged 246 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1940 members Mstep: Class 2 contains 8266 members Entering Unmasked Estep Score: -573135.062500 Penalty: 839.996521 Iteration 10Q: 3 clusters Score -573135.1 nChanged 227 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1717 members Mstep: Class 2 contains 8489 members Entering Unmasked Estep Score: -573251.125000 Penalty: 839.996521 Iteration 11Q: 3 clusters Score -573251.1 nChanged 222 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1497 members Mstep: Class 2 contains 8709 members Entering Unmasked Estep Score: -573367.375000 Penalty: 839.996521 Iteration 12Q: 3 clusters Score -573367.4 nChanged 203 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1296 members Mstep: Class 2 contains 8910 members Entering Unmasked Estep Score: -573477.812500 Penalty: 839.996521 Iteration 13Q: 3 clusters Score -573477.8 nChanged 195 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1103 members Mstep: Class 2 contains 9103 members Entering Unmasked Estep Score: -573598.062500 Penalty: 839.996521 Iteration 14Q: 3 clusters Score -573598.1 nChanged 184 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 923 members Mstep: Class 2 contains 9283 members Entering Unmasked Estep Score: -573710.250000 Penalty: 839.996521 Iteration 15Q: 3 clusters Score -573710.2 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 780 members Mstep: Class 2 contains 9426 members Entering Unmasked Estep Score: -573790.687500 Penalty: 839.996521 Iteration 16Q: 3 clusters Score -573790.7 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 664 members Mstep: Class 2 contains 9542 members Entering Unmasked Estep Score: -573857.437500 Penalty: 839.996521 Iteration 17Q: 3 clusters Score -573857.4 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 561 members Mstep: Class 2 contains 9645 members Entering Unmasked Estep Score: -573919.500000 Penalty: 839.996521 Iteration 18Q: 3 clusters Score -573919.5 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 468 members Mstep: Class 2 contains 9738 members Entering Unmasked Estep Score: -573968.937500 Penalty: 839.996521 Iteration 19Q: 3 clusters Score -573968.9 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 394 members Mstep: Class 2 contains 9812 members Entering Unmasked Estep Score: -574010.625000 Penalty: 839.996521 Iteration 20F: 3 clusters Score -574010.6 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 331 members Mstep: Class 2 contains 9875 members Entering Unmasked Estep Score: -574048.500000 Penalty: 839.996521 Iteration 21Q: 3 clusters Score -574048.5 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 280 members Mstep: Class 2 contains 9926 members Entering Unmasked Estep Score: -574077.312500 Penalty: 839.996521 Iteration 22Q: 3 clusters Score -574077.3 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 243 members Mstep: Class 2 contains 9963 members Entering Unmasked Estep Score: -574093.062500 Penalty: 839.996521 Iteration 23Q: 3 clusters Score -574093.1 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 213 members Mstep: Class 2 contains 9993 members Entering Unmasked Estep Score: -574108.625000 Penalty: 839.996521 Iteration 24Q: 3 clusters Score -574108.6 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 196 members Mstep: Class 2 contains 10010 members Entering Unmasked Estep Score: -574115.875000 Penalty: 839.996521 Iteration 25Q: 3 clusters Score -574115.9 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 185 members Mstep: Class 2 contains 10021 members Entering Unmasked Estep Score: -574122.875000 Penalty: 839.996521 Iteration 26Q: 3 clusters Score -574122.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 178 members Mstep: Class 2 contains 10028 members Entering Unmasked Estep Score: -574127.937500 Penalty: 839.996521 Iteration 27Q: 3 clusters Score -574127.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 171 members Mstep: Class 2 contains 10035 members Entering Unmasked Estep Score: -574132.750000 Penalty: 839.996521 Iteration 28Q: 3 clusters Score -574132.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 164 members Mstep: Class 2 contains 10042 members Entering Unmasked Estep Score: -574135.375000 Penalty: 839.996521 Iteration 29Q: 3 clusters Score -574135.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 160 members Mstep: Class 2 contains 10046 members Entering Unmasked Estep Score: -574138.812500 Penalty: 839.996521 Iteration 30Q: 3 clusters Score -574138.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 155 members Mstep: Class 2 contains 10051 members Entering Unmasked Estep Score: -574141.875000 Penalty: 839.996521 Iteration 31Q: 3 clusters Score -574141.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 153 members Mstep: Class 2 contains 10053 members Entering Unmasked Estep Score: -574142.000000 Penalty: 839.996521 Iteration 32Q: 3 clusters Score -574142 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 153 members Mstep: Class 2 contains 10053 members Entering Unmasked Estep Score: -574142.000000 Penalty: 839.996521 Iteration 33F: 3 clusters Score -574142 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (12641 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12641 members Entering Unmasked Estep Score: -686613.437500 Penalty: 429.733917 Iteration 0F: 2 clusters Score -686613.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6397 members Mstep: Class 2 contains 6244 members Entering Unmasked Estep Score: -678187.125000 Penalty: 859.467834 Iteration 0F: 3 clusters Score -678187.1 nChanged 5987 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7338 members Mstep: Class 2 contains 5303 members Entering Unmasked Estep Score: -682043.062500 Penalty: 859.467834 Iteration 1F: 3 clusters Score -682043.1 nChanged 968 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7896 members Mstep: Class 2 contains 4745 members Entering Unmasked Estep Score: -682755.562500 Penalty: 859.467834 Iteration 2F: 3 clusters Score -682755.6 nChanged 1022 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8506 members Mstep: Class 2 contains 4135 members Entering Unmasked Estep Score: -683546.187500 Penalty: 859.467834 Iteration 3F: 3 clusters Score -683546.2 nChanged 870 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8994 members Mstep: Class 2 contains 3647 members Entering Unmasked Estep Score: -684139.062500 Penalty: 859.467834 Iteration 4F: 3 clusters Score -684139.1 nChanged 632 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9350 members Mstep: Class 2 contains 3291 members Entering Unmasked Estep Score: -684511.687500 Penalty: 859.467834 Iteration 5Q: 3 clusters Score -684511.7 nChanged 455 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9645 members Mstep: Class 2 contains 2996 members Entering Unmasked Estep Score: -684744.437500 Penalty: 859.467834 Iteration 6Q: 3 clusters Score -684744.4 nChanged 335 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9872 members Mstep: Class 2 contains 2769 members Entering Unmasked Estep Score: -684893.000000 Penalty: 859.467834 Iteration 7Q: 3 clusters Score -684893 nChanged 263 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10067 members Mstep: Class 2 contains 2574 members Entering Unmasked Estep Score: -684991.625000 Penalty: 859.467834 Iteration 8Q: 3 clusters Score -684991.6 nChanged 233 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10246 members Mstep: Class 2 contains 2395 members Entering Unmasked Estep Score: -685078.875000 Penalty: 859.467834 Iteration 9Q: 3 clusters Score -685078.9 nChanged 216 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10428 members Mstep: Class 2 contains 2213 members Entering Unmasked Estep Score: -685153.125000 Penalty: 859.467834 Iteration 10Q: 3 clusters Score -685153.1 nChanged 179 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10603 members Mstep: Class 2 contains 2038 members Entering Unmasked Estep Score: -685217.875000 Penalty: 859.467834 Iteration 11Q: 3 clusters Score -685217.9 nChanged 170 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10771 members Mstep: Class 2 contains 1870 members Entering Unmasked Estep Score: -685287.500000 Penalty: 859.467834 Iteration 12Q: 3 clusters Score -685287.5 nChanged 186 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10957 members Mstep: Class 2 contains 1684 members Entering Unmasked Estep Score: -685374.000000 Penalty: 859.467834 Iteration 13Q: 3 clusters Score -685374 nChanged 187 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11142 members Mstep: Class 2 contains 1499 members Entering Unmasked Estep Score: -685462.562500 Penalty: 859.467834 Iteration 14Q: 3 clusters Score -685462.6 nChanged 188 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11330 members Mstep: Class 2 contains 1311 members Entering Unmasked Estep Score: -685562.062500 Penalty: 859.467834 Iteration 15Q: 3 clusters Score -685562.1 nChanged 171 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11499 members Mstep: Class 2 contains 1142 members Entering Unmasked Estep Score: -685655.375000 Penalty: 859.467834 Iteration 16Q: 3 clusters Score -685655.4 nChanged 160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11655 members Mstep: Class 2 contains 986 members Entering Unmasked Estep Score: -685746.750000 Penalty: 859.467834 Iteration 17Q: 3 clusters Score -685746.8 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11793 members Mstep: Class 2 contains 848 members Entering Unmasked Estep Score: -685839.062500 Penalty: 859.467834 Iteration 18Q: 3 clusters Score -685839.1 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11926 members Mstep: Class 2 contains 715 members Entering Unmasked Estep Score: -685923.437500 Penalty: 859.467834 Iteration 19Q: 3 clusters Score -685923.4 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12029 members Mstep: Class 2 contains 612 members Entering Unmasked Estep Score: -685989.312500 Penalty: 859.467834 Iteration 20F: 3 clusters Score -685989.3 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12126 members Mstep: Class 2 contains 515 members Entering Unmasked Estep Score: -686067.062500 Penalty: 859.467834 Iteration 21Q: 3 clusters Score -686067.1 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12194 members Mstep: Class 2 contains 447 members Entering Unmasked Estep Score: -686151.875000 Penalty: 859.467834 Iteration 22Q: 3 clusters Score -686151.9 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12246 members Mstep: Class 2 contains 395 members Entering Unmasked Estep Score: -686230.062500 Penalty: 859.467834 Iteration 23Q: 3 clusters Score -686230.1 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12270 members Mstep: Class 2 contains 371 members Entering Unmasked Estep Score: -686295.812500 Penalty: 859.467834 Iteration 24Q: 3 clusters Score -686295.8 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12286 members Mstep: Class 2 contains 355 members Entering Unmasked Estep Score: -686339.750000 Penalty: 859.467834 Iteration 25Q: 3 clusters Score -686339.8 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12293 members Mstep: Class 2 contains 348 members Entering Unmasked Estep Score: -686375.062500 Penalty: 859.467834 Iteration 26Q: 3 clusters Score -686375.1 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12306 members Mstep: Class 2 contains 335 members Entering Unmasked Estep Score: -686395.937500 Penalty: 859.467834 Iteration 27Q: 3 clusters Score -686395.9 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12310 members Mstep: Class 2 contains 331 members Entering Unmasked Estep Score: -686409.875000 Penalty: 859.467834 Iteration 28Q: 3 clusters Score -686409.9 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12309 members Mstep: Class 2 contains 332 members Entering Unmasked Estep Score: -686420.562500 Penalty: 859.467834 Iteration 29Q: 3 clusters Score -686420.6 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12309 members Mstep: Class 2 contains 332 members Entering Unmasked Estep Score: -686425.812500 Penalty: 859.467834 Iteration 30Q: 3 clusters Score -686425.8 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12305 members Mstep: Class 2 contains 336 members Entering Unmasked Estep Score: -686431.625000 Penalty: 859.467834 Iteration 31Q: 3 clusters Score -686431.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12304 members Mstep: Class 2 contains 337 members Entering Unmasked Estep Score: -686435.687500 Penalty: 859.467834 Iteration 32Q: 3 clusters Score -686435.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12299 members Mstep: Class 2 contains 342 members Entering Unmasked Estep Score: -686439.687500 Penalty: 859.467834 Iteration 33Q: 3 clusters Score -686439.7 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12296 members Mstep: Class 2 contains 345 members Entering Unmasked Estep Score: -686444.687500 Penalty: 859.467834 Iteration 34Q: 3 clusters Score -686444.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12296 members Mstep: Class 2 contains 345 members Entering Unmasked Estep Score: -686446.062500 Penalty: 859.467834 Iteration 35Q: 3 clusters Score -686446.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12294 members Mstep: Class 2 contains 347 members Entering Unmasked Estep Score: -686447.375000 Penalty: 859.467834 Iteration 36Q: 3 clusters Score -686447.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12293 members Mstep: Class 2 contains 348 members Entering Unmasked Estep Score: -686448.812500 Penalty: 859.467834 Iteration 37Q: 3 clusters Score -686448.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12291 members Mstep: Class 2 contains 350 members Entering Unmasked Estep Score: -686449.375000 Penalty: 859.467834 Iteration 38Q: 3 clusters Score -686449.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12287 members Mstep: Class 2 contains 354 members Entering Unmasked Estep Score: -686451.687500 Penalty: 859.467834 Iteration 39Q: 3 clusters Score -686451.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12287 members Mstep: Class 2 contains 354 members Entering Unmasked Estep Score: -686464.812500 Penalty: 859.467834 Iteration 40F: 3 clusters Score -686464.8 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12276 members Mstep: Class 2 contains 365 members Entering Unmasked Estep Score: -686470.812500 Penalty: 859.467834 Iteration 41Q: 3 clusters Score -686470.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12268 members Mstep: Class 2 contains 373 members Entering Unmasked Estep Score: -686473.875000 Penalty: 859.467834 Iteration 42Q: 3 clusters Score -686473.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12266 members Mstep: Class 2 contains 375 members Entering Unmasked Estep Score: -686476.312500 Penalty: 859.467834 Iteration 43Q: 3 clusters Score -686476.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12262 members Mstep: Class 2 contains 379 members Entering Unmasked Estep Score: -686477.187500 Penalty: 859.467834 Iteration 44Q: 3 clusters Score -686477.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12259 members Mstep: Class 2 contains 382 members Entering Unmasked Estep Score: -686479.062500 Penalty: 859.467834 Iteration 45Q: 3 clusters Score -686479.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12258 members Mstep: Class 2 contains 383 members Entering Unmasked Estep Score: -686479.875000 Penalty: 859.467834 Iteration 46Q: 3 clusters Score -686479.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12259 members Mstep: Class 2 contains 382 members Entering Unmasked Estep Score: -686480.875000 Penalty: 859.467834 Iteration 47Q: 3 clusters Score -686480.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12259 members Mstep: Class 2 contains 382 members Entering Unmasked Estep Score: -686481.500000 Penalty: 859.467834 Iteration 48Q: 3 clusters Score -686481.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12256 members Mstep: Class 2 contains 385 members Entering Unmasked Estep Score: -686481.375000 Penalty: 859.467834 Iteration 49Q: 3 clusters Score -686481.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12255 members Mstep: Class 2 contains 386 members Entering Unmasked Estep Score: -686481.562500 Penalty: 859.467834 Iteration 50Q: 3 clusters Score -686481.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12255 members Mstep: Class 2 contains 386 members Entering Unmasked Estep Score: -686481.562500 Penalty: 859.467834 Iteration 51F: 3 clusters Score -686481.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (7058 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7058 members Entering Unmasked Estep Score: -389049.281250 Penalty: 403.217194 Iteration 0F: 2 clusters Score -389049.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3530 members Mstep: Class 2 contains 3528 members Entering Unmasked Estep Score: -384309.062500 Penalty: 806.434387 Iteration 0F: 3 clusters Score -384309.1 nChanged 3252 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3250 members Mstep: Class 2 contains 3808 members Entering Unmasked Estep Score: -386341.156250 Penalty: 806.434387 Iteration 1F: 3 clusters Score -386341.2 nChanged 570 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3106 members Mstep: Class 2 contains 3952 members Entering Unmasked Estep Score: -386720.281250 Penalty: 806.434387 Iteration 2F: 3 clusters Score -386720.3 nChanged 518 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2958 members Mstep: Class 2 contains 4100 members Entering Unmasked Estep Score: -387087.968750 Penalty: 806.434387 Iteration 3F: 3 clusters Score -387088 nChanged 475 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2813 members Mstep: Class 2 contains 4245 members Entering Unmasked Estep Score: -387435.156250 Penalty: 806.434387 Iteration 4F: 3 clusters Score -387435.2 nChanged 416 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2709 members Mstep: Class 2 contains 4349 members Entering Unmasked Estep Score: -387753.406250 Penalty: 806.434387 Iteration 5F: 3 clusters Score -387753.4 nChanged 320 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2645 members Mstep: Class 2 contains 4413 members Entering Unmasked Estep Score: -387947.468750 Penalty: 806.434387 Iteration 6Q: 3 clusters Score -387947.5 nChanged 223 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2598 members Mstep: Class 2 contains 4460 members Entering Unmasked Estep Score: -388032.312500 Penalty: 806.434387 Iteration 7Q: 3 clusters Score -388032.3 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2556 members Mstep: Class 2 contains 4502 members Entering Unmasked Estep Score: -388069.187500 Penalty: 806.434387 Iteration 8Q: 3 clusters Score -388069.2 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2510 members Mstep: Class 2 contains 4548 members Entering Unmasked Estep Score: -388094.531250 Penalty: 806.434387 Iteration 9Q: 3 clusters Score -388094.5 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2468 members Mstep: Class 2 contains 4590 members Entering Unmasked Estep Score: -388115.437500 Penalty: 806.434387 Iteration 10Q: 3 clusters Score -388115.4 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2416 members Mstep: Class 2 contains 4642 members Entering Unmasked Estep Score: -388130.125000 Penalty: 806.434387 Iteration 11Q: 3 clusters Score -388130.1 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2363 members Mstep: Class 2 contains 4695 members Entering Unmasked Estep Score: -388146.843750 Penalty: 806.434387 Iteration 12Q: 3 clusters Score -388146.8 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2316 members Mstep: Class 2 contains 4742 members Entering Unmasked Estep Score: -388160.593750 Penalty: 806.434387 Iteration 13Q: 3 clusters Score -388160.6 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2275 members Mstep: Class 2 contains 4783 members Entering Unmasked Estep Score: -388172.562500 Penalty: 806.434387 Iteration 14Q: 3 clusters Score -388172.6 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2232 members Mstep: Class 2 contains 4826 members Entering Unmasked Estep Score: -388186.250000 Penalty: 806.434387 Iteration 15Q: 3 clusters Score -388186.2 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2189 members Mstep: Class 2 contains 4869 members Entering Unmasked Estep Score: -388200.000000 Penalty: 806.434387 Iteration 16Q: 3 clusters Score -388200 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2148 members Mstep: Class 2 contains 4910 members Entering Unmasked Estep Score: -388209.343750 Penalty: 806.434387 Iteration 17Q: 3 clusters Score -388209.3 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2107 members Mstep: Class 2 contains 4951 members Entering Unmasked Estep Score: -388217.468750 Penalty: 806.434387 Iteration 18Q: 3 clusters Score -388217.5 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2067 members Mstep: Class 2 contains 4991 members Entering Unmasked Estep Score: -388226.781250 Penalty: 806.434387 Iteration 19Q: 3 clusters Score -388226.8 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2028 members Mstep: Class 2 contains 5030 members Entering Unmasked Estep Score: -388235.281250 Penalty: 806.434387 Iteration 20F: 3 clusters Score -388235.3 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1981 members Mstep: Class 2 contains 5077 members Entering Unmasked Estep Score: -388251.406250 Penalty: 806.434387 Iteration 21Q: 3 clusters Score -388251.4 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1927 members Mstep: Class 2 contains 5131 members Entering Unmasked Estep Score: -388268.031250 Penalty: 806.434387 Iteration 22Q: 3 clusters Score -388268 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1873 members Mstep: Class 2 contains 5185 members Entering Unmasked Estep Score: -388285.093750 Penalty: 806.434387 Iteration 23Q: 3 clusters Score -388285.1 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1822 members Mstep: Class 2 contains 5236 members Entering Unmasked Estep Score: -388303.531250 Penalty: 806.434387 Iteration 24Q: 3 clusters Score -388303.5 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1765 members Mstep: Class 2 contains 5293 members Entering Unmasked Estep Score: -388327.500000 Penalty: 806.434387 Iteration 25Q: 3 clusters Score -388327.5 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1697 members Mstep: Class 2 contains 5361 members Entering Unmasked Estep Score: -388356.062500 Penalty: 806.434387 Iteration 26Q: 3 clusters Score -388356.1 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1623 members Mstep: Class 2 contains 5435 members Entering Unmasked Estep Score: -388386.218750 Penalty: 806.434387 Iteration 27Q: 3 clusters Score -388386.2 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1560 members Mstep: Class 2 contains 5498 members Entering Unmasked Estep Score: -388408.906250 Penalty: 806.434387 Iteration 28Q: 3 clusters Score -388408.9 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1506 members Mstep: Class 2 contains 5552 members Entering Unmasked Estep Score: -388432.093750 Penalty: 806.434387 Iteration 29Q: 3 clusters Score -388432.1 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1447 members Mstep: Class 2 contains 5611 members Entering Unmasked Estep Score: -388454.437500 Penalty: 806.434387 Iteration 30Q: 3 clusters Score -388454.4 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1396 members Mstep: Class 2 contains 5662 members Entering Unmasked Estep Score: -388478.562500 Penalty: 806.434387 Iteration 31Q: 3 clusters Score -388478.6 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1350 members Mstep: Class 2 contains 5708 members Entering Unmasked Estep Score: -388499.000000 Penalty: 806.434387 Iteration 32Q: 3 clusters Score -388499 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1305 members Mstep: Class 2 contains 5753 members Entering Unmasked Estep Score: -388524.656250 Penalty: 806.434387 Iteration 33Q: 3 clusters Score -388524.7 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1258 members Mstep: Class 2 contains 5800 members Entering Unmasked Estep Score: -388556.781250 Penalty: 806.434387 Iteration 34Q: 3 clusters Score -388556.8 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1210 members Mstep: Class 2 contains 5848 members Entering Unmasked Estep Score: -388586.062500 Penalty: 806.434387 Iteration 35Q: 3 clusters Score -388586.1 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1171 members Mstep: Class 2 contains 5887 members Entering Unmasked Estep Score: -388610.593750 Penalty: 806.434387 Iteration 36Q: 3 clusters Score -388610.6 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1130 members Mstep: Class 2 contains 5928 members Entering Unmasked Estep Score: -388639.031250 Penalty: 806.434387 Iteration 37Q: 3 clusters Score -388639 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1088 members Mstep: Class 2 contains 5970 members Entering Unmasked Estep Score: -388668.468750 Penalty: 806.434387 Iteration 38Q: 3 clusters Score -388668.5 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1056 members Mstep: Class 2 contains 6002 members Entering Unmasked Estep Score: -388687.750000 Penalty: 806.434387 Iteration 39Q: 3 clusters Score -388687.8 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1029 members Mstep: Class 2 contains 6029 members Entering Unmasked Estep Score: -388709.281250 Penalty: 806.434387 Iteration 40F: 3 clusters Score -388709.3 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1006 members Mstep: Class 2 contains 6052 members Entering Unmasked Estep Score: -388721.656250 Penalty: 806.434387 Iteration 41Q: 3 clusters Score -388721.7 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 983 members Mstep: Class 2 contains 6075 members Entering Unmasked Estep Score: -388734.125000 Penalty: 806.434387 Iteration 42Q: 3 clusters Score -388734.1 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 962 members Mstep: Class 2 contains 6096 members Entering Unmasked Estep Score: -388742.312500 Penalty: 806.434387 Iteration 43Q: 3 clusters Score -388742.3 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 948 members Mstep: Class 2 contains 6110 members Entering Unmasked Estep Score: -388751.031250 Penalty: 806.434387 Iteration 44Q: 3 clusters Score -388751 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 941 members Mstep: Class 2 contains 6117 members Entering Unmasked Estep Score: -388755.781250 Penalty: 806.434387 Iteration 45Q: 3 clusters Score -388755.8 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 928 members Mstep: Class 2 contains 6130 members Entering Unmasked Estep Score: -388762.500000 Penalty: 806.434387 Iteration 46Q: 3 clusters Score -388762.5 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 921 members Mstep: Class 2 contains 6137 members Entering Unmasked Estep Score: -388767.562500 Penalty: 806.434387 Iteration 47Q: 3 clusters Score -388767.6 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 915 members Mstep: Class 2 contains 6143 members Entering Unmasked Estep Score: -388770.062500 Penalty: 806.434387 Iteration 48Q: 3 clusters Score -388770.1 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 906 members Mstep: Class 2 contains 6152 members Entering Unmasked Estep Score: -388773.156250 Penalty: 806.434387 Iteration 49Q: 3 clusters Score -388773.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 896 members Mstep: Class 2 contains 6162 members Entering Unmasked Estep Score: -388774.750000 Penalty: 806.434387 Iteration 50Q: 3 clusters Score -388774.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 891 members Mstep: Class 2 contains 6167 members Entering Unmasked Estep Score: -388777.187500 Penalty: 806.434387 Iteration 51Q: 3 clusters Score -388777.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 888 members Mstep: Class 2 contains 6170 members Entering Unmasked Estep Score: -388777.812500 Penalty: 806.434387 Iteration 52Q: 3 clusters Score -388777.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 886 members Mstep: Class 2 contains 6172 members Entering Unmasked Estep Score: -388779.437500 Penalty: 806.434387 Iteration 53Q: 3 clusters Score -388779.4 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 886 members Mstep: Class 2 contains 6172 members Entering Unmasked Estep Score: -388783.218750 Penalty: 806.434387 Iteration 54Q: 3 clusters Score -388783.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 884 members Mstep: Class 2 contains 6174 members Entering Unmasked Estep Score: -388784.437500 Penalty: 806.434387 Iteration 55Q: 3 clusters Score -388784.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 883 members Mstep: Class 2 contains 6175 members Entering Unmasked Estep Score: -388783.843750 Penalty: 806.434387 Iteration 56Q: 3 clusters Score -388783.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 881 members Mstep: Class 2 contains 6177 members Entering Unmasked Estep Score: -388784.500000 Penalty: 806.434387 Iteration 57Q: 3 clusters Score -388784.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 880 members Mstep: Class 2 contains 6178 members Entering Unmasked Estep Score: -388784.343750 Penalty: 806.434387 Iteration 58Q: 3 clusters Score -388784.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 880 members Mstep: Class 2 contains 6178 members Entering Unmasked Estep Score: -388784.343750 Penalty: 806.434387 Iteration 59F: 3 clusters Score -388784.3 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (8082 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8082 members Entering Unmasked Estep Score: -451625.531250 Penalty: 409.381439 Iteration 0F: 2 clusters Score -451625.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4133 members Mstep: Class 2 contains 3949 members Entering Unmasked Estep Score: -446171.625000 Penalty: 818.762878 Iteration 0F: 3 clusters Score -446171.6 nChanged 3689 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4448 members Mstep: Class 2 contains 3634 members Entering Unmasked Estep Score: -448304.812500 Penalty: 818.762878 Iteration 1F: 3 clusters Score -448304.8 nChanged 400 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4646 members Mstep: Class 2 contains 3436 members Entering Unmasked Estep Score: -448483.875000 Penalty: 818.762878 Iteration 2Q: 3 clusters Score -448483.9 nChanged 397 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4933 members Mstep: Class 2 contains 3149 members Entering Unmasked Estep Score: -448708.343750 Penalty: 818.762878 Iteration 3Q: 3 clusters Score -448708.3 nChanged 457 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5336 members Mstep: Class 2 contains 2746 members Entering Unmasked Estep Score: -449012.968750 Penalty: 818.762878 Iteration 4F: 3 clusters Score -449013 nChanged 541 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5873 members Mstep: Class 2 contains 2209 members Entering Unmasked Estep Score: -449441.937500 Penalty: 818.762878 Iteration 5F: 3 clusters Score -449441.9 nChanged 583 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6448 members Mstep: Class 2 contains 1634 members Entering Unmasked Estep Score: -449939.468750 Penalty: 818.762878 Iteration 6F: 3 clusters Score -449939.5 nChanged 524 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6968 members Mstep: Class 2 contains 1114 members Entering Unmasked Estep Score: -450395.000000 Penalty: 818.762878 Iteration 7F: 3 clusters Score -450395 nChanged 378 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7340 members Mstep: Class 2 contains 742 members Entering Unmasked Estep Score: -450716.906250 Penalty: 818.762878 Iteration 8Q: 3 clusters Score -450716.9 nChanged 279 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7613 members Mstep: Class 2 contains 469 members Entering Unmasked Estep Score: -450956.968750 Penalty: 818.762878 Iteration 9Q: 3 clusters Score -450957 nChanged 163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7772 members Mstep: Class 2 contains 310 members Entering Unmasked Estep Score: -451097.406250 Penalty: 818.762878 Iteration 10Q: 3 clusters Score -451097.4 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7858 members Mstep: Class 2 contains 224 members Entering Unmasked Estep Score: -451167.343750 Penalty: 818.762878 Iteration 11Q: 3 clusters Score -451167.3 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7896 members Mstep: Class 2 contains 186 members Entering Unmasked Estep Score: -451200.281250 Penalty: 818.762878 Iteration 12Q: 3 clusters Score -451200.3 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7921 members Mstep: Class 2 contains 161 members Entering Unmasked Estep Score: -451219.406250 Penalty: 818.762878 Iteration 13Q: 3 clusters Score -451219.4 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7942 members Mstep: Class 2 contains 140 members Entering Unmasked Estep Score: -451241.093750 Penalty: 818.762878 Iteration 14Q: 3 clusters Score -451241.1 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7953 members Mstep: Class 2 contains 129 members Entering Unmasked Estep Score: -451251.687500 Penalty: 818.762878 Iteration 15Q: 3 clusters Score -451251.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7957 members Mstep: Class 2 contains 125 members Entering Unmasked Estep Score: -451258.312500 Penalty: 818.762878 Iteration 16Q: 3 clusters Score -451258.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7961 members Mstep: Class 2 contains 121 members Entering Unmasked Estep Score: -451263.218750 Penalty: 818.762878 Iteration 17Q: 3 clusters Score -451263.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7970 members Mstep: Class 2 contains 112 members Entering Unmasked Estep Score: -451272.468750 Penalty: 818.762878 Iteration 18Q: 3 clusters Score -451272.5 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7974 members Mstep: Class 2 contains 108 members Entering Unmasked Estep Score: -451281.187500 Penalty: 818.762878 Iteration 19Q: 3 clusters Score -451281.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7978 members Mstep: Class 2 contains 104 members Entering Unmasked Estep Score: -451288.093750 Penalty: 818.762878 Iteration 20F: 3 clusters Score -451288.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7981 members Mstep: Class 2 contains 101 members Entering Unmasked Estep Score: -451293.093750 Penalty: 818.762878 Iteration 21Q: 3 clusters Score -451293.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7984 members Mstep: Class 2 contains 98 members Entering Unmasked Estep Score: -451295.875000 Penalty: 818.762878 Iteration 22Q: 3 clusters Score -451295.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7985 members Mstep: Class 2 contains 97 members Entering Unmasked Estep Score: -451297.031250 Penalty: 818.762878 Iteration 23Q: 3 clusters Score -451297 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7985 members Mstep: Class 2 contains 97 members Entering Unmasked Estep Score: -451297.031250 Penalty: 818.762878 Iteration 24F: 3 clusters Score -451297 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (23270 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23270 members Entering Unmasked Estep Score: -1287614.625000 Penalty: 457.498871 Iteration 0F: 2 clusters Score -1287615 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11694 members Mstep: Class 2 contains 11576 members Entering Unmasked Estep Score: -1272141.375000 Penalty: 914.997742 Iteration 0F: 3 clusters Score -1272141 nChanged 11096 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12678 members Mstep: Class 2 contains 10592 members Entering Unmasked Estep Score: -1278409.500000 Penalty: 914.997742 Iteration 1F: 3 clusters Score -1278410 nChanged 1149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13285 members Mstep: Class 2 contains 9985 members Entering Unmasked Estep Score: -1278885.125000 Penalty: 914.997742 Iteration 2Q: 3 clusters Score -1278885 nChanged 1287 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14098 members Mstep: Class 2 contains 9172 members Entering Unmasked Estep Score: -1279587.000000 Penalty: 914.997742 Iteration 3F: 3 clusters Score -1279587 nChanged 1564 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15214 members Mstep: Class 2 contains 8056 members Entering Unmasked Estep Score: -1280623.125000 Penalty: 914.997742 Iteration 4F: 3 clusters Score -1280623 nChanged 1644 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16524 members Mstep: Class 2 contains 6746 members Entering Unmasked Estep Score: -1281951.250000 Penalty: 914.997742 Iteration 5F: 3 clusters Score -1281951 nChanged 1569 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17837 members Mstep: Class 2 contains 5433 members Entering Unmasked Estep Score: -1283371.875000 Penalty: 914.997742 Iteration 6F: 3 clusters Score -1283372 nChanged 1308 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18975 members Mstep: Class 2 contains 4295 members Entering Unmasked Estep Score: -1284648.875000 Penalty: 914.997742 Iteration 7F: 3 clusters Score -1284649 nChanged 971 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19806 members Mstep: Class 2 contains 3464 members Entering Unmasked Estep Score: -1285598.125000 Penalty: 914.997742 Iteration 8Q: 3 clusters Score -1285598 nChanged 674 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20370 members Mstep: Class 2 contains 2900 members Entering Unmasked Estep Score: -1286148.500000 Penalty: 914.997742 Iteration 9Q: 3 clusters Score -1286148 nChanged 447 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20781 members Mstep: Class 2 contains 2489 members Entering Unmasked Estep Score: -1286466.000000 Penalty: 914.997742 Iteration 10Q: 3 clusters Score -1286466 nChanged 378 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21131 members Mstep: Class 2 contains 2139 members Entering Unmasked Estep Score: -1286762.500000 Penalty: 914.997742 Iteration 11Q: 3 clusters Score -1286762 nChanged 278 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21397 members Mstep: Class 2 contains 1873 members Entering Unmasked Estep Score: -1286974.125000 Penalty: 914.997742 Iteration 12Q: 3 clusters Score -1286974 nChanged 222 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21607 members Mstep: Class 2 contains 1663 members Entering Unmasked Estep Score: -1287137.125000 Penalty: 914.997742 Iteration 13Q: 3 clusters Score -1287137 nChanged 185 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21768 members Mstep: Class 2 contains 1502 members Entering Unmasked Estep Score: -1287281.750000 Penalty: 914.997742 Iteration 14Q: 3 clusters Score -1287282 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21891 members Mstep: Class 2 contains 1379 members Entering Unmasked Estep Score: -1287390.625000 Penalty: 914.997742 Iteration 15Q: 3 clusters Score -1287391 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21974 members Mstep: Class 2 contains 1296 members Entering Unmasked Estep Score: -1287465.125000 Penalty: 914.997742 Iteration 16Q: 3 clusters Score -1287465 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22037 members Mstep: Class 2 contains 1233 members Entering Unmasked Estep Score: -1287505.625000 Penalty: 914.997742 Iteration 17Q: 3 clusters Score -1287506 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22072 members Mstep: Class 2 contains 1198 members Entering Unmasked Estep Score: -1287522.500000 Penalty: 914.997742 Iteration 18Q: 3 clusters Score -1287522 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22101 members Mstep: Class 2 contains 1169 members Entering Unmasked Estep Score: -1287531.000000 Penalty: 914.997742 Iteration 19Q: 3 clusters Score -1287531 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22128 members Mstep: Class 2 contains 1142 members Entering Unmasked Estep Score: -1287539.750000 Penalty: 914.997742 Iteration 20F: 3 clusters Score -1287540 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22140 members Mstep: Class 2 contains 1130 members Entering Unmasked Estep Score: -1287544.250000 Penalty: 914.997742 Iteration 21Q: 3 clusters Score -1287544 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22146 members Mstep: Class 2 contains 1124 members Entering Unmasked Estep Score: -1287546.000000 Penalty: 914.997742 Iteration 22Q: 3 clusters Score -1287546 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22154 members Mstep: Class 2 contains 1116 members Entering Unmasked Estep Score: -1287546.125000 Penalty: 914.997742 Iteration 23Q: 3 clusters Score -1287546 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22160 members Mstep: Class 2 contains 1110 members Entering Unmasked Estep Score: -1287546.625000 Penalty: 914.997742 Iteration 24Q: 3 clusters Score -1287547 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22167 members Mstep: Class 2 contains 1103 members Entering Unmasked Estep Score: -1287548.750000 Penalty: 914.997742 Iteration 25Q: 3 clusters Score -1287549 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22174 members Mstep: Class 2 contains 1096 members Entering Unmasked Estep Score: -1287552.375000 Penalty: 914.997742 Iteration 26Q: 3 clusters Score -1287552 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22183 members Mstep: Class 2 contains 1087 members Entering Unmasked Estep Score: -1287550.000000 Penalty: 914.997742 Iteration 27Q: 3 clusters Score -1287550 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22189 members Mstep: Class 2 contains 1081 members Entering Unmasked Estep Score: -1287548.250000 Penalty: 914.997742 Iteration 28Q: 3 clusters Score -1287548 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22193 members Mstep: Class 2 contains 1077 members Entering Unmasked Estep Score: -1287548.500000 Penalty: 914.997742 Iteration 29Q: 3 clusters Score -1287548 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22198 members Mstep: Class 2 contains 1072 members Entering Unmasked Estep Score: -1287548.375000 Penalty: 914.997742 Iteration 30Q: 3 clusters Score -1287548 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22205 members Mstep: Class 2 contains 1065 members Entering Unmasked Estep Score: -1287549.250000 Penalty: 914.997742 Iteration 31Q: 3 clusters Score -1287549 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22205 members Mstep: Class 2 contains 1065 members Entering Unmasked Estep Score: -1287549.250000 Penalty: 914.997742 Iteration 32F: 3 clusters Score -1287549 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (15069 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15069 members Entering Unmasked Estep Score: -837411.937500 Penalty: 437.727966 Iteration 0F: 2 clusters Score -837411.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7481 members Mstep: Class 2 contains 7588 members Entering Unmasked Estep Score: -827398.625000 Penalty: 875.455933 Iteration 0F: 3 clusters Score -827398.6 nChanged 7172 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6393 members Mstep: Class 2 contains 8676 members Entering Unmasked Estep Score: -831898.375000 Penalty: 875.455933 Iteration 1F: 3 clusters Score -831898.4 nChanged 1078 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5669 members Mstep: Class 2 contains 9400 members Entering Unmasked Estep Score: -832595.937500 Penalty: 875.455933 Iteration 2F: 3 clusters Score -832595.9 nChanged 1199 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4778 members Mstep: Class 2 contains 10291 members Entering Unmasked Estep Score: -833555.250000 Penalty: 875.455933 Iteration 3F: 3 clusters Score -833555.2 nChanged 1160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3926 members Mstep: Class 2 contains 11143 members Entering Unmasked Estep Score: -834639.875000 Penalty: 875.455933 Iteration 4F: 3 clusters Score -834639.9 nChanged 988 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3240 members Mstep: Class 2 contains 11829 members Entering Unmasked Estep Score: -835531.187500 Penalty: 875.455933 Iteration 5F: 3 clusters Score -835531.2 nChanged 675 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2785 members Mstep: Class 2 contains 12284 members Entering Unmasked Estep Score: -836101.375000 Penalty: 875.455933 Iteration 6Q: 3 clusters Score -836101.4 nChanged 490 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2461 members Mstep: Class 2 contains 12608 members Entering Unmasked Estep Score: -836527.312500 Penalty: 875.455933 Iteration 7Q: 3 clusters Score -836527.3 nChanged 357 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2256 members Mstep: Class 2 contains 12813 members Entering Unmasked Estep Score: -836801.500000 Penalty: 875.455933 Iteration 8Q: 3 clusters Score -836801.5 nChanged 227 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2135 members Mstep: Class 2 contains 12934 members Entering Unmasked Estep Score: -836934.250000 Penalty: 875.455933 Iteration 9Q: 3 clusters Score -836934.2 nChanged 165 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2040 members Mstep: Class 2 contains 13029 members Entering Unmasked Estep Score: -837033.750000 Penalty: 875.455933 Iteration 10Q: 3 clusters Score -837033.8 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1966 members Mstep: Class 2 contains 13103 members Entering Unmasked Estep Score: -837091.625000 Penalty: 875.455933 Iteration 11Q: 3 clusters Score -837091.6 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1916 members Mstep: Class 2 contains 13153 members Entering Unmasked Estep Score: -837124.937500 Penalty: 875.455933 Iteration 12Q: 3 clusters Score -837124.9 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1878 members Mstep: Class 2 contains 13191 members Entering Unmasked Estep Score: -837143.312500 Penalty: 875.455933 Iteration 13Q: 3 clusters Score -837143.3 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1852 members Mstep: Class 2 contains 13217 members Entering Unmasked Estep Score: -837151.937500 Penalty: 875.455933 Iteration 14Q: 3 clusters Score -837151.9 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1827 members Mstep: Class 2 contains 13242 members Entering Unmasked Estep Score: -837160.812500 Penalty: 875.455933 Iteration 15Q: 3 clusters Score -837160.8 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1812 members Mstep: Class 2 contains 13257 members Entering Unmasked Estep Score: -837167.687500 Penalty: 875.455933 Iteration 16Q: 3 clusters Score -837167.7 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1797 members Mstep: Class 2 contains 13272 members Entering Unmasked Estep Score: -837173.437500 Penalty: 875.455933 Iteration 17Q: 3 clusters Score -837173.4 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1786 members Mstep: Class 2 contains 13283 members Entering Unmasked Estep Score: -837174.625000 Penalty: 875.455933 Iteration 18Q: 3 clusters Score -837174.6 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1769 members Mstep: Class 2 contains 13300 members Entering Unmasked Estep Score: -837180.687500 Penalty: 875.455933 Iteration 19Q: 3 clusters Score -837180.7 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1750 members Mstep: Class 2 contains 13319 members Entering Unmasked Estep Score: -837186.500000 Penalty: 875.455933 Iteration 20F: 3 clusters Score -837186.5 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1731 members Mstep: Class 2 contains 13338 members Entering Unmasked Estep Score: -837193.125000 Penalty: 875.455933 Iteration 21Q: 3 clusters Score -837193.1 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1710 members Mstep: Class 2 contains 13359 members Entering Unmasked Estep Score: -837211.187500 Penalty: 875.455933 Iteration 22Q: 3 clusters Score -837211.2 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1690 members Mstep: Class 2 contains 13379 members Entering Unmasked Estep Score: -837226.312500 Penalty: 875.455933 Iteration 23Q: 3 clusters Score -837226.3 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1674 members Mstep: Class 2 contains 13395 members Entering Unmasked Estep Score: -837247.375000 Penalty: 875.455933 Iteration 24Q: 3 clusters Score -837247.4 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1657 members Mstep: Class 2 contains 13412 members Entering Unmasked Estep Score: -837262.187500 Penalty: 875.455933 Iteration 25Q: 3 clusters Score -837262.2 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1645 members Mstep: Class 2 contains 13424 members Entering Unmasked Estep Score: -837275.250000 Penalty: 875.455933 Iteration 26Q: 3 clusters Score -837275.2 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1621 members Mstep: Class 2 contains 13448 members Entering Unmasked Estep Score: -837289.937500 Penalty: 875.455933 Iteration 27Q: 3 clusters Score -837289.9 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1593 members Mstep: Class 2 contains 13476 members Entering Unmasked Estep Score: -837309.625000 Penalty: 875.455933 Iteration 28Q: 3 clusters Score -837309.6 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1572 members Mstep: Class 2 contains 13497 members Entering Unmasked Estep Score: -837318.687500 Penalty: 875.455933 Iteration 29Q: 3 clusters Score -837318.7 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1557 members Mstep: Class 2 contains 13512 members Entering Unmasked Estep Score: -837319.375000 Penalty: 875.455933 Iteration 30Q: 3 clusters Score -837319.4 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1541 members Mstep: Class 2 contains 13528 members Entering Unmasked Estep Score: -837323.125000 Penalty: 875.455933 Iteration 31Q: 3 clusters Score -837323.1 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1533 members Mstep: Class 2 contains 13536 members Entering Unmasked Estep Score: -837323.250000 Penalty: 875.455933 Iteration 32Q: 3 clusters Score -837323.2 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1525 members Mstep: Class 2 contains 13544 members Entering Unmasked Estep Score: -837324.875000 Penalty: 875.455933 Iteration 33Q: 3 clusters Score -837324.9 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1517 members Mstep: Class 2 contains 13552 members Entering Unmasked Estep Score: -837327.000000 Penalty: 875.455933 Iteration 34Q: 3 clusters Score -837327 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1509 members Mstep: Class 2 contains 13560 members Entering Unmasked Estep Score: -837327.250000 Penalty: 875.455933 Iteration 35Q: 3 clusters Score -837327.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1502 members Mstep: Class 2 contains 13567 members Entering Unmasked Estep Score: -837328.375000 Penalty: 875.455933 Iteration 36Q: 3 clusters Score -837328.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1494 members Mstep: Class 2 contains 13575 members Entering Unmasked Estep Score: -837331.125000 Penalty: 875.455933 Iteration 37Q: 3 clusters Score -837331.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1488 members Mstep: Class 2 contains 13581 members Entering Unmasked Estep Score: -837331.250000 Penalty: 875.455933 Iteration 38Q: 3 clusters Score -837331.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1486 members Mstep: Class 2 contains 13583 members Entering Unmasked Estep Score: -837332.687500 Penalty: 875.455933 Iteration 39Q: 3 clusters Score -837332.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1484 members Mstep: Class 2 contains 13585 members Entering Unmasked Estep Score: -837333.312500 Penalty: 875.455933 Iteration 40F: 3 clusters Score -837333.3 nChanged 0 Entering ConstructFrom: Trying to split cluster 21 (2328 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2328 members Entering Unmasked Estep Score: -130946.085938 Penalty: 352.750793 Iteration 0F: 2 clusters Score -130946.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1165 members Mstep: Class 2 contains 1163 members Entering Unmasked Estep Score: -129302.382812 Penalty: 705.501587 Iteration 0F: 3 clusters Score -129302.4 nChanged 1012 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1163 members Mstep: Class 2 contains 1165 members Entering Unmasked Estep Score: -129886.859375 Penalty: 705.501587 Iteration 1F: 3 clusters Score -129886.9 nChanged 202 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1207 members Mstep: Class 2 contains 1121 members Entering Unmasked Estep Score: -130021.742188 Penalty: 705.501587 Iteration 2F: 3 clusters Score -130021.7 nChanged 156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1239 members Mstep: Class 2 contains 1089 members Entering Unmasked Estep Score: -130123.007812 Penalty: 705.501587 Iteration 3F: 3 clusters Score -130123 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1273 members Mstep: Class 2 contains 1055 members Entering Unmasked Estep Score: -130225.960938 Penalty: 705.501587 Iteration 4F: 3 clusters Score -130226 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1301 members Mstep: Class 2 contains 1027 members Entering Unmasked Estep Score: -130322.109375 Penalty: 705.501587 Iteration 5F: 3 clusters Score -130322.1 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1314 members Mstep: Class 2 contains 1014 members Entering Unmasked Estep Score: -130397.281250 Penalty: 705.501587 Iteration 6Q: 3 clusters Score -130397.3 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1307 members Mstep: Class 2 contains 1021 members Entering Unmasked Estep Score: -130446.304688 Penalty: 705.501587 Iteration 7Q: 3 clusters Score -130446.3 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1285 members Mstep: Class 2 contains 1043 members Entering Unmasked Estep Score: -130476.750000 Penalty: 705.501587 Iteration 8Q: 3 clusters Score -130476.8 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1268 members Mstep: Class 2 contains 1060 members Entering Unmasked Estep Score: -130493.906250 Penalty: 705.501587 Iteration 9Q: 3 clusters Score -130493.9 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1262 members Mstep: Class 2 contains 1066 members Entering Unmasked Estep Score: -130507.929688 Penalty: 705.501587 Iteration 10Q: 3 clusters Score -130507.9 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1253 members Mstep: Class 2 contains 1075 members Entering Unmasked Estep Score: -130518.695312 Penalty: 705.501587 Iteration 11Q: 3 clusters Score -130518.7 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1240 members Mstep: Class 2 contains 1088 members Entering Unmasked Estep Score: -130525.312500 Penalty: 705.501587 Iteration 12Q: 3 clusters Score -130525.3 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1229 members Mstep: Class 2 contains 1099 members Entering Unmasked Estep Score: -130529.132812 Penalty: 705.501587 Iteration 13Q: 3 clusters Score -130529.1 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1226 members Mstep: Class 2 contains 1102 members Entering Unmasked Estep Score: -130533.640625 Penalty: 705.501587 Iteration 14Q: 3 clusters Score -130533.6 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1218 members Mstep: Class 2 contains 1110 members Entering Unmasked Estep Score: -130536.796875 Penalty: 705.501587 Iteration 15Q: 3 clusters Score -130536.8 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1207 members Mstep: Class 2 contains 1121 members Entering Unmasked Estep Score: -130539.507812 Penalty: 705.501587 Iteration 16Q: 3 clusters Score -130539.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1206 members Mstep: Class 2 contains 1122 members Entering Unmasked Estep Score: -130541.015625 Penalty: 705.501587 Iteration 17Q: 3 clusters Score -130541 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1203 members Mstep: Class 2 contains 1125 members Entering Unmasked Estep Score: -130542.031250 Penalty: 705.501587 Iteration 18Q: 3 clusters Score -130542 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1196 members Mstep: Class 2 contains 1132 members Entering Unmasked Estep Score: -130543.375000 Penalty: 705.501587 Iteration 19Q: 3 clusters Score -130543.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1189 members Mstep: Class 2 contains 1139 members Entering Unmasked Estep Score: -130544.835938 Penalty: 705.501587 Iteration 20F: 3 clusters Score -130544.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1183 members Mstep: Class 2 contains 1145 members Entering Unmasked Estep Score: -130546.343750 Penalty: 705.501587 Iteration 21Q: 3 clusters Score -130546.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1177 members Mstep: Class 2 contains 1151 members Entering Unmasked Estep Score: -130547.210938 Penalty: 705.501587 Iteration 22Q: 3 clusters Score -130547.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1172 members Mstep: Class 2 contains 1156 members Entering Unmasked Estep Score: -130547.703125 Penalty: 705.501587 Iteration 23Q: 3 clusters Score -130547.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1167 members Mstep: Class 2 contains 1161 members Entering Unmasked Estep Score: -130548.234375 Penalty: 705.501587 Iteration 24Q: 3 clusters Score -130548.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1163 members Mstep: Class 2 contains 1165 members Entering Unmasked Estep Score: -130548.593750 Penalty: 705.501587 Iteration 25Q: 3 clusters Score -130548.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1157 members Mstep: Class 2 contains 1171 members Entering Unmasked Estep Score: -130549.445312 Penalty: 705.501587 Iteration 26Q: 3 clusters Score -130549.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1154 members Mstep: Class 2 contains 1174 members Entering Unmasked Estep Score: -130550.070312 Penalty: 705.501587 Iteration 27Q: 3 clusters Score -130550.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1153 members Mstep: Class 2 contains 1175 members Entering Unmasked Estep Score: -130550.179688 Penalty: 705.501587 Iteration 28Q: 3 clusters Score -130550.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1151 members Mstep: Class 2 contains 1177 members Entering Unmasked Estep Score: -130550.195312 Penalty: 705.501587 Iteration 29Q: 3 clusters Score -130550.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1149 members Mstep: Class 2 contains 1179 members Entering Unmasked Estep Score: -130550.359375 Penalty: 705.501587 Iteration 30Q: 3 clusters Score -130550.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1148 members Mstep: Class 2 contains 1180 members Entering Unmasked Estep Score: -130550.437500 Penalty: 705.501587 Iteration 31Q: 3 clusters Score -130550.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1147 members Mstep: Class 2 contains 1181 members Entering Unmasked Estep Score: -130550.375000 Penalty: 705.501587 Iteration 32Q: 3 clusters Score -130550.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1147 members Mstep: Class 2 contains 1181 members Entering Unmasked Estep Score: -130550.375000 Penalty: 705.501587 Iteration 33F: 3 clusters Score -130550.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 22 (94 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 94 members Entering Unmasked Estep Score: -3724.009277 Penalty: 206.719925 Iteration 0F: 2 clusters Score -3724.009 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39 members Mstep: Class 2 contains 55 members Entering Unmasked Estep Score: -3555.856934 Penalty: 413.439850 Iteration 0F: 3 clusters Score -3555.857 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47 members Mstep: Class 2 contains 47 members Entering Unmasked Estep Score: -3586.474609 Penalty: 413.439850 Iteration 1F: 3 clusters Score -3586.475 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49 members Mstep: Class 2 contains 45 members Entering Unmasked Estep Score: -3593.574707 Penalty: 413.439850 Iteration 2Q: 3 clusters Score -3593.575 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50 members Mstep: Class 2 contains 44 members Entering Unmasked Estep Score: -3597.607422 Penalty: 413.439850 Iteration 3Q: 3 clusters Score -3597.607 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51 members Mstep: Class 2 contains 43 members Entering Unmasked Estep Score: -3598.552246 Penalty: 413.439850 Iteration 4Q: 3 clusters Score -3598.552 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51 members Mstep: Class 2 contains 43 members Entering Unmasked Estep Score: -3598.552246 Penalty: 413.439850 Iteration 5F: 3 clusters Score -3598.552 nChanged 0 Entering ConstructFrom: Trying to split cluster 23 (305 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 305 members Entering Unmasked Estep Score: -15904.368164 Penalty: 260.274170 Iteration 0F: 2 clusters Score -15904.37 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 144 members Mstep: Class 2 contains 161 members Entering Unmasked Estep Score: -15534.439453 Penalty: 520.548340 Iteration 0F: 3 clusters Score -15534.44 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 156 members Mstep: Class 2 contains 149 members Entering Unmasked Estep Score: -15615.103516 Penalty: 520.548340 Iteration 1F: 3 clusters Score -15615.1 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 160 members Mstep: Class 2 contains 145 members Entering Unmasked Estep Score: -15646.284180 Penalty: 520.548340 Iteration 2F: 3 clusters Score -15646.28 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 163 members Mstep: Class 2 contains 142 members Entering Unmasked Estep Score: -15656.238281 Penalty: 520.548340 Iteration 3Q: 3 clusters Score -15656.24 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 165 members Mstep: Class 2 contains 140 members Entering Unmasked Estep Score: -15662.396484 Penalty: 520.548340 Iteration 4Q: 3 clusters Score -15662.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 166 members Mstep: Class 2 contains 139 members Entering Unmasked Estep Score: -15665.264648 Penalty: 520.548340 Iteration 5Q: 3 clusters Score -15665.26 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 168 members Mstep: Class 2 contains 137 members Entering Unmasked Estep Score: -15667.221680 Penalty: 520.548340 Iteration 6Q: 3 clusters Score -15667.22 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 169 members Mstep: Class 2 contains 136 members Entering Unmasked Estep Score: -15667.666016 Penalty: 520.548340 Iteration 7Q: 3 clusters Score -15667.67 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 169 members Mstep: Class 2 contains 136 members Entering Unmasked Estep Score: -15667.666016 Penalty: 520.548340 Iteration 8F: 3 clusters Score -15667.67 nChanged 0 Entering ConstructFrom: Trying to split cluster 24 (6240 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6240 members Entering Unmasked Estep Score: -318760.375000 Penalty: 397.612457 Iteration 0F: 2 clusters Score -318760.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3045 members Mstep: Class 2 contains 3195 members Entering Unmasked Estep Score: -314710.968750 Penalty: 795.224915 Iteration 0F: 3 clusters Score -314711 nChanged 2789 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2586 members Mstep: Class 2 contains 3654 members Entering Unmasked Estep Score: -316648.593750 Penalty: 795.224915 Iteration 1F: 3 clusters Score -316648.6 nChanged 465 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2419 members Mstep: Class 2 contains 3821 members Entering Unmasked Estep Score: -316942.187500 Penalty: 795.224915 Iteration 2F: 3 clusters Score -316942.2 nChanged 408 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2227 members Mstep: Class 2 contains 4013 members Entering Unmasked Estep Score: -317242.937500 Penalty: 795.224915 Iteration 3F: 3 clusters Score -317242.9 nChanged 390 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2025 members Mstep: Class 2 contains 4215 members Entering Unmasked Estep Score: -317531.218750 Penalty: 795.224915 Iteration 4F: 3 clusters Score -317531.2 nChanged 301 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1850 members Mstep: Class 2 contains 4390 members Entering Unmasked Estep Score: -317750.562500 Penalty: 795.224915 Iteration 5Q: 3 clusters Score -317750.6 nChanged 229 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1725 members Mstep: Class 2 contains 4515 members Entering Unmasked Estep Score: -317897.406250 Penalty: 795.224915 Iteration 6Q: 3 clusters Score -317897.4 nChanged 185 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1622 members Mstep: Class 2 contains 4618 members Entering Unmasked Estep Score: -317986.968750 Penalty: 795.224915 Iteration 7Q: 3 clusters Score -317987 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1543 members Mstep: Class 2 contains 4697 members Entering Unmasked Estep Score: -318041.281250 Penalty: 795.224915 Iteration 8Q: 3 clusters Score -318041.3 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1480 members Mstep: Class 2 contains 4760 members Entering Unmasked Estep Score: -318073.687500 Penalty: 795.224915 Iteration 9Q: 3 clusters Score -318073.7 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1418 members Mstep: Class 2 contains 4822 members Entering Unmasked Estep Score: -318098.750000 Penalty: 795.224915 Iteration 10Q: 3 clusters Score -318098.8 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1355 members Mstep: Class 2 contains 4885 members Entering Unmasked Estep Score: -318118.937500 Penalty: 795.224915 Iteration 11Q: 3 clusters Score -318118.9 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1298 members Mstep: Class 2 contains 4942 members Entering Unmasked Estep Score: -318142.281250 Penalty: 795.224915 Iteration 12Q: 3 clusters Score -318142.3 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1234 members Mstep: Class 2 contains 5006 members Entering Unmasked Estep Score: -318164.625000 Penalty: 795.224915 Iteration 13Q: 3 clusters Score -318164.6 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1175 members Mstep: Class 2 contains 5065 members Entering Unmasked Estep Score: -318182.937500 Penalty: 795.224915 Iteration 14Q: 3 clusters Score -318182.9 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1122 members Mstep: Class 2 contains 5118 members Entering Unmasked Estep Score: -318200.312500 Penalty: 795.224915 Iteration 15Q: 3 clusters Score -318200.3 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1069 members Mstep: Class 2 contains 5171 members Entering Unmasked Estep Score: -318220.593750 Penalty: 795.224915 Iteration 16Q: 3 clusters Score -318220.6 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1013 members Mstep: Class 2 contains 5227 members Entering Unmasked Estep Score: -318245.906250 Penalty: 795.224915 Iteration 17Q: 3 clusters Score -318245.9 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 946 members Mstep: Class 2 contains 5294 members Entering Unmasked Estep Score: -318279.750000 Penalty: 795.224915 Iteration 18Q: 3 clusters Score -318279.8 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 886 members Mstep: Class 2 contains 5354 members Entering Unmasked Estep Score: -318311.531250 Penalty: 795.224915 Iteration 19Q: 3 clusters Score -318311.5 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 828 members Mstep: Class 2 contains 5412 members Entering Unmasked Estep Score: -318343.062500 Penalty: 795.224915 Iteration 20F: 3 clusters Score -318343.1 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 778 members Mstep: Class 2 contains 5462 members Entering Unmasked Estep Score: -318369.093750 Penalty: 795.224915 Iteration 21Q: 3 clusters Score -318369.1 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 735 members Mstep: Class 2 contains 5505 members Entering Unmasked Estep Score: -318389.781250 Penalty: 795.224915 Iteration 22Q: 3 clusters Score -318389.8 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 709 members Mstep: Class 2 contains 5531 members Entering Unmasked Estep Score: -318399.281250 Penalty: 795.224915 Iteration 23Q: 3 clusters Score -318399.3 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 675 members Mstep: Class 2 contains 5565 members Entering Unmasked Estep Score: -318409.718750 Penalty: 795.224915 Iteration 24Q: 3 clusters Score -318409.7 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 650 members Mstep: Class 2 contains 5590 members Entering Unmasked Estep Score: -318417.968750 Penalty: 795.224915 Iteration 25Q: 3 clusters Score -318418 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 621 members Mstep: Class 2 contains 5619 members Entering Unmasked Estep Score: -318431.343750 Penalty: 795.224915 Iteration 26Q: 3 clusters Score -318431.3 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 594 members Mstep: Class 2 contains 5646 members Entering Unmasked Estep Score: -318440.562500 Penalty: 795.224915 Iteration 27Q: 3 clusters Score -318440.6 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 570 members Mstep: Class 2 contains 5670 members Entering Unmasked Estep Score: -318446.500000 Penalty: 795.224915 Iteration 28Q: 3 clusters Score -318446.5 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 557 members Mstep: Class 2 contains 5683 members Entering Unmasked Estep Score: -318449.656250 Penalty: 795.224915 Iteration 29Q: 3 clusters Score -318449.7 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 546 members Mstep: Class 2 contains 5694 members Entering Unmasked Estep Score: -318451.968750 Penalty: 795.224915 Iteration 30Q: 3 clusters Score -318452 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 529 members Mstep: Class 2 contains 5711 members Entering Unmasked Estep Score: -318456.187500 Penalty: 795.224915 Iteration 31Q: 3 clusters Score -318456.2 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 513 members Mstep: Class 2 contains 5727 members Entering Unmasked Estep Score: -318461.000000 Penalty: 795.224915 Iteration 32Q: 3 clusters Score -318461 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 499 members Mstep: Class 2 contains 5741 members Entering Unmasked Estep Score: -318463.562500 Penalty: 795.224915 Iteration 33Q: 3 clusters Score -318463.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 489 members Mstep: Class 2 contains 5751 members Entering Unmasked Estep Score: -318466.968750 Penalty: 795.224915 Iteration 34Q: 3 clusters Score -318467 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 478 members Mstep: Class 2 contains 5762 members Entering Unmasked Estep Score: -318473.000000 Penalty: 795.224915 Iteration 35Q: 3 clusters Score -318473 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 464 members Mstep: Class 2 contains 5776 members Entering Unmasked Estep Score: -318480.906250 Penalty: 795.224915 Iteration 36Q: 3 clusters Score -318480.9 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 446 members Mstep: Class 2 contains 5794 members Entering Unmasked Estep Score: -318487.312500 Penalty: 795.224915 Iteration 37Q: 3 clusters Score -318487.3 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 434 members Mstep: Class 2 contains 5806 members Entering Unmasked Estep Score: -318493.000000 Penalty: 795.224915 Iteration 38Q: 3 clusters Score -318493 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 428 members Mstep: Class 2 contains 5812 members Entering Unmasked Estep Score: -318495.093750 Penalty: 795.224915 Iteration 39Q: 3 clusters Score -318495.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 424 members Mstep: Class 2 contains 5816 members Entering Unmasked Estep Score: -318496.250000 Penalty: 795.224915 Iteration 40F: 3 clusters Score -318496.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 423 members Mstep: Class 2 contains 5817 members Entering Unmasked Estep Score: -318497.875000 Penalty: 795.224915 Iteration 41Q: 3 clusters Score -318497.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 422 members Mstep: Class 2 contains 5818 members Entering Unmasked Estep Score: -318498.093750 Penalty: 795.224915 Iteration 42Q: 3 clusters Score -318498.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 423 members Mstep: Class 2 contains 5817 members Entering Unmasked Estep Score: -318498.437500 Penalty: 795.224915 Iteration 43Q: 3 clusters Score -318498.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 422 members Mstep: Class 2 contains 5818 members Entering Unmasked Estep Score: -318499.218750 Penalty: 795.224915 Iteration 44Q: 3 clusters Score -318499.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 422 members Mstep: Class 2 contains 5818 members Entering Unmasked Estep Score: -318499.718750 Penalty: 795.224915 Iteration 45Q: 3 clusters Score -318499.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 421 members Mstep: Class 2 contains 5819 members Entering Unmasked Estep Score: -318500.187500 Penalty: 795.224915 Iteration 46Q: 3 clusters Score -318500.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 420 members Mstep: Class 2 contains 5820 members Entering Unmasked Estep Score: -318500.750000 Penalty: 795.224915 Iteration 47Q: 3 clusters Score -318500.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 422 members Mstep: Class 2 contains 5818 members Entering Unmasked Estep Score: -318500.406250 Penalty: 795.224915 Iteration 48Q: 3 clusters Score -318500.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 425 members Mstep: Class 2 contains 5815 members Entering Unmasked Estep Score: -318501.531250 Penalty: 795.224915 Iteration 49Q: 3 clusters Score -318501.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 427 members Mstep: Class 2 contains 5813 members Entering Unmasked Estep Score: -318501.968750 Penalty: 795.224915 Iteration 50Q: 3 clusters Score -318502 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 426 members Mstep: Class 2 contains 5814 members Entering Unmasked Estep Score: -318502.156250 Penalty: 795.224915 Iteration 51Q: 3 clusters Score -318502.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 426 members Mstep: Class 2 contains 5814 members Entering Unmasked Estep Score: -318502.156250 Penalty: 795.224915 Iteration 52F: 3 clusters Score -318502.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 25 (137739 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 137739 members Entering Unmasked Estep Score: -7715620.000000 Penalty: 538.406738 Iteration 0F: 2 clusters Score -7715620 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 68834 members Mstep: Class 2 contains 68905 members Entering Unmasked Estep Score: -7621700.000000 Penalty: 1076.813477 Iteration 0F: 3 clusters Score -7621700 nChanged 67850 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71268 members Mstep: Class 2 contains 66471 members Entering Unmasked Estep Score: -7663867.500000 Penalty: 1076.813477 Iteration 1F: 3 clusters Score -7663868 nChanged 6342 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 73216 members Mstep: Class 2 contains 64523 members Entering Unmasked Estep Score: -7666031.500000 Penalty: 1076.813477 Iteration 2Q: 3 clusters Score -7666032 nChanged 6979 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 75793 members Mstep: Class 2 contains 61946 members Entering Unmasked Estep Score: -7668789.500000 Penalty: 1076.813477 Iteration 3F: 3 clusters Score -7668790 nChanged 7407 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 78912 members Mstep: Class 2 contains 58827 members Entering Unmasked Estep Score: -7672037.500000 Penalty: 1076.813477 Iteration 4F: 3 clusters Score -7672038 nChanged 7831 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 82345 members Mstep: Class 2 contains 55394 members Entering Unmasked Estep Score: -7676046.500000 Penalty: 1076.813477 Iteration 5F: 3 clusters Score -7676046 nChanged 8031 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 86002 members Mstep: Class 2 contains 51737 members Entering Unmasked Estep Score: -7680675.500000 Penalty: 1076.813477 Iteration 6F: 3 clusters Score -7680676 nChanged 7758 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 89864 members Mstep: Class 2 contains 47875 members Entering Unmasked Estep Score: -7685486.500000 Penalty: 1076.813477 Iteration 7F: 3 clusters Score -7685486 nChanged 6953 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 93781 members Mstep: Class 2 contains 43958 members Entering Unmasked Estep Score: -7690452.000000 Penalty: 1076.813477 Iteration 8F: 3 clusters Score -7690452 nChanged 6029 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97390 members Mstep: Class 2 contains 40349 members Entering Unmasked Estep Score: -7694950.500000 Penalty: 1076.813477 Iteration 9Q: 3 clusters Score -7694950 nChanged 4940 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100782 members Mstep: Class 2 contains 36957 members Entering Unmasked Estep Score: -7698294.000000 Penalty: 1076.813477 Iteration 10Q: 3 clusters Score -7698294 nChanged 3815 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 104027 members Mstep: Class 2 contains 33712 members Entering Unmasked Estep Score: -7700611.000000 Penalty: 1076.813477 Iteration 11Q: 3 clusters Score -7700611 nChanged 3141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 107084 members Mstep: Class 2 contains 30655 members Entering Unmasked Estep Score: -7702127.500000 Penalty: 1076.813477 Iteration 12Q: 3 clusters Score -7702128 nChanged 2881 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 109959 members Mstep: Class 2 contains 27780 members Entering Unmasked Estep Score: -7703619.500000 Penalty: 1076.813477 Iteration 13Q: 3 clusters Score -7703620 nChanged 2720 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 112677 members Mstep: Class 2 contains 25062 members Entering Unmasked Estep Score: -7704962.000000 Penalty: 1076.813477 Iteration 14Q: 3 clusters Score -7704962 nChanged 2616 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 115279 members Mstep: Class 2 contains 22460 members Entering Unmasked Estep Score: -7706240.500000 Penalty: 1076.813477 Iteration 15Q: 3 clusters Score -7706240 nChanged 2480 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 117749 members Mstep: Class 2 contains 19990 members Entering Unmasked Estep Score: -7707463.000000 Penalty: 1076.813477 Iteration 16Q: 3 clusters Score -7707463 nChanged 2413 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 120146 members Mstep: Class 2 contains 17593 members Entering Unmasked Estep Score: -7708827.500000 Penalty: 1076.813477 Iteration 17Q: 3 clusters Score -7708828 nChanged 2241 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 122365 members Mstep: Class 2 contains 15374 members Entering Unmasked Estep Score: -7710083.000000 Penalty: 1076.813477 Iteration 18Q: 3 clusters Score -7710083 nChanged 2071 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 124424 members Mstep: Class 2 contains 13315 members Entering Unmasked Estep Score: -7711272.500000 Penalty: 1076.813477 Iteration 19Q: 3 clusters Score -7711272 nChanged 1796 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 126204 members Mstep: Class 2 contains 11535 members Entering Unmasked Estep Score: -7712207.500000 Penalty: 1076.813477 Iteration 20F: 3 clusters Score -7712208 nChanged 1501 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 127705 members Mstep: Class 2 contains 10034 members Entering Unmasked Estep Score: -7712904.500000 Penalty: 1076.813477 Iteration 21Q: 3 clusters Score -7712904 nChanged 1257 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 128956 members Mstep: Class 2 contains 8783 members Entering Unmasked Estep Score: -7713403.500000 Penalty: 1076.813477 Iteration 22Q: 3 clusters Score -7713404 nChanged 1067 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 130017 members Mstep: Class 2 contains 7722 members Entering Unmasked Estep Score: -7713833.000000 Penalty: 1076.813477 Iteration 23Q: 3 clusters Score -7713833 nChanged 886 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 130901 members Mstep: Class 2 contains 6838 members Entering Unmasked Estep Score: -7714096.500000 Penalty: 1076.813477 Iteration 24Q: 3 clusters Score -7714096 nChanged 773 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 131674 members Mstep: Class 2 contains 6065 members Entering Unmasked Estep Score: -7714347.500000 Penalty: 1076.813477 Iteration 25Q: 3 clusters Score -7714348 nChanged 675 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 132349 members Mstep: Class 2 contains 5390 members Entering Unmasked Estep Score: -7714547.000000 Penalty: 1076.813477 Iteration 26Q: 3 clusters Score -7714547 nChanged 560 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 132909 members Mstep: Class 2 contains 4830 members Entering Unmasked Estep Score: -7714729.000000 Penalty: 1076.813477 Iteration 27Q: 3 clusters Score -7714729 nChanged 495 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 133404 members Mstep: Class 2 contains 4335 members Entering Unmasked Estep Score: -7714876.500000 Penalty: 1076.813477 Iteration 28Q: 3 clusters Score -7714876 nChanged 422 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 133824 members Mstep: Class 2 contains 3915 members Entering Unmasked Estep Score: -7714978.500000 Penalty: 1076.813477 Iteration 29Q: 3 clusters Score -7714978 nChanged 362 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 134186 members Mstep: Class 2 contains 3553 members Entering Unmasked Estep Score: -7715080.500000 Penalty: 1076.813477 Iteration 30Q: 3 clusters Score -7715080 nChanged 328 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 134512 members Mstep: Class 2 contains 3227 members Entering Unmasked Estep Score: -7715159.000000 Penalty: 1076.813477 Iteration 31Q: 3 clusters Score -7715159 nChanged 238 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 134748 members Mstep: Class 2 contains 2991 members Entering Unmasked Estep Score: -7715211.000000 Penalty: 1076.813477 Iteration 32Q: 3 clusters Score -7715211 nChanged 214 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 134958 members Mstep: Class 2 contains 2781 members Entering Unmasked Estep Score: -7715254.500000 Penalty: 1076.813477 Iteration 33Q: 3 clusters Score -7715254 nChanged 166 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 135118 members Mstep: Class 2 contains 2621 members Entering Unmasked Estep Score: -7715292.000000 Penalty: 1076.813477 Iteration 34Q: 3 clusters Score -7715292 nChanged 159 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 135265 members Mstep: Class 2 contains 2474 members Entering Unmasked Estep Score: -7715314.500000 Penalty: 1076.813477 Iteration 35Q: 3 clusters Score -7715314 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 135377 members Mstep: Class 2 contains 2362 members Entering Unmasked Estep Score: -7715344.000000 Penalty: 1076.813477 Iteration 36Q: 3 clusters Score -7715344 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 135487 members Mstep: Class 2 contains 2252 members Entering Unmasked Estep Score: -7715358.000000 Penalty: 1076.813477 Iteration 37Q: 3 clusters Score -7715358 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 135588 members Mstep: Class 2 contains 2151 members Entering Unmasked Estep Score: -7715401.500000 Penalty: 1076.813477 Iteration 38Q: 3 clusters Score -7715402 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 135684 members Mstep: Class 2 contains 2055 members Entering Unmasked Estep Score: -7715424.500000 Penalty: 1076.813477 Iteration 39Q: 3 clusters Score -7715424 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 135755 members Mstep: Class 2 contains 1984 members Entering Unmasked Estep Score: -7715433.500000 Penalty: 1076.813477 Iteration 40F: 3 clusters Score -7715434 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 135809 members Mstep: Class 2 contains 1930 members Entering Unmasked Estep Score: -7715443.000000 Penalty: 1076.813477 Iteration 41Q: 3 clusters Score -7715443 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 135862 members Mstep: Class 2 contains 1877 members Entering Unmasked Estep Score: -7715446.500000 Penalty: 1076.813477 Iteration 42Q: 3 clusters Score -7715446 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 135913 members Mstep: Class 2 contains 1826 members Entering Unmasked Estep Score: -7715466.500000 Penalty: 1076.813477 Iteration 43Q: 3 clusters Score -7715466 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 135961 members Mstep: Class 2 contains 1778 members Entering Unmasked Estep Score: -7715474.500000 Penalty: 1076.813477 Iteration 44Q: 3 clusters Score -7715474 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 136011 members Mstep: Class 2 contains 1728 members Entering Unmasked Estep Score: -7715491.000000 Penalty: 1076.813477 Iteration 45Q: 3 clusters Score -7715491 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 136055 members Mstep: Class 2 contains 1684 members Entering Unmasked Estep Score: -7715495.500000 Penalty: 1076.813477 Iteration 46Q: 3 clusters Score -7715496 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 136103 members Mstep: Class 2 contains 1636 members Entering Unmasked Estep Score: -7715499.000000 Penalty: 1076.813477 Iteration 47Q: 3 clusters Score -7715499 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 136134 members Mstep: Class 2 contains 1605 members Entering Unmasked Estep Score: -7715506.500000 Penalty: 1076.813477 Iteration 48Q: 3 clusters Score -7715506 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 136168 members Mstep: Class 2 contains 1571 members Entering Unmasked Estep Score: -7715493.000000 Penalty: 1076.813477 Iteration 49Q: 3 clusters Score -7715493 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 136197 members Mstep: Class 2 contains 1542 members Entering Unmasked Estep Score: -7715505.500000 Penalty: 1076.813477 Iteration 50Q: 3 clusters Score -7715506 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 136216 members Mstep: Class 2 contains 1523 members Entering Unmasked Estep Score: -7715508.500000 Penalty: 1076.813477 Iteration 51Q: 3 clusters Score -7715508 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 136231 members Mstep: Class 2 contains 1508 members Entering Unmasked Estep Score: -7715515.500000 Penalty: 1076.813477 Iteration 52Q: 3 clusters Score -7715516 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 136239 members Mstep: Class 2 contains 1500 members Entering Unmasked Estep Score: -7715511.500000 Penalty: 1076.813477 Iteration 53Q: 3 clusters Score -7715512 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 136254 members Mstep: Class 2 contains 1485 members Entering Unmasked Estep Score: -7715509.500000 Penalty: 1076.813477 Iteration 54Q: 3 clusters Score -7715510 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 136279 members Mstep: Class 2 contains 1460 members Entering Unmasked Estep Score: -7715510.500000 Penalty: 1076.813477 Iteration 55Q: 3 clusters Score -7715510 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 136296 members Mstep: Class 2 contains 1443 members Entering Unmasked Estep Score: -7715498.000000 Penalty: 1076.813477 Iteration 56Q: 3 clusters Score -7715498 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 136311 members Mstep: Class 2 contains 1428 members Entering Unmasked Estep Score: -7715511.000000 Penalty: 1076.813477 Iteration 57Q: 3 clusters Score -7715511 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 136332 members Mstep: Class 2 contains 1407 members Entering Unmasked Estep Score: -7715510.500000 Penalty: 1076.813477 Iteration 58Q: 3 clusters Score -7715510 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 136347 members Mstep: Class 2 contains 1392 members Entering Unmasked Estep Score: -7715512.500000 Penalty: 1076.813477 Iteration 59Q: 3 clusters Score -7715512 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 136360 members Mstep: Class 2 contains 1379 members Entering Unmasked Estep Score: -7715515.500000 Penalty: 1076.813477 Iteration 60F: 3 clusters Score -7715516 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 136371 members Mstep: Class 2 contains 1368 members Entering Unmasked Estep Score: -7715519.000000 Penalty: 1076.813477 Iteration 61Q: 3 clusters Score -7715519 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 136382 members Mstep: Class 2 contains 1357 members Entering Unmasked Estep Score: -7715527.000000 Penalty: 1076.813477 Iteration 62Q: 3 clusters Score -7715527 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 136395 members Mstep: Class 2 contains 1344 members Entering Unmasked Estep Score: -7715526.000000 Penalty: 1076.813477 Iteration 63Q: 3 clusters Score -7715526 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 136416 members Mstep: Class 2 contains 1323 members Entering Unmasked Estep Score: -7715538.000000 Penalty: 1076.813477 Iteration 64Q: 3 clusters Score -7715538 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 136431 members Mstep: Class 2 contains 1308 members Entering Unmasked Estep Score: -7715534.000000 Penalty: 1076.813477 Iteration 65Q: 3 clusters Score -7715534 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 136441 members Mstep: Class 2 contains 1298 members Entering Unmasked Estep Score: -7715536.500000 Penalty: 1076.813477 Iteration 66Q: 3 clusters Score -7715536 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 136446 members Mstep: Class 2 contains 1293 members Entering Unmasked Estep Score: -7715534.500000 Penalty: 1076.813477 Iteration 67Q: 3 clusters Score -7715534 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 136451 members Mstep: Class 2 contains 1288 members Entering Unmasked Estep Score: -7715536.000000 Penalty: 1076.813477 Iteration 68Q: 3 clusters Score -7715536 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 136456 members Mstep: Class 2 contains 1283 members Entering Unmasked Estep Score: -7715535.000000 Penalty: 1076.813477 Iteration 69Q: 3 clusters Score -7715535 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 136462 members Mstep: Class 2 contains 1277 members Entering Unmasked Estep Score: -7715540.000000 Penalty: 1076.813477 Iteration 70Q: 3 clusters Score -7715540 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 136473 members Mstep: Class 2 contains 1266 members Entering Unmasked Estep Score: -7715536.000000 Penalty: 1076.813477 Iteration 71Q: 3 clusters Score -7715536 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 136484 members Mstep: Class 2 contains 1255 members Entering Unmasked Estep Score: -7715539.000000 Penalty: 1076.813477 Iteration 72Q: 3 clusters Score -7715539 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 136497 members Mstep: Class 2 contains 1242 members Entering Unmasked Estep Score: -7715543.000000 Penalty: 1076.813477 Iteration 73Q: 3 clusters Score -7715543 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 136506 members Mstep: Class 2 contains 1233 members Entering Unmasked Estep Score: -7715544.000000 Penalty: 1076.813477 Iteration 74Q: 3 clusters Score -7715544 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 136516 members Mstep: Class 2 contains 1223 members Entering Unmasked Estep Score: -7715548.000000 Penalty: 1076.813477 Iteration 75Q: 3 clusters Score -7715548 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 136523 members Mstep: Class 2 contains 1216 members Entering Unmasked Estep Score: -7715544.500000 Penalty: 1076.813477 Iteration 76Q: 3 clusters Score -7715544 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 136529 members Mstep: Class 2 contains 1210 members Entering Unmasked Estep Score: -7715538.000000 Penalty: 1076.813477 Iteration 77Q: 3 clusters Score -7715538 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 136530 members Mstep: Class 2 contains 1209 members Entering Unmasked Estep Score: -7715540.000000 Penalty: 1076.813477 Iteration 78Q: 3 clusters Score -7715540 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 136533 members Mstep: Class 2 contains 1206 members Entering Unmasked Estep Score: -7715541.000000 Penalty: 1076.813477 Iteration 79Q: 3 clusters Score -7715541 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 136536 members Mstep: Class 2 contains 1203 members Entering Unmasked Estep Score: -7715543.000000 Penalty: 1076.813477 Iteration 80F: 3 clusters Score -7715543 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 136535 members Mstep: Class 2 contains 1204 members Entering Unmasked Estep Score: -7715546.000000 Penalty: 1076.813477 Iteration 81Q: 3 clusters Score -7715546 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 136536 members Mstep: Class 2 contains 1203 members Entering Unmasked Estep Score: -7715539.000000 Penalty: 1076.813477 Iteration 82Q: 3 clusters Score -7715539 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 136536 members Mstep: Class 2 contains 1203 members Entering Unmasked Estep Score: -7715539.000000 Penalty: 1076.813477 Iteration 83F: 3 clusters Score -7715539 nChanged 0 Entering ConstructFrom: Trying to split cluster 26 (31345 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31345 members Entering Unmasked Estep Score: -1797940.750000 Penalty: 471.052856 Iteration 0F: 2 clusters Score -1797941 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15550 members Mstep: Class 2 contains 15795 members Entering Unmasked Estep Score: -1776994.125000 Penalty: 942.105713 Iteration 0F: 3 clusters Score -1776994 nChanged 15029 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13327 members Mstep: Class 2 contains 18018 members Entering Unmasked Estep Score: -1786109.000000 Penalty: 942.105713 Iteration 1F: 3 clusters Score -1786109 nChanged 1916 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11857 members Mstep: Class 2 contains 19488 members Entering Unmasked Estep Score: -1787077.375000 Penalty: 942.105713 Iteration 2F: 3 clusters Score -1787077 nChanged 2243 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9862 members Mstep: Class 2 contains 21483 members Entering Unmasked Estep Score: -1788534.375000 Penalty: 942.105713 Iteration 3F: 3 clusters Score -1788534 nChanged 2641 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7385 members Mstep: Class 2 contains 23960 members Entering Unmasked Estep Score: -1790691.500000 Penalty: 942.105713 Iteration 4F: 3 clusters Score -1790692 nChanged 2585 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4888 members Mstep: Class 2 contains 26457 members Entering Unmasked Estep Score: -1793127.375000 Penalty: 942.105713 Iteration 5F: 3 clusters Score -1793127 nChanged 2122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2840 members Mstep: Class 2 contains 28505 members Entering Unmasked Estep Score: -1795184.375000 Penalty: 942.105713 Iteration 6F: 3 clusters Score -1795184 nChanged 1310 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1564 members Mstep: Class 2 contains 29781 members Entering Unmasked Estep Score: -1796368.625000 Penalty: 942.105713 Iteration 7Q: 3 clusters Score -1796369 nChanged 743 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 829 members Mstep: Class 2 contains 30516 members Entering Unmasked Estep Score: -1796993.875000 Penalty: 942.105713 Iteration 8Q: 3 clusters Score -1796994 nChanged 372 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 459 members Mstep: Class 2 contains 30886 members Entering Unmasked Estep Score: -1797267.000000 Penalty: 942.105713 Iteration 9Q: 3 clusters Score -1797267 nChanged 183 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 278 members Mstep: Class 2 contains 31067 members Entering Unmasked Estep Score: -1797405.250000 Penalty: 942.105713 Iteration 10Q: 3 clusters Score -1797405 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 184 members Mstep: Class 2 contains 31161 members Entering Unmasked Estep Score: -1797475.375000 Penalty: 942.105713 Iteration 11Q: 3 clusters Score -1797475 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 142 members Mstep: Class 2 contains 31203 members Entering Unmasked Estep Score: -1797499.250000 Penalty: 942.105713 Iteration 12Q: 3 clusters Score -1797499 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 125 members Mstep: Class 2 contains 31220 members Entering Unmasked Estep Score: -1797511.625000 Penalty: 942.105713 Iteration 13Q: 3 clusters Score -1797512 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 115 members Mstep: Class 2 contains 31230 members Entering Unmasked Estep Score: -1797517.375000 Penalty: 942.105713 Iteration 14Q: 3 clusters Score -1797517 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 110 members Mstep: Class 2 contains 31235 members Entering Unmasked Estep Score: -1797526.750000 Penalty: 942.105713 Iteration 15Q: 3 clusters Score -1797527 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 107 members Mstep: Class 2 contains 31238 members Entering Unmasked Estep Score: -1797527.250000 Penalty: 942.105713 Iteration 16Q: 3 clusters Score -1797527 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 107 members Mstep: Class 2 contains 31238 members Entering Unmasked Estep Score: -1797530.125000 Penalty: 942.105713 Iteration 17Q: 3 clusters Score -1797530 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 106 members Mstep: Class 2 contains 31239 members Entering Unmasked Estep Score: -1797531.250000 Penalty: 942.105713 Iteration 18Q: 3 clusters Score -1797531 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 107 members Mstep: Class 2 contains 31238 members Entering Unmasked Estep Score: -1797530.750000 Penalty: 942.105713 Iteration 19Q: 3 clusters Score -1797531 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 106 members Mstep: Class 2 contains 31239 members Entering Unmasked Estep Score: -1797531.125000 Penalty: 942.105713 Iteration 20F: 3 clusters Score -1797531 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 105 members Mstep: Class 2 contains 31240 members Entering Unmasked Estep Score: -1797531.125000 Penalty: 942.105713 Iteration 21Q: 3 clusters Score -1797531 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 105 members Mstep: Class 2 contains 31240 members Entering Unmasked Estep Score: -1797531.125000 Penalty: 942.105713 Iteration 22F: 3 clusters Score -1797531 nChanged 0 Entering ConstructFrom: Trying to split cluster 27 (11335 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11335 members Entering Unmasked Estep Score: -655406.562500 Penalty: 424.772095 Iteration 0F: 2 clusters Score -655406.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5640 members Mstep: Class 2 contains 5695 members Entering Unmasked Estep Score: -647890.625000 Penalty: 849.544189 Iteration 0F: 3 clusters Score -647890.6 nChanged 5320 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5392 members Mstep: Class 2 contains 5943 members Entering Unmasked Estep Score: -651047.125000 Penalty: 849.544189 Iteration 1F: 3 clusters Score -651047.1 nChanged 716 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5278 members Mstep: Class 2 contains 6057 members Entering Unmasked Estep Score: -651423.375000 Penalty: 849.544189 Iteration 2F: 3 clusters Score -651423.4 nChanged 734 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5054 members Mstep: Class 2 contains 6281 members Entering Unmasked Estep Score: -651904.437500 Penalty: 849.544189 Iteration 3F: 3 clusters Score -651904.4 nChanged 698 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4818 members Mstep: Class 2 contains 6517 members Entering Unmasked Estep Score: -652473.062500 Penalty: 849.544189 Iteration 4F: 3 clusters Score -652473.1 nChanged 708 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4602 members Mstep: Class 2 contains 6733 members Entering Unmasked Estep Score: -653030.125000 Penalty: 849.544189 Iteration 5F: 3 clusters Score -653030.1 nChanged 607 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4457 members Mstep: Class 2 contains 6878 members Entering Unmasked Estep Score: -653405.375000 Penalty: 849.544189 Iteration 6F: 3 clusters Score -653405.4 nChanged 473 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4350 members Mstep: Class 2 contains 6985 members Entering Unmasked Estep Score: -653614.687500 Penalty: 849.544189 Iteration 7Q: 3 clusters Score -653614.7 nChanged 303 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4253 members Mstep: Class 2 contains 7082 members Entering Unmasked Estep Score: -653709.062500 Penalty: 849.544189 Iteration 8Q: 3 clusters Score -653709.1 nChanged 204 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4159 members Mstep: Class 2 contains 7176 members Entering Unmasked Estep Score: -653754.312500 Penalty: 849.544189 Iteration 9Q: 3 clusters Score -653754.3 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4084 members Mstep: Class 2 contains 7251 members Entering Unmasked Estep Score: -653775.687500 Penalty: 849.544189 Iteration 10Q: 3 clusters Score -653775.7 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4030 members Mstep: Class 2 contains 7305 members Entering Unmasked Estep Score: -653792.875000 Penalty: 849.544189 Iteration 11Q: 3 clusters Score -653792.9 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3976 members Mstep: Class 2 contains 7359 members Entering Unmasked Estep Score: -653803.687500 Penalty: 849.544189 Iteration 12Q: 3 clusters Score -653803.7 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3912 members Mstep: Class 2 contains 7423 members Entering Unmasked Estep Score: -653821.437500 Penalty: 849.544189 Iteration 13Q: 3 clusters Score -653821.4 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3836 members Mstep: Class 2 contains 7499 members Entering Unmasked Estep Score: -653843.625000 Penalty: 849.544189 Iteration 14Q: 3 clusters Score -653843.6 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3766 members Mstep: Class 2 contains 7569 members Entering Unmasked Estep Score: -653857.375000 Penalty: 849.544189 Iteration 15Q: 3 clusters Score -653857.4 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3712 members Mstep: Class 2 contains 7623 members Entering Unmasked Estep Score: -653867.812500 Penalty: 849.544189 Iteration 16Q: 3 clusters Score -653867.8 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3659 members Mstep: Class 2 contains 7676 members Entering Unmasked Estep Score: -653880.625000 Penalty: 849.544189 Iteration 17Q: 3 clusters Score -653880.6 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3592 members Mstep: Class 2 contains 7743 members Entering Unmasked Estep Score: -653893.562500 Penalty: 849.544189 Iteration 18Q: 3 clusters Score -653893.6 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3538 members Mstep: Class 2 contains 7797 members Entering Unmasked Estep Score: -653901.812500 Penalty: 849.544189 Iteration 19Q: 3 clusters Score -653901.8 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3473 members Mstep: Class 2 contains 7862 members Entering Unmasked Estep Score: -653912.375000 Penalty: 849.544189 Iteration 20F: 3 clusters Score -653912.4 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3417 members Mstep: Class 2 contains 7918 members Entering Unmasked Estep Score: -653922.687500 Penalty: 849.544189 Iteration 21Q: 3 clusters Score -653922.7 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3352 members Mstep: Class 2 contains 7983 members Entering Unmasked Estep Score: -653933.437500 Penalty: 849.544189 Iteration 22Q: 3 clusters Score -653933.4 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3290 members Mstep: Class 2 contains 8045 members Entering Unmasked Estep Score: -653943.375000 Penalty: 849.544189 Iteration 23Q: 3 clusters Score -653943.4 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3223 members Mstep: Class 2 contains 8112 members Entering Unmasked Estep Score: -653963.250000 Penalty: 849.544189 Iteration 24Q: 3 clusters Score -653963.2 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3136 members Mstep: Class 2 contains 8199 members Entering Unmasked Estep Score: -653982.937500 Penalty: 849.544189 Iteration 25Q: 3 clusters Score -653982.9 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3058 members Mstep: Class 2 contains 8277 members Entering Unmasked Estep Score: -654002.187500 Penalty: 849.544189 Iteration 26Q: 3 clusters Score -654002.2 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2975 members Mstep: Class 2 contains 8360 members Entering Unmasked Estep Score: -654021.312500 Penalty: 849.544189 Iteration 27Q: 3 clusters Score -654021.3 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2880 members Mstep: Class 2 contains 8455 members Entering Unmasked Estep Score: -654039.625000 Penalty: 849.544189 Iteration 28Q: 3 clusters Score -654039.6 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2796 members Mstep: Class 2 contains 8539 members Entering Unmasked Estep Score: -654058.437500 Penalty: 849.544189 Iteration 29Q: 3 clusters Score -654058.4 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2702 members Mstep: Class 2 contains 8633 members Entering Unmasked Estep Score: -654075.187500 Penalty: 849.544189 Iteration 30Q: 3 clusters Score -654075.2 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2626 members Mstep: Class 2 contains 8709 members Entering Unmasked Estep Score: -654089.500000 Penalty: 849.544189 Iteration 31Q: 3 clusters Score -654089.5 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2549 members Mstep: Class 2 contains 8786 members Entering Unmasked Estep Score: -654104.375000 Penalty: 849.544189 Iteration 32Q: 3 clusters Score -654104.4 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2465 members Mstep: Class 2 contains 8870 members Entering Unmasked Estep Score: -654123.375000 Penalty: 849.544189 Iteration 33Q: 3 clusters Score -654123.4 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2358 members Mstep: Class 2 contains 8977 members Entering Unmasked Estep Score: -654153.875000 Penalty: 849.544189 Iteration 34Q: 3 clusters Score -654153.9 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2229 members Mstep: Class 2 contains 9106 members Entering Unmasked Estep Score: -654194.625000 Penalty: 849.544189 Iteration 35Q: 3 clusters Score -654194.6 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2080 members Mstep: Class 2 contains 9255 members Entering Unmasked Estep Score: -654244.562500 Penalty: 849.544189 Iteration 36Q: 3 clusters Score -654244.6 nChanged 161 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1923 members Mstep: Class 2 contains 9412 members Entering Unmasked Estep Score: -654306.937500 Penalty: 849.544189 Iteration 37Q: 3 clusters Score -654306.9 nChanged 175 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1750 members Mstep: Class 2 contains 9585 members Entering Unmasked Estep Score: -654387.125000 Penalty: 849.544189 Iteration 38Q: 3 clusters Score -654387.1 nChanged 176 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1574 members Mstep: Class 2 contains 9761 members Entering Unmasked Estep Score: -654461.000000 Penalty: 849.544189 Iteration 39Q: 3 clusters Score -654461 nChanged 163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1413 members Mstep: Class 2 contains 9922 members Entering Unmasked Estep Score: -654532.437500 Penalty: 849.544189 Iteration 40F: 3 clusters Score -654532.4 nChanged 157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1256 members Mstep: Class 2 contains 10079 members Entering Unmasked Estep Score: -654600.437500 Penalty: 849.544189 Iteration 41Q: 3 clusters Score -654600.4 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1125 members Mstep: Class 2 contains 10210 members Entering Unmasked Estep Score: -654652.500000 Penalty: 849.544189 Iteration 42Q: 3 clusters Score -654652.5 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1015 members Mstep: Class 2 contains 10320 members Entering Unmasked Estep Score: -654689.187500 Penalty: 849.544189 Iteration 43Q: 3 clusters Score -654689.2 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 928 members Mstep: Class 2 contains 10407 members Entering Unmasked Estep Score: -654715.875000 Penalty: 849.544189 Iteration 44Q: 3 clusters Score -654715.9 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 846 members Mstep: Class 2 contains 10489 members Entering Unmasked Estep Score: -654743.687500 Penalty: 849.544189 Iteration 45Q: 3 clusters Score -654743.7 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 763 members Mstep: Class 2 contains 10572 members Entering Unmasked Estep Score: -654770.875000 Penalty: 849.544189 Iteration 46Q: 3 clusters Score -654770.9 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 689 members Mstep: Class 2 contains 10646 members Entering Unmasked Estep Score: -654797.000000 Penalty: 849.544189 Iteration 47Q: 3 clusters Score -654797 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 628 members Mstep: Class 2 contains 10707 members Entering Unmasked Estep Score: -654821.562500 Penalty: 849.544189 Iteration 48Q: 3 clusters Score -654821.6 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 561 members Mstep: Class 2 contains 10774 members Entering Unmasked Estep Score: -654849.812500 Penalty: 849.544189 Iteration 49Q: 3 clusters Score -654849.8 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 508 members Mstep: Class 2 contains 10827 members Entering Unmasked Estep Score: -654873.937500 Penalty: 849.544189 Iteration 50Q: 3 clusters Score -654873.9 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 452 members Mstep: Class 2 contains 10883 members Entering Unmasked Estep Score: -654896.625000 Penalty: 849.544189 Iteration 51Q: 3 clusters Score -654896.6 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 409 members Mstep: Class 2 contains 10926 members Entering Unmasked Estep Score: -654918.375000 Penalty: 849.544189 Iteration 52Q: 3 clusters Score -654918.4 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 371 members Mstep: Class 2 contains 10964 members Entering Unmasked Estep Score: -654934.125000 Penalty: 849.544189 Iteration 53Q: 3 clusters Score -654934.1 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 347 members Mstep: Class 2 contains 10988 members Entering Unmasked Estep Score: -654943.250000 Penalty: 849.544189 Iteration 54Q: 3 clusters Score -654943.2 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 329 members Mstep: Class 2 contains 11006 members Entering Unmasked Estep Score: -654950.750000 Penalty: 849.544189 Iteration 55Q: 3 clusters Score -654950.8 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 314 members Mstep: Class 2 contains 11021 members Entering Unmasked Estep Score: -654955.937500 Penalty: 849.544189 Iteration 56Q: 3 clusters Score -654955.9 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 303 members Mstep: Class 2 contains 11032 members Entering Unmasked Estep Score: -654961.625000 Penalty: 849.544189 Iteration 57Q: 3 clusters Score -654961.6 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 288 members Mstep: Class 2 contains 11047 members Entering Unmasked Estep Score: -654974.500000 Penalty: 849.544189 Iteration 58Q: 3 clusters Score -654974.5 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 273 members Mstep: Class 2 contains 11062 members Entering Unmasked Estep Score: -654981.312500 Penalty: 849.544189 Iteration 59Q: 3 clusters Score -654981.3 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 263 members Mstep: Class 2 contains 11072 members Entering Unmasked Estep Score: -654985.875000 Penalty: 849.544189 Iteration 60F: 3 clusters Score -654985.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 254 members Mstep: Class 2 contains 11081 members Entering Unmasked Estep Score: -654991.125000 Penalty: 849.544189 Iteration 61Q: 3 clusters Score -654991.1 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 242 members Mstep: Class 2 contains 11093 members Entering Unmasked Estep Score: -654994.875000 Penalty: 849.544189 Iteration 62Q: 3 clusters Score -654994.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 235 members Mstep: Class 2 contains 11100 members Entering Unmasked Estep Score: -654997.125000 Penalty: 849.544189 Iteration 63Q: 3 clusters Score -654997.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 227 members Mstep: Class 2 contains 11108 members Entering Unmasked Estep Score: -655003.437500 Penalty: 849.544189 Iteration 64Q: 3 clusters Score -655003.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 221 members Mstep: Class 2 contains 11114 members Entering Unmasked Estep Score: -655005.937500 Penalty: 849.544189 Iteration 65Q: 3 clusters Score -655005.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 217 members Mstep: Class 2 contains 11118 members Entering Unmasked Estep Score: -655007.125000 Penalty: 849.544189 Iteration 66Q: 3 clusters Score -655007.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 211 members Mstep: Class 2 contains 11124 members Entering Unmasked Estep Score: -655009.812500 Penalty: 849.544189 Iteration 67Q: 3 clusters Score -655009.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 209 members Mstep: Class 2 contains 11126 members Entering Unmasked Estep Score: -655012.250000 Penalty: 849.544189 Iteration 68Q: 3 clusters Score -655012.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 207 members Mstep: Class 2 contains 11128 members Entering Unmasked Estep Score: -655012.125000 Penalty: 849.544189 Iteration 69Q: 3 clusters Score -655012.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 205 members Mstep: Class 2 contains 11130 members Entering Unmasked Estep Score: -655011.125000 Penalty: 849.544189 Iteration 70Q: 3 clusters Score -655011.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 205 members Mstep: Class 2 contains 11130 members Entering Unmasked Estep Score: -655011.125000 Penalty: 849.544189 Iteration 71F: 3 clusters Score -655011.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 28 (11616 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11616 members Entering Unmasked Estep Score: -658408.875000 Penalty: 425.886322 Iteration 0F: 2 clusters Score -658408.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5818 members Mstep: Class 2 contains 5798 members Entering Unmasked Estep Score: -650667.062500 Penalty: 851.772644 Iteration 0F: 3 clusters Score -650667.1 nChanged 5386 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6556 members Mstep: Class 2 contains 5060 members Entering Unmasked Estep Score: -654099.875000 Penalty: 851.772644 Iteration 1F: 3 clusters Score -654099.9 nChanged 926 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7008 members Mstep: Class 2 contains 4608 members Entering Unmasked Estep Score: -654656.375000 Penalty: 851.772644 Iteration 2F: 3 clusters Score -654656.4 nChanged 890 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7532 members Mstep: Class 2 contains 4084 members Entering Unmasked Estep Score: -655240.875000 Penalty: 851.772644 Iteration 3F: 3 clusters Score -655240.9 nChanged 830 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8098 members Mstep: Class 2 contains 3518 members Entering Unmasked Estep Score: -655820.437500 Penalty: 851.772644 Iteration 4F: 3 clusters Score -655820.4 nChanged 727 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8633 members Mstep: Class 2 contains 2983 members Entering Unmasked Estep Score: -656370.562500 Penalty: 851.772644 Iteration 5F: 3 clusters Score -656370.6 nChanged 616 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9121 members Mstep: Class 2 contains 2495 members Entering Unmasked Estep Score: -656839.812500 Penalty: 851.772644 Iteration 6F: 3 clusters Score -656839.8 nChanged 474 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9523 members Mstep: Class 2 contains 2093 members Entering Unmasked Estep Score: -657220.812500 Penalty: 851.772644 Iteration 7Q: 3 clusters Score -657220.8 nChanged 354 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9821 members Mstep: Class 2 contains 1795 members Entering Unmasked Estep Score: -657486.625000 Penalty: 851.772644 Iteration 8Q: 3 clusters Score -657486.6 nChanged 270 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10047 members Mstep: Class 2 contains 1569 members Entering Unmasked Estep Score: -657689.375000 Penalty: 851.772644 Iteration 9Q: 3 clusters Score -657689.4 nChanged 215 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10224 members Mstep: Class 2 contains 1392 members Entering Unmasked Estep Score: -657825.937500 Penalty: 851.772644 Iteration 10Q: 3 clusters Score -657825.9 nChanged 158 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10364 members Mstep: Class 2 contains 1252 members Entering Unmasked Estep Score: -657910.375000 Penalty: 851.772644 Iteration 11Q: 3 clusters Score -657910.4 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10478 members Mstep: Class 2 contains 1138 members Entering Unmasked Estep Score: -657964.375000 Penalty: 851.772644 Iteration 12Q: 3 clusters Score -657964.4 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10573 members Mstep: Class 2 contains 1043 members Entering Unmasked Estep Score: -658013.375000 Penalty: 851.772644 Iteration 13Q: 3 clusters Score -658013.4 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10656 members Mstep: Class 2 contains 960 members Entering Unmasked Estep Score: -658064.375000 Penalty: 851.772644 Iteration 14Q: 3 clusters Score -658064.4 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10728 members Mstep: Class 2 contains 888 members Entering Unmasked Estep Score: -658114.000000 Penalty: 851.772644 Iteration 15Q: 3 clusters Score -658114 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10785 members Mstep: Class 2 contains 831 members Entering Unmasked Estep Score: -658152.812500 Penalty: 851.772644 Iteration 16Q: 3 clusters Score -658152.8 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10836 members Mstep: Class 2 contains 780 members Entering Unmasked Estep Score: -658188.687500 Penalty: 851.772644 Iteration 17Q: 3 clusters Score -658188.7 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10876 members Mstep: Class 2 contains 740 members Entering Unmasked Estep Score: -658205.687500 Penalty: 851.772644 Iteration 18Q: 3 clusters Score -658205.7 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10897 members Mstep: Class 2 contains 719 members Entering Unmasked Estep Score: -658214.750000 Penalty: 851.772644 Iteration 19Q: 3 clusters Score -658214.8 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10918 members Mstep: Class 2 contains 698 members Entering Unmasked Estep Score: -658219.625000 Penalty: 851.772644 Iteration 20F: 3 clusters Score -658219.6 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10932 members Mstep: Class 2 contains 684 members Entering Unmasked Estep Score: -658222.625000 Penalty: 851.772644 Iteration 21Q: 3 clusters Score -658222.6 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10950 members Mstep: Class 2 contains 666 members Entering Unmasked Estep Score: -658227.062500 Penalty: 851.772644 Iteration 22Q: 3 clusters Score -658227.1 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10961 members Mstep: Class 2 contains 655 members Entering Unmasked Estep Score: -658229.000000 Penalty: 851.772644 Iteration 23Q: 3 clusters Score -658229 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10977 members Mstep: Class 2 contains 639 members Entering Unmasked Estep Score: -658233.937500 Penalty: 851.772644 Iteration 24Q: 3 clusters Score -658233.9 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10991 members Mstep: Class 2 contains 625 members Entering Unmasked Estep Score: -658242.875000 Penalty: 851.772644 Iteration 25Q: 3 clusters Score -658242.9 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11010 members Mstep: Class 2 contains 606 members Entering Unmasked Estep Score: -658246.562500 Penalty: 851.772644 Iteration 26Q: 3 clusters Score -658246.6 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11020 members Mstep: Class 2 contains 596 members Entering Unmasked Estep Score: -658249.750000 Penalty: 851.772644 Iteration 27Q: 3 clusters Score -658249.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11027 members Mstep: Class 2 contains 589 members Entering Unmasked Estep Score: -658250.687500 Penalty: 851.772644 Iteration 28Q: 3 clusters Score -658250.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11032 members Mstep: Class 2 contains 584 members Entering Unmasked Estep Score: -658251.687500 Penalty: 851.772644 Iteration 29Q: 3 clusters Score -658251.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11035 members Mstep: Class 2 contains 581 members Entering Unmasked Estep Score: -658253.937500 Penalty: 851.772644 Iteration 30Q: 3 clusters Score -658253.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11038 members Mstep: Class 2 contains 578 members Entering Unmasked Estep Score: -658253.250000 Penalty: 851.772644 Iteration 31Q: 3 clusters Score -658253.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11042 members Mstep: Class 2 contains 574 members Entering Unmasked Estep Score: -658253.500000 Penalty: 851.772644 Iteration 32Q: 3 clusters Score -658253.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11044 members Mstep: Class 2 contains 572 members Entering Unmasked Estep Score: -658254.062500 Penalty: 851.772644 Iteration 33Q: 3 clusters Score -658254.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11044 members Mstep: Class 2 contains 572 members Entering Unmasked Estep Score: -658254.062500 Penalty: 851.772644 Iteration 34F: 3 clusters Score -658254.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 29 (3944 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3944 members Entering Unmasked Estep Score: -234832.890625 Penalty: 376.737762 Iteration 0F: 2 clusters Score -234832.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1980 members Mstep: Class 2 contains 1964 members Entering Unmasked Estep Score: -232162.968750 Penalty: 753.475525 Iteration 0F: 3 clusters Score -232163 nChanged 1788 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1838 members Mstep: Class 2 contains 2106 members Entering Unmasked Estep Score: -233219.000000 Penalty: 753.475525 Iteration 1F: 3 clusters Score -233219 nChanged 258 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1748 members Mstep: Class 2 contains 2196 members Entering Unmasked Estep Score: -233348.656250 Penalty: 753.475525 Iteration 2F: 3 clusters Score -233348.7 nChanged 232 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1658 members Mstep: Class 2 contains 2286 members Entering Unmasked Estep Score: -233456.203125 Penalty: 753.475525 Iteration 3F: 3 clusters Score -233456.2 nChanged 203 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1567 members Mstep: Class 2 contains 2377 members Entering Unmasked Estep Score: -233552.390625 Penalty: 753.475525 Iteration 4F: 3 clusters Score -233552.4 nChanged 193 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1464 members Mstep: Class 2 contains 2480 members Entering Unmasked Estep Score: -233661.468750 Penalty: 753.475525 Iteration 5Q: 3 clusters Score -233661.5 nChanged 163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1369 members Mstep: Class 2 contains 2575 members Entering Unmasked Estep Score: -233742.671875 Penalty: 753.475525 Iteration 6Q: 3 clusters Score -233742.7 nChanged 158 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1277 members Mstep: Class 2 contains 2667 members Entering Unmasked Estep Score: -233826.812500 Penalty: 753.475525 Iteration 7Q: 3 clusters Score -233826.8 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1189 members Mstep: Class 2 contains 2755 members Entering Unmasked Estep Score: -233898.343750 Penalty: 753.475525 Iteration 8Q: 3 clusters Score -233898.3 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1105 members Mstep: Class 2 contains 2839 members Entering Unmasked Estep Score: -233960.437500 Penalty: 753.475525 Iteration 9Q: 3 clusters Score -233960.4 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1030 members Mstep: Class 2 contains 2914 members Entering Unmasked Estep Score: -234000.484375 Penalty: 753.475525 Iteration 10Q: 3 clusters Score -234000.5 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 956 members Mstep: Class 2 contains 2988 members Entering Unmasked Estep Score: -234039.968750 Penalty: 753.475525 Iteration 11Q: 3 clusters Score -234040 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 873 members Mstep: Class 2 contains 3071 members Entering Unmasked Estep Score: -234091.875000 Penalty: 753.475525 Iteration 12Q: 3 clusters Score -234091.9 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 783 members Mstep: Class 2 contains 3161 members Entering Unmasked Estep Score: -234139.828125 Penalty: 753.475525 Iteration 13Q: 3 clusters Score -234139.8 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 703 members Mstep: Class 2 contains 3241 members Entering Unmasked Estep Score: -234186.218750 Penalty: 753.475525 Iteration 14Q: 3 clusters Score -234186.2 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 626 members Mstep: Class 2 contains 3318 members Entering Unmasked Estep Score: -234235.625000 Penalty: 753.475525 Iteration 15Q: 3 clusters Score -234235.6 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 559 members Mstep: Class 2 contains 3385 members Entering Unmasked Estep Score: -234277.500000 Penalty: 753.475525 Iteration 16Q: 3 clusters Score -234277.5 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 489 members Mstep: Class 2 contains 3455 members Entering Unmasked Estep Score: -234337.593750 Penalty: 753.475525 Iteration 17Q: 3 clusters Score -234337.6 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 429 members Mstep: Class 2 contains 3515 members Entering Unmasked Estep Score: -234390.312500 Penalty: 753.475525 Iteration 18Q: 3 clusters Score -234390.3 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 393 members Mstep: Class 2 contains 3551 members Entering Unmasked Estep Score: -234423.250000 Penalty: 753.475525 Iteration 19Q: 3 clusters Score -234423.2 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 374 members Mstep: Class 2 contains 3570 members Entering Unmasked Estep Score: -234441.812500 Penalty: 753.475525 Iteration 20F: 3 clusters Score -234441.8 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 350 members Mstep: Class 2 contains 3594 members Entering Unmasked Estep Score: -234458.515625 Penalty: 753.475525 Iteration 21Q: 3 clusters Score -234458.5 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 335 members Mstep: Class 2 contains 3609 members Entering Unmasked Estep Score: -234471.718750 Penalty: 753.475525 Iteration 22Q: 3 clusters Score -234471.7 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 319 members Mstep: Class 2 contains 3625 members Entering Unmasked Estep Score: -234482.125000 Penalty: 753.475525 Iteration 23Q: 3 clusters Score -234482.1 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 308 members Mstep: Class 2 contains 3636 members Entering Unmasked Estep Score: -234486.718750 Penalty: 753.475525 Iteration 24Q: 3 clusters Score -234486.7 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 299 members Mstep: Class 2 contains 3645 members Entering Unmasked Estep Score: -234489.406250 Penalty: 753.475525 Iteration 25Q: 3 clusters Score -234489.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 297 members Mstep: Class 2 contains 3647 members Entering Unmasked Estep Score: -234490.421875 Penalty: 753.475525 Iteration 26Q: 3 clusters Score -234490.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 293 members Mstep: Class 2 contains 3651 members Entering Unmasked Estep Score: -234491.312500 Penalty: 753.475525 Iteration 27Q: 3 clusters Score -234491.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 290 members Mstep: Class 2 contains 3654 members Entering Unmasked Estep Score: -234493.187500 Penalty: 753.475525 Iteration 28Q: 3 clusters Score -234493.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 283 members Mstep: Class 2 contains 3661 members Entering Unmasked Estep Score: -234496.234375 Penalty: 753.475525 Iteration 29Q: 3 clusters Score -234496.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 280 members Mstep: Class 2 contains 3664 members Entering Unmasked Estep Score: -234498.187500 Penalty: 753.475525 Iteration 30Q: 3 clusters Score -234498.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 277 members Mstep: Class 2 contains 3667 members Entering Unmasked Estep Score: -234498.859375 Penalty: 753.475525 Iteration 31Q: 3 clusters Score -234498.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 274 members Mstep: Class 2 contains 3670 members Entering Unmasked Estep Score: -234499.703125 Penalty: 753.475525 Iteration 32Q: 3 clusters Score -234499.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 272 members Mstep: Class 2 contains 3672 members Entering Unmasked Estep Score: -234500.906250 Penalty: 753.475525 Iteration 33Q: 3 clusters Score -234500.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 270 members Mstep: Class 2 contains 3674 members Entering Unmasked Estep Score: -234501.781250 Penalty: 753.475525 Iteration 34Q: 3 clusters Score -234501.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 268 members Mstep: Class 2 contains 3676 members Entering Unmasked Estep Score: -234502.093750 Penalty: 753.475525 Iteration 35Q: 3 clusters Score -234502.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 266 members Mstep: Class 2 contains 3678 members Entering Unmasked Estep Score: -234502.515625 Penalty: 753.475525 Iteration 36Q: 3 clusters Score -234502.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 265 members Mstep: Class 2 contains 3679 members Entering Unmasked Estep Score: -234502.578125 Penalty: 753.475525 Iteration 37Q: 3 clusters Score -234502.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 264 members Mstep: Class 2 contains 3680 members Entering Unmasked Estep Score: -234502.796875 Penalty: 753.475525 Iteration 38Q: 3 clusters Score -234502.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 263 members Mstep: Class 2 contains 3681 members Entering Unmasked Estep Score: -234502.843750 Penalty: 753.475525 Iteration 39Q: 3 clusters Score -234502.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 263 members Mstep: Class 2 contains 3681 members Entering Unmasked Estep Score: -234502.843750 Penalty: 753.475525 Iteration 40F: 3 clusters Score -234502.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 30 (886 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 886 members Entering Unmasked Estep Score: -43068.769531 Penalty: 308.795624 Iteration 0F: 2 clusters Score -43068.77 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 425 members Mstep: Class 2 contains 461 members Entering Unmasked Estep Score: -42308.246094 Penalty: 617.591248 Iteration 0F: 3 clusters Score -42308.25 nChanged 374 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 435 members Mstep: Class 2 contains 451 members Entering Unmasked Estep Score: -42539.390625 Penalty: 617.591248 Iteration 1F: 3 clusters Score -42539.39 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 435 members Mstep: Class 2 contains 451 members Entering Unmasked Estep Score: -42623.394531 Penalty: 617.591248 Iteration 2F: 3 clusters Score -42623.39 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 420 members Mstep: Class 2 contains 466 members Entering Unmasked Estep Score: -42670.382812 Penalty: 617.591248 Iteration 3F: 3 clusters Score -42670.38 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 415 members Mstep: Class 2 contains 471 members Entering Unmasked Estep Score: -42703.921875 Penalty: 617.591248 Iteration 4Q: 3 clusters Score -42703.92 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 414 members Mstep: Class 2 contains 472 members Entering Unmasked Estep Score: -42734.472656 Penalty: 617.591248 Iteration 5Q: 3 clusters Score -42734.47 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 411 members Mstep: Class 2 contains 475 members Entering Unmasked Estep Score: -42753.519531 Penalty: 617.591248 Iteration 6Q: 3 clusters Score -42753.52 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 405 members Mstep: Class 2 contains 481 members Entering Unmasked Estep Score: -42765.597656 Penalty: 617.591248 Iteration 7Q: 3 clusters Score -42765.6 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 395 members Mstep: Class 2 contains 491 members Entering Unmasked Estep Score: -42783.347656 Penalty: 617.591248 Iteration 8Q: 3 clusters Score -42783.35 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 391 members Mstep: Class 2 contains 495 members Entering Unmasked Estep Score: -42790.777344 Penalty: 617.591248 Iteration 9Q: 3 clusters Score -42790.78 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 387 members Mstep: Class 2 contains 499 members Entering Unmasked Estep Score: -42794.542969 Penalty: 617.591248 Iteration 10Q: 3 clusters Score -42794.54 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 380 members Mstep: Class 2 contains 506 members Entering Unmasked Estep Score: -42799.089844 Penalty: 617.591248 Iteration 11Q: 3 clusters Score -42799.09 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 375 members Mstep: Class 2 contains 511 members Entering Unmasked Estep Score: -42802.769531 Penalty: 617.591248 Iteration 12Q: 3 clusters Score -42802.77 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 367 members Mstep: Class 2 contains 519 members Entering Unmasked Estep Score: -42807.457031 Penalty: 617.591248 Iteration 13Q: 3 clusters Score -42807.46 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 363 members Mstep: Class 2 contains 523 members Entering Unmasked Estep Score: -42810.031250 Penalty: 617.591248 Iteration 14Q: 3 clusters Score -42810.03 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 359 members Mstep: Class 2 contains 527 members Entering Unmasked Estep Score: -42813.214844 Penalty: 617.591248 Iteration 15Q: 3 clusters Score -42813.21 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 355 members Mstep: Class 2 contains 531 members Entering Unmasked Estep Score: -42814.769531 Penalty: 617.591248 Iteration 16Q: 3 clusters Score -42814.77 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 353 members Mstep: Class 2 contains 533 members Entering Unmasked Estep Score: -42815.480469 Penalty: 617.591248 Iteration 17Q: 3 clusters Score -42815.48 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 353 members Mstep: Class 2 contains 533 members Entering Unmasked Estep Score: -42815.480469 Penalty: 617.591248 Iteration 18F: 3 clusters Score -42815.48 nChanged 0 Entering ConstructFrom: Trying to split cluster 31 (387 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 387 members Entering Unmasked Estep Score: -15096.505859 Penalty: 271.108307 Iteration 0F: 2 clusters Score -15096.51 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 184 members Entering Unmasked Estep Score: -14723.543945 Penalty: 542.216614 Iteration 0F: 3 clusters Score -14723.54 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 181 members Mstep: Class 2 contains 206 members Entering Unmasked Estep Score: -14893.868164 Penalty: 542.216614 Iteration 1F: 3 clusters Score -14893.87 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 171 members Mstep: Class 2 contains 216 members Entering Unmasked Estep Score: -14929.398438 Penalty: 542.216614 Iteration 2F: 3 clusters Score -14929.4 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 166 members Mstep: Class 2 contains 221 members Entering Unmasked Estep Score: -14940.510742 Penalty: 542.216614 Iteration 3Q: 3 clusters Score -14940.51 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 161 members Mstep: Class 2 contains 226 members Entering Unmasked Estep Score: -14946.166016 Penalty: 542.216614 Iteration 4Q: 3 clusters Score -14946.17 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 161 members Mstep: Class 2 contains 226 members Entering Unmasked Estep Score: -14951.926758 Penalty: 542.216614 Iteration 5Q: 3 clusters Score -14951.93 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 164 members Mstep: Class 2 contains 223 members Entering Unmasked Estep Score: -14953.659180 Penalty: 542.216614 Iteration 6Q: 3 clusters Score -14953.66 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 167 members Mstep: Class 2 contains 220 members Entering Unmasked Estep Score: -14954.625977 Penalty: 542.216614 Iteration 7Q: 3 clusters Score -14954.63 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 166 members Mstep: Class 2 contains 221 members Entering Unmasked Estep Score: -14955.525391 Penalty: 542.216614 Iteration 8Q: 3 clusters Score -14955.53 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 166 members Mstep: Class 2 contains 221 members Entering Unmasked Estep Score: -14955.525391 Penalty: 542.216614 Iteration 9F: 3 clusters Score -14955.53 nChanged 0 Entering ConstructFrom: Trying to split cluster 32 (5111 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5111 members Entering Unmasked Estep Score: -277519.812500 Penalty: 388.531342 Iteration 0F: 2 clusters Score -277519.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2546 members Mstep: Class 2 contains 2565 members Entering Unmasked Estep Score: -274096.406250 Penalty: 777.062683 Iteration 0F: 3 clusters Score -274096.4 nChanged 2280 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2354 members Mstep: Class 2 contains 2757 members Entering Unmasked Estep Score: -275520.281250 Penalty: 777.062683 Iteration 1F: 3 clusters Score -275520.3 nChanged 396 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2228 members Mstep: Class 2 contains 2883 members Entering Unmasked Estep Score: -275776.531250 Penalty: 777.062683 Iteration 2F: 3 clusters Score -275776.5 nChanged 379 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2117 members Mstep: Class 2 contains 2994 members Entering Unmasked Estep Score: -276061.843750 Penalty: 777.062683 Iteration 3F: 3 clusters Score -276061.8 nChanged 346 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2043 members Mstep: Class 2 contains 3068 members Entering Unmasked Estep Score: -276368.843750 Penalty: 777.062683 Iteration 4F: 3 clusters Score -276368.8 nChanged 291 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1984 members Mstep: Class 2 contains 3127 members Entering Unmasked Estep Score: -276637.468750 Penalty: 777.062683 Iteration 5F: 3 clusters Score -276637.5 nChanged 265 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1931 members Mstep: Class 2 contains 3180 members Entering Unmasked Estep Score: -276838.656250 Penalty: 777.062683 Iteration 6F: 3 clusters Score -276838.7 nChanged 182 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1889 members Mstep: Class 2 contains 3222 members Entering Unmasked Estep Score: -276942.843750 Penalty: 777.062683 Iteration 7Q: 3 clusters Score -276942.8 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1845 members Mstep: Class 2 contains 3266 members Entering Unmasked Estep Score: -277016.375000 Penalty: 777.062683 Iteration 8Q: 3 clusters Score -277016.4 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1802 members Mstep: Class 2 contains 3309 members Entering Unmasked Estep Score: -277086.093750 Penalty: 777.062683 Iteration 9Q: 3 clusters Score -277086.1 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1769 members Mstep: Class 2 contains 3342 members Entering Unmasked Estep Score: -277155.531250 Penalty: 777.062683 Iteration 10Q: 3 clusters Score -277155.5 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1747 members Mstep: Class 2 contains 3364 members Entering Unmasked Estep Score: -277226.812500 Penalty: 777.062683 Iteration 11Q: 3 clusters Score -277226.8 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1728 members Mstep: Class 2 contains 3383 members Entering Unmasked Estep Score: -277278.343750 Penalty: 777.062683 Iteration 12Q: 3 clusters Score -277278.3 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1709 members Mstep: Class 2 contains 3402 members Entering Unmasked Estep Score: -277300.843750 Penalty: 777.062683 Iteration 13Q: 3 clusters Score -277300.8 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1699 members Mstep: Class 2 contains 3412 members Entering Unmasked Estep Score: -277314.437500 Penalty: 777.062683 Iteration 14Q: 3 clusters Score -277314.4 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1696 members Mstep: Class 2 contains 3415 members Entering Unmasked Estep Score: -277320.968750 Penalty: 777.062683 Iteration 15Q: 3 clusters Score -277321 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1681 members Mstep: Class 2 contains 3430 members Entering Unmasked Estep Score: -277326.437500 Penalty: 777.062683 Iteration 16Q: 3 clusters Score -277326.4 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1670 members Mstep: Class 2 contains 3441 members Entering Unmasked Estep Score: -277330.031250 Penalty: 777.062683 Iteration 17Q: 3 clusters Score -277330 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1665 members Mstep: Class 2 contains 3446 members Entering Unmasked Estep Score: -277331.562500 Penalty: 777.062683 Iteration 18Q: 3 clusters Score -277331.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1659 members Mstep: Class 2 contains 3452 members Entering Unmasked Estep Score: -277332.406250 Penalty: 777.062683 Iteration 19Q: 3 clusters Score -277332.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1655 members Mstep: Class 2 contains 3456 members Entering Unmasked Estep Score: -277332.531250 Penalty: 777.062683 Iteration 20F: 3 clusters Score -277332.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1654 members Mstep: Class 2 contains 3457 members Entering Unmasked Estep Score: -277332.718750 Penalty: 777.062683 Iteration 21Q: 3 clusters Score -277332.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1654 members Mstep: Class 2 contains 3457 members Entering Unmasked Estep Score: -277332.718750 Penalty: 777.062683 Iteration 22F: 3 clusters Score -277332.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 33 (207 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 207 members Entering Unmasked Estep Score: -11905.390625 Penalty: 242.638702 Iteration 0F: 2 clusters Score -11905.39 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 110 members Mstep: Class 2 contains 97 members Entering Unmasked Estep Score: -11607.974609 Penalty: 485.277405 Iteration 0F: 3 clusters Score -11607.97 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 106 members Mstep: Class 2 contains 101 members Entering Unmasked Estep Score: -11673.880859 Penalty: 485.277405 Iteration 1F: 3 clusters Score -11673.88 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95 members Mstep: Class 2 contains 112 members Entering Unmasked Estep Score: -11695.276367 Penalty: 485.277405 Iteration 2F: 3 clusters Score -11695.28 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 88 members Mstep: Class 2 contains 119 members Entering Unmasked Estep Score: -11709.073242 Penalty: 485.277405 Iteration 3F: 3 clusters Score -11709.07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81 members Mstep: Class 2 contains 126 members Entering Unmasked Estep Score: -11714.940430 Penalty: 485.277405 Iteration 4Q: 3 clusters Score -11714.94 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 77 members Mstep: Class 2 contains 130 members Entering Unmasked Estep Score: -11719.911133 Penalty: 485.277405 Iteration 5Q: 3 clusters Score -11719.91 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 75 members Mstep: Class 2 contains 132 members Entering Unmasked Estep Score: -11721.522461 Penalty: 485.277405 Iteration 6Q: 3 clusters Score -11721.52 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 73 members Mstep: Class 2 contains 134 members Entering Unmasked Estep Score: -11723.259766 Penalty: 485.277405 Iteration 7Q: 3 clusters Score -11723.26 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 73 members Mstep: Class 2 contains 134 members Entering Unmasked Estep Score: -11723.259766 Penalty: 485.277405 Iteration 8F: 3 clusters Score -11723.26 nChanged 0 Entering ConstructFrom: Trying to split cluster 34 (3480 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3480 members Entering Unmasked Estep Score: -210935.328125 Penalty: 371.042847 Iteration 0F: 2 clusters Score -210935.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1746 members Mstep: Class 2 contains 1734 members Entering Unmasked Estep Score: -208544.125000 Penalty: 742.085693 Iteration 0F: 3 clusters Score -208544.1 nChanged 1534 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1838 members Mstep: Class 2 contains 1642 members Entering Unmasked Estep Score: -209413.921875 Penalty: 742.085693 Iteration 1F: 3 clusters Score -209413.9 nChanged 243 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1885 members Mstep: Class 2 contains 1595 members Entering Unmasked Estep Score: -209538.750000 Penalty: 742.085693 Iteration 2F: 3 clusters Score -209538.8 nChanged 225 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1952 members Mstep: Class 2 contains 1528 members Entering Unmasked Estep Score: -209683.140625 Penalty: 742.085693 Iteration 3F: 3 clusters Score -209683.1 nChanged 227 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2057 members Mstep: Class 2 contains 1423 members Entering Unmasked Estep Score: -209867.000000 Penalty: 742.085693 Iteration 4F: 3 clusters Score -209867 nChanged 230 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2161 members Mstep: Class 2 contains 1319 members Entering Unmasked Estep Score: -210086.921875 Penalty: 742.085693 Iteration 5F: 3 clusters Score -210086.9 nChanged 210 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2243 members Mstep: Class 2 contains 1237 members Entering Unmasked Estep Score: -210256.531250 Penalty: 742.085693 Iteration 6F: 3 clusters Score -210256.5 nChanged 157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2280 members Mstep: Class 2 contains 1200 members Entering Unmasked Estep Score: -210363.296875 Penalty: 742.085693 Iteration 7Q: 3 clusters Score -210363.3 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2312 members Mstep: Class 2 contains 1168 members Entering Unmasked Estep Score: -210409.640625 Penalty: 742.085693 Iteration 8Q: 3 clusters Score -210409.6 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2340 members Mstep: Class 2 contains 1140 members Entering Unmasked Estep Score: -210432.406250 Penalty: 742.085693 Iteration 9Q: 3 clusters Score -210432.4 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2365 members Mstep: Class 2 contains 1115 members Entering Unmasked Estep Score: -210446.312500 Penalty: 742.085693 Iteration 10Q: 3 clusters Score -210446.3 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2386 members Mstep: Class 2 contains 1094 members Entering Unmasked Estep Score: -210457.062500 Penalty: 742.085693 Iteration 11Q: 3 clusters Score -210457.1 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2400 members Mstep: Class 2 contains 1080 members Entering Unmasked Estep Score: -210462.656250 Penalty: 742.085693 Iteration 12Q: 3 clusters Score -210462.7 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2410 members Mstep: Class 2 contains 1070 members Entering Unmasked Estep Score: -210467.000000 Penalty: 742.085693 Iteration 13Q: 3 clusters Score -210467 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2419 members Mstep: Class 2 contains 1061 members Entering Unmasked Estep Score: -210471.812500 Penalty: 742.085693 Iteration 14Q: 3 clusters Score -210471.8 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2427 members Mstep: Class 2 contains 1053 members Entering Unmasked Estep Score: -210476.296875 Penalty: 742.085693 Iteration 15Q: 3 clusters Score -210476.3 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2441 members Mstep: Class 2 contains 1039 members Entering Unmasked Estep Score: -210480.453125 Penalty: 742.085693 Iteration 16Q: 3 clusters Score -210480.5 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2451 members Mstep: Class 2 contains 1029 members Entering Unmasked Estep Score: -210484.296875 Penalty: 742.085693 Iteration 17Q: 3 clusters Score -210484.3 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2459 members Mstep: Class 2 contains 1021 members Entering Unmasked Estep Score: -210490.453125 Penalty: 742.085693 Iteration 18Q: 3 clusters Score -210490.5 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2473 members Mstep: Class 2 contains 1007 members Entering Unmasked Estep Score: -210495.750000 Penalty: 742.085693 Iteration 19Q: 3 clusters Score -210495.8 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2486 members Mstep: Class 2 contains 994 members Entering Unmasked Estep Score: -210500.156250 Penalty: 742.085693 Iteration 20F: 3 clusters Score -210500.2 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2495 members Mstep: Class 2 contains 985 members Entering Unmasked Estep Score: -210502.843750 Penalty: 742.085693 Iteration 21Q: 3 clusters Score -210502.8 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2506 members Mstep: Class 2 contains 974 members Entering Unmasked Estep Score: -210506.687500 Penalty: 742.085693 Iteration 22Q: 3 clusters Score -210506.7 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2517 members Mstep: Class 2 contains 963 members Entering Unmasked Estep Score: -210508.718750 Penalty: 742.085693 Iteration 23Q: 3 clusters Score -210508.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2525 members Mstep: Class 2 contains 955 members Entering Unmasked Estep Score: -210510.093750 Penalty: 742.085693 Iteration 24Q: 3 clusters Score -210510.1 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2536 members Mstep: Class 2 contains 944 members Entering Unmasked Estep Score: -210512.421875 Penalty: 742.085693 Iteration 25Q: 3 clusters Score -210512.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2542 members Mstep: Class 2 contains 938 members Entering Unmasked Estep Score: -210513.328125 Penalty: 742.085693 Iteration 26Q: 3 clusters Score -210513.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2546 members Mstep: Class 2 contains 934 members Entering Unmasked Estep Score: -210513.843750 Penalty: 742.085693 Iteration 27Q: 3 clusters Score -210513.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2551 members Mstep: Class 2 contains 929 members Entering Unmasked Estep Score: -210514.671875 Penalty: 742.085693 Iteration 28Q: 3 clusters Score -210514.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2556 members Mstep: Class 2 contains 924 members Entering Unmasked Estep Score: -210515.984375 Penalty: 742.085693 Iteration 29Q: 3 clusters Score -210516 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2563 members Mstep: Class 2 contains 917 members Entering Unmasked Estep Score: -210517.765625 Penalty: 742.085693 Iteration 30Q: 3 clusters Score -210517.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2572 members Mstep: Class 2 contains 908 members Entering Unmasked Estep Score: -210519.953125 Penalty: 742.085693 Iteration 31Q: 3 clusters Score -210520 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2585 members Mstep: Class 2 contains 895 members Entering Unmasked Estep Score: -210522.734375 Penalty: 742.085693 Iteration 32Q: 3 clusters Score -210522.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2595 members Mstep: Class 2 contains 885 members Entering Unmasked Estep Score: -210524.046875 Penalty: 742.085693 Iteration 33Q: 3 clusters Score -210524 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2606 members Mstep: Class 2 contains 874 members Entering Unmasked Estep Score: -210526.656250 Penalty: 742.085693 Iteration 34Q: 3 clusters Score -210526.7 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2615 members Mstep: Class 2 contains 865 members Entering Unmasked Estep Score: -210528.546875 Penalty: 742.085693 Iteration 35Q: 3 clusters Score -210528.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2622 members Mstep: Class 2 contains 858 members Entering Unmasked Estep Score: -210530.453125 Penalty: 742.085693 Iteration 36Q: 3 clusters Score -210530.5 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2634 members Mstep: Class 2 contains 846 members Entering Unmasked Estep Score: -210533.421875 Penalty: 742.085693 Iteration 37Q: 3 clusters Score -210533.4 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2644 members Mstep: Class 2 contains 836 members Entering Unmasked Estep Score: -210535.750000 Penalty: 742.085693 Iteration 38Q: 3 clusters Score -210535.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2654 members Mstep: Class 2 contains 826 members Entering Unmasked Estep Score: -210537.484375 Penalty: 742.085693 Iteration 39Q: 3 clusters Score -210537.5 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2668 members Mstep: Class 2 contains 812 members Entering Unmasked Estep Score: -210540.171875 Penalty: 742.085693 Iteration 40F: 3 clusters Score -210540.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2676 members Mstep: Class 2 contains 804 members Entering Unmasked Estep Score: -210542.734375 Penalty: 742.085693 Iteration 41Q: 3 clusters Score -210542.7 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2684 members Mstep: Class 2 contains 796 members Entering Unmasked Estep Score: -210545.109375 Penalty: 742.085693 Iteration 42Q: 3 clusters Score -210545.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2691 members Mstep: Class 2 contains 789 members Entering Unmasked Estep Score: -210546.828125 Penalty: 742.085693 Iteration 43Q: 3 clusters Score -210546.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2697 members Mstep: Class 2 contains 783 members Entering Unmasked Estep Score: -210549.078125 Penalty: 742.085693 Iteration 44Q: 3 clusters Score -210549.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2701 members Mstep: Class 2 contains 779 members Entering Unmasked Estep Score: -210549.765625 Penalty: 742.085693 Iteration 45Q: 3 clusters Score -210549.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2704 members Mstep: Class 2 contains 776 members Entering Unmasked Estep Score: -210550.000000 Penalty: 742.085693 Iteration 46Q: 3 clusters Score -210550 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2707 members Mstep: Class 2 contains 773 members Entering Unmasked Estep Score: -210550.578125 Penalty: 742.085693 Iteration 47Q: 3 clusters Score -210550.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2711 members Mstep: Class 2 contains 769 members Entering Unmasked Estep Score: -210551.156250 Penalty: 742.085693 Iteration 48Q: 3 clusters Score -210551.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2715 members Mstep: Class 2 contains 765 members Entering Unmasked Estep Score: -210552.125000 Penalty: 742.085693 Iteration 49Q: 3 clusters Score -210552.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2717 members Mstep: Class 2 contains 763 members Entering Unmasked Estep Score: -210551.921875 Penalty: 742.085693 Iteration 50Q: 3 clusters Score -210551.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2722 members Mstep: Class 2 contains 758 members Entering Unmasked Estep Score: -210553.343750 Penalty: 742.085693 Iteration 51Q: 3 clusters Score -210553.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2727 members Mstep: Class 2 contains 753 members Entering Unmasked Estep Score: -210554.609375 Penalty: 742.085693 Iteration 52Q: 3 clusters Score -210554.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2731 members Mstep: Class 2 contains 749 members Entering Unmasked Estep Score: -210555.906250 Penalty: 742.085693 Iteration 53Q: 3 clusters Score -210555.9 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2742 members Mstep: Class 2 contains 738 members Entering Unmasked Estep Score: -210559.062500 Penalty: 742.085693 Iteration 54Q: 3 clusters Score -210559.1 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2755 members Mstep: Class 2 contains 725 members Entering Unmasked Estep Score: -210563.375000 Penalty: 742.085693 Iteration 55Q: 3 clusters Score -210563.4 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2774 members Mstep: Class 2 contains 706 members Entering Unmasked Estep Score: -210569.000000 Penalty: 742.085693 Iteration 56Q: 3 clusters Score -210569 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2789 members Mstep: Class 2 contains 691 members Entering Unmasked Estep Score: -210573.765625 Penalty: 742.085693 Iteration 57Q: 3 clusters Score -210573.8 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2800 members Mstep: Class 2 contains 680 members Entering Unmasked Estep Score: -210576.984375 Penalty: 742.085693 Iteration 58Q: 3 clusters Score -210577 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2819 members Mstep: Class 2 contains 661 members Entering Unmasked Estep Score: -210582.765625 Penalty: 742.085693 Iteration 59Q: 3 clusters Score -210582.8 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2834 members Mstep: Class 2 contains 646 members Entering Unmasked Estep Score: -210586.015625 Penalty: 742.085693 Iteration 60F: 3 clusters Score -210586 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2848 members Mstep: Class 2 contains 632 members Entering Unmasked Estep Score: -210590.093750 Penalty: 742.085693 Iteration 61Q: 3 clusters Score -210590.1 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2858 members Mstep: Class 2 contains 622 members Entering Unmasked Estep Score: -210594.765625 Penalty: 742.085693 Iteration 62Q: 3 clusters Score -210594.8 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2867 members Mstep: Class 2 contains 613 members Entering Unmasked Estep Score: -210597.984375 Penalty: 742.085693 Iteration 63Q: 3 clusters Score -210598 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2879 members Mstep: Class 2 contains 601 members Entering Unmasked Estep Score: -210601.062500 Penalty: 742.085693 Iteration 64Q: 3 clusters Score -210601.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2888 members Mstep: Class 2 contains 592 members Entering Unmasked Estep Score: -210603.359375 Penalty: 742.085693 Iteration 65Q: 3 clusters Score -210603.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2894 members Mstep: Class 2 contains 586 members Entering Unmasked Estep Score: -210604.640625 Penalty: 742.085693 Iteration 66Q: 3 clusters Score -210604.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2897 members Mstep: Class 2 contains 583 members Entering Unmasked Estep Score: -210605.359375 Penalty: 742.085693 Iteration 67Q: 3 clusters Score -210605.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2898 members Mstep: Class 2 contains 582 members Entering Unmasked Estep Score: -210606.156250 Penalty: 742.085693 Iteration 68Q: 3 clusters Score -210606.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2899 members Mstep: Class 2 contains 581 members Entering Unmasked Estep Score: -210606.734375 Penalty: 742.085693 Iteration 69Q: 3 clusters Score -210606.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2900 members Mstep: Class 2 contains 580 members Entering Unmasked Estep Score: -210607.890625 Penalty: 742.085693 Iteration 70Q: 3 clusters Score -210607.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2903 members Mstep: Class 2 contains 577 members Entering Unmasked Estep Score: -210609.062500 Penalty: 742.085693 Iteration 71Q: 3 clusters Score -210609.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2906 members Mstep: Class 2 contains 574 members Entering Unmasked Estep Score: -210609.640625 Penalty: 742.085693 Iteration 72Q: 3 clusters Score -210609.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2907 members Mstep: Class 2 contains 573 members Entering Unmasked Estep Score: -210610.687500 Penalty: 742.085693 Iteration 73Q: 3 clusters Score -210610.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2910 members Mstep: Class 2 contains 570 members Entering Unmasked Estep Score: -210611.062500 Penalty: 742.085693 Iteration 74Q: 3 clusters Score -210611.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2911 members Mstep: Class 2 contains 569 members Entering Unmasked Estep Score: -210611.578125 Penalty: 742.085693 Iteration 75Q: 3 clusters Score -210611.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2912 members Mstep: Class 2 contains 568 members Entering Unmasked Estep Score: -210612.171875 Penalty: 742.085693 Iteration 76Q: 3 clusters Score -210612.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2913 members Mstep: Class 2 contains 567 members Entering Unmasked Estep Score: -210612.546875 Penalty: 742.085693 Iteration 77Q: 3 clusters Score -210612.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2911 members Mstep: Class 2 contains 569 members Entering Unmasked Estep Score: -210612.656250 Penalty: 742.085693 Iteration 78Q: 3 clusters Score -210612.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2912 members Mstep: Class 2 contains 568 members Entering Unmasked Estep Score: -210613.250000 Penalty: 742.085693 Iteration 79Q: 3 clusters Score -210613.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2914 members Mstep: Class 2 contains 566 members Entering Unmasked Estep Score: -210613.406250 Penalty: 742.085693 Iteration 80F: 3 clusters Score -210613.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2916 members Mstep: Class 2 contains 564 members Entering Unmasked Estep Score: -210613.765625 Penalty: 742.085693 Iteration 81Q: 3 clusters Score -210613.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2921 members Mstep: Class 2 contains 559 members Entering Unmasked Estep Score: -210614.500000 Penalty: 742.085693 Iteration 82Q: 3 clusters Score -210614.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2923 members Mstep: Class 2 contains 557 members Entering Unmasked Estep Score: -210615.687500 Penalty: 742.085693 Iteration 83Q: 3 clusters Score -210615.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2925 members Mstep: Class 2 contains 555 members Entering Unmasked Estep Score: -210616.203125 Penalty: 742.085693 Iteration 84Q: 3 clusters Score -210616.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2930 members Mstep: Class 2 contains 550 members Entering Unmasked Estep Score: -210617.750000 Penalty: 742.085693 Iteration 85Q: 3 clusters Score -210617.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2931 members Mstep: Class 2 contains 549 members Entering Unmasked Estep Score: -210618.062500 Penalty: 742.085693 Iteration 86Q: 3 clusters Score -210618.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2931 members Mstep: Class 2 contains 549 members Entering Unmasked Estep Score: -210618.734375 Penalty: 742.085693 Iteration 87Q: 3 clusters Score -210618.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2931 members Mstep: Class 2 contains 549 members Entering Unmasked Estep Score: -210619.031250 Penalty: 742.085693 Iteration 88Q: 3 clusters Score -210619 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2930 members Mstep: Class 2 contains 550 members Entering Unmasked Estep Score: -210620.125000 Penalty: 742.085693 Iteration 89Q: 3 clusters Score -210620.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2930 members Mstep: Class 2 contains 550 members Entering Unmasked Estep Score: -210620.593750 Penalty: 742.085693 Iteration 90Q: 3 clusters Score -210620.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2933 members Mstep: Class 2 contains 547 members Entering Unmasked Estep Score: -210620.875000 Penalty: 742.085693 Iteration 91Q: 3 clusters Score -210620.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2934 members Mstep: Class 2 contains 546 members Entering Unmasked Estep Score: -210620.906250 Penalty: 742.085693 Iteration 92Q: 3 clusters Score -210620.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2935 members Mstep: Class 2 contains 545 members Entering Unmasked Estep Score: -210621.296875 Penalty: 742.085693 Iteration 93Q: 3 clusters Score -210621.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2936 members Mstep: Class 2 contains 544 members Entering Unmasked Estep Score: -210621.343750 Penalty: 742.085693 Iteration 94Q: 3 clusters Score -210621.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2937 members Mstep: Class 2 contains 543 members Entering Unmasked Estep Score: -210621.015625 Penalty: 742.085693 Iteration 95Q: 3 clusters Score -210621 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2938 members Mstep: Class 2 contains 542 members Entering Unmasked Estep Score: -210621.203125 Penalty: 742.085693 Iteration 96Q: 3 clusters Score -210621.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2939 members Mstep: Class 2 contains 541 members Entering Unmasked Estep Score: -210621.640625 Penalty: 742.085693 Iteration 97Q: 3 clusters Score -210621.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2939 members Mstep: Class 2 contains 541 members Entering Unmasked Estep Score: -210621.640625 Penalty: 742.085693 Iteration 98F: 3 clusters Score -210621.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 24 members Mstep: Class 1 contains 598 members Mstep: Class 2 contains 48126 members Mstep: Class 3 contains 19074 members Mstep: Class 4 contains 1954 members Mstep: Class 5 contains 5260 members Mstep: Class 6 contains 1481 members Mstep: Class 8 contains 2096 members Mstep: Class 9 contains 438 members Mstep: Class 10 contains 93 members Mstep: Class 11 contains 3304 members Mstep: Class 12 contains 22881 members Mstep: Class 13 contains 20662 members Mstep: Class 14 contains 11558 members Mstep: Class 15 contains 10206 members Mstep: Class 16 contains 12641 members Mstep: Class 17 contains 7058 members Mstep: Class 18 contains 8082 members Mstep: Class 19 contains 23270 members Mstep: Class 20 contains 15069 members Mstep: Class 21 contains 2328 members Mstep: Class 22 contains 94 members Mstep: Class 23 contains 305 members Mstep: Class 24 contains 6240 members Mstep: Class 25 contains 137739 members Mstep: Class 26 contains 31345 members Mstep: Class 27 contains 11335 members Mstep: Class 28 contains 11616 members Mstep: Class 29 contains 3944 members Mstep: Class 30 contains 886 members Mstep: Class 31 contains 387 members Mstep: Class 32 contains 5111 members Mstep: Class 33 contains 207 members Mstep: Class 34 contains 3480 members Entering Unmasked Estep ConsiderDeletion Score: -22973008.000000 Penalty: 20665.521484 Iteration 119Q: 36 clusters Score -2.297301e+07 nChanged 2291 Entering Unmasked Mstep Mstep: Class 0 contains 24 members Mstep: Class 1 contains 598 members Mstep: Class 2 contains 47307 members Mstep: Class 3 contains 19070 members Mstep: Class 4 contains 1964 members Mstep: Class 5 contains 5288 members Mstep: Class 6 contains 1509 members Mstep: Class 7 contains 2236 members Mstep: Class 8 contains 2100 members Mstep: Class 9 contains 535 members Mstep: Class 10 contains 93 members Mstep: Class 11 contains 3320 members Mstep: Class 12 contains 22893 members Mstep: Class 13 contains 20663 members Mstep: Class 14 contains 11564 members Mstep: Class 15 contains 10205 members Mstep: Class 16 contains 12587 members Mstep: Class 17 contains 7054 members Mstep: Class 18 contains 8067 members Mstep: Class 19 contains 23335 members Mstep: Class 20 contains 15073 members Mstep: Class 21 contains 2328 members Mstep: Class 22 contains 93 members Mstep: Class 23 contains 304 members Mstep: Class 24 contains 6167 members Mstep: Class 25 contains 138548 members Mstep: Class 26 contains 31254 members Mstep: Class 27 contains 11338 members Mstep: Class 28 contains 11666 members Mstep: Class 29 contains 3945 members Mstep: Class 30 contains 886 members Mstep: Class 31 contains 388 members Mstep: Class 32 contains 5110 members Mstep: Class 33 contains 207 members Mstep: Class 34 contains 3483 members Mstep: Class 35 contains 1057 members Entering Unmasked Estep ConsiderDeletion Score: -22973688.000000 Penalty: 20665.521484 Iteration 120F: 36 clusters Score -2.297369e+07 nChanged 2143 Entering Unmasked Mstep Mstep: Class 0 contains 24 members Mstep: Class 1 contains 599 members Mstep: Class 2 contains 46688 members Mstep: Class 3 contains 19061 members Mstep: Class 4 contains 1947 members Mstep: Class 5 contains 5305 members Mstep: Class 6 contains 1516 members Mstep: Class 7 contains 2454 members Mstep: Class 8 contains 2104 members Mstep: Class 9 contains 601 members Mstep: Class 10 contains 93 members Mstep: Class 11 contains 3332 members Mstep: Class 12 contains 22853 members Mstep: Class 13 contains 20684 members Mstep: Class 14 contains 11566 members Mstep: Class 15 contains 10205 members Mstep: Class 16 contains 12545 members Mstep: Class 17 contains 7076 members Mstep: Class 18 contains 8050 members Mstep: Class 19 contains 23385 members Mstep: Class 20 contains 15051 members Mstep: Class 21 contains 2329 members Mstep: Class 22 contains 94 members Mstep: Class 23 contains 304 members Mstep: Class 24 contains 6094 members Mstep: Class 25 contains 139035 members Mstep: Class 26 contains 31169 members Mstep: Class 27 contains 11344 members Mstep: Class 28 contains 11606 members Mstep: Class 29 contains 3943 members Mstep: Class 30 contains 885 members Mstep: Class 31 contains 388 members Mstep: Class 32 contains 5118 members Mstep: Class 33 contains 207 members Mstep: Class 34 contains 3483 members Mstep: Class 35 contains 1121 members Entering Unmasked Estep ConsiderDeletion Score: -22973918.000000 Penalty: 20665.521484 Iteration 121Q: 36 clusters Score -2.297392e+07 nChanged 1832 Entering Unmasked Mstep Mstep: Class 0 contains 24 members Mstep: Class 1 contains 599 members Mstep: Class 2 contains 46130 members Mstep: Class 3 contains 19064 members Mstep: Class 4 contains 1928 members Mstep: Class 5 contains 5328 members Mstep: Class 6 contains 1527 members Mstep: Class 7 contains 2587 members Mstep: Class 8 contains 2106 members Mstep: Class 9 contains 647 members Mstep: Class 10 contains 93 members Mstep: Class 11 contains 3344 members Mstep: Class 12 contains 22809 members Mstep: Class 13 contains 20718 members Mstep: Class 14 contains 11571 members Mstep: Class 15 contains 10210 members Mstep: Class 16 contains 12507 members Mstep: Class 17 contains 7118 members Mstep: Class 18 contains 8037 members Mstep: Class 19 contains 23444 members Mstep: Class 20 contains 15034 members Mstep: Class 21 contains 2329 members Mstep: Class 22 contains 94 members Mstep: Class 23 contains 304 members Mstep: Class 24 contains 6048 members Mstep: Class 25 contains 139488 members Mstep: Class 26 contains 31084 members Mstep: Class 27 contains 11347 members Mstep: Class 28 contains 11548 members Mstep: Class 29 contains 3942 members Mstep: Class 30 contains 885 members Mstep: Class 31 contains 390 members Mstep: Class 32 contains 5121 members Mstep: Class 33 contains 207 members Mstep: Class 34 contains 3491 members Mstep: Class 35 contains 1156 members Entering Unmasked Estep ConsiderDeletion Score: -22974258.000000 Penalty: 20665.521484 Iteration 122Q: 36 clusters Score -2.297426e+07 nChanged 1719 Entering Unmasked Mstep Mstep: Class 0 contains 24 members Mstep: Class 1 contains 599 members Mstep: Class 2 contains 45576 members Mstep: Class 3 contains 19062 members Mstep: Class 4 contains 1918 members Mstep: Class 5 contains 5355 members Mstep: Class 6 contains 1544 members Mstep: Class 7 contains 2683 members Mstep: Class 8 contains 2111 members Mstep: Class 9 contains 693 members Mstep: Class 10 contains 93 members Mstep: Class 11 contains 3350 members Mstep: Class 12 contains 22761 members Mstep: Class 13 contains 20756 members Mstep: Class 14 contains 11582 members Mstep: Class 15 contains 10214 members Mstep: Class 16 contains 12488 members Mstep: Class 17 contains 7152 members Mstep: Class 18 contains 8037 members Mstep: Class 19 contains 23477 members Mstep: Class 20 contains 15021 members Mstep: Class 21 contains 2330 members Mstep: Class 22 contains 95 members Mstep: Class 23 contains 304 members Mstep: Class 24 contains 6009 members Mstep: Class 25 contains 139946 members Mstep: Class 26 contains 31008 members Mstep: Class 27 contains 11357 members Mstep: Class 28 contains 11485 members Mstep: Class 29 contains 3940 members Mstep: Class 30 contains 885 members Mstep: Class 31 contains 392 members Mstep: Class 32 contains 5127 members Mstep: Class 33 contains 207 members Mstep: Class 34 contains 3498 members Mstep: Class 35 contains 1180 members Entering Unmasked Estep ConsiderDeletion Score: -22974570.000000 Penalty: 20665.521484 Iteration 123Q: 36 clusters Score -2.297457e+07 nChanged 1619 Entering Unmasked Mstep Mstep: Class 0 contains 24 members Mstep: Class 1 contains 599 members Mstep: Class 2 contains 45084 members Mstep: Class 3 contains 19064 members Mstep: Class 4 contains 1900 members Mstep: Class 5 contains 5390 members Mstep: Class 6 contains 1551 members Mstep: Class 7 contains 2754 members Mstep: Class 8 contains 2113 members Mstep: Class 9 contains 737 members Mstep: Class 10 contains 93 members Mstep: Class 11 contains 3359 members Mstep: Class 12 contains 22736 members Mstep: Class 13 contains 20792 members Mstep: Class 14 contains 11589 members Mstep: Class 15 contains 10225 members Mstep: Class 16 contains 12469 members Mstep: Class 17 contains 7176 members Mstep: Class 18 contains 8028 members Mstep: Class 19 contains 23517 members Mstep: Class 20 contains 15001 members Mstep: Class 21 contains 2331 members Mstep: Class 22 contains 95 members Mstep: Class 23 contains 304 members Mstep: Class 24 contains 5967 members Mstep: Class 25 contains 140364 members Mstep: Class 26 contains 30929 members Mstep: Class 27 contains 11372 members Mstep: Class 28 contains 11426 members Mstep: Class 29 contains 3939 members Mstep: Class 30 contains 886 members Mstep: Class 31 contains 392 members Mstep: Class 32 contains 5144 members Mstep: Class 33 contains 207 members Mstep: Class 34 contains 3501 members Mstep: Class 35 contains 1201 members Entering Unmasked Estep ConsiderDeletion Score: -22974694.000000 Penalty: 20665.521484 Iteration 124Q: 36 clusters Score -2.297469e+07 nChanged 1533 Entering Unmasked Mstep Mstep: Class 0 contains 24 members Mstep: Class 1 contains 599 members Mstep: Class 2 contains 44599 members Mstep: Class 3 contains 19067 members Mstep: Class 4 contains 1885 members Mstep: Class 5 contains 5410 members Mstep: Class 6 contains 1552 members Mstep: Class 7 contains 2830 members Mstep: Class 8 contains 2114 members Mstep: Class 9 contains 775 members Mstep: Class 10 contains 93 members Mstep: Class 11 contains 3360 members Mstep: Class 12 contains 22690 members Mstep: Class 13 contains 20836 members Mstep: Class 14 contains 11597 members Mstep: Class 15 contains 10229 members Mstep: Class 16 contains 12483 members Mstep: Class 17 contains 7215 members Mstep: Class 18 contains 8034 members Mstep: Class 19 contains 23566 members Mstep: Class 20 contains 14988 members Mstep: Class 21 contains 2332 members Mstep: Class 22 contains 95 members Mstep: Class 23 contains 303 members Mstep: Class 24 contains 5947 members Mstep: Class 25 contains 140729 members Mstep: Class 26 contains 30846 members Mstep: Class 27 contains 11391 members Mstep: Class 28 contains 11367 members Mstep: Class 29 contains 3935 members Mstep: Class 30 contains 886 members Mstep: Class 31 contains 392 members Mstep: Class 32 contains 5166 members Mstep: Class 33 contains 207 members Mstep: Class 34 contains 3509 members Mstep: Class 35 contains 1208 members Entering Unmasked Estep ConsiderDeletion Score: -22974932.000000 Penalty: 20665.521484 Iteration 125Q: 36 clusters Score -2.297493e+07 nChanged 1491 Entering Unmasked Mstep Mstep: Class 0 contains 24 members Mstep: Class 1 contains 599 members Mstep: Class 2 contains 44098 members Mstep: Class 3 contains 19079 members Mstep: Class 4 contains 1874 members Mstep: Class 5 contains 5419 members Mstep: Class 6 contains 1554 members Mstep: Class 7 contains 2892 members Mstep: Class 8 contains 2115 members Mstep: Class 9 contains 819 members Mstep: Class 10 contains 93 members Mstep: Class 11 contains 3365 members Mstep: Class 12 contains 22672 members Mstep: Class 13 contains 20885 members Mstep: Class 14 contains 11606 members Mstep: Class 15 contains 10238 members Mstep: Class 16 contains 12495 members Mstep: Class 17 contains 7247 members Mstep: Class 18 contains 8051 members Mstep: Class 19 contains 23615 members Mstep: Class 20 contains 14974 members Mstep: Class 21 contains 2333 members Mstep: Class 22 contains 95 members Mstep: Class 23 contains 302 members Mstep: Class 24 contains 5919 members Mstep: Class 25 contains 141063 members Mstep: Class 26 contains 30766 members Mstep: Class 27 contains 11413 members Mstep: Class 28 contains 11311 members Mstep: Class 29 contains 3935 members Mstep: Class 30 contains 885 members Mstep: Class 31 contains 392 members Mstep: Class 32 contains 5184 members Mstep: Class 33 contains 207 members Mstep: Class 34 contains 3525 members Mstep: Class 35 contains 1215 members Entering Unmasked Estep ConsiderDeletion Score: -22975028.000000 Penalty: 20665.521484 Iteration 126Q: 36 clusters Score -2.297503e+07 nChanged 1341 Entering Unmasked Mstep Mstep: Class 0 contains 24 members Mstep: Class 1 contains 600 members Mstep: Class 2 contains 43694 members Mstep: Class 3 contains 19076 members Mstep: Class 4 contains 1868 members Mstep: Class 5 contains 5437 members Mstep: Class 6 contains 1556 members Mstep: Class 7 contains 2933 members Mstep: Class 8 contains 2115 members Mstep: Class 9 contains 856 members Mstep: Class 10 contains 93 members Mstep: Class 11 contains 3368 members Mstep: Class 12 contains 22662 members Mstep: Class 13 contains 20941 members Mstep: Class 14 contains 11618 members Mstep: Class 15 contains 10243 members Mstep: Class 16 contains 12508 members Mstep: Class 17 contains 7264 members Mstep: Class 18 contains 8059 members Mstep: Class 19 contains 23645 members Mstep: Class 20 contains 14954 members Mstep: Class 21 contains 2333 members Mstep: Class 22 contains 95 members Mstep: Class 23 contains 302 members Mstep: Class 24 contains 5895 members Mstep: Class 25 contains 141343 members Mstep: Class 26 contains 30704 members Mstep: Class 27 contains 11432 members Mstep: Class 28 contains 11263 members Mstep: Class 29 contains 3935 members Mstep: Class 30 contains 885 members Mstep: Class 31 contains 392 members Mstep: Class 32 contains 5202 members Mstep: Class 33 contains 207 members Mstep: Class 34 contains 3539 members Mstep: Class 35 contains 1218 members Entering Unmasked Estep ConsiderDeletion Score: -22975220.000000 Penalty: 20665.521484 Iteration 127Q: 36 clusters Score -2.297522e+07 nChanged 1229 Entering Unmasked Mstep Mstep: Class 0 contains 24 members Mstep: Class 1 contains 601 members Mstep: Class 2 contains 43318 members Mstep: Class 3 contains 19075 members Mstep: Class 4 contains 1851 members Mstep: Class 5 contains 5454 members Mstep: Class 6 contains 1556 members Mstep: Class 7 contains 2978 members Mstep: Class 8 contains 2114 members Mstep: Class 9 contains 889 members Mstep: Class 10 contains 93 members Mstep: Class 11 contains 3369 members Mstep: Class 12 contains 22660 members Mstep: Class 13 contains 20997 members Mstep: Class 14 contains 11628 members Mstep: Class 15 contains 10248 members Mstep: Class 16 contains 12519 members Mstep: Class 17 contains 7272 members Mstep: Class 18 contains 8057 members Mstep: Class 19 contains 23679 members Mstep: Class 20 contains 14944 members Mstep: Class 21 contains 2332 members Mstep: Class 22 contains 95 members Mstep: Class 23 contains 302 members Mstep: Class 24 contains 5873 members Mstep: Class 25 contains 141588 members Mstep: Class 26 contains 30647 members Mstep: Class 27 contains 11461 members Mstep: Class 28 contains 11225 members Mstep: Class 29 contains 3935 members Mstep: Class 30 contains 884 members Mstep: Class 31 contains 392 members Mstep: Class 32 contains 5217 members Mstep: Class 33 contains 207 members Mstep: Class 34 contains 3550 members Mstep: Class 35 contains 1225 members Entering Unmasked Estep ConsiderDeletion Score: -22975206.000000 Penalty: 20665.521484 Iteration 128Q: 36 clusters Score -2.297521e+07 nChanged 1161 Entering Unmasked Mstep Mstep: Class 0 contains 24 members Mstep: Class 1 contains 601 members Mstep: Class 2 contains 42967 members Mstep: Class 3 contains 19070 members Mstep: Class 4 contains 1842 members Mstep: Class 5 contains 5469 members Mstep: Class 6 contains 1558 members Mstep: Class 7 contains 3042 members Mstep: Class 8 contains 2114 members Mstep: Class 9 contains 915 members Mstep: Class 10 contains 93 members Mstep: Class 11 contains 3366 members Mstep: Class 12 contains 22656 members Mstep: Class 13 contains 21041 members Mstep: Class 14 contains 11636 members Mstep: Class 15 contains 10257 members Mstep: Class 16 contains 12536 members Mstep: Class 17 contains 7269 members Mstep: Class 18 contains 8041 members Mstep: Class 19 contains 23716 members Mstep: Class 20 contains 14936 members Mstep: Class 21 contains 2333 members Mstep: Class 22 contains 95 members Mstep: Class 23 contains 302 members Mstep: Class 24 contains 5865 members Mstep: Class 25 contains 141831 members Mstep: Class 26 contains 30580 members Mstep: Class 27 contains 11480 members Mstep: Class 28 contains 11180 members Mstep: Class 29 contains 3934 members Mstep: Class 30 contains 882 members Mstep: Class 31 contains 389 members Mstep: Class 32 contains 5237 members Mstep: Class 33 contains 207 members Mstep: Class 34 contains 3569 members Mstep: Class 35 contains 1226 members Entering Unmasked Estep ConsiderDeletion Score: -22975190.000000 Penalty: 20665.521484 Iteration 129Q: 36 clusters Score -2.297519e+07 nChanged 1084 Entering Unmasked Mstep Mstep: Class 0 contains 24 members Mstep: Class 1 contains 600 members Mstep: Class 2 contains 42695 members Mstep: Class 3 contains 19063 members Mstep: Class 4 contains 1833 members Mstep: Class 5 contains 5475 members Mstep: Class 6 contains 1561 members Mstep: Class 7 contains 3105 members Mstep: Class 8 contains 2115 members Mstep: Class 9 contains 931 members Mstep: Class 10 contains 93 members Mstep: Class 11 contains 3366 members Mstep: Class 12 contains 22644 members Mstep: Class 13 contains 21102 members Mstep: Class 14 contains 11643 members Mstep: Class 15 contains 10260 members Mstep: Class 16 contains 12549 members Mstep: Class 17 contains 7259 members Mstep: Class 18 contains 8032 members Mstep: Class 19 contains 23755 members Mstep: Class 20 contains 14923 members Mstep: Class 21 contains 2334 members Mstep: Class 22 contains 97 members Mstep: Class 23 contains 302 members Mstep: Class 24 contains 5865 members Mstep: Class 25 contains 142010 members Mstep: Class 26 contains 30512 members Mstep: Class 27 contains 11506 members Mstep: Class 28 contains 11124 members Mstep: Class 29 contains 3933 members Mstep: Class 30 contains 882 members Mstep: Class 31 contains 389 members Mstep: Class 32 contains 5253 members Mstep: Class 33 contains 207 members Mstep: Class 34 contains 3587 members Mstep: Class 35 contains 1230 members Entering Unmasked Estep ConsiderDeletion Score: -22975360.000000 Penalty: 20665.521484 Iteration 130Q: 36 clusters Score -2.297536e+07 nChanged 1007 Entering Unmasked Mstep Mstep: Class 0 contains 24 members Mstep: Class 1 contains 600 members Mstep: Class 2 contains 42445 members Mstep: Class 3 contains 19056 members Mstep: Class 4 contains 1824 members Mstep: Class 5 contains 5482 members Mstep: Class 6 contains 1562 members Mstep: Class 7 contains 3162 members Mstep: Class 8 contains 2113 members Mstep: Class 9 contains 946 members Mstep: Class 10 contains 93 members Mstep: Class 11 contains 3367 members Mstep: Class 12 contains 22632 members Mstep: Class 13 contains 21151 members Mstep: Class 14 contains 11655 members Mstep: Class 15 contains 10267 members Mstep: Class 16 contains 12555 members Mstep: Class 17 contains 7240 members Mstep: Class 18 contains 8034 members Mstep: Class 19 contains 23790 members Mstep: Class 20 contains 14914 members Mstep: Class 21 contains 2335 members Mstep: Class 22 contains 97 members Mstep: Class 23 contains 303 members Mstep: Class 24 contains 5870 members Mstep: Class 25 contains 142171 members Mstep: Class 26 contains 30446 members Mstep: Class 27 contains 11526 members Mstep: Class 28 contains 11081 members Mstep: Class 29 contains 3932 members Mstep: Class 30 contains 880 members Mstep: Class 31 contains 389 members Mstep: Class 32 contains 5272 members Mstep: Class 33 contains 207 members Mstep: Class 34 contains 3608 members Mstep: Class 35 contains 1230 members Entering Unmasked Estep ConsiderDeletion Score: -22975432.000000 Penalty: 20665.521484 Iteration 131Q: 36 clusters Score -2.297543e+07 nChanged 938 Entering Unmasked Mstep Mstep: Class 0 contains 24 members Mstep: Class 1 contains 600 members Mstep: Class 2 contains 42201 members Mstep: Class 3 contains 19051 members Mstep: Class 4 contains 1825 members Mstep: Class 5 contains 5487 members Mstep: Class 6 contains 1566 members Mstep: Class 7 contains 3207 members Mstep: Class 8 contains 2114 members Mstep: Class 9 contains 960 members Mstep: Class 10 contains 93 members Mstep: Class 11 contains 3365 members Mstep: Class 12 contains 22628 members Mstep: Class 13 contains 21208 members Mstep: Class 14 contains 11659 members Mstep: Class 15 contains 10272 members Mstep: Class 16 contains 12560 members Mstep: Class 17 contains 7225 members Mstep: Class 18 contains 8026 members Mstep: Class 19 contains 23825 members Mstep: Class 20 contains 14911 members Mstep: Class 21 contains 2334 members Mstep: Class 22 contains 97 members Mstep: Class 23 contains 303 members Mstep: Class 24 contains 5876 members Mstep: Class 25 contains 142317 members Mstep: Class 26 contains 30388 members Mstep: Class 27 contains 11542 members Mstep: Class 28 contains 11034 members Mstep: Class 29 contains 3934 members Mstep: Class 30 contains 877 members Mstep: Class 31 contains 389 members Mstep: Class 32 contains 5289 members Mstep: Class 33 contains 207 members Mstep: Class 34 contains 3635 members Mstep: Class 35 contains 1230 members Entering Unmasked Estep ConsiderDeletion Score: -22975542.000000 Penalty: 20665.521484 Iteration 132Q: 36 clusters Score -2.297554e+07 nChanged 833 Entering Unmasked Mstep Mstep: Class 0 contains 24 members Mstep: Class 1 contains 601 members Mstep: Class 2 contains 42000 members Mstep: Class 3 contains 19045 members Mstep: Class 4 contains 1824 members Mstep: Class 5 contains 5494 members Mstep: Class 6 contains 1567 members Mstep: Class 7 contains 3243 members Mstep: Class 8 contains 2115 members Mstep: Class 9 contains 970 members Mstep: Class 10 contains 93 members Mstep: Class 11 contains 3360 members Mstep: Class 12 contains 22622 members Mstep: Class 13 contains 21257 members Mstep: Class 14 contains 11662 members Mstep: Class 15 contains 10272 members Mstep: Class 16 contains 12571 members Mstep: Class 17 contains 7215 members Mstep: Class 18 contains 8013 members Mstep: Class 19 contains 23855 members Mstep: Class 20 contains 14913 members Mstep: Class 21 contains 2333 members Mstep: Class 22 contains 97 members Mstep: Class 23 contains 304 members Mstep: Class 24 contains 5877 members Mstep: Class 25 contains 142427 members Mstep: Class 26 contains 30340 members Mstep: Class 27 contains 11559 members Mstep: Class 28 contains 11010 members Mstep: Class 29 contains 3934 members Mstep: Class 30 contains 874 members Mstep: Class 31 contains 389 members Mstep: Class 32 contains 5304 members Mstep: Class 33 contains 207 members Mstep: Class 34 contains 3651 members Mstep: Class 35 contains 1237 members Entering Unmasked Estep ConsiderDeletion Score: -22975572.000000 Penalty: 20665.521484 Iteration 133Q: 36 clusters Score -2.297557e+07 nChanged 786 Entering Unmasked Mstep Mstep: Class 0 contains 24 members Mstep: Class 1 contains 601 members Mstep: Class 2 contains 41795 members Mstep: Class 3 contains 19042 members Mstep: Class 4 contains 1824 members Mstep: Class 5 contains 5499 members Mstep: Class 6 contains 1569 members Mstep: Class 7 contains 3276 members Mstep: Class 8 contains 2116 members Mstep: Class 9 contains 981 members Mstep: Class 10 contains 93 members Mstep: Class 11 contains 3358 members Mstep: Class 12 contains 22630 members Mstep: Class 13 contains 21317 members Mstep: Class 14 contains 11675 members Mstep: Class 15 contains 10274 members Mstep: Class 16 contains 12573 members Mstep: Class 17 contains 7207 members Mstep: Class 18 contains 8011 members Mstep: Class 19 contains 23861 members Mstep: Class 20 contains 14917 members Mstep: Class 21 contains 2333 members Mstep: Class 22 contains 96 members Mstep: Class 23 contains 304 members Mstep: Class 24 contains 5875 members Mstep: Class 25 contains 142515 members Mstep: Class 26 contains 30286 members Mstep: Class 27 contains 11576 members Mstep: Class 28 contains 10989 members Mstep: Class 29 contains 3933 members Mstep: Class 30 contains 873 members Mstep: Class 31 contains 389 members Mstep: Class 32 contains 5335 members Mstep: Class 33 contains 207 members Mstep: Class 34 contains 3663 members Mstep: Class 35 contains 1242 members Entering Unmasked Estep ConsiderDeletion Score: -22975622.000000 Penalty: 20665.521484 Iteration 134Q: 36 clusters Score -2.297562e+07 nChanged 747 Entering Unmasked Mstep Mstep: Class 0 contains 24 members Mstep: Class 1 contains 601 members Mstep: Class 2 contains 41591 members Mstep: Class 3 contains 19042 members Mstep: Class 4 contains 1822 members Mstep: Class 5 contains 5501 members Mstep: Class 6 contains 1572 members Mstep: Class 7 contains 3291 members Mstep: Class 8 contains 2116 members Mstep: Class 9 contains 990 members Mstep: Class 10 contains 93 members Mstep: Class 11 contains 3356 members Mstep: Class 12 contains 22625 members Mstep: Class 13 contains 21382 members Mstep: Class 14 contains 11686 members Mstep: Class 15 contains 10278 members Mstep: Class 16 contains 12578 members Mstep: Class 17 contains 7212 members Mstep: Class 18 contains 8004 members Mstep: Class 19 contains 23896 members Mstep: Class 20 contains 14916 members Mstep: Class 21 contains 2333 members Mstep: Class 22 contains 96 members Mstep: Class 23 contains 304 members Mstep: Class 24 contains 5878 members Mstep: Class 25 contains 142612 members Mstep: Class 26 contains 30218 members Mstep: Class 27 contains 11589 members Mstep: Class 28 contains 10973 members Mstep: Class 29 contains 3933 members Mstep: Class 30 contains 873 members Mstep: Class 31 contains 389 members Mstep: Class 32 contains 5354 members Mstep: Class 33 contains 207 members Mstep: Class 34 contains 3678 members Mstep: Class 35 contains 1246 members Entering Unmasked Estep ConsiderDeletion Score: -22975668.000000 Penalty: 20665.521484 Iteration 135Q: 36 clusters Score -2.297567e+07 nChanged 680 Entering Unmasked Mstep Mstep: Class 0 contains 24 members Mstep: Class 1 contains 601 members Mstep: Class 2 contains 41405 members Mstep: Class 3 contains 19038 members Mstep: Class 4 contains 1821 members Mstep: Class 5 contains 5503 members Mstep: Class 6 contains 1573 members Mstep: Class 7 contains 3308 members Mstep: Class 8 contains 2115 members Mstep: Class 9 contains 995 members Mstep: Class 10 contains 93 members Mstep: Class 11 contains 3352 members Mstep: Class 12 contains 22619 members Mstep: Class 13 contains 21455 members Mstep: Class 14 contains 11697 members Mstep: Class 15 contains 10289 members Mstep: Class 16 contains 12574 members Mstep: Class 17 contains 7220 members Mstep: Class 18 contains 8006 members Mstep: Class 19 contains 23928 members Mstep: Class 20 contains 14918 members Mstep: Class 21 contains 2334 members Mstep: Class 22 contains 96 members Mstep: Class 23 contains 304 members Mstep: Class 24 contains 5885 members Mstep: Class 25 contains 142676 members Mstep: Class 26 contains 30154 members Mstep: Class 27 contains 11599 members Mstep: Class 28 contains 10956 members Mstep: Class 29 contains 3933 members Mstep: Class 30 contains 873 members Mstep: Class 31 contains 389 members Mstep: Class 32 contains 5374 members Mstep: Class 33 contains 207 members Mstep: Class 34 contains 3690 members Mstep: Class 35 contains 1255 members Entering Unmasked Estep ConsiderDeletion Score: -22975770.000000 Penalty: 20665.521484 Iteration 136Q: 36 clusters Score -2.297577e+07 nChanged 680 Entering Unmasked Mstep Mstep: Class 0 contains 24 members Mstep: Class 1 contains 601 members Mstep: Class 2 contains 41202 members Mstep: Class 3 contains 19037 members Mstep: Class 4 contains 1817 members Mstep: Class 5 contains 5510 members Mstep: Class 6 contains 1574 members Mstep: Class 7 contains 3329 members Mstep: Class 8 contains 2115 members Mstep: Class 9 contains 1002 members Mstep: Class 10 contains 93 members Mstep: Class 11 contains 3351 members Mstep: Class 12 contains 22599 members Mstep: Class 13 contains 21511 members Mstep: Class 14 contains 11716 members Mstep: Class 15 contains 10296 members Mstep: Class 16 contains 12572 members Mstep: Class 17 contains 7247 members Mstep: Class 18 contains 8017 members Mstep: Class 19 contains 23951 members Mstep: Class 20 contains 14919 members Mstep: Class 21 contains 2335 members Mstep: Class 22 contains 96 members Mstep: Class 23 contains 303 members Mstep: Class 24 contains 5898 members Mstep: Class 25 contains 142733 members Mstep: Class 26 contains 30086 members Mstep: Class 27 contains 11621 members Mstep: Class 28 contains 10938 members Mstep: Class 29 contains 3934 members Mstep: Class 30 contains 871 members Mstep: Class 31 contains 389 members Mstep: Class 32 contains 5399 members Mstep: Class 33 contains 207 members Mstep: Class 34 contains 3702 members Mstep: Class 35 contains 1264 members Entering Unmasked Estep ConsiderDeletion Score: -22975798.000000 Penalty: 20665.521484 Iteration 137Q: 36 clusters Score -2.29758e+07 nChanged 646 Entering Unmasked Mstep Mstep: Class 0 contains 24 members Mstep: Class 1 contains 601 members Mstep: Class 2 contains 41017 members Mstep: Class 3 contains 19033 members Mstep: Class 4 contains 1811 members Mstep: Class 5 contains 5514 members Mstep: Class 6 contains 1574 members Mstep: Class 7 contains 3341 members Mstep: Class 8 contains 2118 members Mstep: Class 9 contains 1005 members Mstep: Class 10 contains 93 members Mstep: Class 11 contains 3351 members Mstep: Class 12 contains 22578 members Mstep: Class 13 contains 21569 members Mstep: Class 14 contains 11742 members Mstep: Class 15 contains 10302 members Mstep: Class 16 contains 12565 members Mstep: Class 17 contains 7289 members Mstep: Class 18 contains 8020 members Mstep: Class 19 contains 23981 members Mstep: Class 20 contains 14917 members Mstep: Class 21 contains 2334 members Mstep: Class 22 contains 96 members Mstep: Class 23 contains 301 members Mstep: Class 24 contains 5910 members Mstep: Class 25 contains 142786 members Mstep: Class 26 contains 30013 members Mstep: Class 27 contains 11648 members Mstep: Class 28 contains 10928 members Mstep: Class 29 contains 3934 members Mstep: Class 30 contains 871 members Mstep: Class 31 contains 389 members Mstep: Class 32 contains 5415 members Mstep: Class 33 contains 207 members Mstep: Class 34 contains 3710 members Mstep: Class 35 contains 1272 members Entering Unmasked Estep ConsiderDeletion Score: -22975854.000000 Penalty: 20665.521484 Iteration 138Q: 36 clusters Score -2.297585e+07 nChanged 642 Entering Unmasked Mstep Mstep: Class 0 contains 24 members Mstep: Class 1 contains 601 members Mstep: Class 2 contains 40819 members Mstep: Class 3 contains 19032 members Mstep: Class 4 contains 1805 members Mstep: Class 5 contains 5511 members Mstep: Class 6 contains 1578 members Mstep: Class 7 contains 3359 members Mstep: Class 8 contains 2119 members Mstep: Class 9 contains 1009 members Mstep: Class 10 contains 93 members Mstep: Class 11 contains 3353 members Mstep: Class 12 contains 22550 members Mstep: Class 13 contains 21618 members Mstep: Class 14 contains 11771 members Mstep: Class 15 contains 10306 members Mstep: Class 16 contains 12559 members Mstep: Class 17 contains 7338 members Mstep: Class 18 contains 8040 members Mstep: Class 19 contains 24016 members Mstep: Class 20 contains 14919 members Mstep: Class 21 contains 2333 members Mstep: Class 22 contains 96 members Mstep: Class 23 contains 301 members Mstep: Class 24 contains 5926 members Mstep: Class 25 contains 142829 members Mstep: Class 26 contains 29940 members Mstep: Class 27 contains 11676 members Mstep: Class 28 contains 10927 members Mstep: Class 29 contains 3934 members Mstep: Class 30 contains 871 members Mstep: Class 31 contains 388 members Mstep: Class 32 contains 5418 members Mstep: Class 33 contains 207 members Mstep: Class 34 contains 3719 members Mstep: Class 35 contains 1274 members Entering Unmasked Estep ConsiderDeletion Score: -22975888.000000 Penalty: 20665.521484 Iteration 139Q: 36 clusters Score -2.297589e+07 nChanged 594 Entering Unmasked Mstep Mstep: Class 0 contains 24 members Mstep: Class 1 contains 601 members Mstep: Class 2 contains 40638 members Mstep: Class 3 contains 19031 members Mstep: Class 4 contains 1805 members Mstep: Class 5 contains 5507 members Mstep: Class 6 contains 1581 members Mstep: Class 7 contains 3382 members Mstep: Class 8 contains 2118 members Mstep: Class 9 contains 1012 members Mstep: Class 10 contains 93 members Mstep: Class 11 contains 3354 members Mstep: Class 12 contains 22523 members Mstep: Class 13 contains 21679 members Mstep: Class 14 contains 11787 members Mstep: Class 15 contains 10310 members Mstep: Class 16 contains 12557 members Mstep: Class 17 contains 7378 members Mstep: Class 18 contains 8059 members Mstep: Class 19 contains 24059 members Mstep: Class 20 contains 14919 members Mstep: Class 21 contains 2334 members Mstep: Class 22 contains 95 members Mstep: Class 23 contains 301 members Mstep: Class 24 contains 5944 members Mstep: Class 25 contains 142837 members Mstep: Class 26 contains 29872 members Mstep: Class 27 contains 11707 members Mstep: Class 28 contains 10927 members Mstep: Class 29 contains 3934 members Mstep: Class 30 contains 870 members Mstep: Class 31 contains 388 members Mstep: Class 32 contains 5425 members Mstep: Class 33 contains 207 members Mstep: Class 34 contains 3727 members Mstep: Class 35 contains 1274 members Entering Unmasked Estep ConsiderDeletion Score: -22975994.000000 Penalty: 20665.521484 Iteration 140F: 36 clusters Score -2.297599e+07 nChanged 544 Entering Unmasked Mstep Mstep: Class 0 contains 24 members Mstep: Class 1 contains 601 members Mstep: Class 2 contains 40485 members Mstep: Class 3 contains 19032 members Mstep: Class 4 contains 1800 members Mstep: Class 5 contains 5504 members Mstep: Class 6 contains 1581 members Mstep: Class 7 contains 3414 members Mstep: Class 8 contains 2118 members Mstep: Class 9 contains 1013 members Mstep: Class 10 contains 93 members Mstep: Class 11 contains 3354 members Mstep: Class 12 contains 22488 members Mstep: Class 13 contains 21732 members Mstep: Class 14 contains 11803 members Mstep: Class 15 contains 10312 members Mstep: Class 16 contains 12549 members Mstep: Class 17 contains 7417 members Mstep: Class 18 contains 8074 members Mstep: Class 19 contains 24092 members Mstep: Class 20 contains 14919 members Mstep: Class 21 contains 2335 members Mstep: Class 22 contains 94 members Mstep: Class 23 contains 301 members Mstep: Class 24 contains 5963 members Mstep: Class 25 contains 142856 members Mstep: Class 26 contains 29810 members Mstep: Class 27 contains 11728 members Mstep: Class 28 contains 10916 members Mstep: Class 29 contains 3934 members Mstep: Class 30 contains 869 members Mstep: Class 31 contains 389 members Mstep: Class 32 contains 5437 members Mstep: Class 33 contains 207 members Mstep: Class 34 contains 3739 members Mstep: Class 35 contains 1276 members Entering Unmasked Estep ConsiderDeletion Score: -22975992.000000 Penalty: 20665.521484 Iteration 141Q: 36 clusters Score -2.297599e+07 nChanged 523 Entering Unmasked Mstep Mstep: Class 0 contains 24 members Mstep: Class 1 contains 602 members Mstep: Class 2 contains 40345 members Mstep: Class 3 contains 19034 members Mstep: Class 4 contains 1798 members Mstep: Class 5 contains 5502 members Mstep: Class 6 contains 1581 members Mstep: Class 7 contains 3420 members Mstep: Class 8 contains 2118 members Mstep: Class 9 contains 1014 members Mstep: Class 10 contains 93 members Mstep: Class 11 contains 3352 members Mstep: Class 12 contains 22458 members Mstep: Class 13 contains 21780 members Mstep: Class 14 contains 11813 members Mstep: Class 15 contains 10316 members Mstep: Class 16 contains 12536 members Mstep: Class 17 contains 7447 members Mstep: Class 18 contains 8097 members Mstep: Class 19 contains 24121 members Mstep: Class 20 contains 14919 members Mstep: Class 21 contains 2336 members Mstep: Class 22 contains 95 members Mstep: Class 23 contains 300 members Mstep: Class 24 contains 5978 members Mstep: Class 25 contains 142895 members Mstep: Class 26 contains 29757 members Mstep: Class 27 contains 11747 members Mstep: Class 28 contains 10904 members Mstep: Class 29 contains 3936 members Mstep: Class 30 contains 867 members Mstep: Class 31 contains 388 members Mstep: Class 32 contains 5452 members Mstep: Class 33 contains 207 members Mstep: Class 34 contains 3747 members Mstep: Class 35 contains 1280 members Entering Unmasked Estep ConsiderDeletion Score: -22975958.000000 Penalty: 20665.521484 Iteration 142Q: 36 clusters Score -2.297596e+07 nChanged 474 Entering Unmasked Mstep Mstep: Class 0 contains 24 members Mstep: Class 1 contains 602 members Mstep: Class 2 contains 40254 members Mstep: Class 3 contains 19038 members Mstep: Class 4 contains 1792 members Mstep: Class 5 contains 5496 members Mstep: Class 6 contains 1580 members Mstep: Class 7 contains 3430 members Mstep: Class 8 contains 2119 members Mstep: Class 9 contains 1017 members Mstep: Class 10 contains 93 members Mstep: Class 11 contains 3353 members Mstep: Class 12 contains 22435 members Mstep: Class 13 contains 21831 members Mstep: Class 14 contains 11820 members Mstep: Class 15 contains 10319 members Mstep: Class 16 contains 12529 members Mstep: Class 17 contains 7469 members Mstep: Class 18 contains 8111 members Mstep: Class 19 contains 24157 members Mstep: Class 20 contains 14916 members Mstep: Class 21 contains 2338 members Mstep: Class 22 contains 95 members Mstep: Class 23 contains 299 members Mstep: Class 24 contains 5988 members Mstep: Class 25 contains 142868 members Mstep: Class 26 contains 29700 members Mstep: Class 27 contains 11780 members Mstep: Class 28 contains 10901 members Mstep: Class 29 contains 3936 members Mstep: Class 30 contains 869 members Mstep: Class 31 contains 388 members Mstep: Class 32 contains 5462 members Mstep: Class 33 contains 207 members Mstep: Class 34 contains 3761 members Mstep: Class 35 contains 1282 members Entering Unmasked Estep ConsiderDeletion Score: -22975928.000000 Penalty: 20665.521484 Iteration 143Q: 36 clusters Score -2.297593e+07 nChanged 420 Entering Unmasked Mstep Mstep: Class 0 contains 24 members Mstep: Class 1 contains 602 members Mstep: Class 2 contains 40156 members Mstep: Class 3 contains 19040 members Mstep: Class 4 contains 1792 members Mstep: Class 5 contains 5500 members Mstep: Class 6 contains 1583 members Mstep: Class 7 contains 3431 members Mstep: Class 8 contains 2122 members Mstep: Class 9 contains 1019 members Mstep: Class 10 contains 93 members Mstep: Class 11 contains 3354 members Mstep: Class 12 contains 22417 members Mstep: Class 13 contains 21871 members Mstep: Class 14 contains 11827 members Mstep: Class 15 contains 10320 members Mstep: Class 16 contains 12519 members Mstep: Class 17 contains 7487 members Mstep: Class 18 contains 8117 members Mstep: Class 19 contains 24192 members Mstep: Class 20 contains 14917 members Mstep: Class 21 contains 2339 members Mstep: Class 22 contains 95 members Mstep: Class 23 contains 298 members Mstep: Class 24 contains 5995 members Mstep: Class 25 contains 142867 members Mstep: Class 26 contains 29641 members Mstep: Class 27 contains 11817 members Mstep: Class 28 contains 10900 members Mstep: Class 29 contains 3937 members Mstep: Class 30 contains 871 members Mstep: Class 31 contains 388 members Mstep: Class 32 contains 5469 members Mstep: Class 33 contains 207 members Mstep: Class 34 contains 3767 members Mstep: Class 35 contains 1285 members Entering Unmasked Estep ConsiderDeletion Score: -22975938.000000 Penalty: 20665.521484 Iteration 144Q: 36 clusters Score -2.297594e+07 nChanged 382 Entering Unmasked Mstep Mstep: Class 0 contains 24 members Mstep: Class 1 contains 602 members Mstep: Class 2 contains 40060 members Mstep: Class 3 contains 19038 members Mstep: Class 4 contains 1791 members Mstep: Class 5 contains 5499 members Mstep: Class 6 contains 1584 members Mstep: Class 7 contains 3439 members Mstep: Class 8 contains 2122 members Mstep: Class 9 contains 1020 members Mstep: Class 10 contains 93 members Mstep: Class 11 contains 3355 members Mstep: Class 12 contains 22386 members Mstep: Class 13 contains 21902 members Mstep: Class 14 contains 11834 members Mstep: Class 15 contains 10327 members Mstep: Class 16 contains 12514 members Mstep: Class 17 contains 7508 members Mstep: Class 18 contains 8120 members Mstep: Class 19 contains 24220 members Mstep: Class 20 contains 14916 members Mstep: Class 21 contains 2339 members Mstep: Class 22 contains 95 members Mstep: Class 23 contains 297 members Mstep: Class 24 contains 6007 members Mstep: Class 25 contains 142877 members Mstep: Class 26 contains 29594 members Mstep: Class 27 contains 11847 members Mstep: Class 28 contains 10899 members Mstep: Class 29 contains 3937 members Mstep: Class 30 contains 873 members Mstep: Class 31 contains 388 members Mstep: Class 32 contains 5479 members Mstep: Class 33 contains 207 members Mstep: Class 34 contains 3777 members Mstep: Class 35 contains 1289 members Entering Unmasked Estep ConsiderDeletion Score: -22975978.000000 Penalty: 20665.521484 Iteration 145Q: 36 clusters Score -2.297598e+07 nChanged 375 Entering Unmasked Mstep Mstep: Class 0 contains 24 members Mstep: Class 1 contains 602 members Mstep: Class 2 contains 39949 members Mstep: Class 3 contains 19042 members Mstep: Class 4 contains 1791 members Mstep: Class 5 contains 5496 members Mstep: Class 6 contains 1585 members Mstep: Class 7 contains 3451 members Mstep: Class 8 contains 2122 members Mstep: Class 9 contains 1024 members Mstep: Class 10 contains 93 members Mstep: Class 11 contains 3357 members Mstep: Class 12 contains 22377 members Mstep: Class 13 contains 21930 members Mstep: Class 14 contains 11844 members Mstep: Class 15 contains 10339 members Mstep: Class 16 contains 12508 members Mstep: Class 17 contains 7524 members Mstep: Class 18 contains 8117 members Mstep: Class 19 contains 24240 members Mstep: Class 20 contains 14915 members Mstep: Class 21 contains 2340 members Mstep: Class 22 contains 95 members Mstep: Class 23 contains 297 members Mstep: Class 24 contains 6016 members Mstep: Class 25 contains 142900 members Mstep: Class 26 contains 29544 members Mstep: Class 27 contains 11862 members Mstep: Class 28 contains 10898 members Mstep: Class 29 contains 3938 members Mstep: Class 30 contains 873 members Mstep: Class 31 contains 388 members Mstep: Class 32 contains 5494 members Mstep: Class 33 contains 207 members Mstep: Class 34 contains 3788 members Mstep: Class 35 contains 1289 members Entering Unmasked Estep ConsiderDeletion Score: -22976052.000000 Penalty: 20665.521484 Iteration 146Q: 36 clusters Score -2.297605e+07 nChanged 369 Entering Unmasked Mstep Mstep: Class 0 contains 24 members Mstep: Class 1 contains 602 members Mstep: Class 2 contains 39850 members Mstep: Class 3 contains 19041 members Mstep: Class 4 contains 1790 members Mstep: Class 5 contains 5487 members Mstep: Class 6 contains 1587 members Mstep: Class 7 contains 3469 members Mstep: Class 8 contains 2121 members Mstep: Class 9 contains 1026 members Mstep: Class 10 contains 93 members Mstep: Class 11 contains 3359 members Mstep: Class 12 contains 22366 members Mstep: Class 13 contains 21958 members Mstep: Class 14 contains 11851 members Mstep: Class 15 contains 10346 members Mstep: Class 16 contains 12507 members Mstep: Class 17 contains 7544 members Mstep: Class 18 contains 8111 members Mstep: Class 19 contains 24259 members Mstep: Class 20 contains 14914 members Mstep: Class 21 contains 2339 members Mstep: Class 22 contains 95 members Mstep: Class 23 contains 297 members Mstep: Class 24 contains 6024 members Mstep: Class 25 contains 142927 members Mstep: Class 26 contains 29508 members Mstep: Class 27 contains 11870 members Mstep: Class 28 contains 10895 members Mstep: Class 29 contains 3938 members Mstep: Class 30 contains 873 members Mstep: Class 31 contains 388 members Mstep: Class 32 contains 5503 members Mstep: Class 33 contains 207 members Mstep: Class 34 contains 3800 members Mstep: Class 35 contains 1290 members Entering Unmasked Estep ConsiderDeletion Score: -22976094.000000 Penalty: 20665.521484 Iteration 147Q: 36 clusters Score -2.297609e+07 nChanged 314 Entering Unmasked Mstep Mstep: Class 0 contains 24 members Mstep: Class 1 contains 603 members Mstep: Class 2 contains 39751 members Mstep: Class 3 contains 19037 members Mstep: Class 4 contains 1787 members Mstep: Class 5 contains 5485 members Mstep: Class 6 contains 1590 members Mstep: Class 7 contains 3484 members Mstep: Class 8 contains 2121 members Mstep: Class 9 contains 1026 members Mstep: Class 10 contains 93 members Mstep: Class 11 contains 3360 members Mstep: Class 12 contains 22353 members Mstep: Class 13 contains 21985 members Mstep: Class 14 contains 11852 members Mstep: Class 15 contains 10352 members Mstep: Class 16 contains 12502 members Mstep: Class 17 contains 7569 members Mstep: Class 18 contains 8118 members Mstep: Class 19 contains 24276 members Mstep: Class 20 contains 14912 members Mstep: Class 21 contains 2339 members Mstep: Class 22 contains 95 members Mstep: Class 23 contains 297 members Mstep: Class 24 contains 6030 members Mstep: Class 25 contains 142956 members Mstep: Class 26 contains 29485 members Mstep: Class 27 contains 11880 members Mstep: Class 28 contains 10891 members Mstep: Class 29 contains 3937 members Mstep: Class 30 contains 873 members Mstep: Class 31 contains 388 members Mstep: Class 32 contains 5505 members Mstep: Class 33 contains 207 members Mstep: Class 34 contains 3804 members Mstep: Class 35 contains 1292 members Entering Unmasked Estep ConsiderDeletion Score: -22976108.000000 Penalty: 20665.521484 Iteration 148Q: 36 clusters Score -2.297611e+07 nChanged 290 Entering Unmasked Mstep Mstep: Class 0 contains 24 members Mstep: Class 1 contains 603 members Mstep: Class 2 contains 39652 members Mstep: Class 3 contains 19034 members Mstep: Class 4 contains 1784 members Mstep: Class 5 contains 5483 members Mstep: Class 6 contains 1591 members Mstep: Class 7 contains 3510 members Mstep: Class 8 contains 2121 members Mstep: Class 9 contains 1026 members Mstep: Class 10 contains 93 members Mstep: Class 11 contains 3362 members Mstep: Class 12 contains 22339 members Mstep: Class 13 contains 22014 members Mstep: Class 14 contains 11856 members Mstep: Class 15 contains 10355 members Mstep: Class 16 contains 12497 members Mstep: Class 17 contains 7599 members Mstep: Class 18 contains 8121 members Mstep: Class 19 contains 24277 members Mstep: Class 20 contains 14909 members Mstep: Class 21 contains 2339 members Mstep: Class 22 contains 95 members Mstep: Class 23 contains 297 members Mstep: Class 24 contains 6034 members Mstep: Class 25 contains 142978 members Mstep: Class 26 contains 29473 members Mstep: Class 27 contains 11891 members Mstep: Class 28 contains 10887 members Mstep: Class 29 contains 3937 members Mstep: Class 30 contains 873 members Mstep: Class 31 contains 388 members Mstep: Class 32 contains 5510 members Mstep: Class 33 contains 207 members Mstep: Class 34 contains 3805 members Mstep: Class 35 contains 1295 members Entering Unmasked Estep ConsiderDeletion Score: -22976114.000000 Penalty: 20665.521484 Iteration 149Q: 36 clusters Score -2.297611e+07 nChanged 275 Entering Unmasked Mstep Mstep: Class 0 contains 24 members Mstep: Class 1 contains 603 members Mstep: Class 2 contains 39571 members Mstep: Class 3 contains 19035 members Mstep: Class 4 contains 1784 members Mstep: Class 5 contains 5485 members Mstep: Class 6 contains 1593 members Mstep: Class 7 contains 3525 members Mstep: Class 8 contains 2121 members Mstep: Class 9 contains 1027 members Mstep: Class 10 contains 93 members Mstep: Class 11 contains 3362 members Mstep: Class 12 contains 22324 members Mstep: Class 13 contains 22040 members Mstep: Class 14 contains 11863 members Mstep: Class 15 contains 10354 members Mstep: Class 16 contains 12491 members Mstep: Class 17 contains 7625 members Mstep: Class 18 contains 8120 members Mstep: Class 19 contains 24280 members Mstep: Class 20 contains 14909 members Mstep: Class 21 contains 2338 members Mstep: Class 22 contains 95 members Mstep: Class 23 contains 297 members Mstep: Class 24 contains 6038 members Mstep: Class 25 contains 142998 members Mstep: Class 26 contains 29455 members Mstep: Class 27 contains 11897 members Mstep: Class 28 contains 10887 members Mstep: Class 29 contains 3937 members Mstep: Class 30 contains 873 members Mstep: Class 31 contains 389 members Mstep: Class 32 contains 5517 members Mstep: Class 33 contains 207 members Mstep: Class 34 contains 3807 members Mstep: Class 35 contains 1295 members Entering Unmasked Estep ConsiderDeletion Score: -22976084.000000 Penalty: 20665.521484 Iteration 150Q: 36 clusters Score -2.297608e+07 nChanged 256 Entering Unmasked Mstep Mstep: Class 0 contains 24 members Mstep: Class 1 contains 603 members Mstep: Class 2 contains 39495 members Mstep: Class 3 contains 19035 members Mstep: Class 4 contains 1785 members Mstep: Class 5 contains 5485 members Mstep: Class 6 contains 1596 members Mstep: Class 7 contains 3539 members Mstep: Class 8 contains 2120 members Mstep: Class 9 contains 1028 members Mstep: Class 10 contains 93 members Mstep: Class 11 contains 3362 members Mstep: Class 12 contains 22303 members Mstep: Class 13 contains 22058 members Mstep: Class 14 contains 11872 members Mstep: Class 15 contains 10356 members Mstep: Class 16 contains 12482 members Mstep: Class 17 contains 7653 members Mstep: Class 18 contains 8120 members Mstep: Class 19 contains 24278 members Mstep: Class 20 contains 14910 members Mstep: Class 21 contains 2337 members Mstep: Class 22 contains 95 members Mstep: Class 23 contains 297 members Mstep: Class 24 contains 6042 members Mstep: Class 25 contains 143030 members Mstep: Class 26 contains 29443 members Mstep: Class 27 contains 11901 members Mstep: Class 28 contains 10884 members Mstep: Class 29 contains 3937 members Mstep: Class 30 contains 873 members Mstep: Class 31 contains 389 members Mstep: Class 32 contains 5521 members Mstep: Class 33 contains 207 members Mstep: Class 34 contains 3810 members Mstep: Class 35 contains 1296 members Entering Unmasked Estep ConsiderDeletion Score: -22976078.000000 Penalty: 20665.521484 Iteration 151Q: 36 clusters Score -2.297608e+07 nChanged 249 Entering Unmasked Mstep Mstep: Class 0 contains 24 members Mstep: Class 1 contains 603 members Mstep: Class 2 contains 39423 members Mstep: Class 3 contains 19033 members Mstep: Class 4 contains 1784 members Mstep: Class 5 contains 5483 members Mstep: Class 6 contains 1602 members Mstep: Class 7 contains 3550 members Mstep: Class 8 contains 2120 members Mstep: Class 9 contains 1027 members Mstep: Class 10 contains 93 members Mstep: Class 11 contains 3361 members Mstep: Class 12 contains 22289 members Mstep: Class 13 contains 22079 members Mstep: Class 14 contains 11882 members Mstep: Class 15 contains 10362 members Mstep: Class 16 contains 12484 members Mstep: Class 17 contains 7676 members Mstep: Class 18 contains 8124 members Mstep: Class 19 contains 24274 members Mstep: Class 20 contains 14912 members Mstep: Class 21 contains 2337 members Mstep: Class 22 contains 95 members Mstep: Class 23 contains 297 members Mstep: Class 24 contains 6048 members Mstep: Class 25 contains 143046 members Mstep: Class 26 contains 29428 members Mstep: Class 27 contains 11901 members Mstep: Class 28 contains 10883 members Mstep: Class 29 contains 3937 members Mstep: Class 30 contains 873 members Mstep: Class 31 contains 389 members Mstep: Class 32 contains 5524 members Mstep: Class 33 contains 207 members Mstep: Class 34 contains 3813 members Mstep: Class 35 contains 1296 members Entering Unmasked Estep ConsiderDeletion Score: -22976068.000000 Penalty: 20665.521484 Iteration 152Q: 36 clusters Score -2.297607e+07 nChanged 261 Entering Unmasked Mstep Mstep: Class 0 contains 24 members Mstep: Class 1 contains 604 members Mstep: Class 2 contains 39339 members Mstep: Class 3 contains 19033 members Mstep: Class 4 contains 1784 members Mstep: Class 5 contains 5483 members Mstep: Class 6 contains 1605 members Mstep: Class 7 contains 3559 members Mstep: Class 8 contains 2120 members Mstep: Class 9 contains 1025 members Mstep: Class 10 contains 93 members Mstep: Class 11 contains 3361 members Mstep: Class 12 contains 22271 members Mstep: Class 13 contains 22100 members Mstep: Class 14 contains 11899 members Mstep: Class 15 contains 10366 members Mstep: Class 16 contains 12480 members Mstep: Class 17 contains 7708 members Mstep: Class 18 contains 8130 members Mstep: Class 19 contains 24271 members Mstep: Class 20 contains 14912 members Mstep: Class 21 contains 2336 members Mstep: Class 22 contains 95 members Mstep: Class 23 contains 297 members Mstep: Class 24 contains 6058 members Mstep: Class 25 contains 143054 members Mstep: Class 26 contains 29406 members Mstep: Class 27 contains 11912 members Mstep: Class 28 contains 10883 members Mstep: Class 29 contains 3937 members Mstep: Class 30 contains 873 members Mstep: Class 31 contains 389 members Mstep: Class 32 contains 5530 members Mstep: Class 33 contains 207 members Mstep: Class 34 contains 3820 members Mstep: Class 35 contains 1295 members Entering Unmasked Estep ConsiderDeletion Score: -22976066.000000 Penalty: 20665.521484 Iteration 153Q: 36 clusters Score -2.297607e+07 nChanged 263 Entering Unmasked Mstep Mstep: Class 0 contains 24 members Mstep: Class 1 contains 605 members Mstep: Class 2 contains 39265 members Mstep: Class 3 contains 19033 members Mstep: Class 4 contains 1782 members Mstep: Class 5 contains 5481 members Mstep: Class 6 contains 1607 members Mstep: Class 7 contains 3566 members Mstep: Class 8 contains 2121 members Mstep: Class 9 contains 1023 members Mstep: Class 10 contains 93 members Mstep: Class 11 contains 3359 members Mstep: Class 12 contains 22259 members Mstep: Class 13 contains 22128 members Mstep: Class 14 contains 11911 members Mstep: Class 15 contains 10368 members Mstep: Class 16 contains 12470 members Mstep: Class 17 contains 7736 members Mstep: Class 18 contains 8130 members Mstep: Class 19 contains 24264 members Mstep: Class 20 contains 14912 members Mstep: Class 21 contains 2335 members Mstep: Class 22 contains 95 members Mstep: Class 23 contains 297 members Mstep: Class 24 contains 6066 members Mstep: Class 25 contains 143072 members Mstep: Class 26 contains 29391 members Mstep: Class 27 contains 11921 members Mstep: Class 28 contains 10883 members Mstep: Class 29 contains 3937 members Mstep: Class 30 contains 873 members Mstep: Class 31 contains 389 members Mstep: Class 32 contains 5538 members Mstep: Class 33 contains 207 members Mstep: Class 34 contains 3822 members Mstep: Class 35 contains 1296 members Entering Unmasked Estep ConsiderDeletion Score: -22976110.000000 Penalty: 20665.521484 Iteration 154Q: 36 clusters Score -2.297611e+07 nChanged 280 Entering Unmasked Mstep Mstep: Class 0 contains 24 members Mstep: Class 1 contains 605 members Mstep: Class 2 contains 39191 members Mstep: Class 3 contains 19036 members Mstep: Class 4 contains 1781 members Mstep: Class 5 contains 5478 members Mstep: Class 6 contains 1610 members Mstep: Class 7 contains 3572 members Mstep: Class 8 contains 2122 members Mstep: Class 9 contains 1023 members Mstep: Class 10 contains 93 members Mstep: Class 11 contains 3359 members Mstep: Class 12 contains 22243 members Mstep: Class 13 contains 22158 members Mstep: Class 14 contains 11925 members Mstep: Class 15 contains 10368 members Mstep: Class 16 contains 12466 members Mstep: Class 17 contains 7762 members Mstep: Class 18 contains 8135 members Mstep: Class 19 contains 24256 members Mstep: Class 20 contains 14913 members Mstep: Class 21 contains 2333 members Mstep: Class 22 contains 95 members Mstep: Class 23 contains 297 members Mstep: Class 24 contains 6078 members Mstep: Class 25 contains 143068 members Mstep: Class 26 contains 29372 members Mstep: Class 27 contains 11939 members Mstep: Class 28 contains 10882 members Mstep: Class 29 contains 3937 members Mstep: Class 30 contains 873 members Mstep: Class 31 contains 390 members Mstep: Class 32 contains 5549 members Mstep: Class 33 contains 207 members Mstep: Class 34 contains 3824 members Mstep: Class 35 contains 1295 members Entering Unmasked Estep ConsiderDeletion Score: -22976122.000000 Penalty: 20665.521484 Iteration 155Q: 36 clusters Score -2.297612e+07 nChanged 277 Entering Unmasked Mstep Mstep: Class 0 contains 24 members Mstep: Class 1 contains 605 members Mstep: Class 2 contains 39115 members Mstep: Class 3 contains 19037 members Mstep: Class 4 contains 1780 members Mstep: Class 5 contains 5476 members Mstep: Class 6 contains 1612 members Mstep: Class 7 contains 3581 members Mstep: Class 8 contains 2122 members Mstep: Class 9 contains 1023 members Mstep: Class 10 contains 93 members Mstep: Class 11 contains 3358 members Mstep: Class 12 contains 22230 members Mstep: Class 13 contains 22184 members Mstep: Class 14 contains 11937 members Mstep: Class 15 contains 10372 members Mstep: Class 16 contains 12460 members Mstep: Class 17 contains 7782 members Mstep: Class 18 contains 8138 members Mstep: Class 19 contains 24259 members Mstep: Class 20 contains 14916 members Mstep: Class 21 contains 2333 members Mstep: Class 22 contains 95 members Mstep: Class 23 contains 297 members Mstep: Class 24 contains 6088 members Mstep: Class 25 contains 143064 members Mstep: Class 26 contains 29348 members Mstep: Class 27 contains 11959 members Mstep: Class 28 contains 10881 members Mstep: Class 29 contains 3937 members Mstep: Class 30 contains 873 members Mstep: Class 31 contains 390 members Mstep: Class 32 contains 5555 members Mstep: Class 33 contains 207 members Mstep: Class 34 contains 3830 members Mstep: Class 35 contains 1298 members Entering Unmasked Estep ConsiderDeletion Score: -22976094.000000 Penalty: 20665.521484 Iteration 156Q: 36 clusters Score -2.297609e+07 nChanged 248 Entering Unmasked Mstep Mstep: Class 0 contains 24 members Mstep: Class 1 contains 605 members Mstep: Class 2 contains 39054 members Mstep: Class 3 contains 19036 members Mstep: Class 4 contains 1779 members Mstep: Class 5 contains 5476 members Mstep: Class 6 contains 1616 members Mstep: Class 7 contains 3586 members Mstep: Class 8 contains 2122 members Mstep: Class 9 contains 1024 members Mstep: Class 10 contains 93 members Mstep: Class 11 contains 3361 members Mstep: Class 12 contains 22213 members Mstep: Class 13 contains 22205 members Mstep: Class 14 contains 11953 members Mstep: Class 15 contains 10379 members Mstep: Class 16 contains 12447 members Mstep: Class 17 contains 7796 members Mstep: Class 18 contains 8141 members Mstep: Class 19 contains 24253 members Mstep: Class 20 contains 14917 members Mstep: Class 21 contains 2332 members Mstep: Class 22 contains 95 members Mstep: Class 23 contains 297 members Mstep: Class 24 contains 6096 members Mstep: Class 25 contains 143080 members Mstep: Class 26 contains 29329 members Mstep: Class 27 contains 11973 members Mstep: Class 28 contains 10879 members Mstep: Class 29 contains 3937 members Mstep: Class 30 contains 873 members Mstep: Class 31 contains 390 members Mstep: Class 32 contains 5561 members Mstep: Class 33 contains 207 members Mstep: Class 34 contains 3830 members Mstep: Class 35 contains 1300 members Entering Unmasked Estep ConsiderDeletion Score: -22976148.000000 Penalty: 20665.521484 Iteration 157Q: 36 clusters Score -2.297615e+07 nChanged 240 Entering Unmasked Mstep Mstep: Class 0 contains 24 members Mstep: Class 1 contains 605 members Mstep: Class 2 contains 38980 members Mstep: Class 3 contains 19037 members Mstep: Class 4 contains 1780 members Mstep: Class 5 contains 5474 members Mstep: Class 6 contains 1620 members Mstep: Class 7 contains 3590 members Mstep: Class 8 contains 2122 members Mstep: Class 9 contains 1024 members Mstep: Class 10 contains 93 members Mstep: Class 11 contains 3362 members Mstep: Class 12 contains 22211 members Mstep: Class 13 contains 22219 members Mstep: Class 14 contains 11964 members Mstep: Class 15 contains 10383 members Mstep: Class 16 contains 12433 members Mstep: Class 17 contains 7807 members Mstep: Class 18 contains 8145 members Mstep: Class 19 contains 24245 members Mstep: Class 20 contains 14915 members Mstep: Class 21 contains 2333 members Mstep: Class 22 contains 95 members Mstep: Class 23 contains 297 members Mstep: Class 24 contains 6101 members Mstep: Class 25 contains 143108 members Mstep: Class 26 contains 29314 members Mstep: Class 27 contains 11992 members Mstep: Class 28 contains 10879 members Mstep: Class 29 contains 3937 members Mstep: Class 30 contains 873 members Mstep: Class 31 contains 390 members Mstep: Class 32 contains 5566 members Mstep: Class 33 contains 207 members Mstep: Class 34 contains 3831 members Mstep: Class 35 contains 1303 members Entering Unmasked Estep ConsiderDeletion Score: -22976158.000000 Penalty: 20665.521484 Iteration 158Q: 36 clusters Score -2.297616e+07 nChanged 244 Entering ConstructFrom: Score: -22976158.000000 Penalty: 20665.521484 Entering ConstructFrom: Trying to split cluster 1 (605 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 605 members Entering Unmasked Estep Score: -27620.562500 Penalty: 291.437897 Iteration 0F: 2 clusters Score -27620.56 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 286 members Entering Unmasked Estep Score: -27091.992188 Penalty: 582.875793 Iteration 0F: 3 clusters Score -27091.99 nChanged 235 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 362 members Mstep: Class 2 contains 243 members Entering Unmasked Estep Score: -27406.441406 Penalty: 582.875793 Iteration 1F: 3 clusters Score -27406.44 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 386 members Mstep: Class 2 contains 219 members Entering Unmasked Estep Score: -27510.074219 Penalty: 582.875793 Iteration 2F: 3 clusters Score -27510.07 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 392 members Mstep: Class 2 contains 213 members Entering Unmasked Estep Score: -27560.132812 Penalty: 582.875793 Iteration 3Q: 3 clusters Score -27560.13 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 389 members Mstep: Class 2 contains 216 members Entering Unmasked Estep Score: -27580.933594 Penalty: 582.875793 Iteration 4Q: 3 clusters Score -27580.93 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 389 members Mstep: Class 2 contains 216 members Entering Unmasked Estep Score: -27583.867188 Penalty: 582.875793 Iteration 5Q: 3 clusters Score -27583.87 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 389 members Mstep: Class 2 contains 216 members Entering Unmasked Estep Score: -27585.410156 Penalty: 582.875793 Iteration 6Q: 3 clusters Score -27585.41 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 388 members Mstep: Class 2 contains 217 members Entering Unmasked Estep Score: -27585.521484 Penalty: 582.875793 Iteration 7Q: 3 clusters Score -27585.52 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 387 members Mstep: Class 2 contains 218 members Entering Unmasked Estep Score: -27585.960938 Penalty: 582.875793 Iteration 8Q: 3 clusters Score -27585.96 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 385 members Mstep: Class 2 contains 220 members Entering Unmasked Estep Score: -27586.320312 Penalty: 582.875793 Iteration 9Q: 3 clusters Score -27586.32 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 383 members Mstep: Class 2 contains 222 members Entering Unmasked Estep Score: -27586.699219 Penalty: 582.875793 Iteration 10Q: 3 clusters Score -27586.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 382 members Mstep: Class 2 contains 223 members Entering Unmasked Estep Score: -27586.978516 Penalty: 582.875793 Iteration 11Q: 3 clusters Score -27586.98 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 378 members Mstep: Class 2 contains 227 members Entering Unmasked Estep Score: -27589.710938 Penalty: 582.875793 Iteration 12Q: 3 clusters Score -27589.71 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 372 members Mstep: Class 2 contains 233 members Entering Unmasked Estep Score: -27594.283203 Penalty: 582.875793 Iteration 13Q: 3 clusters Score -27594.28 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 365 members Mstep: Class 2 contains 240 members Entering Unmasked Estep Score: -27597.597656 Penalty: 582.875793 Iteration 14Q: 3 clusters Score -27597.6 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 352 members Mstep: Class 2 contains 253 members Entering Unmasked Estep Score: -27605.859375 Penalty: 582.875793 Iteration 15Q: 3 clusters Score -27605.86 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 346 members Mstep: Class 2 contains 259 members Entering Unmasked Estep Score: -27611.898438 Penalty: 582.875793 Iteration 16Q: 3 clusters Score -27611.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 345 members Mstep: Class 2 contains 260 members Entering Unmasked Estep Score: -27614.996094 Penalty: 582.875793 Iteration 17Q: 3 clusters Score -27615 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 344 members Mstep: Class 2 contains 261 members Entering Unmasked Estep Score: -27615.199219 Penalty: 582.875793 Iteration 18Q: 3 clusters Score -27615.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 343 members Mstep: Class 2 contains 262 members Entering Unmasked Estep Score: -27615.972656 Penalty: 582.875793 Iteration 19Q: 3 clusters Score -27615.97 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 342 members Mstep: Class 2 contains 263 members Entering Unmasked Estep Score: -27617.482422 Penalty: 582.875793 Iteration 20F: 3 clusters Score -27617.48 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 338 members Mstep: Class 2 contains 267 members Entering Unmasked Estep Score: -27620.875000 Penalty: 582.875793 Iteration 21Q: 3 clusters Score -27620.88 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 336 members Mstep: Class 2 contains 269 members Entering Unmasked Estep Score: -27623.201172 Penalty: 582.875793 Iteration 22Q: 3 clusters Score -27623.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 336 members Mstep: Class 2 contains 269 members Entering Unmasked Estep Score: -27623.201172 Penalty: 582.875793 Iteration 23F: 3 clusters Score -27623.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 24 members Mstep: Class 1 contains 336 members Mstep: Class 2 contains 38915 members Mstep: Class 3 contains 19037 members Mstep: Class 4 contains 1779 members Mstep: Class 5 contains 5474 members Mstep: Class 6 contains 1622 members Mstep: Class 7 contains 3595 members Mstep: Class 8 contains 2123 members Mstep: Class 9 contains 1024 members Mstep: Class 10 contains 93 members Mstep: Class 11 contains 3365 members Mstep: Class 12 contains 22215 members Mstep: Class 13 contains 22236 members Mstep: Class 14 contains 11975 members Mstep: Class 15 contains 10383 members Mstep: Class 16 contains 12419 members Mstep: Class 17 contains 7817 members Mstep: Class 18 contains 8145 members Mstep: Class 19 contains 24239 members Mstep: Class 20 contains 14913 members Mstep: Class 21 contains 2332 members Mstep: Class 22 contains 95 members Mstep: Class 23 contains 297 members Mstep: Class 24 contains 6104 members Mstep: Class 25 contains 143119 members Mstep: Class 26 contains 29295 members Mstep: Class 27 contains 12014 members Mstep: Class 28 contains 10882 members Mstep: Class 29 contains 3937 members Mstep: Class 30 contains 874 members Mstep: Class 31 contains 390 members Mstep: Class 32 contains 5577 members Mstep: Class 33 contains 207 members Mstep: Class 34 contains 3832 members Mstep: Class 35 contains 1306 members Mstep: Class 36 contains 269 members Entering Unmasked Estep Score: -22975830.000000 Penalty: 21255.964844 Splitting cluster 1 changes total score from -22976158.000000 to -22975830.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 2 (38915 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38915 members Entering Unmasked Estep Score: -2154613.500000 Penalty: 480.895630 Iteration 0F: 2 clusters Score -2154614 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19560 members Mstep: Class 2 contains 19355 members Entering Unmasked Estep Score: -2128543.000000 Penalty: 961.791260 Iteration 0F: 3 clusters Score -2128543 nChanged 18751 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20953 members Mstep: Class 2 contains 17962 members Entering Unmasked Estep Score: -2139894.250000 Penalty: 961.791260 Iteration 1F: 3 clusters Score -2139894 nChanged 1943 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22072 members Mstep: Class 2 contains 16843 members Entering Unmasked Estep Score: -2140808.250000 Penalty: 961.791260 Iteration 2Q: 3 clusters Score -2140808 nChanged 2274 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23654 members Mstep: Class 2 contains 15261 members Entering Unmasked Estep Score: -2142163.000000 Penalty: 961.791260 Iteration 3F: 3 clusters Score -2142163 nChanged 2648 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25674 members Mstep: Class 2 contains 13241 members Entering Unmasked Estep Score: -2144001.750000 Penalty: 961.791260 Iteration 4F: 3 clusters Score -2144002 nChanged 2817 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27885 members Mstep: Class 2 contains 11030 members Entering Unmasked Estep Score: -2146068.750000 Penalty: 961.791260 Iteration 5F: 3 clusters Score -2146069 nChanged 2514 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29933 members Mstep: Class 2 contains 8982 members Entering Unmasked Estep Score: -2147903.500000 Penalty: 961.791260 Iteration 6F: 3 clusters Score -2147904 nChanged 2041 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31648 members Mstep: Class 2 contains 7267 members Entering Unmasked Estep Score: -2149319.000000 Penalty: 961.791260 Iteration 7F: 3 clusters Score -2149319 nChanged 1530 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33034 members Mstep: Class 2 contains 5881 members Entering Unmasked Estep Score: -2150343.000000 Penalty: 961.791260 Iteration 8Q: 3 clusters Score -2150343 nChanged 1182 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34180 members Mstep: Class 2 contains 4735 members Entering Unmasked Estep Score: -2151084.000000 Penalty: 961.791260 Iteration 9Q: 3 clusters Score -2151084 nChanged 983 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35161 members Mstep: Class 2 contains 3754 members Entering Unmasked Estep Score: -2151690.000000 Penalty: 961.791260 Iteration 10Q: 3 clusters Score -2151690 nChanged 893 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36050 members Mstep: Class 2 contains 2865 members Entering Unmasked Estep Score: -2152276.250000 Penalty: 961.791260 Iteration 11Q: 3 clusters Score -2152276 nChanged 801 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36851 members Mstep: Class 2 contains 2064 members Entering Unmasked Estep Score: -2152820.000000 Penalty: 961.791260 Iteration 12Q: 3 clusters Score -2152820 nChanged 639 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37490 members Mstep: Class 2 contains 1425 members Entering Unmasked Estep Score: -2153273.500000 Penalty: 961.791260 Iteration 13Q: 3 clusters Score -2153274 nChanged 473 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37963 members Mstep: Class 2 contains 952 members Entering Unmasked Estep Score: -2153618.750000 Penalty: 961.791260 Iteration 14Q: 3 clusters Score -2153619 nChanged 341 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38304 members Mstep: Class 2 contains 611 members Entering Unmasked Estep Score: -2153862.750000 Penalty: 961.791260 Iteration 15Q: 3 clusters Score -2153863 nChanged 210 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38514 members Mstep: Class 2 contains 401 members Entering Unmasked Estep Score: -2154002.500000 Penalty: 961.791260 Iteration 16Q: 3 clusters Score -2154002 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38622 members Mstep: Class 2 contains 293 members Entering Unmasked Estep Score: -2154081.750000 Penalty: 961.791260 Iteration 17Q: 3 clusters Score -2154082 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38680 members Mstep: Class 2 contains 235 members Entering Unmasked Estep Score: -2154126.250000 Penalty: 961.791260 Iteration 18Q: 3 clusters Score -2154126 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38714 members Mstep: Class 2 contains 201 members Entering Unmasked Estep Score: -2154157.750000 Penalty: 961.791260 Iteration 19Q: 3 clusters Score -2154158 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38734 members Mstep: Class 2 contains 181 members Entering Unmasked Estep Score: -2154178.750000 Penalty: 961.791260 Iteration 20F: 3 clusters Score -2154179 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38754 members Mstep: Class 2 contains 161 members Entering Unmasked Estep Score: -2154200.750000 Penalty: 961.791260 Iteration 21Q: 3 clusters Score -2154201 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38762 members Mstep: Class 2 contains 153 members Entering Unmasked Estep Score: -2154203.500000 Penalty: 961.791260 Iteration 22Q: 3 clusters Score -2154204 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38768 members Mstep: Class 2 contains 147 members Entering Unmasked Estep Score: -2154203.000000 Penalty: 961.791260 Iteration 23Q: 3 clusters Score -2154203 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38770 members Mstep: Class 2 contains 145 members Entering Unmasked Estep Score: -2154204.750000 Penalty: 961.791260 Iteration 24Q: 3 clusters Score -2154205 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38771 members Mstep: Class 2 contains 144 members Entering Unmasked Estep Score: -2154204.750000 Penalty: 961.791260 Iteration 25Q: 3 clusters Score -2154205 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38771 members Mstep: Class 2 contains 144 members Entering Unmasked Estep Score: -2154207.750000 Penalty: 961.791260 Iteration 26Q: 3 clusters Score -2154208 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38773 members Mstep: Class 2 contains 142 members Entering Unmasked Estep Score: -2154208.250000 Penalty: 961.791260 Iteration 27Q: 3 clusters Score -2154208 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38776 members Mstep: Class 2 contains 139 members Entering Unmasked Estep Score: -2154208.750000 Penalty: 961.791260 Iteration 28Q: 3 clusters Score -2154209 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38777 members Mstep: Class 2 contains 138 members Entering Unmasked Estep Score: -2154209.750000 Penalty: 961.791260 Iteration 29Q: 3 clusters Score -2154210 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38776 members Mstep: Class 2 contains 139 members Entering Unmasked Estep Score: -2154211.250000 Penalty: 961.791260 Iteration 30Q: 3 clusters Score -2154211 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38776 members Mstep: Class 2 contains 139 members Entering Unmasked Estep Score: -2154211.250000 Penalty: 961.791260 Iteration 31F: 3 clusters Score -2154211 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (19037 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19037 members Entering Unmasked Estep Score: -1083792.250000 Penalty: 448.363342 Iteration 0F: 2 clusters Score -1083792 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9513 members Mstep: Class 2 contains 9524 members Entering Unmasked Estep Score: -1071032.375000 Penalty: 896.726685 Iteration 0F: 3 clusters Score -1071032 nChanged 9083 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9556 members Mstep: Class 2 contains 9481 members Entering Unmasked Estep Score: -1076475.000000 Penalty: 896.726685 Iteration 1F: 3 clusters Score -1076475 nChanged 1041 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9555 members Mstep: Class 2 contains 9482 members Entering Unmasked Estep Score: -1077007.625000 Penalty: 896.726685 Iteration 2F: 3 clusters Score -1077008 nChanged 1158 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9549 members Mstep: Class 2 contains 9488 members Entering Unmasked Estep Score: -1077782.250000 Penalty: 896.726685 Iteration 3F: 3 clusters Score -1077782 nChanged 1331 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9560 members Mstep: Class 2 contains 9477 members Entering Unmasked Estep Score: -1078763.875000 Penalty: 896.726685 Iteration 4F: 3 clusters Score -1078764 nChanged 1276 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9514 members Mstep: Class 2 contains 9523 members Entering Unmasked Estep Score: -1079684.500000 Penalty: 896.726685 Iteration 5F: 3 clusters Score -1079684 nChanged 997 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9453 members Mstep: Class 2 contains 9584 members Entering Unmasked Estep Score: -1080220.125000 Penalty: 896.726685 Iteration 6F: 3 clusters Score -1080220 nChanged 637 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9436 members Mstep: Class 2 contains 9601 members Entering Unmasked Estep Score: -1080401.625000 Penalty: 896.726685 Iteration 7Q: 3 clusters Score -1080402 nChanged 351 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9435 members Mstep: Class 2 contains 9602 members Entering Unmasked Estep Score: -1080475.500000 Penalty: 896.726685 Iteration 8Q: 3 clusters Score -1080476 nChanged 227 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9442 members Mstep: Class 2 contains 9595 members Entering Unmasked Estep Score: -1080513.625000 Penalty: 896.726685 Iteration 9Q: 3 clusters Score -1080514 nChanged 196 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9448 members Mstep: Class 2 contains 9589 members Entering Unmasked Estep Score: -1080550.500000 Penalty: 896.726685 Iteration 10Q: 3 clusters Score -1080550 nChanged 168 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9464 members Mstep: Class 2 contains 9573 members Entering Unmasked Estep Score: -1080574.875000 Penalty: 896.726685 Iteration 11Q: 3 clusters Score -1080575 nChanged 161 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9489 members Mstep: Class 2 contains 9548 members Entering Unmasked Estep Score: -1080604.875000 Penalty: 896.726685 Iteration 12Q: 3 clusters Score -1080605 nChanged 165 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9520 members Mstep: Class 2 contains 9517 members Entering Unmasked Estep Score: -1080632.250000 Penalty: 896.726685 Iteration 13Q: 3 clusters Score -1080632 nChanged 167 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9547 members Mstep: Class 2 contains 9490 members Entering Unmasked Estep Score: -1080662.875000 Penalty: 896.726685 Iteration 14Q: 3 clusters Score -1080663 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9558 members Mstep: Class 2 contains 9479 members Entering Unmasked Estep Score: -1080686.625000 Penalty: 896.726685 Iteration 15Q: 3 clusters Score -1080687 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9570 members Mstep: Class 2 contains 9467 members Entering Unmasked Estep Score: -1080708.375000 Penalty: 896.726685 Iteration 16Q: 3 clusters Score -1080708 nChanged 150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9558 members Mstep: Class 2 contains 9479 members Entering Unmasked Estep Score: -1080734.750000 Penalty: 896.726685 Iteration 17Q: 3 clusters Score -1080735 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9547 members Mstep: Class 2 contains 9490 members Entering Unmasked Estep Score: -1080760.750000 Penalty: 896.726685 Iteration 18Q: 3 clusters Score -1080761 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9537 members Mstep: Class 2 contains 9500 members Entering Unmasked Estep Score: -1080784.125000 Penalty: 896.726685 Iteration 19Q: 3 clusters Score -1080784 nChanged 173 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9520 members Mstep: Class 2 contains 9517 members Entering Unmasked Estep Score: -1080816.625000 Penalty: 896.726685 Iteration 20F: 3 clusters Score -1080817 nChanged 161 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9513 members Mstep: Class 2 contains 9524 members Entering Unmasked Estep Score: -1080845.375000 Penalty: 896.726685 Iteration 21Q: 3 clusters Score -1080845 nChanged 162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9511 members Mstep: Class 2 contains 9526 members Entering Unmasked Estep Score: -1080871.750000 Penalty: 896.726685 Iteration 22Q: 3 clusters Score -1080872 nChanged 174 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9513 members Mstep: Class 2 contains 9524 members Entering Unmasked Estep Score: -1080904.750000 Penalty: 896.726685 Iteration 23Q: 3 clusters Score -1080905 nChanged 174 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9493 members Mstep: Class 2 contains 9544 members Entering Unmasked Estep Score: -1080935.125000 Penalty: 896.726685 Iteration 24Q: 3 clusters Score -1080935 nChanged 167 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9478 members Mstep: Class 2 contains 9559 members Entering Unmasked Estep Score: -1080968.000000 Penalty: 896.726685 Iteration 25Q: 3 clusters Score -1080968 nChanged 151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9483 members Mstep: Class 2 contains 9554 members Entering Unmasked Estep Score: -1080993.625000 Penalty: 896.726685 Iteration 26Q: 3 clusters Score -1080994 nChanged 163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9504 members Mstep: Class 2 contains 9533 members Entering Unmasked Estep Score: -1081027.875000 Penalty: 896.726685 Iteration 27Q: 3 clusters Score -1081028 nChanged 151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9511 members Mstep: Class 2 contains 9526 members Entering Unmasked Estep Score: -1081051.000000 Penalty: 896.726685 Iteration 28Q: 3 clusters Score -1081051 nChanged 157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9500 members Mstep: Class 2 contains 9537 members Entering Unmasked Estep Score: -1081082.750000 Penalty: 896.726685 Iteration 29Q: 3 clusters Score -1081083 nChanged 171 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9477 members Mstep: Class 2 contains 9560 members Entering Unmasked Estep Score: -1081114.500000 Penalty: 896.726685 Iteration 30Q: 3 clusters Score -1081114 nChanged 159 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9456 members Mstep: Class 2 contains 9581 members Entering Unmasked Estep Score: -1081149.625000 Penalty: 896.726685 Iteration 31Q: 3 clusters Score -1081150 nChanged 192 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9410 members Mstep: Class 2 contains 9627 members Entering Unmasked Estep Score: -1081188.125000 Penalty: 896.726685 Iteration 32Q: 3 clusters Score -1081188 nChanged 186 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9356 members Mstep: Class 2 contains 9681 members Entering Unmasked Estep Score: -1081221.250000 Penalty: 896.726685 Iteration 33Q: 3 clusters Score -1081221 nChanged 177 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9271 members Mstep: Class 2 contains 9766 members Entering Unmasked Estep Score: -1081257.750000 Penalty: 896.726685 Iteration 34Q: 3 clusters Score -1081258 nChanged 173 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9160 members Mstep: Class 2 contains 9877 members Entering Unmasked Estep Score: -1081288.875000 Penalty: 896.726685 Iteration 35Q: 3 clusters Score -1081289 nChanged 173 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9035 members Mstep: Class 2 contains 10002 members Entering Unmasked Estep Score: -1081327.250000 Penalty: 896.726685 Iteration 36Q: 3 clusters Score -1081327 nChanged 178 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8901 members Mstep: Class 2 contains 10136 members Entering Unmasked Estep Score: -1081357.500000 Penalty: 896.726685 Iteration 37Q: 3 clusters Score -1081358 nChanged 159 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8776 members Mstep: Class 2 contains 10261 members Entering Unmasked Estep Score: -1081388.750000 Penalty: 896.726685 Iteration 38Q: 3 clusters Score -1081389 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8666 members Mstep: Class 2 contains 10371 members Entering Unmasked Estep Score: -1081417.375000 Penalty: 896.726685 Iteration 39Q: 3 clusters Score -1081417 nChanged 157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8535 members Mstep: Class 2 contains 10502 members Entering Unmasked Estep Score: -1081445.375000 Penalty: 896.726685 Iteration 40F: 3 clusters Score -1081445 nChanged 154 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8419 members Mstep: Class 2 contains 10618 members Entering Unmasked Estep Score: -1081479.875000 Penalty: 896.726685 Iteration 41Q: 3 clusters Score -1081480 nChanged 156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8305 members Mstep: Class 2 contains 10732 members Entering Unmasked Estep Score: -1081504.875000 Penalty: 896.726685 Iteration 42Q: 3 clusters Score -1081505 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8193 members Mstep: Class 2 contains 10844 members Entering Unmasked Estep Score: -1081528.500000 Penalty: 896.726685 Iteration 43Q: 3 clusters Score -1081528 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8079 members Mstep: Class 2 contains 10958 members Entering Unmasked Estep Score: -1081546.375000 Penalty: 896.726685 Iteration 44Q: 3 clusters Score -1081546 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7968 members Mstep: Class 2 contains 11069 members Entering Unmasked Estep Score: -1081570.375000 Penalty: 896.726685 Iteration 45Q: 3 clusters Score -1081570 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7860 members Mstep: Class 2 contains 11177 members Entering Unmasked Estep Score: -1081582.625000 Penalty: 896.726685 Iteration 46Q: 3 clusters Score -1081583 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7763 members Mstep: Class 2 contains 11274 members Entering Unmasked Estep Score: -1081595.500000 Penalty: 896.726685 Iteration 47Q: 3 clusters Score -1081596 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7653 members Mstep: Class 2 contains 11384 members Entering Unmasked Estep Score: -1081604.125000 Penalty: 896.726685 Iteration 48Q: 3 clusters Score -1081604 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7551 members Mstep: Class 2 contains 11486 members Entering Unmasked Estep Score: -1081619.250000 Penalty: 896.726685 Iteration 49Q: 3 clusters Score -1081619 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7450 members Mstep: Class 2 contains 11587 members Entering Unmasked Estep Score: -1081631.375000 Penalty: 896.726685 Iteration 50Q: 3 clusters Score -1081631 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7354 members Mstep: Class 2 contains 11683 members Entering Unmasked Estep Score: -1081640.625000 Penalty: 896.726685 Iteration 51Q: 3 clusters Score -1081641 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7242 members Mstep: Class 2 contains 11795 members Entering Unmasked Estep Score: -1081649.500000 Penalty: 896.726685 Iteration 52Q: 3 clusters Score -1081650 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7131 members Mstep: Class 2 contains 11906 members Entering Unmasked Estep Score: -1081665.375000 Penalty: 896.726685 Iteration 53Q: 3 clusters Score -1081665 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7006 members Mstep: Class 2 contains 12031 members Entering Unmasked Estep Score: -1081677.000000 Penalty: 896.726685 Iteration 54Q: 3 clusters Score -1081677 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6886 members Mstep: Class 2 contains 12151 members Entering Unmasked Estep Score: -1081690.000000 Penalty: 896.726685 Iteration 55Q: 3 clusters Score -1081690 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6757 members Mstep: Class 2 contains 12280 members Entering Unmasked Estep Score: -1081705.000000 Penalty: 896.726685 Iteration 56Q: 3 clusters Score -1081705 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6632 members Mstep: Class 2 contains 12405 members Entering Unmasked Estep Score: -1081721.250000 Penalty: 896.726685 Iteration 57Q: 3 clusters Score -1081721 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6488 members Mstep: Class 2 contains 12549 members Entering Unmasked Estep Score: -1081743.375000 Penalty: 896.726685 Iteration 58Q: 3 clusters Score -1081743 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6342 members Mstep: Class 2 contains 12695 members Entering Unmasked Estep Score: -1081763.500000 Penalty: 896.726685 Iteration 59Q: 3 clusters Score -1081764 nChanged 160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6182 members Mstep: Class 2 contains 12855 members Entering Unmasked Estep Score: -1081786.375000 Penalty: 896.726685 Iteration 60F: 3 clusters Score -1081786 nChanged 188 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5994 members Mstep: Class 2 contains 13043 members Entering Unmasked Estep Score: -1081822.000000 Penalty: 896.726685 Iteration 61Q: 3 clusters Score -1081822 nChanged 193 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5801 members Mstep: Class 2 contains 13236 members Entering Unmasked Estep Score: -1081861.000000 Penalty: 896.726685 Iteration 62Q: 3 clusters Score -1081861 nChanged 196 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5605 members Mstep: Class 2 contains 13432 members Entering Unmasked Estep Score: -1081890.500000 Penalty: 896.726685 Iteration 63Q: 3 clusters Score -1081890 nChanged 179 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5426 members Mstep: Class 2 contains 13611 members Entering Unmasked Estep Score: -1081931.750000 Penalty: 896.726685 Iteration 64Q: 3 clusters Score -1081932 nChanged 176 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5250 members Mstep: Class 2 contains 13787 members Entering Unmasked Estep Score: -1081962.500000 Penalty: 896.726685 Iteration 65Q: 3 clusters Score -1081962 nChanged 177 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5073 members Mstep: Class 2 contains 13964 members Entering Unmasked Estep Score: -1082003.250000 Penalty: 896.726685 Iteration 66Q: 3 clusters Score -1082003 nChanged 188 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4885 members Mstep: Class 2 contains 14152 members Entering Unmasked Estep Score: -1082039.125000 Penalty: 896.726685 Iteration 67Q: 3 clusters Score -1082039 nChanged 196 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4689 members Mstep: Class 2 contains 14348 members Entering Unmasked Estep Score: -1082080.125000 Penalty: 896.726685 Iteration 68Q: 3 clusters Score -1082080 nChanged 196 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4493 members Mstep: Class 2 contains 14544 members Entering Unmasked Estep Score: -1082126.750000 Penalty: 896.726685 Iteration 69Q: 3 clusters Score -1082127 nChanged 208 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4285 members Mstep: Class 2 contains 14752 members Entering Unmasked Estep Score: -1082182.500000 Penalty: 896.726685 Iteration 70Q: 3 clusters Score -1082182 nChanged 213 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4072 members Mstep: Class 2 contains 14965 members Entering Unmasked Estep Score: -1082238.250000 Penalty: 896.726685 Iteration 71Q: 3 clusters Score -1082238 nChanged 195 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3877 members Mstep: Class 2 contains 15160 members Entering Unmasked Estep Score: -1082287.625000 Penalty: 896.726685 Iteration 72Q: 3 clusters Score -1082288 nChanged 187 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3690 members Mstep: Class 2 contains 15347 members Entering Unmasked Estep Score: -1082338.875000 Penalty: 896.726685 Iteration 73Q: 3 clusters Score -1082339 nChanged 209 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3481 members Mstep: Class 2 contains 15556 members Entering Unmasked Estep Score: -1082393.125000 Penalty: 896.726685 Iteration 74Q: 3 clusters Score -1082393 nChanged 205 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3276 members Mstep: Class 2 contains 15761 members Entering Unmasked Estep Score: -1082455.625000 Penalty: 896.726685 Iteration 75Q: 3 clusters Score -1082456 nChanged 193 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3083 members Mstep: Class 2 contains 15954 members Entering Unmasked Estep Score: -1082516.500000 Penalty: 896.726685 Iteration 76Q: 3 clusters Score -1082516 nChanged 179 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2904 members Mstep: Class 2 contains 16133 members Entering Unmasked Estep Score: -1082565.000000 Penalty: 896.726685 Iteration 77Q: 3 clusters Score -1082565 nChanged 185 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2719 members Mstep: Class 2 contains 16318 members Entering Unmasked Estep Score: -1082622.875000 Penalty: 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Unmasked Estep Score: -1082999.000000 Penalty: 896.726685 Iteration 86Q: 3 clusters Score -1082999 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1416 members Mstep: Class 2 contains 17621 members Entering Unmasked Estep Score: -1083029.500000 Penalty: 896.726685 Iteration 87Q: 3 clusters Score -1083030 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1331 members Mstep: Class 2 contains 17706 members Entering Unmasked Estep Score: -1083053.000000 Penalty: 896.726685 Iteration 88Q: 3 clusters Score -1083053 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1244 members Mstep: Class 2 contains 17793 members Entering Unmasked Estep Score: -1083082.875000 Penalty: 896.726685 Iteration 89Q: 3 clusters Score -1083083 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1152 members Mstep: Class 2 contains 17885 members Entering Unmasked Estep Score: -1083119.625000 Penalty: 896.726685 Iteration 90Q: 3 clusters Score -1083120 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1063 members Mstep: Class 2 contains 17974 members Entering Unmasked Estep Score: -1083147.625000 Penalty: 896.726685 Iteration 91Q: 3 clusters Score -1083148 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 989 members Mstep: Class 2 contains 18048 members Entering Unmasked Estep Score: -1083180.500000 Penalty: 896.726685 Iteration 92Q: 3 clusters Score -1083180 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 914 members Mstep: Class 2 contains 18123 members Entering Unmasked Estep Score: -1083208.250000 Penalty: 896.726685 Iteration 93Q: 3 clusters Score -1083208 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 842 members Mstep: Class 2 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members Mstep: Class 2 contains 18451 members Entering Unmasked Estep Score: -1083306.750000 Penalty: 896.726685 Iteration 102Q: 3 clusters Score -1083307 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 583 members Mstep: Class 2 contains 18454 members Entering Unmasked Estep Score: -1083307.500000 Penalty: 896.726685 Iteration 103Q: 3 clusters Score -1083308 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 575 members Mstep: Class 2 contains 18462 members Entering Unmasked Estep Score: -1083312.250000 Penalty: 896.726685 Iteration 104Q: 3 clusters Score -1083312 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 560 members Mstep: Class 2 contains 18477 members Entering Unmasked Estep Score: -1083317.000000 Penalty: 896.726685 Iteration 105Q: 3 clusters Score -1083317 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 540 members Mstep: Class 2 contains 18497 members Entering Unmasked Estep Score: -1083325.125000 Penalty: 896.726685 Iteration 106Q: 3 clusters Score -1083325 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 524 members Mstep: Class 2 contains 18513 members Entering Unmasked Estep Score: -1083328.875000 Penalty: 896.726685 Iteration 107Q: 3 clusters Score -1083329 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 505 members Mstep: Class 2 contains 18532 members Entering Unmasked Estep Score: -1083335.500000 Penalty: 896.726685 Iteration 108Q: 3 clusters Score -1083336 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 487 members Mstep: Class 2 contains 18550 members Entering Unmasked Estep Score: -1083338.000000 Penalty: 896.726685 Iteration 109Q: 3 clusters Score -1083338 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 471 members Mstep: Class 2 contains 18566 members Entering Unmasked Estep Score: -1083345.375000 Penalty: 896.726685 Iteration 110Q: 3 clusters Score -1083345 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 454 members Mstep: Class 2 contains 18583 members Entering Unmasked Estep Score: -1083352.375000 Penalty: 896.726685 Iteration 111Q: 3 clusters Score -1083352 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 440 members Mstep: Class 2 contains 18597 members Entering Unmasked Estep Score: -1083352.000000 Penalty: 896.726685 Iteration 112Q: 3 clusters Score -1083352 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 428 members Mstep: Class 2 contains 18609 members Entering Unmasked Estep Score: -1083359.000000 Penalty: 896.726685 Iteration 113Q: 3 clusters Score -1083359 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 415 members Mstep: Class 2 contains 18622 members Entering Unmasked Estep Score: -1083365.500000 Penalty: 896.726685 Iteration 114Q: 3 clusters Score -1083366 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 404 members Mstep: Class 2 contains 18633 members Entering Unmasked Estep Score: -1083366.375000 Penalty: 896.726685 Iteration 115Q: 3 clusters Score -1083366 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 396 members Mstep: Class 2 contains 18641 members Entering Unmasked Estep Score: -1083369.375000 Penalty: 896.726685 Iteration 116Q: 3 clusters Score -1083369 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 386 members Mstep: Class 2 contains 18651 members Entering Unmasked Estep Score: -1083372.750000 Penalty: 896.726685 Iteration 117Q: 3 clusters Score -1083373 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 375 members Mstep: Class 2 contains 18662 members Entering Unmasked Estep Score: -1083377.375000 Penalty: 896.726685 Iteration 118Q: 3 clusters Score -1083377 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 362 members Mstep: Class 2 contains 18675 members Entering Unmasked Estep Score: -1083381.500000 Penalty: 896.726685 Iteration 119Q: 3 clusters Score -1083382 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 351 members Mstep: Class 2 contains 18686 members Entering Unmasked Estep Score: -1083389.250000 Penalty: 896.726685 Iteration 120F: 3 clusters Score -1083389 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 340 members Mstep: Class 2 contains 18697 members Entering Unmasked Estep Score: -1083393.625000 Penalty: 896.726685 Iteration 121Q: 3 clusters Score -1083394 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 328 members Mstep: Class 2 contains 18709 members Entering Unmasked Estep Score: -1083397.125000 Penalty: 896.726685 Iteration 122Q: 3 clusters Score -1083397 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 314 members Mstep: Class 2 contains 18723 members Entering Unmasked Estep Score: -1083401.625000 Penalty: 896.726685 Iteration 123Q: 3 clusters Score -1083402 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 299 members Mstep: Class 2 contains 18738 members Entering Unmasked Estep Score: -1083406.125000 Penalty: 896.726685 Iteration 124Q: 3 clusters Score -1083406 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 291 members Mstep: Class 2 contains 18746 members Entering Unmasked Estep Score: -1083409.625000 Penalty: 896.726685 Iteration 125Q: 3 clusters Score -1083410 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 281 members Mstep: Class 2 contains 18756 members Entering Unmasked Estep Score: -1083415.625000 Penalty: 896.726685 Iteration 126Q: 3 clusters Score -1083416 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 272 members Mstep: Class 2 contains 18765 members Entering Unmasked Estep Score: -1083420.875000 Penalty: 896.726685 Iteration 127Q: 3 clusters Score -1083421 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 270 members Mstep: Class 2 contains 18767 members Entering Unmasked Estep Score: -1083423.000000 Penalty: 896.726685 Iteration 128Q: 3 clusters Score -1083423 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 268 members Mstep: Class 2 contains 18769 members Entering Unmasked Estep Score: -1083424.250000 Penalty: 896.726685 Iteration 129Q: 3 clusters Score -1083424 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 262 members Mstep: Class 2 contains 18775 members Entering Unmasked Estep Score: -1083428.500000 Penalty: 896.726685 Iteration 130Q: 3 clusters Score -1083428 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 254 members Mstep: Class 2 contains 18783 members Entering Unmasked Estep Score: -1083433.500000 Penalty: 896.726685 Iteration 131Q: 3 clusters Score -1083434 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 248 members Mstep: Class 2 contains 18789 members Entering Unmasked Estep Score: -1083436.250000 Penalty: 896.726685 Iteration 132Q: 3 clusters Score -1083436 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 242 members Mstep: Class 2 contains 18795 members Entering Unmasked Estep Score: -1083439.125000 Penalty: 896.726685 Iteration 133Q: 3 clusters Score -1083439 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 244 members Mstep: Class 2 contains 18793 members Entering Unmasked Estep Score: -1083439.250000 Penalty: 896.726685 Iteration 134Q: 3 clusters Score -1083439 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 245 members Mstep: Class 2 contains 18792 members Entering Unmasked Estep Score: -1083438.875000 Penalty: 896.726685 Iteration 135Q: 3 clusters Score -1083439 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 247 members Mstep: Class 2 contains 18790 members Entering Unmasked Estep Score: -1083439.000000 Penalty: 896.726685 Iteration 136Q: 3 clusters Score -1083439 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 247 members Mstep: Class 2 contains 18790 members Entering Unmasked Estep Score: -1083439.000000 Penalty: 896.726685 Iteration 137F: 3 clusters Score -1083439 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (1779 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1779 members Entering Unmasked Estep Score: -84675.140625 Penalty: 340.513214 Iteration 0F: 2 clusters Score -84675.14 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 886 members Mstep: Class 2 contains 893 members Entering Unmasked Estep Score: -83376.585938 Penalty: 681.026428 Iteration 0F: 3 clusters Score -83376.59 nChanged 739 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 871 members Mstep: Class 2 contains 908 members Entering Unmasked Estep Score: -83851.507812 Penalty: 681.026428 Iteration 1F: 3 clusters Score -83851.51 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 856 members Mstep: Class 2 contains 923 members Entering Unmasked Estep Score: -83917.625000 Penalty: 681.026428 Iteration 2F: 3 clusters Score -83917.62 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 848 members Mstep: Class 2 contains 931 members Entering Unmasked Estep Score: -83955.515625 Penalty: 681.026428 Iteration 3F: 3 clusters Score -83955.52 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 832 members Mstep: Class 2 contains 947 members Entering Unmasked Estep Score: -83988.414062 Penalty: 681.026428 Iteration 4Q: 3 clusters Score -83988.41 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 818 members Mstep: Class 2 contains 961 members Entering Unmasked Estep Score: -84024.906250 Penalty: 681.026428 Iteration 5Q: 3 clusters Score -84024.91 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 819 members Mstep: Class 2 contains 960 members Entering Unmasked Estep Score: -84051.898438 Penalty: 681.026428 Iteration 6Q: 3 clusters Score -84051.9 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 824 members Mstep: Class 2 contains 955 members Entering Unmasked Estep Score: -84075.695312 Penalty: 681.026428 Iteration 7Q: 3 clusters Score -84075.7 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 827 members Mstep: Class 2 contains 952 members Entering Unmasked Estep Score: -84095.867188 Penalty: 681.026428 Iteration 8Q: 3 clusters Score -84095.87 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 833 members Mstep: Class 2 contains 946 members Entering Unmasked Estep Score: -84114.570312 Penalty: 681.026428 Iteration 9Q: 3 clusters Score -84114.57 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 845 members Mstep: Class 2 contains 934 members Entering Unmasked Estep Score: -84134.703125 Penalty: 681.026428 Iteration 10Q: 3 clusters Score -84134.7 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 868 members Mstep: Class 2 contains 911 members Entering Unmasked Estep Score: -84158.335938 Penalty: 681.026428 Iteration 11Q: 3 clusters Score -84158.34 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 889 members Mstep: Class 2 contains 890 members Entering Unmasked Estep Score: -84182.718750 Penalty: 681.026428 Iteration 12Q: 3 clusters Score -84182.72 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 901 members Mstep: Class 2 contains 878 members Entering Unmasked Estep Score: -84206.523438 Penalty: 681.026428 Iteration 13Q: 3 clusters Score -84206.52 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 903 members Mstep: Class 2 contains 876 members Entering Unmasked Estep Score: -84237.937500 Penalty: 681.026428 Iteration 14Q: 3 clusters Score -84237.94 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 897 members Mstep: Class 2 contains 882 members Entering Unmasked Estep Score: -84269.359375 Penalty: 681.026428 Iteration 15Q: 3 clusters Score -84269.36 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 892 members Mstep: Class 2 contains 887 members Entering Unmasked Estep Score: -84301.585938 Penalty: 681.026428 Iteration 16Q: 3 clusters Score -84301.59 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 880 members Mstep: Class 2 contains 899 members Entering Unmasked Estep Score: -84355.593750 Penalty: 681.026428 Iteration 17Q: 3 clusters Score -84355.59 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 877 members Mstep: Class 2 contains 902 members Entering Unmasked Estep Score: -84410.617188 Penalty: 681.026428 Iteration 18Q: 3 clusters Score -84410.62 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 879 members Mstep: Class 2 contains 900 members Entering Unmasked Estep Score: -84454.351562 Penalty: 681.026428 Iteration 19Q: 3 clusters Score -84454.35 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 878 members Mstep: Class 2 contains 901 members Entering Unmasked Estep Score: -84482.023438 Penalty: 681.026428 Iteration 20F: 3 clusters Score -84482.02 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 884 members Mstep: Class 2 contains 895 members Entering Unmasked Estep Score: -84498.000000 Penalty: 681.026428 Iteration 21Q: 3 clusters Score -84498 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 898 members Mstep: Class 2 contains 881 members Entering Unmasked Estep Score: -84510.445312 Penalty: 681.026428 Iteration 22Q: 3 clusters Score -84510.45 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 911 members Mstep: Class 2 contains 868 members Entering Unmasked Estep Score: -84522.843750 Penalty: 681.026428 Iteration 23Q: 3 clusters Score -84522.84 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 918 members Mstep: Class 2 contains 861 members Entering Unmasked Estep Score: -84530.828125 Penalty: 681.026428 Iteration 24Q: 3 clusters Score -84530.83 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 922 members Mstep: Class 2 contains 857 members Entering Unmasked Estep Score: -84536.062500 Penalty: 681.026428 Iteration 25Q: 3 clusters Score -84536.06 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 924 members Mstep: Class 2 contains 855 members Entering Unmasked Estep Score: -84539.929688 Penalty: 681.026428 Iteration 26Q: 3 clusters Score -84539.93 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 922 members Mstep: Class 2 contains 857 members Entering Unmasked Estep Score: -84541.015625 Penalty: 681.026428 Iteration 27Q: 3 clusters Score -84541.02 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 921 members Mstep: Class 2 contains 858 members Entering Unmasked Estep Score: -84544.734375 Penalty: 681.026428 Iteration 28Q: 3 clusters Score -84544.73 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 919 members Mstep: Class 2 contains 860 members Entering Unmasked Estep Score: -84548.335938 Penalty: 681.026428 Iteration 29Q: 3 clusters Score -84548.34 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 916 members Mstep: Class 2 contains 863 members Entering Unmasked Estep Score: -84551.812500 Penalty: 681.026428 Iteration 30Q: 3 clusters Score -84551.81 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 914 members Mstep: Class 2 contains 865 members Entering Unmasked Estep Score: -84554.273438 Penalty: 681.026428 Iteration 31Q: 3 clusters Score -84554.27 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 912 members Mstep: Class 2 contains 867 members Entering Unmasked Estep Score: -84554.601562 Penalty: 681.026428 Iteration 32Q: 3 clusters Score -84554.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 912 members Mstep: Class 2 contains 867 members Entering Unmasked Estep Score: -84554.601562 Penalty: 681.026428 Iteration 33F: 3 clusters Score -84554.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (5474 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5474 members Entering Unmasked Estep Score: -272272.531250 Penalty: 391.653320 Iteration 0F: 2 clusters Score -272272.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2759 members Mstep: Class 2 contains 2715 members Entering Unmasked Estep Score: -268674.812500 Penalty: 783.306641 Iteration 0F: 3 clusters Score -268674.8 nChanged 2436 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2961 members Mstep: Class 2 contains 2513 members Entering Unmasked Estep Score: -270344.437500 Penalty: 783.306641 Iteration 1F: 3 clusters Score -270344.4 nChanged 467 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3014 members Mstep: Class 2 contains 2460 members Entering Unmasked Estep Score: -270699.187500 Penalty: 783.306641 Iteration 2F: 3 clusters Score -270699.2 nChanged 371 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3081 members Mstep: Class 2 contains 2393 members Entering Unmasked Estep Score: -270984.093750 Penalty: 783.306641 Iteration 3F: 3 clusters Score -270984.1 nChanged 317 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3130 members Mstep: Class 2 contains 2344 members Entering Unmasked Estep Score: -271190.687500 Penalty: 783.306641 Iteration 4F: 3 clusters Score -271190.7 nChanged 255 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3159 members Mstep: Class 2 contains 2315 members Entering Unmasked Estep Score: -271321.718750 Penalty: 783.306641 Iteration 5Q: 3 clusters Score -271321.7 nChanged 162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3199 members Mstep: Class 2 contains 2275 members Entering Unmasked Estep Score: -271394.062500 Penalty: 783.306641 Iteration 6Q: 3 clusters Score -271394.1 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3254 members Mstep: Class 2 contains 2220 members Entering Unmasked Estep Score: -271444.343750 Penalty: 783.306641 Iteration 7Q: 3 clusters Score -271444.3 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3307 members Mstep: Class 2 contains 2167 members Entering Unmasked Estep Score: -271475.812500 Penalty: 783.306641 Iteration 8Q: 3 clusters Score -271475.8 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3360 members Mstep: Class 2 contains 2114 members Entering Unmasked Estep Score: -271505.875000 Penalty: 783.306641 Iteration 9Q: 3 clusters Score -271505.9 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3427 members Mstep: Class 2 contains 2047 members Entering Unmasked Estep Score: -271540.875000 Penalty: 783.306641 Iteration 10Q: 3 clusters Score -271540.9 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3484 members Mstep: Class 2 contains 1990 members Entering Unmasked Estep Score: -271569.468750 Penalty: 783.306641 Iteration 11Q: 3 clusters Score -271569.5 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3538 members Mstep: Class 2 contains 1936 members Entering Unmasked Estep Score: -271593.500000 Penalty: 783.306641 Iteration 12Q: 3 clusters Score -271593.5 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3596 members Mstep: Class 2 contains 1878 members Entering Unmasked Estep Score: -271617.062500 Penalty: 783.306641 Iteration 13Q: 3 clusters Score -271617.1 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3655 members Mstep: Class 2 contains 1819 members Entering Unmasked Estep Score: -271636.187500 Penalty: 783.306641 Iteration 14Q: 3 clusters Score -271636.2 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3705 members Mstep: Class 2 contains 1769 members Entering Unmasked Estep Score: -271651.000000 Penalty: 783.306641 Iteration 15Q: 3 clusters Score -271651 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3757 members Mstep: Class 2 contains 1717 members Entering Unmasked Estep Score: -271673.531250 Penalty: 783.306641 Iteration 16Q: 3 clusters Score -271673.5 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3815 members Mstep: Class 2 contains 1659 members Entering Unmasked Estep Score: -271691.875000 Penalty: 783.306641 Iteration 17Q: 3 clusters Score -271691.9 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3847 members Mstep: Class 2 contains 1627 members Entering Unmasked Estep Score: -271702.218750 Penalty: 783.306641 Iteration 18Q: 3 clusters Score -271702.2 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3886 members Mstep: Class 2 contains 1588 members Entering Unmasked Estep Score: -271713.187500 Penalty: 783.306641 Iteration 19Q: 3 clusters Score -271713.2 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3927 members Mstep: Class 2 contains 1547 members Entering Unmasked Estep Score: -271724.062500 Penalty: 783.306641 Iteration 20F: 3 clusters Score -271724.1 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3957 members Mstep: Class 2 contains 1517 members Entering Unmasked Estep Score: -271732.093750 Penalty: 783.306641 Iteration 21Q: 3 clusters Score -271732.1 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3981 members Mstep: Class 2 contains 1493 members Entering Unmasked Estep Score: -271742.125000 Penalty: 783.306641 Iteration 22Q: 3 clusters Score -271742.1 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4012 members Mstep: Class 2 contains 1462 members Entering Unmasked Estep Score: -271753.218750 Penalty: 783.306641 Iteration 23Q: 3 clusters Score -271753.2 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4044 members Mstep: Class 2 contains 1430 members Entering Unmasked Estep Score: -271765.937500 Penalty: 783.306641 Iteration 24Q: 3 clusters Score -271765.9 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4081 members Mstep: Class 2 contains 1393 members Entering Unmasked Estep Score: -271778.656250 Penalty: 783.306641 Iteration 25Q: 3 clusters Score -271778.7 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4108 members Mstep: Class 2 contains 1366 members Entering Unmasked Estep Score: -271785.875000 Penalty: 783.306641 Iteration 26Q: 3 clusters Score -271785.9 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4136 members Mstep: Class 2 contains 1338 members Entering Unmasked Estep Score: -271794.406250 Penalty: 783.306641 Iteration 27Q: 3 clusters Score -271794.4 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4163 members Mstep: Class 2 contains 1311 members Entering Unmasked Estep Score: -271806.906250 Penalty: 783.306641 Iteration 28Q: 3 clusters Score -271806.9 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4189 members Mstep: Class 2 contains 1285 members Entering Unmasked Estep Score: -271820.000000 Penalty: 783.306641 Iteration 29Q: 3 clusters Score -271820 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4226 members Mstep: Class 2 contains 1248 members Entering Unmasked Estep Score: -271835.593750 Penalty: 783.306641 Iteration 30Q: 3 clusters Score -271835.6 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4254 members Mstep: Class 2 contains 1220 members Entering Unmasked Estep Score: -271850.750000 Penalty: 783.306641 Iteration 31Q: 3 clusters Score -271850.8 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4282 members Mstep: Class 2 contains 1192 members Entering Unmasked Estep Score: -271866.031250 Penalty: 783.306641 Iteration 32Q: 3 clusters Score -271866 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4316 members Mstep: Class 2 contains 1158 members Entering Unmasked Estep Score: -271885.781250 Penalty: 783.306641 Iteration 33Q: 3 clusters Score -271885.8 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4353 members Mstep: Class 2 contains 1121 members Entering Unmasked Estep Score: -271908.312500 Penalty: 783.306641 Iteration 34Q: 3 clusters Score -271908.3 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4387 members Mstep: Class 2 contains 1087 members Entering Unmasked Estep Score: -271929.375000 Penalty: 783.306641 Iteration 35Q: 3 clusters Score -271929.4 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4423 members Mstep: Class 2 contains 1051 members Entering Unmasked Estep Score: -271944.093750 Penalty: 783.306641 Iteration 36Q: 3 clusters Score -271944.1 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4454 members Mstep: Class 2 contains 1020 members Entering Unmasked Estep Score: -271954.281250 Penalty: 783.306641 Iteration 37Q: 3 clusters Score -271954.3 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4467 members Mstep: Class 2 contains 1007 members Entering Unmasked Estep Score: -271957.843750 Penalty: 783.306641 Iteration 38Q: 3 clusters Score -271957.8 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4482 members Mstep: Class 2 contains 992 members Entering Unmasked Estep Score: -271961.812500 Penalty: 783.306641 Iteration 39Q: 3 clusters Score -271961.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4494 members Mstep: Class 2 contains 980 members Entering Unmasked Estep Score: -271965.218750 Penalty: 783.306641 Iteration 40F: 3 clusters Score -271965.2 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4508 members Mstep: Class 2 contains 966 members Entering Unmasked Estep Score: -271969.687500 Penalty: 783.306641 Iteration 41Q: 3 clusters Score -271969.7 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4521 members Mstep: Class 2 contains 953 members Entering Unmasked Estep Score: -271974.718750 Penalty: 783.306641 Iteration 42Q: 3 clusters Score -271974.7 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4535 members Mstep: Class 2 contains 939 members Entering Unmasked Estep Score: -271979.750000 Penalty: 783.306641 Iteration 43Q: 3 clusters Score -271979.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4541 members Mstep: Class 2 contains 933 members Entering Unmasked Estep Score: -271980.937500 Penalty: 783.306641 Iteration 44Q: 3 clusters Score -271980.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4547 members Mstep: Class 2 contains 927 members Entering Unmasked Estep Score: -271983.031250 Penalty: 783.306641 Iteration 45Q: 3 clusters Score -271983 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4555 members Mstep: Class 2 contains 919 members Entering Unmasked Estep Score: -271983.968750 Penalty: 783.306641 Iteration 46Q: 3 clusters Score -271984 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4561 members Mstep: Class 2 contains 913 members Entering Unmasked Estep Score: -271985.750000 Penalty: 783.306641 Iteration 47Q: 3 clusters Score -271985.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4568 members Mstep: Class 2 contains 906 members Entering Unmasked Estep Score: -271987.781250 Penalty: 783.306641 Iteration 48Q: 3 clusters Score -271987.8 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4577 members Mstep: Class 2 contains 897 members Entering Unmasked Estep Score: -271990.125000 Penalty: 783.306641 Iteration 49Q: 3 clusters Score -271990.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4580 members Mstep: Class 2 contains 894 members Entering Unmasked Estep Score: -271990.531250 Penalty: 783.306641 Iteration 50Q: 3 clusters Score -271990.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4584 members Mstep: Class 2 contains 890 members Entering Unmasked Estep Score: -271991.250000 Penalty: 783.306641 Iteration 51Q: 3 clusters Score -271991.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4588 members Mstep: Class 2 contains 886 members Entering Unmasked Estep Score: -271991.625000 Penalty: 783.306641 Iteration 52Q: 3 clusters Score -271991.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4591 members Mstep: Class 2 contains 883 members Entering Unmasked Estep Score: -271991.968750 Penalty: 783.306641 Iteration 53Q: 3 clusters Score -271992 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4594 members Mstep: Class 2 contains 880 members Entering Unmasked Estep Score: -271992.093750 Penalty: 783.306641 Iteration 54Q: 3 clusters Score -271992.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4595 members Mstep: Class 2 contains 879 members Entering Unmasked Estep Score: -271992.406250 Penalty: 783.306641 Iteration 55Q: 3 clusters Score -271992.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4598 members Mstep: Class 2 contains 876 members Entering Unmasked Estep Score: -271993.218750 Penalty: 783.306641 Iteration 56Q: 3 clusters Score -271993.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4603 members Mstep: Class 2 contains 871 members Entering Unmasked Estep Score: -271994.281250 Penalty: 783.306641 Iteration 57Q: 3 clusters Score -271994.3 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4611 members Mstep: Class 2 contains 863 members Entering Unmasked Estep Score: -271995.875000 Penalty: 783.306641 Iteration 58Q: 3 clusters Score -271995.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4618 members Mstep: Class 2 contains 856 members Entering Unmasked Estep Score: -271996.781250 Penalty: 783.306641 Iteration 59Q: 3 clusters Score -271996.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4621 members Mstep: Class 2 contains 853 members Entering Unmasked Estep Score: -271997.343750 Penalty: 783.306641 Iteration 60F: 3 clusters Score -271997.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4623 members Mstep: Class 2 contains 851 members Entering Unmasked Estep Score: -271997.687500 Penalty: 783.306641 Iteration 61Q: 3 clusters Score -271997.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4626 members Mstep: Class 2 contains 848 members Entering Unmasked Estep Score: -271998.218750 Penalty: 783.306641 Iteration 62Q: 3 clusters Score -271998.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4633 members Mstep: Class 2 contains 841 members Entering Unmasked Estep Score: -272000.218750 Penalty: 783.306641 Iteration 63Q: 3 clusters Score -272000.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4639 members Mstep: Class 2 contains 835 members Entering Unmasked Estep Score: -272001.343750 Penalty: 783.306641 Iteration 64Q: 3 clusters Score -272001.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4644 members Mstep: Class 2 contains 830 members Entering Unmasked Estep Score: -272002.468750 Penalty: 783.306641 Iteration 65Q: 3 clusters Score -272002.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4650 members Mstep: Class 2 contains 824 members Entering Unmasked Estep Score: -272005.000000 Penalty: 783.306641 Iteration 66Q: 3 clusters Score -272005 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4655 members Mstep: Class 2 contains 819 members Entering Unmasked Estep Score: -272005.718750 Penalty: 783.306641 Iteration 67Q: 3 clusters Score -272005.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4659 members Mstep: Class 2 contains 815 members Entering Unmasked Estep Score: -272006.593750 Penalty: 783.306641 Iteration 68Q: 3 clusters Score -272006.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4664 members Mstep: Class 2 contains 810 members Entering Unmasked Estep Score: -272007.625000 Penalty: 783.306641 Iteration 69Q: 3 clusters Score -272007.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4669 members Mstep: Class 2 contains 805 members Entering Unmasked Estep Score: -272008.781250 Penalty: 783.306641 Iteration 70Q: 3 clusters Score -272008.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4673 members Mstep: Class 2 contains 801 members Entering Unmasked Estep Score: -272009.468750 Penalty: 783.306641 Iteration 71Q: 3 clusters Score -272009.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4674 members Mstep: Class 2 contains 800 members Entering Unmasked Estep Score: -272009.843750 Penalty: 783.306641 Iteration 72Q: 3 clusters Score -272009.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4674 members Mstep: Class 2 contains 800 members Entering Unmasked Estep Score: -272009.843750 Penalty: 783.306641 Iteration 73F: 3 clusters Score -272009.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (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: -85291.210938 Penalty: 336.309387 Iteration 0F: 2 clusters Score -85291.21 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 805 members Entering Unmasked Estep Score: -84060.109375 Penalty: 672.618774 Iteration 0F: 3 clusters Score -84060.11 nChanged 673 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 868 members Mstep: Class 2 contains 754 members Entering Unmasked Estep Score: -84469.437500 Penalty: 672.618774 Iteration 1F: 3 clusters Score -84469.44 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 890 members Mstep: Class 2 contains 732 members Entering Unmasked Estep Score: -84566.382812 Penalty: 672.618774 Iteration 2F: 3 clusters Score -84566.38 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 919 members Mstep: Class 2 contains 703 members Entering Unmasked Estep Score: -84651.765625 Penalty: 672.618774 Iteration 3F: 3 clusters Score -84651.77 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 942 members Mstep: Class 2 contains 680 members Entering Unmasked Estep Score: -84746.398438 Penalty: 672.618774 Iteration 4F: 3 clusters Score -84746.4 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 958 members Mstep: Class 2 contains 664 members Entering Unmasked Estep Score: -84840.375000 Penalty: 672.618774 Iteration 5F: 3 clusters Score -84840.38 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 978 members Mstep: Class 2 contains 644 members Entering Unmasked Estep Score: -84934.835938 Penalty: 672.618774 Iteration 6F: 3 clusters Score -84934.84 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 992 members Mstep: Class 2 contains 630 members Entering Unmasked Estep Score: -85007.796875 Penalty: 672.618774 Iteration 7Q: 3 clusters Score -85007.8 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1002 members Mstep: Class 2 contains 620 members Entering Unmasked Estep Score: -85070.046875 Penalty: 672.618774 Iteration 8Q: 3 clusters Score -85070.05 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1017 members Mstep: Class 2 contains 605 members Entering Unmasked Estep Score: -85110.054688 Penalty: 672.618774 Iteration 9Q: 3 clusters Score -85110.05 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1033 members Mstep: Class 2 contains 589 members Entering Unmasked Estep Score: -85128.882812 Penalty: 672.618774 Iteration 10Q: 3 clusters Score -85128.88 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1044 members Mstep: Class 2 contains 578 members Entering Unmasked Estep Score: -85140.890625 Penalty: 672.618774 Iteration 11Q: 3 clusters Score -85140.89 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1052 members Mstep: Class 2 contains 570 members Entering Unmasked Estep Score: -85146.554688 Penalty: 672.618774 Iteration 12Q: 3 clusters Score -85146.55 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1056 members Mstep: Class 2 contains 566 members Entering Unmasked Estep Score: -85150.960938 Penalty: 672.618774 Iteration 13Q: 3 clusters Score -85150.96 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1059 members Mstep: Class 2 contains 563 members Entering Unmasked Estep Score: -85157.812500 Penalty: 672.618774 Iteration 14Q: 3 clusters Score -85157.81 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1065 members Mstep: Class 2 contains 557 members Entering Unmasked Estep Score: -85162.562500 Penalty: 672.618774 Iteration 15Q: 3 clusters Score -85162.56 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1068 members Mstep: Class 2 contains 554 members Entering Unmasked Estep Score: -85168.226562 Penalty: 672.618774 Iteration 16Q: 3 clusters Score -85168.23 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1075 members Mstep: Class 2 contains 547 members Entering Unmasked Estep Score: -85176.023438 Penalty: 672.618774 Iteration 17Q: 3 clusters Score -85176.02 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1084 members Mstep: Class 2 contains 538 members Entering Unmasked Estep Score: -85180.750000 Penalty: 672.618774 Iteration 18Q: 3 clusters Score -85180.75 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1086 members Mstep: Class 2 contains 536 members Entering Unmasked Estep Score: -85183.492188 Penalty: 672.618774 Iteration 19Q: 3 clusters Score -85183.49 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1082 members Mstep: Class 2 contains 540 members Entering Unmasked Estep Score: -85185.156250 Penalty: 672.618774 Iteration 20F: 3 clusters Score -85185.16 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1082 members Mstep: Class 2 contains 540 members Entering Unmasked Estep Score: -85186.984375 Penalty: 672.618774 Iteration 21Q: 3 clusters Score -85186.98 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1082 members Mstep: Class 2 contains 540 members Entering Unmasked Estep Score: -85188.890625 Penalty: 672.618774 Iteration 22Q: 3 clusters Score -85188.89 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1080 members Mstep: Class 2 contains 542 members Entering Unmasked Estep Score: -85189.843750 Penalty: 672.618774 Iteration 23Q: 3 clusters Score -85189.84 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1076 members Mstep: Class 2 contains 546 members Entering Unmasked Estep Score: -85191.156250 Penalty: 672.618774 Iteration 24Q: 3 clusters Score -85191.16 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1074 members Mstep: Class 2 contains 548 members Entering Unmasked Estep Score: -85191.937500 Penalty: 672.618774 Iteration 25Q: 3 clusters Score -85191.94 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1071 members Mstep: Class 2 contains 551 members Entering Unmasked Estep Score: -85192.601562 Penalty: 672.618774 Iteration 26Q: 3 clusters Score -85192.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1073 members Mstep: Class 2 contains 549 members Entering Unmasked Estep Score: -85192.890625 Penalty: 672.618774 Iteration 27Q: 3 clusters Score -85192.89 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1075 members Mstep: Class 2 contains 547 members Entering Unmasked Estep Score: -85193.726562 Penalty: 672.618774 Iteration 28Q: 3 clusters Score -85193.73 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1077 members Mstep: Class 2 contains 545 members Entering Unmasked Estep Score: -85194.234375 Penalty: 672.618774 Iteration 29Q: 3 clusters Score -85194.23 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1077 members Mstep: Class 2 contains 545 members Entering Unmasked Estep Score: -85194.234375 Penalty: 672.618774 Iteration 30F: 3 clusters Score -85194.23 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (3595 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3595 members Entering Unmasked Estep Score: -200449.046875 Penalty: 372.522125 Iteration 0F: 2 clusters Score -200449 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1826 members Mstep: Class 2 contains 1769 members Entering Unmasked Estep Score: -198018.828125 Penalty: 745.044250 Iteration 0F: 3 clusters Score -198018.8 nChanged 1540 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2086 members Mstep: Class 2 contains 1509 members Entering Unmasked Estep Score: -198933.031250 Penalty: 745.044250 Iteration 1F: 3 clusters Score -198933 nChanged 311 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2265 members Mstep: Class 2 contains 1330 members Entering Unmasked Estep Score: -199136.125000 Penalty: 745.044250 Iteration 2F: 3 clusters Score -199136.1 nChanged 277 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2432 members Mstep: Class 2 contains 1163 members Entering Unmasked Estep Score: -199335.109375 Penalty: 745.044250 Iteration 3F: 3 clusters Score -199335.1 nChanged 240 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2576 members Mstep: Class 2 contains 1019 members Entering Unmasked Estep Score: -199509.437500 Penalty: 745.044250 Iteration 4F: 3 clusters Score -199509.4 nChanged 183 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2693 members Mstep: Class 2 contains 902 members Entering Unmasked Estep Score: -199630.015625 Penalty: 745.044250 Iteration 5F: 3 clusters Score -199630 nChanged 162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2799 members Mstep: Class 2 contains 796 members Entering Unmasked Estep Score: -199750.171875 Penalty: 745.044250 Iteration 6Q: 3 clusters Score -199750.2 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2883 members Mstep: Class 2 contains 712 members Entering Unmasked Estep Score: -199888.578125 Penalty: 745.044250 Iteration 7Q: 3 clusters Score -199888.6 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2937 members Mstep: Class 2 contains 658 members Entering Unmasked Estep Score: -199977.578125 Penalty: 745.044250 Iteration 8Q: 3 clusters Score -199977.6 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2970 members Mstep: Class 2 contains 625 members Entering Unmasked Estep Score: -200024.093750 Penalty: 745.044250 Iteration 9Q: 3 clusters Score -200024.1 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2990 members Mstep: Class 2 contains 605 members Entering Unmasked Estep Score: -200052.031250 Penalty: 745.044250 Iteration 10Q: 3 clusters Score -200052 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3012 members Mstep: Class 2 contains 583 members Entering Unmasked Estep Score: -200084.765625 Penalty: 745.044250 Iteration 11Q: 3 clusters Score -200084.8 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3036 members Mstep: Class 2 contains 559 members Entering Unmasked Estep Score: -200109.437500 Penalty: 745.044250 Iteration 12Q: 3 clusters Score -200109.4 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3061 members Mstep: Class 2 contains 534 members Entering Unmasked Estep Score: -200127.500000 Penalty: 745.044250 Iteration 13Q: 3 clusters Score -200127.5 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3080 members Mstep: Class 2 contains 515 members Entering Unmasked Estep Score: -200139.796875 Penalty: 745.044250 Iteration 14Q: 3 clusters Score -200139.8 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3097 members Mstep: Class 2 contains 498 members Entering Unmasked Estep Score: -200151.656250 Penalty: 745.044250 Iteration 15Q: 3 clusters Score -200151.7 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3118 members Mstep: Class 2 contains 477 members Entering Unmasked Estep Score: -200160.734375 Penalty: 745.044250 Iteration 16Q: 3 clusters Score -200160.7 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3133 members Mstep: Class 2 contains 462 members Entering Unmasked Estep Score: -200165.031250 Penalty: 745.044250 Iteration 17Q: 3 clusters Score -200165 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3146 members Mstep: Class 2 contains 449 members Entering Unmasked Estep Score: -200170.015625 Penalty: 745.044250 Iteration 18Q: 3 clusters Score -200170 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3154 members Mstep: Class 2 contains 441 members Entering Unmasked Estep Score: -200174.328125 Penalty: 745.044250 Iteration 19Q: 3 clusters Score -200174.3 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3165 members Mstep: Class 2 contains 430 members Entering Unmasked Estep Score: -200178.046875 Penalty: 745.044250 Iteration 20F: 3 clusters Score -200178 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3172 members Mstep: Class 2 contains 423 members Entering Unmasked Estep Score: -200179.640625 Penalty: 745.044250 Iteration 21Q: 3 clusters Score -200179.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3176 members Mstep: Class 2 contains 419 members Entering Unmasked Estep Score: -200180.281250 Penalty: 745.044250 Iteration 22Q: 3 clusters Score -200180.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3177 members Mstep: Class 2 contains 418 members Entering Unmasked Estep Score: -200180.984375 Penalty: 745.044250 Iteration 23Q: 3 clusters Score -200181 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3177 members Mstep: Class 2 contains 418 members Entering Unmasked Estep Score: -200181.140625 Penalty: 745.044250 Iteration 24Q: 3 clusters Score -200181.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3175 members Mstep: Class 2 contains 420 members Entering Unmasked Estep Score: -200181.859375 Penalty: 745.044250 Iteration 25Q: 3 clusters Score -200181.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3174 members Mstep: Class 2 contains 421 members Entering Unmasked Estep Score: -200182.187500 Penalty: 745.044250 Iteration 26Q: 3 clusters Score -200182.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3174 members Mstep: Class 2 contains 421 members Entering Unmasked Estep Score: -200182.187500 Penalty: 745.044250 Iteration 27F: 3 clusters Score -200182.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (2123 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2123 members Entering Unmasked Estep Score: -117195.929688 Penalty: 348.556641 Iteration 0F: 2 clusters Score -117195.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1053 members Mstep: Class 2 contains 1070 members Entering Unmasked Estep Score: -115701.968750 Penalty: 697.113281 Iteration 0F: 3 clusters Score -115702 nChanged 876 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1077 members Mstep: Class 2 contains 1046 members Entering Unmasked Estep Score: -116279.578125 Penalty: 697.113281 Iteration 1F: 3 clusters Score -116279.6 nChanged 186 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1095 members Mstep: Class 2 contains 1028 members Entering Unmasked Estep Score: -116400.882812 Penalty: 697.113281 Iteration 2F: 3 clusters Score -116400.9 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1129 members Mstep: Class 2 contains 994 members Entering Unmasked Estep Score: -116480.867188 Penalty: 697.113281 Iteration 3F: 3 clusters Score -116480.9 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1158 members Mstep: Class 2 contains 965 members Entering Unmasked Estep Score: -116541.593750 Penalty: 697.113281 Iteration 4F: 3 clusters Score -116541.6 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1195 members Mstep: Class 2 contains 928 members Entering Unmasked Estep Score: -116584.882812 Penalty: 697.113281 Iteration 5Q: 3 clusters Score -116584.9 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1227 members Mstep: Class 2 contains 896 members Entering Unmasked Estep Score: -116625.742188 Penalty: 697.113281 Iteration 6Q: 3 clusters Score -116625.7 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1257 members Mstep: Class 2 contains 866 members Entering Unmasked Estep Score: -116672.734375 Penalty: 697.113281 Iteration 7Q: 3 clusters Score -116672.7 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1286 members Mstep: Class 2 contains 837 members Entering Unmasked Estep Score: -116716.726562 Penalty: 697.113281 Iteration 8Q: 3 clusters Score -116716.7 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1322 members Mstep: Class 2 contains 801 members Entering Unmasked Estep Score: -116760.875000 Penalty: 697.113281 Iteration 9Q: 3 clusters Score -116760.9 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1347 members Mstep: Class 2 contains 776 members Entering Unmasked Estep Score: -116788.242188 Penalty: 697.113281 Iteration 10Q: 3 clusters Score -116788.2 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1376 members Mstep: Class 2 contains 747 members Entering Unmasked Estep Score: -116810.679688 Penalty: 697.113281 Iteration 11Q: 3 clusters Score -116810.7 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1398 members Mstep: Class 2 contains 725 members Entering Unmasked Estep Score: -116825.148438 Penalty: 697.113281 Iteration 12Q: 3 clusters Score -116825.1 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1420 members Mstep: Class 2 contains 703 members Entering Unmasked Estep Score: -116839.617188 Penalty: 697.113281 Iteration 13Q: 3 clusters Score -116839.6 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1433 members Mstep: Class 2 contains 690 members Entering Unmasked Estep Score: -116844.757812 Penalty: 697.113281 Iteration 14Q: 3 clusters Score -116844.8 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1445 members Mstep: Class 2 contains 678 members Entering Unmasked Estep Score: -116851.156250 Penalty: 697.113281 Iteration 15Q: 3 clusters Score -116851.2 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1459 members Mstep: Class 2 contains 664 members Entering Unmasked Estep Score: -116857.382812 Penalty: 697.113281 Iteration 16Q: 3 clusters Score -116857.4 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1470 members Mstep: Class 2 contains 653 members Entering Unmasked Estep Score: -116862.898438 Penalty: 697.113281 Iteration 17Q: 3 clusters Score -116862.9 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1481 members Mstep: Class 2 contains 642 members Entering Unmasked Estep Score: -116868.507812 Penalty: 697.113281 Iteration 18Q: 3 clusters Score -116868.5 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1496 members Mstep: Class 2 contains 627 members Entering Unmasked Estep Score: -116880.289062 Penalty: 697.113281 Iteration 19Q: 3 clusters Score -116880.3 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1519 members Mstep: Class 2 contains 604 members Entering Unmasked Estep Score: -116892.765625 Penalty: 697.113281 Iteration 20F: 3 clusters Score -116892.8 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1537 members Mstep: Class 2 contains 586 members Entering Unmasked Estep Score: -116901.195312 Penalty: 697.113281 Iteration 21Q: 3 clusters Score -116901.2 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1552 members Mstep: Class 2 contains 571 members Entering Unmasked Estep Score: -116907.125000 Penalty: 697.113281 Iteration 22Q: 3 clusters Score -116907.1 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1565 members Mstep: Class 2 contains 558 members Entering Unmasked Estep Score: -116911.296875 Penalty: 697.113281 Iteration 23Q: 3 clusters Score -116911.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1573 members Mstep: Class 2 contains 550 members Entering Unmasked Estep Score: -116912.796875 Penalty: 697.113281 Iteration 24Q: 3 clusters Score -116912.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1583 members Mstep: Class 2 contains 540 members Entering Unmasked Estep Score: -116915.757812 Penalty: 697.113281 Iteration 25Q: 3 clusters Score -116915.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1593 members Mstep: Class 2 contains 530 members Entering Unmasked Estep Score: -116917.585938 Penalty: 697.113281 Iteration 26Q: 3 clusters Score -116917.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1599 members Mstep: Class 2 contains 524 members Entering Unmasked Estep Score: -116918.851562 Penalty: 697.113281 Iteration 27Q: 3 clusters Score -116918.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1606 members Mstep: Class 2 contains 517 members Entering Unmasked Estep Score: -116922.312500 Penalty: 697.113281 Iteration 28Q: 3 clusters Score -116922.3 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1613 members Mstep: Class 2 contains 510 members Entering Unmasked Estep Score: -116924.398438 Penalty: 697.113281 Iteration 29Q: 3 clusters Score -116924.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1618 members Mstep: Class 2 contains 505 members Entering Unmasked Estep Score: -116926.171875 Penalty: 697.113281 Iteration 30Q: 3 clusters Score -116926.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1622 members Mstep: Class 2 contains 501 members Entering Unmasked Estep Score: -116927.125000 Penalty: 697.113281 Iteration 31Q: 3 clusters Score -116927.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1630 members Mstep: Class 2 contains 493 members Entering Unmasked Estep Score: -116929.968750 Penalty: 697.113281 Iteration 32Q: 3 clusters Score -116930 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1636 members Mstep: Class 2 contains 487 members Entering Unmasked Estep Score: -116930.921875 Penalty: 697.113281 Iteration 33Q: 3 clusters Score -116930.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1639 members Mstep: Class 2 contains 484 members Entering Unmasked Estep Score: -116931.429688 Penalty: 697.113281 Iteration 34Q: 3 clusters Score -116931.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1642 members Mstep: Class 2 contains 481 members Entering Unmasked Estep Score: -116931.859375 Penalty: 697.113281 Iteration 35Q: 3 clusters Score -116931.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1643 members Mstep: Class 2 contains 480 members Entering Unmasked Estep Score: -116932.117188 Penalty: 697.113281 Iteration 36Q: 3 clusters Score -116932.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1643 members Mstep: Class 2 contains 480 members Entering Unmasked Estep Score: -116932.117188 Penalty: 697.113281 Iteration 37F: 3 clusters Score -116932.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (1024 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1024 members Entering Unmasked Estep Score: -50786.976562 Penalty: 315.381958 Iteration 0F: 2 clusters Score -50786.98 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 503 members Mstep: Class 2 contains 521 members Entering Unmasked Estep Score: -49977.753906 Penalty: 630.763916 Iteration 0F: 3 clusters Score -49977.75 nChanged 429 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 428 members Mstep: Class 2 contains 596 members Entering Unmasked Estep Score: -50252.476562 Penalty: 630.763916 Iteration 1F: 3 clusters Score -50252.48 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 375 members Mstep: Class 2 contains 649 members Entering Unmasked Estep Score: -50336.726562 Penalty: 630.763916 Iteration 2F: 3 clusters Score -50336.73 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 346 members Mstep: Class 2 contains 678 members Entering Unmasked Estep Score: -50383.417969 Penalty: 630.763916 Iteration 3F: 3 clusters Score -50383.42 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 306 members Mstep: Class 2 contains 718 members Entering Unmasked Estep Score: -50419.250000 Penalty: 630.763916 Iteration 4F: 3 clusters Score -50419.25 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 272 members Mstep: Class 2 contains 752 members Entering Unmasked Estep Score: -50447.585938 Penalty: 630.763916 Iteration 5Q: 3 clusters Score -50447.59 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 237 members Mstep: Class 2 contains 787 members Entering Unmasked Estep Score: -50474.160156 Penalty: 630.763916 Iteration 6Q: 3 clusters Score -50474.16 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 207 members Mstep: Class 2 contains 817 members Entering Unmasked Estep Score: -50493.980469 Penalty: 630.763916 Iteration 7Q: 3 clusters Score -50493.98 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 184 members Mstep: Class 2 contains 840 members Entering Unmasked Estep Score: -50516.546875 Penalty: 630.763916 Iteration 8Q: 3 clusters Score -50516.55 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 164 members Mstep: Class 2 contains 860 members Entering Unmasked Estep Score: -50535.140625 Penalty: 630.763916 Iteration 9Q: 3 clusters Score -50535.14 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 152 members Mstep: Class 2 contains 872 members Entering Unmasked Estep Score: -50542.910156 Penalty: 630.763916 Iteration 10Q: 3 clusters Score -50542.91 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 145 members Mstep: Class 2 contains 879 members Entering Unmasked Estep Score: -50547.515625 Penalty: 630.763916 Iteration 11Q: 3 clusters Score -50547.52 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 142 members Mstep: Class 2 contains 882 members Entering Unmasked Estep Score: -50548.500000 Penalty: 630.763916 Iteration 12Q: 3 clusters Score -50548.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 140 members Mstep: Class 2 contains 884 members Entering Unmasked Estep Score: -50549.382812 Penalty: 630.763916 Iteration 13Q: 3 clusters Score -50549.38 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 138 members Mstep: Class 2 contains 886 members Entering Unmasked Estep Score: -50550.410156 Penalty: 630.763916 Iteration 14Q: 3 clusters Score -50550.41 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 136 members Mstep: Class 2 contains 888 members Entering Unmasked Estep Score: -50551.488281 Penalty: 630.763916 Iteration 15Q: 3 clusters Score -50551.49 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 136 members Mstep: Class 2 contains 888 members Entering Unmasked Estep Score: -50551.488281 Penalty: 630.763916 Iteration 16F: 3 clusters Score -50551.49 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (93 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 93 members Entering Unmasked Estep Score: -5131.258301 Penalty: 206.233276 Iteration 0F: 2 clusters Score -5131.258 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46 members Mstep: Class 2 contains 47 members Entering Unmasked Estep Score: -4921.729492 Penalty: 412.466553 Iteration 0F: 3 clusters Score -4921.729 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41 members Mstep: Class 2 contains 52 members Entering Unmasked Estep Score: -4939.656250 Penalty: 412.466553 Iteration 1F: 3 clusters Score -4939.656 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42 members Mstep: Class 2 contains 51 members Entering Unmasked Estep Score: -4943.378906 Penalty: 412.466553 Iteration 2Q: 3 clusters Score -4943.379 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42 members Mstep: Class 2 contains 51 members Entering Unmasked Estep Score: -4943.378906 Penalty: 412.466553 Iteration 3F: 3 clusters Score -4943.379 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (3365 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3365 members Entering Unmasked Estep Score: -188896.843750 Penalty: 369.513855 Iteration 0F: 2 clusters Score -188896.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1684 members Mstep: Class 2 contains 1681 members Entering Unmasked Estep Score: -186604.968750 Penalty: 739.027710 Iteration 0F: 3 clusters Score -186605 nChanged 1466 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1738 members Mstep: Class 2 contains 1627 members Entering Unmasked Estep Score: -187432.906250 Penalty: 739.027710 Iteration 1F: 3 clusters Score -187432.9 nChanged 223 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1737 members Mstep: Class 2 contains 1628 members Entering Unmasked Estep Score: -187568.468750 Penalty: 739.027710 Iteration 2F: 3 clusters Score -187568.5 nChanged 222 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1711 members Mstep: Class 2 contains 1654 members Entering Unmasked Estep Score: -187710.140625 Penalty: 739.027710 Iteration 3F: 3 clusters Score -187710.1 nChanged 218 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1705 members Mstep: Class 2 contains 1660 members Entering Unmasked Estep Score: -187864.421875 Penalty: 739.027710 Iteration 4F: 3 clusters Score -187864.4 nChanged 175 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1714 members Mstep: Class 2 contains 1651 members Entering Unmasked Estep Score: -188007.375000 Penalty: 739.027710 Iteration 5F: 3 clusters Score -188007.4 nChanged 186 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1712 members Mstep: Class 2 contains 1653 members Entering Unmasked Estep Score: -188183.703125 Penalty: 739.027710 Iteration 6F: 3 clusters Score -188183.7 nChanged 182 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1700 members Mstep: Class 2 contains 1665 members Entering Unmasked Estep Score: -188326.750000 Penalty: 739.027710 Iteration 7F: 3 clusters Score -188326.8 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1699 members Mstep: Class 2 contains 1666 members Entering Unmasked Estep Score: -188399.078125 Penalty: 739.027710 Iteration 8Q: 3 clusters Score -188399.1 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1691 members Mstep: Class 2 contains 1674 members Entering Unmasked Estep Score: -188432.203125 Penalty: 739.027710 Iteration 9Q: 3 clusters Score -188432.2 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1685 members Mstep: Class 2 contains 1680 members Entering Unmasked Estep Score: -188455.031250 Penalty: 739.027710 Iteration 10Q: 3 clusters Score -188455 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1674 members Mstep: Class 2 contains 1691 members Entering Unmasked Estep Score: -188474.343750 Penalty: 739.027710 Iteration 11Q: 3 clusters Score -188474.3 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1653 members Mstep: Class 2 contains 1712 members Entering Unmasked Estep Score: -188485.093750 Penalty: 739.027710 Iteration 12Q: 3 clusters Score -188485.1 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1636 members Mstep: Class 2 contains 1729 members Entering Unmasked Estep Score: -188491.265625 Penalty: 739.027710 Iteration 13Q: 3 clusters Score -188491.3 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1623 members Mstep: Class 2 contains 1742 members Entering Unmasked Estep Score: -188494.781250 Penalty: 739.027710 Iteration 14Q: 3 clusters Score -188494.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1611 members Mstep: Class 2 contains 1754 members Entering Unmasked Estep Score: -188496.656250 Penalty: 739.027710 Iteration 15Q: 3 clusters Score -188496.7 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1599 members Mstep: Class 2 contains 1766 members Entering Unmasked Estep Score: -188498.046875 Penalty: 739.027710 Iteration 16Q: 3 clusters Score -188498 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1591 members Mstep: Class 2 contains 1774 members Entering Unmasked Estep Score: -188499.296875 Penalty: 739.027710 Iteration 17Q: 3 clusters Score -188499.3 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1580 members Mstep: Class 2 contains 1785 members Entering Unmasked Estep Score: -188501.468750 Penalty: 739.027710 Iteration 18Q: 3 clusters Score -188501.5 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1565 members Mstep: Class 2 contains 1800 members Entering Unmasked Estep Score: -188504.281250 Penalty: 739.027710 Iteration 19Q: 3 clusters Score -188504.3 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1549 members Mstep: Class 2 contains 1816 members Entering Unmasked Estep Score: -188507.078125 Penalty: 739.027710 Iteration 20F: 3 clusters Score -188507.1 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1538 members Mstep: Class 2 contains 1827 members Entering Unmasked Estep Score: -188510.609375 Penalty: 739.027710 Iteration 21Q: 3 clusters Score -188510.6 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1522 members Mstep: Class 2 contains 1843 members Entering Unmasked Estep Score: -188513.875000 Penalty: 739.027710 Iteration 22Q: 3 clusters Score -188513.9 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1506 members Mstep: Class 2 contains 1859 members Entering Unmasked Estep Score: -188517.812500 Penalty: 739.027710 Iteration 23Q: 3 clusters Score -188517.8 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1489 members Mstep: Class 2 contains 1876 members Entering Unmasked Estep Score: -188522.734375 Penalty: 739.027710 Iteration 24Q: 3 clusters Score -188522.7 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1477 members Mstep: Class 2 contains 1888 members Entering Unmasked Estep Score: -188525.031250 Penalty: 739.027710 Iteration 25Q: 3 clusters Score -188525 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1466 members Mstep: Class 2 contains 1899 members Entering Unmasked Estep Score: -188526.906250 Penalty: 739.027710 Iteration 26Q: 3 clusters Score -188526.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1458 members Mstep: Class 2 contains 1907 members Entering Unmasked Estep Score: -188527.703125 Penalty: 739.027710 Iteration 27Q: 3 clusters Score -188527.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1451 members Mstep: Class 2 contains 1914 members Entering Unmasked Estep Score: -188528.640625 Penalty: 739.027710 Iteration 28Q: 3 clusters Score -188528.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1442 members Mstep: Class 2 contains 1923 members Entering Unmasked Estep Score: -188529.656250 Penalty: 739.027710 Iteration 29Q: 3 clusters Score -188529.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1434 members Mstep: Class 2 contains 1931 members Entering Unmasked Estep Score: -188530.750000 Penalty: 739.027710 Iteration 30Q: 3 clusters Score -188530.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1427 members Mstep: Class 2 contains 1938 members Entering Unmasked Estep Score: -188531.359375 Penalty: 739.027710 Iteration 31Q: 3 clusters Score -188531.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1422 members Mstep: Class 2 contains 1943 members Entering Unmasked Estep Score: -188532.531250 Penalty: 739.027710 Iteration 32Q: 3 clusters Score -188532.5 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1412 members Mstep: Class 2 contains 1953 members Entering Unmasked Estep Score: -188535.031250 Penalty: 739.027710 Iteration 33Q: 3 clusters Score -188535 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1401 members Mstep: Class 2 contains 1964 members Entering Unmasked Estep Score: -188537.093750 Penalty: 739.027710 Iteration 34Q: 3 clusters Score -188537.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1391 members Mstep: Class 2 contains 1974 members Entering Unmasked Estep Score: -188538.453125 Penalty: 739.027710 Iteration 35Q: 3 clusters Score -188538.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1382 members Mstep: Class 2 contains 1983 members Entering Unmasked Estep Score: -188539.640625 Penalty: 739.027710 Iteration 36Q: 3 clusters Score -188539.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1375 members Mstep: Class 2 contains 1990 members Entering Unmasked Estep Score: -188540.234375 Penalty: 739.027710 Iteration 37Q: 3 clusters Score -188540.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1371 members Mstep: Class 2 contains 1994 members Entering Unmasked Estep Score: -188540.468750 Penalty: 739.027710 Iteration 38Q: 3 clusters Score -188540.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1367 members Mstep: Class 2 contains 1998 members Entering Unmasked Estep Score: -188541.281250 Penalty: 739.027710 Iteration 39Q: 3 clusters Score -188541.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1364 members Mstep: Class 2 contains 2001 members Entering Unmasked Estep Score: -188541.468750 Penalty: 739.027710 Iteration 40F: 3 clusters Score -188541.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1361 members Mstep: Class 2 contains 2004 members Entering Unmasked Estep Score: -188542.109375 Penalty: 739.027710 Iteration 41Q: 3 clusters Score -188542.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1358 members Mstep: Class 2 contains 2007 members Entering Unmasked Estep Score: -188542.671875 Penalty: 739.027710 Iteration 42Q: 3 clusters Score -188542.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1353 members Mstep: Class 2 contains 2012 members Entering Unmasked Estep Score: -188543.140625 Penalty: 739.027710 Iteration 43Q: 3 clusters Score -188543.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1351 members Mstep: Class 2 contains 2014 members Entering Unmasked Estep Score: -188543.218750 Penalty: 739.027710 Iteration 44Q: 3 clusters Score -188543.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1349 members Mstep: Class 2 contains 2016 members Entering Unmasked Estep Score: -188543.609375 Penalty: 739.027710 Iteration 45Q: 3 clusters Score -188543.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1349 members Mstep: Class 2 contains 2016 members Entering Unmasked Estep Score: -188543.609375 Penalty: 739.027710 Iteration 46F: 3 clusters Score -188543.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (22215 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22215 members Entering Unmasked Estep Score: -1172622.250000 Penalty: 455.387787 Iteration 0F: 2 clusters Score -1172622 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11103 members Mstep: Class 2 contains 11112 members Entering Unmasked Estep Score: -1157641.125000 Penalty: 910.775574 Iteration 0F: 3 clusters Score -1157641 nChanged 10642 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11039 members Mstep: Class 2 contains 11176 members Entering Unmasked Estep Score: -1163973.750000 Penalty: 910.775574 Iteration 1F: 3 clusters Score -1163974 nChanged 1304 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11039 members Mstep: Class 2 contains 11176 members Entering Unmasked Estep Score: -1164600.875000 Penalty: 910.775574 Iteration 2F: 3 clusters Score -1164601 nChanged 1434 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11161 members Mstep: Class 2 contains 11054 members Entering Unmasked Estep Score: -1165453.750000 Penalty: 910.775574 Iteration 3F: 3 clusters Score -1165454 nChanged 1498 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11357 members Mstep: Class 2 contains 10858 members Entering Unmasked Estep Score: -1166577.625000 Penalty: 910.775574 Iteration 4F: 3 clusters Score -1166578 nChanged 1543 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11568 members Mstep: Class 2 contains 10647 members Entering Unmasked Estep Score: -1167797.250000 Penalty: 910.775574 Iteration 5F: 3 clusters Score -1167797 nChanged 1381 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11693 members Mstep: Class 2 contains 10522 members Entering Unmasked Estep Score: -1168800.625000 Penalty: 910.775574 Iteration 6F: 3 clusters Score -1168801 nChanged 1096 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11817 members Mstep: Class 2 contains 10398 members Entering Unmasked Estep Score: -1169416.250000 Penalty: 910.775574 Iteration 7Q: 3 clusters Score -1169416 nChanged 733 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11954 members Mstep: Class 2 contains 10261 members Entering Unmasked Estep Score: -1169731.125000 Penalty: 910.775574 Iteration 8Q: 3 clusters Score -1169731 nChanged 505 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12135 members Mstep: Class 2 contains 10080 members Entering Unmasked Estep Score: -1169973.875000 Penalty: 910.775574 Iteration 9Q: 3 clusters Score -1169974 nChanged 522 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12415 members Mstep: Class 2 contains 9800 members Entering Unmasked Estep Score: -1170267.500000 Penalty: 910.775574 Iteration 10Q: 3 clusters Score -1170268 nChanged 524 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12717 members Mstep: Class 2 contains 9498 members Entering Unmasked Estep Score: -1170562.625000 Penalty: 910.775574 Iteration 11Q: 3 clusters Score -1170563 nChanged 495 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12998 members Mstep: Class 2 contains 9217 members Entering Unmasked Estep Score: -1170833.500000 Penalty: 910.775574 Iteration 12Q: 3 clusters Score -1170834 nChanged 440 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13278 members Mstep: Class 2 contains 8937 members Entering Unmasked Estep Score: -1171057.750000 Penalty: 910.775574 Iteration 13Q: 3 clusters Score -1171058 nChanged 389 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13553 members Mstep: Class 2 contains 8662 members Entering Unmasked Estep Score: -1171240.125000 Penalty: 910.775574 Iteration 14Q: 3 clusters Score -1171240 nChanged 319 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13784 members Mstep: Class 2 contains 8431 members Entering Unmasked Estep Score: -1171377.250000 Penalty: 910.775574 Iteration 15Q: 3 clusters Score -1171377 nChanged 279 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14011 members Mstep: Class 2 contains 8204 members Entering Unmasked Estep Score: -1171487.000000 Penalty: 910.775574 Iteration 16Q: 3 clusters Score -1171487 nChanged 242 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14225 members Mstep: Class 2 contains 7990 members Entering Unmasked Estep Score: -1171567.500000 Penalty: 910.775574 Iteration 17Q: 3 clusters Score -1171568 nChanged 225 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14424 members Mstep: Class 2 contains 7791 members Entering Unmasked Estep Score: -1171631.875000 Penalty: 910.775574 Iteration 18Q: 3 clusters Score -1171632 nChanged 195 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14605 members Mstep: Class 2 contains 7610 members Entering Unmasked Estep Score: -1171684.250000 Penalty: 910.775574 Iteration 19Q: 3 clusters Score -1171684 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14750 members Mstep: Class 2 contains 7465 members Entering Unmasked Estep Score: -1171718.750000 Penalty: 910.775574 Iteration 20F: 3 clusters Score -1171719 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14871 members Mstep: Class 2 contains 7344 members Entering Unmasked Estep Score: -1171746.750000 Penalty: 910.775574 Iteration 21Q: 3 clusters Score -1171747 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14991 members Mstep: Class 2 contains 7224 members Entering Unmasked Estep Score: -1171760.875000 Penalty: 910.775574 Iteration 22Q: 3 clusters Score -1171761 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15091 members Mstep: Class 2 contains 7124 members Entering Unmasked Estep Score: -1171775.625000 Penalty: 910.775574 Iteration 23Q: 3 clusters Score -1171776 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15182 members Mstep: Class 2 contains 7033 members Entering Unmasked Estep Score: -1171783.750000 Penalty: 910.775574 Iteration 24Q: 3 clusters Score -1171784 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15268 members Mstep: Class 2 contains 6947 members Entering Unmasked Estep Score: -1171798.375000 Penalty: 910.775574 Iteration 25Q: 3 clusters Score -1171798 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15364 members Mstep: Class 2 contains 6851 members Entering Unmasked Estep Score: -1171808.125000 Penalty: 910.775574 Iteration 26Q: 3 clusters Score -1171808 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15456 members Mstep: Class 2 contains 6759 members Entering Unmasked Estep Score: -1171820.000000 Penalty: 910.775574 Iteration 27Q: 3 clusters Score -1171820 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15548 members Mstep: Class 2 contains 6667 members Entering Unmasked Estep Score: -1171831.250000 Penalty: 910.775574 Iteration 28Q: 3 clusters Score -1171831 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15640 members Mstep: Class 2 contains 6575 members Entering Unmasked Estep Score: -1171839.125000 Penalty: 910.775574 Iteration 29Q: 3 clusters Score -1171839 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15729 members Mstep: Class 2 contains 6486 members Entering Unmasked Estep Score: -1171847.375000 Penalty: 910.775574 Iteration 30Q: 3 clusters Score -1171847 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15797 members Mstep: Class 2 contains 6418 members Entering Unmasked Estep Score: -1171857.750000 Penalty: 910.775574 Iteration 31Q: 3 clusters Score -1171858 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15859 members Mstep: Class 2 contains 6356 members Entering Unmasked Estep Score: -1171861.375000 Penalty: 910.775574 Iteration 32Q: 3 clusters Score -1171861 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15930 members Mstep: Class 2 contains 6285 members Entering Unmasked Estep Score: -1171867.875000 Penalty: 910.775574 Iteration 33Q: 3 clusters Score -1171868 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15984 members Mstep: Class 2 contains 6231 members Entering Unmasked Estep Score: -1171876.125000 Penalty: 910.775574 Iteration 34Q: 3 clusters Score -1171876 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16049 members Mstep: Class 2 contains 6166 members Entering Unmasked Estep Score: -1171877.500000 Penalty: 910.775574 Iteration 35Q: 3 clusters Score -1171878 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16113 members Mstep: Class 2 contains 6102 members Entering Unmasked Estep Score: -1171882.250000 Penalty: 910.775574 Iteration 36Q: 3 clusters Score -1171882 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16170 members Mstep: Class 2 contains 6045 members Entering Unmasked Estep Score: -1171883.750000 Penalty: 910.775574 Iteration 37Q: 3 clusters Score -1171884 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16222 members Mstep: Class 2 contains 5993 members Entering Unmasked Estep Score: -1171893.500000 Penalty: 910.775574 Iteration 38Q: 3 clusters Score -1171894 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16282 members Mstep: Class 2 contains 5933 members Entering Unmasked Estep Score: -1171900.375000 Penalty: 910.775574 Iteration 39Q: 3 clusters Score -1171900 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16344 members Mstep: Class 2 contains 5871 members Entering Unmasked Estep Score: -1171902.750000 Penalty: 910.775574 Iteration 40F: 3 clusters Score -1171903 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16406 members Mstep: Class 2 contains 5809 members Entering Unmasked Estep Score: -1171905.875000 Penalty: 910.775574 Iteration 41Q: 3 clusters Score -1171906 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16465 members Mstep: Class 2 contains 5750 members Entering Unmasked Estep Score: -1171910.125000 Penalty: 910.775574 Iteration 42Q: 3 clusters Score -1171910 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16523 members Mstep: Class 2 contains 5692 members Entering Unmasked Estep Score: -1171918.250000 Penalty: 910.775574 Iteration 43Q: 3 clusters Score -1171918 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16591 members Mstep: Class 2 contains 5624 members Entering Unmasked Estep Score: -1171923.750000 Penalty: 910.775574 Iteration 44Q: 3 clusters Score -1171924 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16654 members Mstep: Class 2 contains 5561 members Entering Unmasked Estep Score: -1171933.375000 Penalty: 910.775574 Iteration 45Q: 3 clusters Score -1171933 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16713 members Mstep: Class 2 contains 5502 members Entering Unmasked Estep Score: -1171938.875000 Penalty: 910.775574 Iteration 46Q: 3 clusters Score -1171939 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16769 members Mstep: Class 2 contains 5446 members Entering Unmasked Estep Score: -1171944.000000 Penalty: 910.775574 Iteration 47Q: 3 clusters Score -1171944 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16834 members Mstep: Class 2 contains 5381 members Entering Unmasked Estep Score: -1171950.000000 Penalty: 910.775574 Iteration 48Q: 3 clusters Score -1171950 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16896 members Mstep: Class 2 contains 5319 members Entering Unmasked Estep Score: -1171957.125000 Penalty: 910.775574 Iteration 49Q: 3 clusters Score -1171957 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16958 members Mstep: Class 2 contains 5257 members Entering Unmasked Estep Score: -1171961.875000 Penalty: 910.775574 Iteration 50Q: 3 clusters Score -1171962 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17016 members Mstep: Class 2 contains 5199 members Entering Unmasked Estep Score: -1171970.500000 Penalty: 910.775574 Iteration 51Q: 3 clusters Score -1171970 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17073 members Mstep: Class 2 contains 5142 members Entering Unmasked Estep Score: -1171976.500000 Penalty: 910.775574 Iteration 52Q: 3 clusters Score -1171976 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17127 members Mstep: Class 2 contains 5088 members Entering Unmasked Estep Score: -1171980.000000 Penalty: 910.775574 Iteration 53Q: 3 clusters Score -1171980 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17171 members Mstep: Class 2 contains 5044 members Entering Unmasked Estep Score: -1171987.250000 Penalty: 910.775574 Iteration 54Q: 3 clusters Score -1171987 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17212 members Mstep: Class 2 contains 5003 members Entering Unmasked Estep Score: -1171993.375000 Penalty: 910.775574 Iteration 55Q: 3 clusters Score -1171993 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17238 members Mstep: Class 2 contains 4977 members Entering Unmasked Estep Score: -1171992.500000 Penalty: 910.775574 Iteration 56Q: 3 clusters Score -1171992 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17262 members Mstep: Class 2 contains 4953 members Entering Unmasked Estep Score: -1171993.500000 Penalty: 910.775574 Iteration 57Q: 3 clusters Score -1171994 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17286 members Mstep: Class 2 contains 4929 members Entering Unmasked Estep Score: -1171996.125000 Penalty: 910.775574 Iteration 58Q: 3 clusters Score -1171996 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17303 members Mstep: Class 2 contains 4912 members Entering Unmasked Estep Score: -1171996.750000 Penalty: 910.775574 Iteration 59Q: 3 clusters Score -1171997 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17324 members Mstep: Class 2 contains 4891 members Entering Unmasked Estep Score: -1171999.250000 Penalty: 910.775574 Iteration 60F: 3 clusters Score -1171999 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17348 members Mstep: Class 2 contains 4867 members Entering Unmasked Estep Score: -1171998.000000 Penalty: 910.775574 Iteration 61Q: 3 clusters Score -1171998 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17375 members Mstep: Class 2 contains 4840 members Entering Unmasked Estep Score: -1171997.000000 Penalty: 910.775574 Iteration 62Q: 3 clusters Score -1171997 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17395 members Mstep: Class 2 contains 4820 members Entering Unmasked Estep Score: -1171998.500000 Penalty: 910.775574 Iteration 63Q: 3 clusters Score -1171998 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17411 members Mstep: Class 2 contains 4804 members Entering Unmasked Estep Score: -1171997.750000 Penalty: 910.775574 Iteration 64Q: 3 clusters Score -1171998 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17423 members Mstep: Class 2 contains 4792 members Entering Unmasked Estep Score: -1171996.500000 Penalty: 910.775574 Iteration 65Q: 3 clusters Score -1171996 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17438 members Mstep: Class 2 contains 4777 members Entering Unmasked Estep Score: -1171997.750000 Penalty: 910.775574 Iteration 66Q: 3 clusters Score -1171998 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17453 members Mstep: Class 2 contains 4762 members Entering Unmasked Estep Score: -1171995.125000 Penalty: 910.775574 Iteration 67Q: 3 clusters Score -1171995 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17464 members Mstep: Class 2 contains 4751 members Entering Unmasked Estep Score: -1171998.000000 Penalty: 910.775574 Iteration 68Q: 3 clusters Score -1171998 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17472 members Mstep: Class 2 contains 4743 members Entering Unmasked Estep Score: -1171997.125000 Penalty: 910.775574 Iteration 69Q: 3 clusters Score -1171997 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17480 members Mstep: Class 2 contains 4735 members Entering Unmasked Estep Score: -1171999.000000 Penalty: 910.775574 Iteration 70Q: 3 clusters Score -1171999 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17482 members Mstep: Class 2 contains 4733 members Entering Unmasked Estep Score: -1171998.500000 Penalty: 910.775574 Iteration 71Q: 3 clusters Score -1171998 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17484 members Mstep: Class 2 contains 4731 members Entering Unmasked Estep Score: -1172000.750000 Penalty: 910.775574 Iteration 72Q: 3 clusters Score -1172001 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17490 members Mstep: Class 2 contains 4725 members Entering Unmasked Estep Score: -1172000.000000 Penalty: 910.775574 Iteration 73Q: 3 clusters Score -1172000 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17499 members Mstep: Class 2 contains 4716 members Entering Unmasked Estep Score: -1172003.250000 Penalty: 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-1172003.875000 Penalty: 910.775574 Iteration 78Q: 3 clusters Score -1172004 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17558 members Mstep: Class 2 contains 4657 members Entering Unmasked Estep Score: -1172002.625000 Penalty: 910.775574 Iteration 79Q: 3 clusters Score -1172003 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17570 members Mstep: Class 2 contains 4645 members Entering Unmasked Estep Score: -1172003.750000 Penalty: 910.775574 Iteration 80F: 3 clusters Score -1172004 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17582 members Mstep: Class 2 contains 4633 members Entering Unmasked Estep Score: -1172005.750000 Penalty: 910.775574 Iteration 81Q: 3 clusters Score -1172006 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17593 members Mstep: Class 2 contains 4622 members Entering Unmasked 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Unmasked Estep Score: -1172008.000000 Penalty: 910.775574 Iteration 86Q: 3 clusters Score -1172008 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17633 members Mstep: Class 2 contains 4582 members Entering Unmasked Estep Score: -1172009.500000 Penalty: 910.775574 Iteration 87Q: 3 clusters Score -1172010 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17644 members Mstep: Class 2 contains 4571 members Entering Unmasked Estep Score: -1172010.500000 Penalty: 910.775574 Iteration 88Q: 3 clusters Score -1172010 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17660 members Mstep: Class 2 contains 4555 members Entering Unmasked Estep Score: -1172013.000000 Penalty: 910.775574 Iteration 89Q: 3 clusters Score -1172013 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17678 members Mstep: Class 2 contains 4537 members Entering Unmasked Estep Score: -1172015.875000 Penalty: 910.775574 Iteration 90Q: 3 clusters Score -1172016 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17699 members Mstep: Class 2 contains 4516 members Entering Unmasked Estep Score: -1172015.000000 Penalty: 910.775574 Iteration 91Q: 3 clusters Score -1172015 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17727 members Mstep: Class 2 contains 4488 members Entering Unmasked Estep Score: -1172016.500000 Penalty: 910.775574 Iteration 92Q: 3 clusters Score -1172016 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17762 members Mstep: Class 2 contains 4453 members Entering Unmasked Estep Score: -1172019.875000 Penalty: 910.775574 Iteration 93Q: 3 clusters Score -1172020 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17795 members Mstep: Class 2 contains 4420 members Entering Unmasked Estep Score: -1172023.375000 Penalty: 910.775574 Iteration 94Q: 3 clusters Score -1172023 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17831 members Mstep: Class 2 contains 4384 members Entering Unmasked Estep Score: -1172029.375000 Penalty: 910.775574 Iteration 95Q: 3 clusters Score -1172029 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17863 members Mstep: Class 2 contains 4352 members Entering Unmasked Estep Score: -1172030.500000 Penalty: 910.775574 Iteration 96Q: 3 clusters Score -1172030 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17888 members Mstep: Class 2 contains 4327 members Entering Unmasked Estep Score: -1172027.000000 Penalty: 910.775574 Iteration 97Q: 3 clusters Score -1172027 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17913 members Mstep: Class 2 contains 4302 members Entering Unmasked Estep Score: -1172031.000000 Penalty: 910.775574 Iteration 98Q: 3 clusters Score -1172031 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17937 members Mstep: Class 2 contains 4278 members Entering Unmasked Estep Score: -1172030.375000 Penalty: 910.775574 Iteration 99Q: 3 clusters Score -1172030 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17966 members Mstep: Class 2 contains 4249 members Entering Unmasked Estep Score: -1172035.375000 Penalty: 910.775574 Iteration 100F: 3 clusters Score -1172035 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18000 members Mstep: Class 2 contains 4215 members Entering Unmasked Estep Score: -1172040.000000 Penalty: 910.775574 Iteration 101Q: 3 clusters Score -1172040 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18034 members Mstep: Class 2 contains 4181 members Entering Unmasked Estep Score: -1172047.500000 Penalty: 910.775574 Iteration 102Q: 3 clusters Score -1172048 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18072 members Mstep: Class 2 contains 4143 members Entering Unmasked Estep Score: -1172047.875000 Penalty: 910.775574 Iteration 103Q: 3 clusters Score -1172048 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18104 members Mstep: Class 2 contains 4111 members Entering Unmasked Estep Score: -1172051.375000 Penalty: 910.775574 Iteration 104Q: 3 clusters Score -1172051 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18143 members Mstep: Class 2 contains 4072 members Entering Unmasked Estep Score: -1172051.000000 Penalty: 910.775574 Iteration 105Q: 3 clusters Score -1172051 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18175 members Mstep: Class 2 contains 4040 members Entering Unmasked Estep Score: -1172055.375000 Penalty: 910.775574 Iteration 106Q: 3 clusters Score -1172055 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18206 members Mstep: Class 2 contains 4009 members Entering Unmasked Estep Score: -1172057.250000 Penalty: 910.775574 Iteration 107Q: 3 clusters Score -1172057 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18226 members Mstep: Class 2 contains 3989 members Entering Unmasked Estep Score: -1172058.125000 Penalty: 910.775574 Iteration 108Q: 3 clusters Score -1172058 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18247 members Mstep: Class 2 contains 3968 members Entering Unmasked Estep Score: -1172058.250000 Penalty: 910.775574 Iteration 109Q: 3 clusters Score -1172058 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18273 members Mstep: Class 2 contains 3942 members Entering Unmasked Estep Score: -1172059.250000 Penalty: 910.775574 Iteration 110Q: 3 clusters Score -1172059 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18297 members Mstep: Class 2 contains 3918 members Entering Unmasked Estep Score: -1172061.000000 Penalty: 910.775574 Iteration 111Q: 3 clusters Score -1172061 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18323 members Mstep: Class 2 contains 3892 members Entering Unmasked Estep Score: -1172066.000000 Penalty: 910.775574 Iteration 112Q: 3 clusters Score -1172066 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18347 members Mstep: Class 2 contains 3868 members Entering Unmasked Estep Score: -1172068.625000 Penalty: 910.775574 Iteration 113Q: 3 clusters Score -1172069 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18376 members Mstep: Class 2 contains 3839 members Entering Unmasked Estep Score: -1172071.250000 Penalty: 910.775574 Iteration 114Q: 3 clusters Score -1172071 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18394 members Mstep: Class 2 contains 3821 members Entering Unmasked Estep Score: -1172067.750000 Penalty: 910.775574 Iteration 115Q: 3 clusters Score -1172068 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18410 members Mstep: Class 2 contains 3805 members Entering Unmasked Estep Score: -1172071.375000 Penalty: 910.775574 Iteration 116Q: 3 clusters Score -1172071 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18419 members Mstep: Class 2 contains 3796 members Entering Unmasked Estep Score: -1172070.750000 Penalty: 910.775574 Iteration 117Q: 3 clusters Score -1172071 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18426 members Mstep: Class 2 contains 3789 members Entering Unmasked Estep Score: -1172071.500000 Penalty: 910.775574 Iteration 118Q: 3 clusters Score -1172072 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18433 members Mstep: Class 2 contains 3782 members Entering Unmasked Estep Score: -1172074.000000 Penalty: 910.775574 Iteration 119Q: 3 clusters Score -1172074 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18440 members Mstep: Class 2 contains 3775 members Entering Unmasked Estep Score: -1172074.250000 Penalty: 910.775574 Iteration 120F: 3 clusters Score -1172074 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18445 members Mstep: Class 2 contains 3770 members Entering Unmasked Estep Score: -1172076.000000 Penalty: 910.775574 Iteration 121Q: 3 clusters Score -1172076 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18452 members Mstep: Class 2 contains 3763 members Entering Unmasked Estep Score: -1172076.125000 Penalty: 910.775574 Iteration 122Q: 3 clusters Score -1172076 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18461 members Mstep: Class 2 contains 3754 members Entering Unmasked Estep Score: -1172078.000000 Penalty: 910.775574 Iteration 123Q: 3 clusters Score -1172078 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18467 members Mstep: Class 2 contains 3748 members Entering Unmasked Estep Score: -1172076.250000 Penalty: 910.775574 Iteration 124Q: 3 clusters Score -1172076 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18472 members Mstep: Class 2 contains 3743 members Entering Unmasked Estep Score: -1172077.875000 Penalty: 910.775574 Iteration 125Q: 3 clusters Score -1172078 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18475 members Mstep: Class 2 contains 3740 members Entering Unmasked Estep Score: -1172079.125000 Penalty: 910.775574 Iteration 126Q: 3 clusters Score -1172079 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18477 members Mstep: Class 2 contains 3738 members Entering Unmasked Estep Score: -1172078.875000 Penalty: 910.775574 Iteration 127Q: 3 clusters Score -1172079 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18478 members Mstep: Class 2 contains 3737 members Entering Unmasked Estep Score: -1172077.500000 Penalty: 910.775574 Iteration 128Q: 3 clusters Score -1172078 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18479 members Mstep: Class 2 contains 3736 members Entering Unmasked Estep Score: -1172077.250000 Penalty: 910.775574 Iteration 129Q: 3 clusters Score -1172077 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18480 members Mstep: Class 2 contains 3735 members Entering Unmasked Estep Score: -1172078.500000 Penalty: 910.775574 Iteration 130Q: 3 clusters Score -1172078 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18482 members Mstep: Class 2 contains 3733 members Entering Unmasked Estep Score: -1172078.375000 Penalty: 910.775574 Iteration 131Q: 3 clusters Score -1172078 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18484 members Mstep: Class 2 contains 3731 members Entering Unmasked Estep Score: -1172078.000000 Penalty: 910.775574 Iteration 132Q: 3 clusters Score -1172078 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18484 members Mstep: Class 2 contains 3731 members Entering Unmasked Estep Score: -1172078.000000 Penalty: 910.775574 Iteration 133F: 3 clusters Score -1172078 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (22236 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22236 members Entering Unmasked Estep Score: -1289085.250000 Penalty: 455.430786 Iteration 0F: 2 clusters Score -1289085 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11068 members Mstep: Class 2 contains 11168 members Entering Unmasked Estep Score: -1274220.875000 Penalty: 910.861572 Iteration 0F: 3 clusters Score -1274221 nChanged 10675 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9163 members Mstep: Class 2 contains 13073 members Entering Unmasked Estep Score: -1281471.625000 Penalty: 910.861572 Iteration 1F: 3 clusters Score -1281472 nChanged 1783 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8048 members Mstep: Class 2 contains 14188 members Entering Unmasked Estep Score: -1282697.500000 Penalty: 910.861572 Iteration 2F: 3 clusters Score -1282698 nChanged 1764 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6906 members Mstep: Class 2 contains 15330 members Entering Unmasked Estep Score: -1284036.750000 Penalty: 910.861572 Iteration 3F: 3 clusters Score -1284037 nChanged 1616 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5828 members Mstep: Class 2 contains 16408 members Entering Unmasked Estep Score: -1285360.375000 Penalty: 910.861572 Iteration 4F: 3 clusters Score -1285360 nChanged 1357 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4887 members Mstep: Class 2 contains 17349 members Entering Unmasked Estep Score: -1286423.000000 Penalty: 910.861572 Iteration 5F: 3 clusters Score -1286423 nChanged 958 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4175 members Mstep: Class 2 contains 18061 members Entering Unmasked Estep Score: -1287123.125000 Penalty: 910.861572 Iteration 6Q: 3 clusters Score -1287123 nChanged 631 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3668 members Mstep: Class 2 contains 18568 members Entering Unmasked Estep Score: -1287489.000000 Penalty: 910.861572 Iteration 7Q: 3 clusters Score -1287489 nChanged 456 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3240 members Mstep: Class 2 contains 18996 members Entering Unmasked Estep Score: -1287724.000000 Penalty: 910.861572 Iteration 8Q: 3 clusters Score -1287724 nChanged 356 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2896 members Mstep: Class 2 contains 19340 members Entering Unmasked Estep Score: -1287896.250000 Penalty: 910.861572 Iteration 9Q: 3 clusters Score -1287896 nChanged 318 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2588 members Mstep: Class 2 contains 19648 members Entering Unmasked Estep Score: -1288033.000000 Penalty: 910.861572 Iteration 10Q: 3 clusters Score -1288033 nChanged 280 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2312 members Mstep: Class 2 contains 19924 members Entering Unmasked Estep Score: -1288158.000000 Penalty: 910.861572 Iteration 11Q: 3 clusters Score -1288158 nChanged 254 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2062 members Mstep: Class 2 contains 20174 members Entering Unmasked Estep Score: -1288275.000000 Penalty: 910.861572 Iteration 12Q: 3 clusters Score -1288275 nChanged 213 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1857 members Mstep: Class 2 contains 20379 members Entering Unmasked Estep Score: -1288378.875000 Penalty: 910.861572 Iteration 13Q: 3 clusters Score -1288379 nChanged 159 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1710 members Mstep: Class 2 contains 20526 members Entering Unmasked Estep Score: -1288458.750000 Penalty: 910.861572 Iteration 14Q: 3 clusters Score -1288459 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1568 members Mstep: Class 2 contains 20668 members Entering Unmasked Estep Score: -1288526.250000 Penalty: 910.861572 Iteration 15Q: 3 clusters Score -1288526 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1454 members Mstep: Class 2 contains 20782 members Entering Unmasked Estep Score: -1288566.000000 Penalty: 910.861572 Iteration 16Q: 3 clusters Score -1288566 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1373 members Mstep: Class 2 contains 20863 members Entering Unmasked Estep Score: -1288593.250000 Penalty: 910.861572 Iteration 17Q: 3 clusters Score -1288593 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1290 members Mstep: Class 2 contains 20946 members Entering Unmasked Estep Score: -1288611.875000 Penalty: 910.861572 Iteration 18Q: 3 clusters Score -1288612 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1220 members Mstep: Class 2 contains 21016 members Entering Unmasked Estep Score: -1288622.750000 Penalty: 910.861572 Iteration 19Q: 3 clusters Score -1288623 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1153 members Mstep: Class 2 contains 21083 members Entering Unmasked Estep Score: -1288641.375000 Penalty: 910.861572 Iteration 20F: 3 clusters Score -1288641 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1087 members Mstep: Class 2 contains 21149 members Entering Unmasked Estep Score: -1288658.375000 Penalty: 910.861572 Iteration 21Q: 3 clusters Score -1288658 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1013 members Mstep: Class 2 contains 21223 members Entering Unmasked Estep Score: -1288689.000000 Penalty: 910.861572 Iteration 22Q: 3 clusters Score -1288689 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 940 members Mstep: Class 2 contains 21296 members Entering Unmasked Estep Score: -1288710.625000 Penalty: 910.861572 Iteration 23Q: 3 clusters Score -1288711 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 876 members Mstep: Class 2 contains 21360 members Entering Unmasked Estep Score: -1288735.375000 Penalty: 910.861572 Iteration 24Q: 3 clusters Score -1288735 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 819 members Mstep: Class 2 contains 21417 members Entering Unmasked Estep Score: -1288764.375000 Penalty: 910.861572 Iteration 25Q: 3 clusters Score -1288764 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 773 members Mstep: Class 2 contains 21463 members Entering Unmasked Estep Score: -1288792.875000 Penalty: 910.861572 Iteration 26Q: 3 clusters Score -1288793 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 745 members Mstep: Class 2 contains 21491 members Entering Unmasked Estep Score: -1288811.375000 Penalty: 910.861572 Iteration 27Q: 3 clusters Score -1288811 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 716 members Mstep: Class 2 contains 21520 members Entering Unmasked Estep Score: -1288823.375000 Penalty: 910.861572 Iteration 28Q: 3 clusters Score -1288823 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 695 members Mstep: Class 2 contains 21541 members Entering Unmasked Estep Score: -1288827.750000 Penalty: 910.861572 Iteration 29Q: 3 clusters Score -1288828 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 679 members Mstep: Class 2 contains 21557 members Entering Unmasked Estep Score: -1288829.875000 Penalty: 910.861572 Iteration 30Q: 3 clusters Score -1288830 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 668 members Mstep: Class 2 contains 21568 members Entering Unmasked Estep Score: -1288831.875000 Penalty: 910.861572 Iteration 31Q: 3 clusters Score -1288832 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 660 members Mstep: Class 2 contains 21576 members Entering Unmasked Estep Score: -1288831.500000 Penalty: 910.861572 Iteration 32Q: 3 clusters Score -1288832 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 654 members Mstep: Class 2 contains 21582 members Entering Unmasked Estep Score: -1288831.750000 Penalty: 910.861572 Iteration 33Q: 3 clusters Score -1288832 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 651 members Mstep: Class 2 contains 21585 members Entering Unmasked Estep Score: -1288833.500000 Penalty: 910.861572 Iteration 34Q: 3 clusters Score -1288834 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 649 members Mstep: Class 2 contains 21587 members Entering Unmasked Estep Score: -1288833.750000 Penalty: 910.861572 Iteration 35Q: 3 clusters Score -1288834 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 647 members Mstep: Class 2 contains 21589 members Entering Unmasked Estep Score: -1288834.125000 Penalty: 910.861572 Iteration 36Q: 3 clusters Score -1288834 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 646 members Mstep: Class 2 contains 21590 members Entering Unmasked Estep Score: -1288833.875000 Penalty: 910.861572 Iteration 37Q: 3 clusters Score -1288834 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 646 members Mstep: Class 2 contains 21590 members Entering Unmasked Estep Score: -1288833.875000 Penalty: 910.861572 Iteration 38F: 3 clusters Score -1288834 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (11975 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11975 members Entering Unmasked Estep Score: -697943.312500 Penalty: 427.271210 Iteration 0F: 2 clusters Score -697943.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5932 members Mstep: Class 2 contains 6043 members Entering Unmasked Estep Score: -689844.500000 Penalty: 854.542419 Iteration 0F: 3 clusters Score -689844.5 nChanged 5680 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5060 members Mstep: Class 2 contains 6915 members Entering Unmasked Estep Score: -693520.250000 Penalty: 854.542419 Iteration 1F: 3 clusters Score -693520.2 nChanged 958 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4606 members Mstep: Class 2 contains 7369 members Entering Unmasked Estep Score: -694335.062500 Penalty: 854.542419 Iteration 2F: 3 clusters Score -694335.1 nChanged 996 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4146 members Mstep: Class 2 contains 7829 members Entering Unmasked Estep Score: -695340.375000 Penalty: 854.542419 Iteration 3F: 3 clusters Score -695340.4 nChanged 945 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3757 members Mstep: Class 2 contains 8218 members Entering Unmasked Estep Score: -696213.625000 Penalty: 854.542419 Iteration 4F: 3 clusters Score -696213.6 nChanged 673 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3530 members Mstep: Class 2 contains 8445 members Entering Unmasked Estep Score: -696690.875000 Penalty: 854.542419 Iteration 5F: 3 clusters Score -696690.9 nChanged 390 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3366 members Mstep: Class 2 contains 8609 members Entering Unmasked Estep Score: -696867.750000 Penalty: 854.542419 Iteration 6Q: 3 clusters Score -696867.8 nChanged 245 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3207 members Mstep: Class 2 contains 8768 members Entering Unmasked Estep Score: -696969.937500 Penalty: 854.542419 Iteration 7Q: 3 clusters Score -696969.9 nChanged 199 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3070 members Mstep: Class 2 contains 8905 members Entering Unmasked Estep Score: -697059.000000 Penalty: 854.542419 Iteration 8Q: 3 clusters Score -697059 nChanged 189 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2935 members Mstep: Class 2 contains 9040 members Entering Unmasked Estep Score: -697137.437500 Penalty: 854.542419 Iteration 9Q: 3 clusters Score -697137.4 nChanged 166 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2817 members Mstep: Class 2 contains 9158 members Entering Unmasked Estep Score: -697203.437500 Penalty: 854.542419 Iteration 10Q: 3 clusters Score -697203.4 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2722 members Mstep: Class 2 contains 9253 members Entering Unmasked Estep Score: -697244.000000 Penalty: 854.542419 Iteration 11Q: 3 clusters Score -697244 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2628 members Mstep: Class 2 contains 9347 members Entering Unmasked Estep Score: -697281.000000 Penalty: 854.542419 Iteration 12Q: 3 clusters Score -697281 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2541 members Mstep: Class 2 contains 9434 members Entering Unmasked Estep Score: -697314.812500 Penalty: 854.542419 Iteration 13Q: 3 clusters Score -697314.8 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2477 members Mstep: Class 2 contains 9498 members Entering Unmasked Estep Score: -697335.625000 Penalty: 854.542419 Iteration 14Q: 3 clusters Score -697335.6 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2415 members Mstep: Class 2 contains 9560 members Entering Unmasked Estep Score: -697354.000000 Penalty: 854.542419 Iteration 15Q: 3 clusters Score -697354 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2352 members Mstep: Class 2 contains 9623 members Entering Unmasked Estep Score: -697372.937500 Penalty: 854.542419 Iteration 16Q: 3 clusters Score -697372.9 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2285 members Mstep: Class 2 contains 9690 members Entering Unmasked Estep Score: -697390.000000 Penalty: 854.542419 Iteration 17Q: 3 clusters Score -697390 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2218 members Mstep: Class 2 contains 9757 members Entering Unmasked Estep Score: -697403.500000 Penalty: 854.542419 Iteration 18Q: 3 clusters Score -697403.5 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2163 members Mstep: Class 2 contains 9812 members Entering Unmasked Estep Score: -697415.375000 Penalty: 854.542419 Iteration 19Q: 3 clusters Score -697415.4 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2120 members Mstep: Class 2 contains 9855 members Entering Unmasked Estep Score: -697424.562500 Penalty: 854.542419 Iteration 20F: 3 clusters Score -697424.6 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2069 members Mstep: Class 2 contains 9906 members Entering Unmasked Estep Score: -697436.062500 Penalty: 854.542419 Iteration 21Q: 3 clusters Score -697436.1 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2019 members Mstep: Class 2 contains 9956 members Entering Unmasked Estep Score: -697450.812500 Penalty: 854.542419 Iteration 22Q: 3 clusters Score -697450.8 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1968 members Mstep: Class 2 contains 10007 members Entering Unmasked Estep Score: -697464.062500 Penalty: 854.542419 Iteration 23Q: 3 clusters Score -697464.1 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1909 members Mstep: Class 2 contains 10066 members Entering Unmasked Estep Score: -697478.000000 Penalty: 854.542419 Iteration 24Q: 3 clusters Score -697478 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1856 members Mstep: Class 2 contains 10119 members Entering Unmasked Estep Score: -697485.875000 Penalty: 854.542419 Iteration 25Q: 3 clusters Score -697485.9 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1818 members Mstep: Class 2 contains 10157 members Entering Unmasked Estep Score: -697494.500000 Penalty: 854.542419 Iteration 26Q: 3 clusters Score -697494.5 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1779 members Mstep: Class 2 contains 10196 members Entering Unmasked Estep Score: -697499.187500 Penalty: 854.542419 Iteration 27Q: 3 clusters Score -697499.2 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1735 members Mstep: Class 2 contains 10240 members Entering Unmasked Estep Score: -697507.687500 Penalty: 854.542419 Iteration 28Q: 3 clusters Score -697507.7 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1684 members Mstep: Class 2 contains 10291 members Entering Unmasked Estep Score: -697520.250000 Penalty: 854.542419 Iteration 29Q: 3 clusters Score -697520.2 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1631 members Mstep: Class 2 contains 10344 members Entering Unmasked Estep Score: -697534.375000 Penalty: 854.542419 Iteration 30Q: 3 clusters Score -697534.4 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1576 members Mstep: Class 2 contains 10399 members Entering Unmasked Estep Score: -697552.000000 Penalty: 854.542419 Iteration 31Q: 3 clusters Score -697552 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1505 members Mstep: Class 2 contains 10470 members Entering Unmasked Estep Score: -697574.437500 Penalty: 854.542419 Iteration 32Q: 3 clusters Score -697574.4 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1451 members Mstep: Class 2 contains 10524 members Entering Unmasked Estep Score: -697590.937500 Penalty: 854.542419 Iteration 33Q: 3 clusters Score -697590.9 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1391 members Mstep: Class 2 contains 10584 members Entering Unmasked Estep Score: -697616.000000 Penalty: 854.542419 Iteration 34Q: 3 clusters Score -697616 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1328 members Mstep: Class 2 contains 10647 members Entering Unmasked Estep Score: -697647.750000 Penalty: 854.542419 Iteration 35Q: 3 clusters Score -697647.8 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1269 members Mstep: Class 2 contains 10706 members Entering Unmasked Estep Score: -697669.250000 Penalty: 854.542419 Iteration 36Q: 3 clusters Score -697669.2 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1216 members Mstep: Class 2 contains 10759 members Entering Unmasked Estep Score: -697683.812500 Penalty: 854.542419 Iteration 37Q: 3 clusters Score -697683.8 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1175 members Mstep: Class 2 contains 10800 members Entering Unmasked Estep Score: -697694.687500 Penalty: 854.542419 Iteration 38Q: 3 clusters Score -697694.7 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1142 members Mstep: Class 2 contains 10833 members Entering Unmasked Estep Score: -697708.687500 Penalty: 854.542419 Iteration 39Q: 3 clusters Score -697708.7 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1116 members Mstep: Class 2 contains 10859 members Entering Unmasked Estep Score: -697715.875000 Penalty: 854.542419 Iteration 40F: 3 clusters Score -697715.9 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1087 members Mstep: Class 2 contains 10888 members Entering Unmasked Estep Score: -697721.250000 Penalty: 854.542419 Iteration 41Q: 3 clusters Score -697721.2 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1071 members Mstep: Class 2 contains 10904 members Entering Unmasked Estep Score: -697724.875000 Penalty: 854.542419 Iteration 42Q: 3 clusters Score -697724.9 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1051 members Mstep: Class 2 contains 10924 members Entering Unmasked Estep Score: -697729.187500 Penalty: 854.542419 Iteration 43Q: 3 clusters Score -697729.2 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1032 members Mstep: Class 2 contains 10943 members Entering Unmasked Estep Score: -697733.250000 Penalty: 854.542419 Iteration 44Q: 3 clusters Score -697733.2 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1019 members Mstep: Class 2 contains 10956 members Entering Unmasked Estep Score: -697733.812500 Penalty: 854.542419 Iteration 45Q: 3 clusters Score -697733.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1007 members Mstep: Class 2 contains 10968 members Entering Unmasked Estep Score: -697735.625000 Penalty: 854.542419 Iteration 46Q: 3 clusters Score -697735.6 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 994 members Mstep: Class 2 contains 10981 members Entering Unmasked Estep Score: -697736.937500 Penalty: 854.542419 Iteration 47Q: 3 clusters Score -697736.9 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 979 members Mstep: Class 2 contains 10996 members Entering Unmasked Estep Score: -697740.187500 Penalty: 854.542419 Iteration 48Q: 3 clusters Score -697740.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 970 members Mstep: Class 2 contains 11005 members Entering Unmasked Estep Score: -697740.875000 Penalty: 854.542419 Iteration 49Q: 3 clusters Score -697740.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 967 members Mstep: Class 2 contains 11008 members Entering Unmasked Estep Score: -697740.562500 Penalty: 854.542419 Iteration 50Q: 3 clusters Score -697740.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 964 members Mstep: Class 2 contains 11011 members Entering Unmasked Estep Score: -697741.187500 Penalty: 854.542419 Iteration 51Q: 3 clusters Score -697741.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 962 members Mstep: Class 2 contains 11013 members Entering Unmasked Estep Score: -697741.000000 Penalty: 854.542419 Iteration 52Q: 3 clusters Score -697741 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 962 members Mstep: Class 2 contains 11013 members Entering Unmasked Estep Score: -697741.000000 Penalty: 854.542419 Iteration 53F: 3 clusters Score -697741 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (10383 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10383 members Entering Unmasked Estep Score: -584153.812500 Penalty: 420.780579 Iteration 0F: 2 clusters Score -584153.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5164 members Mstep: Class 2 contains 5219 members Entering Unmasked Estep Score: -577338.062500 Penalty: 841.561157 Iteration 0F: 3 clusters Score -577338.1 nChanged 4755 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4929 members Mstep: Class 2 contains 5454 members Entering Unmasked Estep Score: -580079.562500 Penalty: 841.561157 Iteration 1F: 3 clusters Score -580079.6 nChanged 604 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4743 members Mstep: Class 2 contains 5640 members Entering Unmasked Estep Score: -580426.812500 Penalty: 841.561157 Iteration 2F: 3 clusters Score -580426.8 nChanged 690 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4437 members Mstep: Class 2 contains 5946 members Entering Unmasked Estep Score: -580846.375000 Penalty: 841.561157 Iteration 3F: 3 clusters Score -580846.4 nChanged 709 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4104 members Mstep: Class 2 contains 6279 members Entering Unmasked Estep Score: -581318.812500 Penalty: 841.561157 Iteration 4F: 3 clusters Score -581318.8 nChanged 700 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3714 members Mstep: Class 2 contains 6669 members Entering Unmasked Estep Score: -581830.625000 Penalty: 841.561157 Iteration 5F: 3 clusters Score -581830.6 nChanged 678 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3318 members Mstep: Class 2 contains 7065 members Entering Unmasked Estep Score: -582377.187500 Penalty: 841.561157 Iteration 6F: 3 clusters Score -582377.2 nChanged 567 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2993 members Mstep: Class 2 contains 7390 members Entering Unmasked Estep Score: -582849.312500 Penalty: 841.561157 Iteration 7F: 3 clusters Score -582849.3 nChanged 394 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2755 members Mstep: Class 2 contains 7628 members Entering Unmasked Estep Score: -583181.250000 Penalty: 841.561157 Iteration 8Q: 3 clusters Score -583181.2 nChanged 268 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2577 members Mstep: Class 2 contains 7806 members Entering Unmasked Estep Score: -583346.375000 Penalty: 841.561157 Iteration 9Q: 3 clusters Score -583346.4 nChanged 188 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2431 members Mstep: Class 2 contains 7952 members Entering Unmasked Estep Score: -583444.875000 Penalty: 841.561157 Iteration 10Q: 3 clusters Score -583444.9 nChanged 161 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2300 members Mstep: Class 2 contains 8083 members Entering Unmasked Estep Score: -583522.687500 Penalty: 841.561157 Iteration 11Q: 3 clusters Score -583522.7 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2176 members Mstep: Class 2 contains 8207 members Entering Unmasked Estep Score: -583585.187500 Penalty: 841.561157 Iteration 12Q: 3 clusters Score -583585.2 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2068 members Mstep: Class 2 contains 8315 members Entering Unmasked Estep Score: -583635.125000 Penalty: 841.561157 Iteration 13Q: 3 clusters Score -583635.1 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1979 members Mstep: Class 2 contains 8404 members Entering Unmasked Estep Score: -583676.875000 Penalty: 841.561157 Iteration 14Q: 3 clusters Score -583676.9 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1892 members Mstep: Class 2 contains 8491 members Entering Unmasked Estep Score: -583716.250000 Penalty: 841.561157 Iteration 15Q: 3 clusters Score -583716.2 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1820 members Mstep: Class 2 contains 8563 members Entering Unmasked Estep Score: -583755.125000 Penalty: 841.561157 Iteration 16Q: 3 clusters Score -583755.1 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1744 members Mstep: Class 2 contains 8639 members Entering Unmasked Estep Score: -583786.875000 Penalty: 841.561157 Iteration 17Q: 3 clusters Score -583786.9 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1677 members Mstep: Class 2 contains 8706 members Entering Unmasked Estep Score: -583810.125000 Penalty: 841.561157 Iteration 18Q: 3 clusters Score -583810.1 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1625 members Mstep: Class 2 contains 8758 members Entering Unmasked Estep Score: -583828.562500 Penalty: 841.561157 Iteration 19Q: 3 clusters Score -583828.6 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1569 members Mstep: Class 2 contains 8814 members Entering Unmasked Estep Score: -583848.687500 Penalty: 841.561157 Iteration 20F: 3 clusters Score -583848.7 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1527 members Mstep: Class 2 contains 8856 members Entering Unmasked Estep Score: -583860.937500 Penalty: 841.561157 Iteration 21Q: 3 clusters Score -583860.9 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1480 members Mstep: Class 2 contains 8903 members Entering Unmasked Estep Score: -583877.500000 Penalty: 841.561157 Iteration 22Q: 3 clusters Score -583877.5 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1439 members Mstep: Class 2 contains 8944 members Entering Unmasked Estep Score: -583891.875000 Penalty: 841.561157 Iteration 23Q: 3 clusters Score -583891.9 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1412 members Mstep: Class 2 contains 8971 members Entering Unmasked Estep Score: -583904.000000 Penalty: 841.561157 Iteration 24Q: 3 clusters Score -583904 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1388 members Mstep: Class 2 contains 8995 members Entering Unmasked Estep Score: -583914.937500 Penalty: 841.561157 Iteration 25Q: 3 clusters Score -583914.9 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1368 members Mstep: Class 2 contains 9015 members Entering Unmasked Estep Score: -583917.812500 Penalty: 841.561157 Iteration 26Q: 3 clusters Score -583917.8 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1357 members Mstep: Class 2 contains 9026 members Entering Unmasked Estep Score: -583917.625000 Penalty: 841.561157 Iteration 27Q: 3 clusters Score -583917.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1349 members Mstep: Class 2 contains 9034 members Entering Unmasked Estep Score: -583917.937500 Penalty: 841.561157 Iteration 28Q: 3 clusters Score -583917.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1346 members Mstep: Class 2 contains 9037 members Entering Unmasked Estep Score: -583918.375000 Penalty: 841.561157 Iteration 29Q: 3 clusters Score -583918.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1344 members Mstep: Class 2 contains 9039 members Entering Unmasked Estep Score: -583919.062500 Penalty: 841.561157 Iteration 30Q: 3 clusters Score -583919.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1341 members Mstep: Class 2 contains 9042 members Entering Unmasked Estep Score: -583919.062500 Penalty: 841.561157 Iteration 31Q: 3 clusters Score -583919.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1339 members Mstep: Class 2 contains 9044 members Entering Unmasked Estep Score: -583918.562500 Penalty: 841.561157 Iteration 32Q: 3 clusters Score -583918.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1338 members Mstep: Class 2 contains 9045 members Entering Unmasked Estep Score: -583919.250000 Penalty: 841.561157 Iteration 33Q: 3 clusters Score -583919.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1337 members Mstep: Class 2 contains 9046 members Entering Unmasked Estep Score: -583919.375000 Penalty: 841.561157 Iteration 34Q: 3 clusters Score -583919.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1336 members Mstep: Class 2 contains 9047 members Entering Unmasked Estep Score: -583919.375000 Penalty: 841.561157 Iteration 35Q: 3 clusters Score -583919.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1334 members Mstep: Class 2 contains 9049 members Entering Unmasked Estep Score: -583919.562500 Penalty: 841.561157 Iteration 36Q: 3 clusters Score -583919.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1333 members Mstep: Class 2 contains 9050 members Entering Unmasked Estep Score: -583920.000000 Penalty: 841.561157 Iteration 37Q: 3 clusters Score -583920 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1330 members Mstep: Class 2 contains 9053 members Entering Unmasked Estep Score: -583920.125000 Penalty: 841.561157 Iteration 38Q: 3 clusters Score -583920.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1327 members Mstep: Class 2 contains 9056 members Entering Unmasked Estep Score: -583920.312500 Penalty: 841.561157 Iteration 39Q: 3 clusters Score -583920.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1326 members Mstep: Class 2 contains 9057 members Entering Unmasked Estep Score: -583920.125000 Penalty: 841.561157 Iteration 40F: 3 clusters Score -583920.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1325 members Mstep: Class 2 contains 9058 members Entering Unmasked Estep Score: -583919.625000 Penalty: 841.561157 Iteration 41Q: 3 clusters Score -583919.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1322 members Mstep: Class 2 contains 9061 members Entering Unmasked Estep Score: -583920.625000 Penalty: 841.561157 Iteration 42Q: 3 clusters Score -583920.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1321 members Mstep: Class 2 contains 9062 members Entering Unmasked Estep Score: -583920.312500 Penalty: 841.561157 Iteration 43Q: 3 clusters Score -583920.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1320 members Mstep: Class 2 contains 9063 members Entering Unmasked Estep Score: -583920.500000 Penalty: 841.561157 Iteration 44Q: 3 clusters Score -583920.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1318 members Mstep: Class 2 contains 9065 members Entering Unmasked Estep Score: -583919.812500 Penalty: 841.561157 Iteration 45Q: 3 clusters Score -583919.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1312 members Mstep: Class 2 contains 9071 members Entering Unmasked Estep Score: -583921.375000 Penalty: 841.561157 Iteration 46Q: 3 clusters Score -583921.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1308 members Mstep: Class 2 contains 9075 members Entering Unmasked Estep Score: -583919.500000 Penalty: 841.561157 Iteration 47Q: 3 clusters Score -583919.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1303 members Mstep: Class 2 contains 9080 members Entering Unmasked Estep Score: -583921.250000 Penalty: 841.561157 Iteration 48Q: 3 clusters Score -583921.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1300 members Mstep: Class 2 contains 9083 members Entering Unmasked Estep Score: -583921.375000 Penalty: 841.561157 Iteration 49Q: 3 clusters Score -583921.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1299 members Mstep: Class 2 contains 9084 members Entering Unmasked Estep Score: -583921.937500 Penalty: 841.561157 Iteration 50Q: 3 clusters Score -583921.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1299 members Mstep: Class 2 contains 9084 members Entering Unmasked Estep Score: -583921.937500 Penalty: 841.561157 Iteration 51F: 3 clusters Score -583921.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (12419 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12419 members Entering Unmasked Estep Score: -674998.625000 Penalty: 428.927734 Iteration 0F: 2 clusters Score -674998.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6251 members Mstep: Class 2 contains 6168 members Entering Unmasked Estep Score: -666867.375000 Penalty: 857.855469 Iteration 0F: 3 clusters Score -666867.4 nChanged 5711 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6412 members Mstep: Class 2 contains 6007 members Entering Unmasked Estep Score: -670413.375000 Penalty: 857.855469 Iteration 1F: 3 clusters Score -670413.4 nChanged 749 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6543 members Mstep: Class 2 contains 5876 members Entering Unmasked Estep Score: -670941.312500 Penalty: 857.855469 Iteration 2F: 3 clusters Score -670941.3 nChanged 822 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6671 members Mstep: Class 2 contains 5748 members Entering Unmasked Estep Score: -671612.187500 Penalty: 857.855469 Iteration 3F: 3 clusters Score -671612.2 nChanged 841 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6760 members Mstep: Class 2 contains 5659 members Entering Unmasked Estep Score: -672278.562500 Penalty: 857.855469 Iteration 4F: 3 clusters Score -672278.6 nChanged 800 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6776 members Mstep: Class 2 contains 5643 members Entering Unmasked Estep Score: -672770.062500 Penalty: 857.855469 Iteration 5F: 3 clusters Score -672770.1 nChanged 559 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6813 members Mstep: Class 2 contains 5606 members Entering Unmasked Estep Score: -672993.062500 Penalty: 857.855469 Iteration 6Q: 3 clusters Score -672993.1 nChanged 337 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6830 members Mstep: Class 2 contains 5589 members Entering Unmasked Estep Score: -673084.187500 Penalty: 857.855469 Iteration 7Q: 3 clusters Score -673084.2 nChanged 204 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6824 members Mstep: Class 2 contains 5595 members Entering Unmasked Estep Score: -673120.250000 Penalty: 857.855469 Iteration 8Q: 3 clusters Score -673120.2 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6822 members Mstep: Class 2 contains 5597 members Entering Unmasked Estep Score: -673134.812500 Penalty: 857.855469 Iteration 9Q: 3 clusters Score -673134.8 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6806 members Mstep: Class 2 contains 5613 members Entering Unmasked Estep Score: -673149.875000 Penalty: 857.855469 Iteration 10Q: 3 clusters Score -673149.9 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6780 members Mstep: Class 2 contains 5639 members Entering Unmasked Estep Score: -673163.187500 Penalty: 857.855469 Iteration 11Q: 3 clusters Score -673163.2 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6762 members Mstep: Class 2 contains 5657 members Entering Unmasked Estep Score: -673173.687500 Penalty: 857.855469 Iteration 12Q: 3 clusters Score -673173.7 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6748 members Mstep: Class 2 contains 5671 members Entering Unmasked Estep Score: -673190.750000 Penalty: 857.855469 Iteration 13Q: 3 clusters Score -673190.8 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6733 members Mstep: Class 2 contains 5686 members Entering Unmasked Estep Score: -673205.000000 Penalty: 857.855469 Iteration 14Q: 3 clusters Score -673205 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6728 members Mstep: Class 2 contains 5691 members Entering Unmasked Estep Score: -673217.875000 Penalty: 857.855469 Iteration 15Q: 3 clusters Score -673217.9 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6723 members Mstep: Class 2 contains 5696 members Entering Unmasked Estep Score: -673230.125000 Penalty: 857.855469 Iteration 16Q: 3 clusters Score -673230.1 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6718 members Mstep: Class 2 contains 5701 members Entering Unmasked Estep Score: -673240.750000 Penalty: 857.855469 Iteration 17Q: 3 clusters Score -673240.8 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6705 members Mstep: Class 2 contains 5714 members Entering Unmasked Estep Score: -673253.062500 Penalty: 857.855469 Iteration 18Q: 3 clusters Score -673253.1 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6689 members Mstep: Class 2 contains 5730 members Entering Unmasked Estep Score: -673260.375000 Penalty: 857.855469 Iteration 19Q: 3 clusters Score -673260.4 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6681 members Mstep: Class 2 contains 5738 members Entering Unmasked Estep Score: -673268.812500 Penalty: 857.855469 Iteration 20F: 3 clusters Score -673268.8 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6670 members Mstep: Class 2 contains 5749 members Entering Unmasked Estep Score: -673275.000000 Penalty: 857.855469 Iteration 21Q: 3 clusters Score -673275 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6659 members Mstep: Class 2 contains 5760 members Entering Unmasked Estep Score: -673280.750000 Penalty: 857.855469 Iteration 22Q: 3 clusters Score -673280.8 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6645 members Mstep: Class 2 contains 5774 members Entering Unmasked Estep Score: -673286.187500 Penalty: 857.855469 Iteration 23Q: 3 clusters Score -673286.2 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6637 members Mstep: Class 2 contains 5782 members Entering Unmasked Estep Score: -673293.062500 Penalty: 857.855469 Iteration 24Q: 3 clusters Score -673293.1 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6632 members Mstep: Class 2 contains 5787 members Entering Unmasked Estep Score: -673294.437500 Penalty: 857.855469 Iteration 25Q: 3 clusters Score -673294.4 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6639 members Mstep: Class 2 contains 5780 members Entering Unmasked Estep Score: -673299.750000 Penalty: 857.855469 Iteration 26Q: 3 clusters Score -673299.8 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6644 members Mstep: Class 2 contains 5775 members Entering Unmasked Estep Score: -673302.250000 Penalty: 857.855469 Iteration 27Q: 3 clusters Score -673302.2 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6654 members Mstep: Class 2 contains 5765 members Entering Unmasked Estep Score: -673305.312500 Penalty: 857.855469 Iteration 28Q: 3 clusters Score -673305.3 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6678 members Mstep: Class 2 contains 5741 members Entering Unmasked Estep Score: -673310.937500 Penalty: 857.855469 Iteration 29Q: 3 clusters Score -673310.9 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6702 members Mstep: Class 2 contains 5717 members Entering Unmasked Estep Score: -673315.125000 Penalty: 857.855469 Iteration 30Q: 3 clusters Score -673315.1 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6720 members Mstep: Class 2 contains 5699 members Entering Unmasked Estep Score: -673323.500000 Penalty: 857.855469 Iteration 31Q: 3 clusters Score -673323.5 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6741 members Mstep: Class 2 contains 5678 members Entering Unmasked Estep Score: -673330.625000 Penalty: 857.855469 Iteration 32Q: 3 clusters Score -673330.6 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6765 members Mstep: Class 2 contains 5654 members Entering Unmasked Estep Score: -673336.812500 Penalty: 857.855469 Iteration 33Q: 3 clusters Score -673336.8 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6783 members Mstep: Class 2 contains 5636 members Entering Unmasked Estep Score: -673340.812500 Penalty: 857.855469 Iteration 34Q: 3 clusters Score -673340.8 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6804 members Mstep: Class 2 contains 5615 members Entering Unmasked Estep Score: -673346.562500 Penalty: 857.855469 Iteration 35Q: 3 clusters Score -673346.6 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6833 members Mstep: Class 2 contains 5586 members Entering Unmasked Estep Score: -673353.187500 Penalty: 857.855469 Iteration 36Q: 3 clusters Score -673353.2 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6890 members Mstep: Class 2 contains 5529 members Entering Unmasked Estep Score: -673363.687500 Penalty: 857.855469 Iteration 37Q: 3 clusters Score -673363.7 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6956 members Mstep: Class 2 contains 5463 members Entering Unmasked Estep Score: -673378.375000 Penalty: 857.855469 Iteration 38Q: 3 clusters Score -673378.4 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7014 members Mstep: Class 2 contains 5405 members Entering Unmasked Estep Score: -673390.687500 Penalty: 857.855469 Iteration 39Q: 3 clusters Score -673390.7 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7077 members Mstep: Class 2 contains 5342 members Entering Unmasked Estep Score: -673404.000000 Penalty: 857.855469 Iteration 40F: 3 clusters Score -673404 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7136 members Mstep: Class 2 contains 5283 members Entering Unmasked Estep Score: -673412.812500 Penalty: 857.855469 Iteration 41Q: 3 clusters Score -673412.8 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7211 members Mstep: Class 2 contains 5208 members Entering Unmasked Estep Score: -673426.125000 Penalty: 857.855469 Iteration 42Q: 3 clusters Score -673426.1 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7270 members Mstep: Class 2 contains 5149 members Entering Unmasked Estep Score: -673434.625000 Penalty: 857.855469 Iteration 43Q: 3 clusters Score -673434.6 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7319 members Mstep: Class 2 contains 5100 members Entering Unmasked Estep Score: -673445.125000 Penalty: 857.855469 Iteration 44Q: 3 clusters Score -673445.1 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7375 members Mstep: Class 2 contains 5044 members Entering Unmasked Estep Score: -673451.812500 Penalty: 857.855469 Iteration 45Q: 3 clusters Score -673451.8 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7429 members Mstep: Class 2 contains 4990 members Entering Unmasked Estep Score: -673458.250000 Penalty: 857.855469 Iteration 46Q: 3 clusters Score -673458.2 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7489 members Mstep: Class 2 contains 4930 members Entering Unmasked Estep Score: -673468.125000 Penalty: 857.855469 Iteration 47Q: 3 clusters Score -673468.1 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7560 members Mstep: Class 2 contains 4859 members Entering Unmasked Estep Score: -673482.875000 Penalty: 857.855469 Iteration 48Q: 3 clusters Score -673482.9 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7635 members Mstep: Class 2 contains 4784 members Entering Unmasked Estep Score: -673499.875000 Penalty: 857.855469 Iteration 49Q: 3 clusters Score -673499.9 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7718 members Mstep: Class 2 contains 4701 members Entering Unmasked Estep Score: -673521.250000 Penalty: 857.855469 Iteration 50Q: 3 clusters Score -673521.2 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7807 members Mstep: Class 2 contains 4612 members Entering Unmasked Estep Score: -673551.250000 Penalty: 857.855469 Iteration 51Q: 3 clusters Score -673551.2 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7919 members Mstep: Class 2 contains 4500 members Entering Unmasked Estep Score: -673590.250000 Penalty: 857.855469 Iteration 52Q: 3 clusters Score -673590.2 nChanged 156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8067 members Mstep: Class 2 contains 4352 members Entering Unmasked Estep Score: -673643.625000 Penalty: 857.855469 Iteration 53Q: 3 clusters Score -673643.6 nChanged 160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8223 members Mstep: Class 2 contains 4196 members Entering Unmasked Estep Score: -673693.750000 Penalty: 857.855469 Iteration 54Q: 3 clusters Score -673693.8 nChanged 158 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8377 members Mstep: Class 2 contains 4042 members Entering Unmasked Estep Score: -673748.312500 Penalty: 857.855469 Iteration 55Q: 3 clusters Score -673748.3 nChanged 170 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8539 members Mstep: Class 2 contains 3880 members Entering Unmasked Estep Score: -673792.625000 Penalty: 857.855469 Iteration 56Q: 3 clusters Score -673792.6 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8682 members Mstep: Class 2 contains 3737 members Entering Unmasked Estep Score: -673832.062500 Penalty: 857.855469 Iteration 57Q: 3 clusters Score -673832.1 nChanged 155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8833 members Mstep: Class 2 contains 3586 members Entering Unmasked Estep Score: -673878.250000 Penalty: 857.855469 Iteration 58Q: 3 clusters Score -673878.2 nChanged 167 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8998 members Mstep: Class 2 contains 3421 members Entering Unmasked Estep Score: -673927.625000 Penalty: 857.855469 Iteration 59Q: 3 clusters Score -673927.6 nChanged 150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9140 members Mstep: Class 2 contains 3279 members Entering Unmasked Estep Score: -673968.687500 Penalty: 857.855469 Iteration 60F: 3 clusters Score -673968.7 nChanged 150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9284 members Mstep: Class 2 contains 3135 members Entering Unmasked Estep Score: -674004.125000 Penalty: 857.855469 Iteration 61Q: 3 clusters Score -674004.1 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9414 members Mstep: Class 2 contains 3005 members Entering Unmasked Estep Score: -674040.375000 Penalty: 857.855469 Iteration 62Q: 3 clusters Score -674040.4 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9547 members Mstep: Class 2 contains 2872 members Entering Unmasked Estep Score: -674074.437500 Penalty: 857.855469 Iteration 63Q: 3 clusters Score -674074.4 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9681 members Mstep: Class 2 contains 2738 members Entering Unmasked Estep Score: -674106.937500 Penalty: 857.855469 Iteration 64Q: 3 clusters Score -674106.9 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9830 members Mstep: Class 2 contains 2589 members Entering Unmasked Estep Score: -674153.937500 Penalty: 857.855469 Iteration 65Q: 3 clusters Score -674153.9 nChanged 159 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9983 members Mstep: Class 2 contains 2436 members Entering Unmasked Estep Score: -674198.187500 Penalty: 857.855469 Iteration 66Q: 3 clusters Score -674198.2 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10129 members Mstep: Class 2 contains 2290 members Entering Unmasked Estep Score: -674240.250000 Penalty: 857.855469 Iteration 67Q: 3 clusters Score -674240.2 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10268 members Mstep: Class 2 contains 2151 members Entering Unmasked Estep Score: -674278.750000 Penalty: 857.855469 Iteration 68Q: 3 clusters Score -674278.8 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10388 members Mstep: Class 2 contains 2031 members Entering Unmasked Estep Score: -674312.937500 Penalty: 857.855469 Iteration 69Q: 3 clusters Score -674312.9 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10509 members Mstep: Class 2 contains 1910 members Entering Unmasked Estep Score: -674346.812500 Penalty: 857.855469 Iteration 70Q: 3 clusters Score -674346.8 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10652 members Mstep: Class 2 contains 1767 members Entering Unmasked Estep Score: -674398.375000 Penalty: 857.855469 Iteration 71Q: 3 clusters Score -674398.4 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10768 members Mstep: Class 2 contains 1651 members Entering Unmasked Estep Score: -674441.687500 Penalty: 857.855469 Iteration 72Q: 3 clusters Score -674441.7 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10866 members Mstep: Class 2 contains 1553 members Entering Unmasked Estep Score: -674465.937500 Penalty: 857.855469 Iteration 73Q: 3 clusters Score -674465.9 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10950 members Mstep: Class 2 contains 1469 members Entering Unmasked Estep Score: -674489.250000 Penalty: 857.855469 Iteration 74Q: 3 clusters Score -674489.2 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11044 members Mstep: Class 2 contains 1375 members Entering Unmasked Estep Score: -674520.250000 Penalty: 857.855469 Iteration 75Q: 3 clusters Score -674520.2 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11138 members Mstep: Class 2 contains 1281 members Entering Unmasked Estep Score: -674546.812500 Penalty: 857.855469 Iteration 76Q: 3 clusters Score -674546.8 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11227 members Mstep: Class 2 contains 1192 members Entering Unmasked Estep Score: -674575.375000 Penalty: 857.855469 Iteration 77Q: 3 clusters Score -674575.4 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11313 members Mstep: Class 2 contains 1106 members Entering Unmasked Estep Score: -674606.125000 Penalty: 857.855469 Iteration 78Q: 3 clusters Score -674606.1 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11386 members Mstep: Class 2 contains 1033 members Entering Unmasked Estep Score: -674623.625000 Penalty: 857.855469 Iteration 79Q: 3 clusters Score -674623.6 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11456 members Mstep: Class 2 contains 963 members Entering Unmasked Estep Score: -674646.812500 Penalty: 857.855469 Iteration 80F: 3 clusters Score -674646.8 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11527 members Mstep: Class 2 contains 892 members Entering Unmasked Estep Score: -674672.250000 Penalty: 857.855469 Iteration 81Q: 3 clusters Score -674672.2 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11576 members Mstep: Class 2 contains 843 members Entering Unmasked Estep Score: -674688.750000 Penalty: 857.855469 Iteration 82Q: 3 clusters Score -674688.8 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11627 members Mstep: Class 2 contains 792 members Entering Unmasked Estep Score: -674707.187500 Penalty: 857.855469 Iteration 83Q: 3 clusters Score -674707.2 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11680 members Mstep: Class 2 contains 739 members Entering Unmasked Estep Score: -674726.875000 Penalty: 857.855469 Iteration 84Q: 3 clusters Score -674726.9 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11737 members Mstep: Class 2 contains 682 members Entering Unmasked Estep Score: -674753.375000 Penalty: 857.855469 Iteration 85Q: 3 clusters Score -674753.4 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11786 members Mstep: Class 2 contains 633 members Entering Unmasked Estep Score: -674776.125000 Penalty: 857.855469 Iteration 86Q: 3 clusters Score -674776.1 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11824 members Mstep: Class 2 contains 595 members Entering Unmasked Estep Score: -674793.875000 Penalty: 857.855469 Iteration 87Q: 3 clusters Score -674793.9 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11859 members Mstep: Class 2 contains 560 members Entering Unmasked Estep Score: -674810.375000 Penalty: 857.855469 Iteration 88Q: 3 clusters Score -674810.4 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11885 members Mstep: Class 2 contains 534 members Entering Unmasked Estep Score: -674826.937500 Penalty: 857.855469 Iteration 89Q: 3 clusters Score -674826.9 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11916 members Mstep: Class 2 contains 503 members Entering Unmasked Estep Score: -674857.125000 Penalty: 857.855469 Iteration 90Q: 3 clusters Score -674857.1 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11932 members Mstep: Class 2 contains 487 members Entering Unmasked Estep Score: -674871.875000 Penalty: 857.855469 Iteration 91Q: 3 clusters Score -674871.9 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11942 members Mstep: Class 2 contains 477 members Entering Unmasked Estep Score: -674877.187500 Penalty: 857.855469 Iteration 92Q: 3 clusters Score -674877.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11947 members Mstep: Class 2 contains 472 members Entering Unmasked Estep Score: -674877.875000 Penalty: 857.855469 Iteration 93Q: 3 clusters Score -674877.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11948 members Mstep: Class 2 contains 471 members Entering Unmasked Estep Score: -674878.375000 Penalty: 857.855469 Iteration 94Q: 3 clusters Score -674878.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11947 members Mstep: Class 2 contains 472 members Entering Unmasked Estep Score: -674879.375000 Penalty: 857.855469 Iteration 95Q: 3 clusters Score -674879.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11945 members Mstep: Class 2 contains 474 members Entering Unmasked Estep Score: -674880.375000 Penalty: 857.855469 Iteration 96Q: 3 clusters Score -674880.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11943 members Mstep: Class 2 contains 476 members Entering Unmasked Estep Score: -674880.125000 Penalty: 857.855469 Iteration 97Q: 3 clusters Score -674880.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11941 members Mstep: Class 2 contains 478 members Entering Unmasked Estep Score: -674881.000000 Penalty: 857.855469 Iteration 98Q: 3 clusters Score -674881 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11940 members Mstep: Class 2 contains 479 members Entering Unmasked Estep Score: -674881.500000 Penalty: 857.855469 Iteration 99Q: 3 clusters Score -674881.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11942 members Mstep: Class 2 contains 477 members Entering Unmasked Estep Score: -674881.812500 Penalty: 857.855469 Iteration 100F: 3 clusters Score -674881.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11943 members Mstep: Class 2 contains 476 members Entering Unmasked Estep Score: -674881.625000 Penalty: 857.855469 Iteration 101Q: 3 clusters Score -674881.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11943 members Mstep: Class 2 contains 476 members Entering Unmasked Estep Score: -674881.625000 Penalty: 857.855469 Iteration 102F: 3 clusters Score -674881.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (7817 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7817 members Entering Unmasked Estep Score: -430502.750000 Penalty: 407.864563 Iteration 0F: 2 clusters Score -430502.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3850 members Mstep: Class 2 contains 3967 members Entering Unmasked Estep Score: -425252.500000 Penalty: 815.729126 Iteration 0F: 3 clusters Score -425252.5 nChanged 3621 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3225 members Mstep: Class 2 contains 4592 members Entering Unmasked Estep Score: -427331.593750 Penalty: 815.729126 Iteration 1F: 3 clusters Score -427331.6 nChanged 490 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2829 members Mstep: Class 2 contains 4988 members Entering Unmasked Estep Score: -427589.468750 Penalty: 815.729126 Iteration 2F: 3 clusters Score -427589.5 nChanged 579 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2286 members Mstep: Class 2 contains 5531 members Entering Unmasked Estep Score: -428000.406250 Penalty: 815.729126 Iteration 3F: 3 clusters Score -428000.4 nChanged 693 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1601 members Mstep: Class 2 contains 6216 members Entering Unmasked Estep Score: -428623.187500 Penalty: 815.729126 Iteration 4F: 3 clusters Score -428623.2 nChanged 640 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 967 members Mstep: Class 2 contains 6850 members Entering Unmasked Estep Score: -429262.875000 Penalty: 815.729126 Iteration 5F: 3 clusters Score -429262.9 nChanged 448 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 529 members Mstep: Class 2 contains 7288 members Entering Unmasked Estep Score: -429716.125000 Penalty: 815.729126 Iteration 6F: 3 clusters Score -429716.1 nChanged 250 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 285 members Mstep: Class 2 contains 7532 members Entering Unmasked Estep Score: -429946.843750 Penalty: 815.729126 Iteration 7Q: 3 clusters Score -429946.8 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 178 members Mstep: Class 2 contains 7639 members Entering Unmasked Estep Score: -430042.687500 Penalty: 815.729126 Iteration 8Q: 3 clusters Score -430042.7 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 142 members Mstep: Class 2 contains 7675 members Entering Unmasked Estep Score: -430089.468750 Penalty: 815.729126 Iteration 9Q: 3 clusters Score -430089.5 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 121 members Mstep: Class 2 contains 7696 members Entering Unmasked Estep Score: -430125.781250 Penalty: 815.729126 Iteration 10Q: 3 clusters Score -430125.8 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 112 members Mstep: Class 2 contains 7705 members Entering Unmasked Estep Score: -430137.187500 Penalty: 815.729126 Iteration 11Q: 3 clusters Score -430137.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 106 members Mstep: Class 2 contains 7711 members Entering Unmasked Estep Score: -430141.968750 Penalty: 815.729126 Iteration 12Q: 3 clusters Score -430142 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 104 members Mstep: Class 2 contains 7713 members Entering Unmasked Estep Score: -430144.468750 Penalty: 815.729126 Iteration 13Q: 3 clusters Score -430144.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 103 members Mstep: Class 2 contains 7714 members Entering Unmasked Estep Score: -430146.312500 Penalty: 815.729126 Iteration 14Q: 3 clusters Score -430146.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100 members Mstep: Class 2 contains 7717 members Entering Unmasked Estep Score: -430148.343750 Penalty: 815.729126 Iteration 15Q: 3 clusters Score -430148.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96 members Mstep: Class 2 contains 7721 members Entering Unmasked Estep Score: -430153.343750 Penalty: 815.729126 Iteration 16Q: 3 clusters Score -430153.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95 members Mstep: Class 2 contains 7722 members Entering Unmasked Estep Score: -430155.000000 Penalty: 815.729126 Iteration 17Q: 3 clusters Score -430155 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95 members Mstep: Class 2 contains 7722 members Entering Unmasked Estep Score: -430155.000000 Penalty: 815.729126 Iteration 18F: 3 clusters Score -430155 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (8145 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8145 members Entering Unmasked Estep Score: -455179.031250 Penalty: 409.734741 Iteration 0F: 2 clusters Score -455179 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4011 members Mstep: Class 2 contains 4134 members Entering Unmasked Estep Score: -449797.468750 Penalty: 819.469482 Iteration 0F: 3 clusters Score -449797.5 nChanged 3825 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3266 members Mstep: Class 2 contains 4879 members Entering Unmasked Estep Score: -452038.031250 Penalty: 819.469482 Iteration 1F: 3 clusters Score -452038 nChanged 611 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2783 members Mstep: Class 2 contains 5362 members Entering Unmasked Estep Score: -452420.750000 Penalty: 819.469482 Iteration 2F: 3 clusters Score -452420.8 nChanged 592 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2251 members Mstep: Class 2 contains 5894 members Entering Unmasked Estep Score: -452875.156250 Penalty: 819.469482 Iteration 3F: 3 clusters Score -452875.2 nChanged 598 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1695 members Mstep: Class 2 contains 6450 members Entering Unmasked Estep Score: -453417.656250 Penalty: 819.469482 Iteration 4F: 3 clusters Score -453417.7 nChanged 498 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1211 members Mstep: Class 2 contains 6934 members Entering Unmasked Estep Score: -453922.625000 Penalty: 819.469482 Iteration 5F: 3 clusters Score -453922.6 nChanged 373 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 856 members Mstep: Class 2 contains 7289 members Entering Unmasked Estep Score: -454284.625000 Penalty: 819.469482 Iteration 6Q: 3 clusters Score -454284.6 nChanged 226 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 636 members Mstep: Class 2 contains 7509 members Entering Unmasked Estep Score: -454500.875000 Penalty: 819.469482 Iteration 7Q: 3 clusters Score -454500.9 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 507 members Mstep: Class 2 contains 7638 members Entering Unmasked Estep Score: -454622.218750 Penalty: 819.469482 Iteration 8Q: 3 clusters Score -454622.2 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 428 members Mstep: Class 2 contains 7717 members Entering Unmasked Estep Score: -454692.468750 Penalty: 819.469482 Iteration 9Q: 3 clusters Score -454692.5 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 377 members Mstep: Class 2 contains 7768 members Entering Unmasked Estep Score: -454740.343750 Penalty: 819.469482 Iteration 10Q: 3 clusters Score -454740.3 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 337 members Mstep: Class 2 contains 7808 members Entering Unmasked Estep Score: -454772.625000 Penalty: 819.469482 Iteration 11Q: 3 clusters Score -454772.6 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 315 members Mstep: Class 2 contains 7830 members Entering Unmasked Estep Score: -454789.656250 Penalty: 819.469482 Iteration 12Q: 3 clusters Score -454789.7 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 294 members Mstep: Class 2 contains 7851 members Entering Unmasked Estep Score: -454804.687500 Penalty: 819.469482 Iteration 13Q: 3 clusters Score -454804.7 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 279 members Mstep: Class 2 contains 7866 members Entering Unmasked Estep Score: -454816.906250 Penalty: 819.469482 Iteration 14Q: 3 clusters Score -454816.9 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 262 members Mstep: Class 2 contains 7883 members Entering Unmasked Estep Score: -454828.812500 Penalty: 819.469482 Iteration 15Q: 3 clusters Score -454828.8 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 256 members Mstep: Class 2 contains 7889 members Entering Unmasked Estep Score: -454837.343750 Penalty: 819.469482 Iteration 16Q: 3 clusters Score -454837.3 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 248 members Mstep: Class 2 contains 7897 members Entering Unmasked Estep Score: -454844.250000 Penalty: 819.469482 Iteration 17Q: 3 clusters Score -454844.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 240 members Mstep: Class 2 contains 7905 members Entering Unmasked Estep Score: -454850.906250 Penalty: 819.469482 Iteration 18Q: 3 clusters Score -454850.9 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 231 members Mstep: Class 2 contains 7914 members Entering Unmasked Estep Score: -454860.750000 Penalty: 819.469482 Iteration 19Q: 3 clusters Score -454860.8 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 222 members Mstep: Class 2 contains 7923 members Entering Unmasked Estep Score: -454869.531250 Penalty: 819.469482 Iteration 20F: 3 clusters Score -454869.5 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 218 members Mstep: Class 2 contains 7927 members Entering Unmasked Estep Score: -454874.312500 Penalty: 819.469482 Iteration 21Q: 3 clusters Score -454874.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 217 members Mstep: Class 2 contains 7928 members Entering Unmasked Estep Score: -454876.156250 Penalty: 819.469482 Iteration 22Q: 3 clusters Score -454876.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 218 members Mstep: Class 2 contains 7927 members Entering Unmasked Estep Score: -454876.687500 Penalty: 819.469482 Iteration 23Q: 3 clusters Score -454876.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 217 members Mstep: Class 2 contains 7928 members Entering Unmasked Estep Score: -454879.906250 Penalty: 819.469482 Iteration 24Q: 3 clusters Score -454879.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 216 members Mstep: Class 2 contains 7929 members Entering Unmasked Estep Score: -454883.312500 Penalty: 819.469482 Iteration 25Q: 3 clusters Score -454883.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 215 members Mstep: Class 2 contains 7930 members Entering Unmasked Estep Score: -454883.625000 Penalty: 819.469482 Iteration 26Q: 3 clusters Score -454883.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 215 members Mstep: Class 2 contains 7930 members Entering Unmasked Estep Score: -454886.250000 Penalty: 819.469482 Iteration 27Q: 3 clusters Score -454886.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 212 members Mstep: Class 2 contains 7933 members Entering Unmasked Estep Score: -454889.500000 Penalty: 819.469482 Iteration 28Q: 3 clusters Score -454889.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 213 members Mstep: Class 2 contains 7932 members Entering Unmasked Estep Score: -454889.031250 Penalty: 819.469482 Iteration 29Q: 3 clusters Score -454889 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 214 members Mstep: Class 2 contains 7931 members Entering Unmasked Estep Score: -454890.562500 Penalty: 819.469482 Iteration 30Q: 3 clusters Score -454890.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 212 members Mstep: Class 2 contains 7933 members Entering Unmasked Estep Score: -454891.031250 Penalty: 819.469482 Iteration 31Q: 3 clusters Score -454891 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 212 members Mstep: Class 2 contains 7933 members Entering Unmasked Estep Score: -454891.031250 Penalty: 819.469482 Iteration 32F: 3 clusters Score -454891 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (24239 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24239 members Entering Unmasked Estep Score: -1343964.250000 Penalty: 459.355194 Iteration 0F: 2 clusters Score -1343964 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12105 members Mstep: Class 2 contains 12134 members Entering Unmasked Estep Score: -1327905.250000 Penalty: 918.710388 Iteration 0F: 3 clusters Score -1327905 nChanged 11444 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11747 members Mstep: Class 2 contains 12492 members Entering Unmasked Estep Score: -1335301.500000 Penalty: 918.710388 Iteration 1F: 3 clusters Score -1335302 nChanged 1544 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11355 members Mstep: Class 2 contains 12884 members Entering Unmasked Estep Score: -1336275.625000 Penalty: 918.710388 Iteration 2F: 3 clusters Score -1336276 nChanged 1708 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10783 members Mstep: Class 2 contains 13456 members Entering Unmasked Estep Score: -1337616.500000 Penalty: 918.710388 Iteration 3F: 3 clusters Score -1337616 nChanged 1688 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10081 members Mstep: Class 2 contains 14158 members Entering Unmasked Estep Score: -1339142.750000 Penalty: 918.710388 Iteration 4F: 3 clusters Score -1339143 nChanged 1476 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9463 members Mstep: Class 2 contains 14776 members Entering Unmasked Estep Score: -1340245.500000 Penalty: 918.710388 Iteration 5F: 3 clusters Score -1340246 nChanged 1109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8968 members Mstep: Class 2 contains 15271 members Entering Unmasked Estep Score: -1340884.125000 Penalty: 918.710388 Iteration 6Q: 3 clusters Score -1340884 nChanged 786 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8570 members Mstep: Class 2 contains 15669 members Entering Unmasked Estep Score: -1341195.375000 Penalty: 918.710388 Iteration 7Q: 3 clusters Score -1341195 nChanged 503 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8269 members Mstep: Class 2 contains 15970 members Entering Unmasked Estep Score: -1341341.000000 Penalty: 918.710388 Iteration 8Q: 3 clusters Score -1341341 nChanged 379 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7994 members Mstep: Class 2 contains 16245 members Entering Unmasked Estep Score: -1341439.250000 Penalty: 918.710388 Iteration 9Q: 3 clusters Score -1341439 nChanged 322 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7734 members Mstep: Class 2 contains 16505 members Entering Unmasked Estep Score: -1341523.500000 Penalty: 918.710388 Iteration 10Q: 3 clusters Score -1341524 nChanged 299 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7473 members Mstep: Class 2 contains 16766 members Entering Unmasked Estep Score: -1341598.250000 Penalty: 918.710388 Iteration 11Q: 3 clusters Score -1341598 nChanged 301 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7200 members Mstep: Class 2 contains 17039 members Entering Unmasked Estep Score: -1341673.125000 Penalty: 918.710388 Iteration 12Q: 3 clusters Score -1341673 nChanged 283 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6927 members Mstep: Class 2 contains 17312 members Entering Unmasked Estep Score: -1341759.250000 Penalty: 918.710388 Iteration 13Q: 3 clusters Score -1341759 nChanged 298 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6643 members Mstep: Class 2 contains 17596 members Entering Unmasked Estep Score: -1341836.875000 Penalty: 918.710388 Iteration 14Q: 3 clusters Score -1341837 nChanged 302 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6351 members Mstep: Class 2 contains 17888 members Entering Unmasked Estep Score: -1341920.125000 Penalty: 918.710388 Iteration 15Q: 3 clusters Score -1341920 nChanged 298 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6055 members Mstep: Class 2 contains 18184 members Entering Unmasked Estep Score: -1342015.875000 Penalty: 918.710388 Iteration 16Q: 3 clusters Score -1342016 nChanged 286 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5769 members Mstep: Class 2 contains 18470 members Entering Unmasked Estep Score: -1342110.750000 Penalty: 918.710388 Iteration 17Q: 3 clusters Score -1342111 nChanged 276 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5495 members Mstep: Class 2 contains 18744 members Entering Unmasked Estep Score: -1342207.375000 Penalty: 918.710388 Iteration 18Q: 3 clusters Score -1342207 nChanged 336 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5163 members Mstep: Class 2 contains 19076 members Entering Unmasked Estep Score: -1342343.375000 Penalty: 918.710388 Iteration 19Q: 3 clusters Score -1342343 nChanged 311 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4854 members Mstep: Class 2 contains 19385 members Entering Unmasked Estep Score: -1342478.875000 Penalty: 918.710388 Iteration 20F: 3 clusters Score -1342479 nChanged 282 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4580 members Mstep: Class 2 contains 19659 members Entering Unmasked Estep Score: -1342605.125000 Penalty: 918.710388 Iteration 21Q: 3 clusters Score -1342605 nChanged 275 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4311 members Mstep: Class 2 contains 19928 members Entering Unmasked Estep Score: -1342727.500000 Penalty: 918.710388 Iteration 22Q: 3 clusters Score -1342728 nChanged 270 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4043 members Mstep: Class 2 contains 20196 members Entering Unmasked Estep Score: -1342860.000000 Penalty: 918.710388 Iteration 23Q: 3 clusters Score -1342860 nChanged 253 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3798 members Mstep: Class 2 contains 20441 members Entering Unmasked Estep Score: -1342973.000000 Penalty: 918.710388 Iteration 24Q: 3 clusters Score -1342973 nChanged 268 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3546 members Mstep: Class 2 contains 20693 members Entering Unmasked Estep Score: -1343095.500000 Penalty: 918.710388 Iteration 25Q: 3 clusters Score -1343096 nChanged 226 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3330 members Mstep: Class 2 contains 20909 members Entering Unmasked Estep Score: -1343195.625000 Penalty: 918.710388 Iteration 26Q: 3 clusters Score -1343196 nChanged 203 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3137 members Mstep: Class 2 contains 21102 members Entering Unmasked Estep Score: -1343269.125000 Penalty: 918.710388 Iteration 27Q: 3 clusters Score -1343269 nChanged 181 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2964 members Mstep: Class 2 contains 21275 members Entering Unmasked Estep Score: -1343335.875000 Penalty: 918.710388 Iteration 28Q: 3 clusters Score -1343336 nChanged 188 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2784 members Mstep: Class 2 contains 21455 members Entering Unmasked Estep Score: -1343416.625000 Penalty: 918.710388 Iteration 29Q: 3 clusters Score -1343417 nChanged 168 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2626 members Mstep: Class 2 contains 21613 members Entering Unmasked Estep Score: -1343488.375000 Penalty: 918.710388 Iteration 30Q: 3 clusters Score -1343488 nChanged 158 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2478 members Mstep: Class 2 contains 21761 members Entering Unmasked Estep Score: -1343556.250000 Penalty: 918.710388 Iteration 31Q: 3 clusters Score -1343556 nChanged 159 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2341 members Mstep: Class 2 contains 21898 members Entering Unmasked Estep Score: -1343608.125000 Penalty: 918.710388 Iteration 32Q: 3 clusters Score -1343608 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2234 members Mstep: Class 2 contains 22005 members Entering Unmasked Estep Score: -1343643.250000 Penalty: 918.710388 Iteration 33Q: 3 clusters Score -1343643 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2142 members Mstep: Class 2 contains 22097 members Entering Unmasked Estep Score: -1343665.750000 Penalty: 918.710388 Iteration 34Q: 3 clusters Score -1343666 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2067 members Mstep: Class 2 contains 22172 members Entering Unmasked Estep Score: -1343688.625000 Penalty: 918.710388 Iteration 35Q: 3 clusters Score -1343689 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2003 members Mstep: Class 2 contains 22236 members Entering Unmasked Estep Score: -1343702.625000 Penalty: 918.710388 Iteration 36Q: 3 clusters Score -1343703 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1936 members Mstep: Class 2 contains 22303 members Entering Unmasked Estep Score: -1343717.750000 Penalty: 918.710388 Iteration 37Q: 3 clusters Score -1343718 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1885 members Mstep: Class 2 contains 22354 members Entering Unmasked Estep Score: -1343727.250000 Penalty: 918.710388 Iteration 38Q: 3 clusters Score -1343727 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1848 members Mstep: Class 2 contains 22391 members Entering Unmasked Estep Score: -1343731.625000 Penalty: 918.710388 Iteration 39Q: 3 clusters Score -1343732 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1804 members Mstep: Class 2 contains 22435 members Entering Unmasked Estep Score: -1343741.625000 Penalty: 918.710388 Iteration 40F: 3 clusters Score -1343742 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1762 members Mstep: Class 2 contains 22477 members Entering Unmasked Estep Score: -1343747.625000 Penalty: 918.710388 Iteration 41Q: 3 clusters Score -1343748 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1729 members Mstep: Class 2 contains 22510 members Entering Unmasked Estep Score: -1343754.375000 Penalty: 918.710388 Iteration 42Q: 3 clusters Score -1343754 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1694 members Mstep: Class 2 contains 22545 members Entering Unmasked Estep Score: -1343756.500000 Penalty: 918.710388 Iteration 43Q: 3 clusters Score -1343756 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1660 members Mstep: Class 2 contains 22579 members Entering Unmasked Estep Score: -1343766.000000 Penalty: 918.710388 Iteration 44Q: 3 clusters Score -1343766 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1624 members Mstep: Class 2 contains 22615 members Entering Unmasked Estep Score: -1343771.250000 Penalty: 918.710388 Iteration 45Q: 3 clusters Score -1343771 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1598 members Mstep: Class 2 contains 22641 members Entering Unmasked Estep Score: -1343777.875000 Penalty: 918.710388 Iteration 46Q: 3 clusters Score -1343778 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1582 members Mstep: Class 2 contains 22657 members Entering Unmasked Estep Score: -1343777.375000 Penalty: 918.710388 Iteration 47Q: 3 clusters Score -1343777 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1572 members Mstep: Class 2 contains 22667 members Entering Unmasked Estep Score: -1343778.875000 Penalty: 918.710388 Iteration 48Q: 3 clusters Score -1343779 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1566 members Mstep: Class 2 contains 22673 members Entering Unmasked Estep Score: -1343777.125000 Penalty: 918.710388 Iteration 49Q: 3 clusters Score -1343777 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1562 members Mstep: Class 2 contains 22677 members Entering Unmasked Estep Score: -1343777.875000 Penalty: 918.710388 Iteration 50Q: 3 clusters Score -1343778 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1556 members Mstep: Class 2 contains 22683 members Entering Unmasked Estep Score: -1343777.250000 Penalty: 918.710388 Iteration 51Q: 3 clusters Score -1343777 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1551 members Mstep: Class 2 contains 22688 members Entering Unmasked Estep Score: -1343778.500000 Penalty: 918.710388 Iteration 52Q: 3 clusters Score -1343778 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1550 members Mstep: Class 2 contains 22689 members Entering Unmasked Estep Score: -1343779.000000 Penalty: 918.710388 Iteration 53Q: 3 clusters Score -1343779 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1549 members Mstep: Class 2 contains 22690 members Entering Unmasked Estep Score: -1343778.625000 Penalty: 918.710388 Iteration 54Q: 3 clusters Score -1343779 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1545 members Mstep: Class 2 contains 22694 members Entering Unmasked Estep Score: -1343778.500000 Penalty: 918.710388 Iteration 55Q: 3 clusters Score -1343778 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1539 members Mstep: Class 2 contains 22700 members Entering Unmasked Estep Score: -1343781.000000 Penalty: 918.710388 Iteration 56Q: 3 clusters Score -1343781 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1533 members Mstep: Class 2 contains 22706 members Entering Unmasked Estep Score: -1343781.500000 Penalty: 918.710388 Iteration 57Q: 3 clusters Score -1343782 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1529 members Mstep: Class 2 contains 22710 members Entering Unmasked Estep Score: -1343780.000000 Penalty: 918.710388 Iteration 58Q: 3 clusters Score -1343780 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1524 members Mstep: Class 2 contains 22715 members Entering Unmasked Estep Score: -1343778.250000 Penalty: 918.710388 Iteration 59Q: 3 clusters Score -1343778 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1519 members Mstep: Class 2 contains 22720 members Entering Unmasked Estep Score: -1343780.750000 Penalty: 918.710388 Iteration 60F: 3 clusters Score -1343781 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1510 members Mstep: Class 2 contains 22729 members Entering Unmasked Estep Score: -1343781.125000 Penalty: 918.710388 Iteration 61Q: 3 clusters Score -1343781 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1501 members Mstep: Class 2 contains 22738 members Entering Unmasked Estep Score: -1343785.250000 Penalty: 918.710388 Iteration 62Q: 3 clusters Score -1343785 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1496 members Mstep: Class 2 contains 22743 members Entering Unmasked Estep Score: -1343787.375000 Penalty: 918.710388 Iteration 63Q: 3 clusters Score -1343787 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1491 members Mstep: Class 2 contains 22748 members Entering Unmasked Estep Score: -1343787.125000 Penalty: 918.710388 Iteration 64Q: 3 clusters Score -1343787 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1489 members Mstep: Class 2 contains 22750 members Entering Unmasked Estep Score: -1343788.250000 Penalty: 918.710388 Iteration 65Q: 3 clusters Score -1343788 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1486 members Mstep: Class 2 contains 22753 members Entering Unmasked Estep Score: -1343789.000000 Penalty: 918.710388 Iteration 66Q: 3 clusters Score -1343789 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1481 members Mstep: Class 2 contains 22758 members Entering Unmasked Estep Score: -1343788.750000 Penalty: 918.710388 Iteration 67Q: 3 clusters Score -1343789 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1480 members Mstep: Class 2 contains 22759 members Entering Unmasked Estep Score: -1343788.500000 Penalty: 918.710388 Iteration 68Q: 3 clusters Score -1343788 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1477 members Mstep: Class 2 contains 22762 members Entering Unmasked Estep Score: -1343787.625000 Penalty: 918.710388 Iteration 69Q: 3 clusters Score -1343788 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1472 members Mstep: Class 2 contains 22767 members Entering Unmasked Estep Score: -1343788.250000 Penalty: 918.710388 Iteration 70Q: 3 clusters Score -1343788 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1467 members Mstep: Class 2 contains 22772 members Entering Unmasked Estep Score: -1343788.375000 Penalty: 918.710388 Iteration 71Q: 3 clusters Score -1343788 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1464 members Mstep: Class 2 contains 22775 members Entering Unmasked Estep Score: -1343785.625000 Penalty: 918.710388 Iteration 72Q: 3 clusters Score -1343786 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1460 members Mstep: Class 2 contains 22779 members Entering Unmasked Estep Score: -1343787.750000 Penalty: 918.710388 Iteration 73Q: 3 clusters Score -1343788 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1457 members Mstep: Class 2 contains 22782 members Entering Unmasked Estep Score: -1343787.625000 Penalty: 918.710388 Iteration 74Q: 3 clusters Score -1343788 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1456 members Mstep: Class 2 contains 22783 members Entering Unmasked Estep Score: -1343787.125000 Penalty: 918.710388 Iteration 75Q: 3 clusters Score -1343787 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1454 members Mstep: Class 2 contains 22785 members Entering Unmasked Estep Score: -1343787.375000 Penalty: 918.710388 Iteration 76Q: 3 clusters Score -1343787 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1454 members Mstep: Class 2 contains 22785 members Entering Unmasked Estep Score: -1343785.750000 Penalty: 918.710388 Iteration 77Q: 3 clusters Score -1343786 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1451 members Mstep: Class 2 contains 22788 members Entering Unmasked Estep Score: -1343785.750000 Penalty: 918.710388 Iteration 78Q: 3 clusters Score -1343786 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1449 members Mstep: Class 2 contains 22790 members Entering Unmasked Estep Score: -1343787.625000 Penalty: 918.710388 Iteration 79Q: 3 clusters Score -1343788 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1447 members Mstep: Class 2 contains 22792 members Entering Unmasked Estep Score: -1343786.625000 Penalty: 918.710388 Iteration 80F: 3 clusters Score -1343787 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1447 members Mstep: Class 2 contains 22792 members Entering Unmasked Estep Score: -1343787.625000 Penalty: 918.710388 Iteration 81Q: 3 clusters Score -1343788 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1447 members Mstep: Class 2 contains 22792 members Entering Unmasked Estep Score: -1343787.125000 Penalty: 918.710388 Iteration 82Q: 3 clusters Score -1343787 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1448 members Mstep: Class 2 contains 22791 members Entering Unmasked Estep Score: -1343787.125000 Penalty: 918.710388 Iteration 83Q: 3 clusters Score -1343787 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1447 members Mstep: Class 2 contains 22792 members Entering Unmasked Estep Score: -1343786.500000 Penalty: 918.710388 Iteration 84Q: 3 clusters Score -1343786 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1446 members Mstep: Class 2 contains 22793 members Entering Unmasked Estep Score: -1343785.500000 Penalty: 918.710388 Iteration 85Q: 3 clusters Score -1343786 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1444 members Mstep: Class 2 contains 22795 members Entering Unmasked Estep Score: -1343785.625000 Penalty: 918.710388 Iteration 86Q: 3 clusters Score -1343786 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1444 members Mstep: Class 2 contains 22795 members Entering Unmasked Estep Score: -1343785.375000 Penalty: 918.710388 Iteration 87Q: 3 clusters Score -1343785 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1443 members Mstep: Class 2 contains 22796 members Entering Unmasked Estep Score: -1343785.375000 Penalty: 918.710388 Iteration 88Q: 3 clusters Score -1343785 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1442 members Mstep: Class 2 contains 22797 members Entering Unmasked Estep Score: -1343785.750000 Penalty: 918.710388 Iteration 89Q: 3 clusters Score -1343786 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1442 members Mstep: Class 2 contains 22797 members Entering Unmasked Estep Score: -1343785.750000 Penalty: 918.710388 Iteration 90F: 3 clusters Score -1343786 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (14913 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14913 members Entering Unmasked Estep Score: -829255.250000 Penalty: 437.254456 Iteration 0F: 2 clusters Score -829255.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7464 members Mstep: Class 2 contains 7449 members Entering Unmasked Estep Score: -819327.937500 Penalty: 874.508911 Iteration 0F: 3 clusters Score -819327.9 nChanged 7062 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7836 members Mstep: Class 2 contains 7077 members Entering Unmasked Estep Score: -823882.375000 Penalty: 874.508911 Iteration 1F: 3 clusters Score -823882.4 nChanged 1039 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7987 members Mstep: Class 2 contains 6926 members Entering Unmasked Estep Score: -824613.312500 Penalty: 874.508911 Iteration 2F: 3 clusters Score -824613.3 nChanged 1146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8105 members Mstep: Class 2 contains 6808 members Entering Unmasked Estep Score: -825614.687500 Penalty: 874.508911 Iteration 3F: 3 clusters Score -825614.7 nChanged 1134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8131 members Mstep: Class 2 contains 6782 members Entering Unmasked Estep Score: -826568.500000 Penalty: 874.508911 Iteration 4F: 3 clusters Score -826568.5 nChanged 917 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8048 members Mstep: Class 2 contains 6865 members Entering Unmasked Estep Score: -827160.812500 Penalty: 874.508911 Iteration 5F: 3 clusters Score -827160.8 nChanged 646 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7912 members Mstep: Class 2 contains 7001 members Entering Unmasked Estep Score: -827440.187500 Penalty: 874.508911 Iteration 6Q: 3 clusters Score -827440.2 nChanged 438 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7758 members Mstep: Class 2 contains 7155 members Entering Unmasked Estep Score: -827585.937500 Penalty: 874.508911 Iteration 7Q: 3 clusters Score -827585.9 nChanged 317 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7583 members Mstep: Class 2 contains 7330 members Entering Unmasked Estep Score: -827703.875000 Penalty: 874.508911 Iteration 8Q: 3 clusters Score -827703.9 nChanged 281 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7408 members Mstep: Class 2 contains 7505 members Entering Unmasked Estep Score: -827808.687500 Penalty: 874.508911 Iteration 9Q: 3 clusters Score -827808.7 nChanged 280 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7236 members Mstep: Class 2 contains 7677 members Entering Unmasked Estep Score: -827922.500000 Penalty: 874.508911 Iteration 10Q: 3 clusters Score -827922.5 nChanged 298 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7036 members Mstep: Class 2 contains 7877 members Entering Unmasked Estep Score: -828027.812500 Penalty: 874.508911 Iteration 11Q: 3 clusters Score -828027.8 nChanged 252 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6846 members Mstep: Class 2 contains 8067 members Entering Unmasked Estep Score: -828118.750000 Penalty: 874.508911 Iteration 12Q: 3 clusters Score -828118.8 nChanged 238 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6658 members Mstep: Class 2 contains 8255 members Entering Unmasked Estep Score: -828199.062500 Penalty: 874.508911 Iteration 13Q: 3 clusters Score -828199.1 nChanged 227 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6485 members Mstep: Class 2 contains 8428 members Entering Unmasked Estep Score: -828283.437500 Penalty: 874.508911 Iteration 14Q: 3 clusters Score -828283.4 nChanged 238 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6299 members Mstep: Class 2 contains 8614 members Entering Unmasked Estep Score: -828370.125000 Penalty: 874.508911 Iteration 15Q: 3 clusters Score -828370.1 nChanged 208 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6123 members Mstep: Class 2 contains 8790 members Entering Unmasked Estep Score: -828444.187500 Penalty: 874.508911 Iteration 16Q: 3 clusters Score -828444.2 nChanged 182 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5971 members Mstep: Class 2 contains 8942 members Entering Unmasked Estep Score: -828502.625000 Penalty: 874.508911 Iteration 17Q: 3 clusters Score -828502.6 nChanged 185 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5816 members Mstep: Class 2 contains 9097 members Entering Unmasked Estep Score: -828556.312500 Penalty: 874.508911 Iteration 18Q: 3 clusters Score -828556.3 nChanged 162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5692 members Mstep: Class 2 contains 9221 members Entering Unmasked Estep Score: -828602.500000 Penalty: 874.508911 Iteration 19Q: 3 clusters Score -828602.5 nChanged 166 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5566 members Mstep: Class 2 contains 9347 members Entering Unmasked Estep Score: -828654.187500 Penalty: 874.508911 Iteration 20F: 3 clusters Score -828654.2 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5446 members Mstep: Class 2 contains 9467 members Entering Unmasked Estep Score: -828700.937500 Penalty: 874.508911 Iteration 21Q: 3 clusters Score -828700.9 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5315 members Mstep: Class 2 contains 9598 members Entering Unmasked Estep Score: -828749.062500 Penalty: 874.508911 Iteration 22Q: 3 clusters Score -828749.1 nChanged 156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5185 members Mstep: Class 2 contains 9728 members Entering Unmasked Estep Score: -828805.000000 Penalty: 874.508911 Iteration 23Q: 3 clusters Score -828805 nChanged 165 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5040 members Mstep: Class 2 contains 9873 members Entering Unmasked Estep Score: -828863.500000 Penalty: 874.508911 Iteration 24Q: 3 clusters Score -828863.5 nChanged 167 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4907 members Mstep: Class 2 contains 10006 members Entering Unmasked Estep Score: -828922.437500 Penalty: 874.508911 Iteration 25Q: 3 clusters Score -828922.4 nChanged 168 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4767 members Mstep: Class 2 contains 10146 members Entering Unmasked Estep Score: -828988.937500 Penalty: 874.508911 Iteration 26Q: 3 clusters Score -828988.9 nChanged 191 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4622 members Mstep: Class 2 contains 10291 members Entering Unmasked Estep Score: -829081.875000 Penalty: 874.508911 Iteration 27Q: 3 clusters Score -829081.9 nChanged 186 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4492 members Mstep: Class 2 contains 10421 members Entering Unmasked Estep Score: -829163.125000 Penalty: 874.508911 Iteration 28Q: 3 clusters Score -829163.1 nChanged 175 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4373 members Mstep: Class 2 contains 10540 members Entering Unmasked Estep Score: -829251.187500 Penalty: 874.508911 Iteration 29Q: 3 clusters Score -829251.2 nChanged 177 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4254 members Mstep: Class 2 contains 10659 members Entering Unmasked Estep Score: -829336.937500 Penalty: 874.508911 Iteration 30Q: 3 clusters Score -829336.9 nChanged 163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4147 members Mstep: Class 2 contains 10766 members Entering Unmasked Estep Score: -829404.187500 Penalty: 874.508911 Iteration 31Q: 3 clusters Score -829404.2 nChanged 150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4043 members Mstep: Class 2 contains 10870 members Entering Unmasked Estep Score: -829453.875000 Penalty: 874.508911 Iteration 32Q: 3 clusters Score -829453.9 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3958 members Mstep: Class 2 contains 10955 members Entering Unmasked Estep Score: -829491.312500 Penalty: 874.508911 Iteration 33Q: 3 clusters Score -829491.3 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3873 members Mstep: Class 2 contains 11040 members Entering Unmasked Estep Score: -829514.250000 Penalty: 874.508911 Iteration 34Q: 3 clusters Score -829514.2 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3797 members Mstep: Class 2 contains 11116 members Entering Unmasked Estep Score: -829538.500000 Penalty: 874.508911 Iteration 35Q: 3 clusters Score -829538.5 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3731 members Mstep: Class 2 contains 11182 members Entering Unmasked Estep Score: -829556.875000 Penalty: 874.508911 Iteration 36Q: 3 clusters Score -829556.9 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3678 members Mstep: Class 2 contains 11235 members Entering Unmasked Estep Score: -829565.250000 Penalty: 874.508911 Iteration 37Q: 3 clusters Score -829565.2 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3626 members Mstep: Class 2 contains 11287 members Entering Unmasked Estep Score: -829575.687500 Penalty: 874.508911 Iteration 38Q: 3 clusters Score -829575.7 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3582 members Mstep: Class 2 contains 11331 members Entering Unmasked Estep Score: -829577.187500 Penalty: 874.508911 Iteration 39Q: 3 clusters Score -829577.2 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3554 members Mstep: Class 2 contains 11359 members Entering Unmasked Estep Score: -829582.125000 Penalty: 874.508911 Iteration 40F: 3 clusters Score -829582.1 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3533 members Mstep: Class 2 contains 11380 members Entering Unmasked Estep Score: -829584.750000 Penalty: 874.508911 Iteration 41Q: 3 clusters Score -829584.8 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3500 members Mstep: Class 2 contains 11413 members Entering Unmasked Estep Score: -829588.687500 Penalty: 874.508911 Iteration 42Q: 3 clusters Score -829588.7 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3466 members Mstep: Class 2 contains 11447 members Entering Unmasked Estep Score: -829592.000000 Penalty: 874.508911 Iteration 43Q: 3 clusters Score -829592 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3430 members Mstep: Class 2 contains 11483 members Entering Unmasked Estep Score: -829598.500000 Penalty: 874.508911 Iteration 44Q: 3 clusters Score -829598.5 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3395 members Mstep: Class 2 contains 11518 members Entering Unmasked Estep Score: -829605.000000 Penalty: 874.508911 Iteration 45Q: 3 clusters Score -829605 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3367 members Mstep: Class 2 contains 11546 members Entering Unmasked Estep Score: -829607.562500 Penalty: 874.508911 Iteration 46Q: 3 clusters Score -829607.6 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3343 members Mstep: Class 2 contains 11570 members Entering Unmasked Estep Score: -829612.750000 Penalty: 874.508911 Iteration 47Q: 3 clusters Score -829612.8 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3321 members Mstep: Class 2 contains 11592 members Entering Unmasked Estep Score: -829614.250000 Penalty: 874.508911 Iteration 48Q: 3 clusters Score -829614.2 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3296 members Mstep: Class 2 contains 11617 members Entering Unmasked Estep Score: -829614.937500 Penalty: 874.508911 Iteration 49Q: 3 clusters Score -829614.9 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3276 members Mstep: Class 2 contains 11637 members Entering Unmasked Estep Score: -829619.437500 Penalty: 874.508911 Iteration 50Q: 3 clusters Score -829619.4 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3253 members Mstep: Class 2 contains 11660 members Entering Unmasked Estep Score: -829623.125000 Penalty: 874.508911 Iteration 51Q: 3 clusters Score -829623.1 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3232 members Mstep: Class 2 contains 11681 members Entering Unmasked Estep Score: -829622.562500 Penalty: 874.508911 Iteration 52Q: 3 clusters Score -829622.6 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3215 members Mstep: Class 2 contains 11698 members Entering Unmasked Estep Score: -829628.312500 Penalty: 874.508911 Iteration 53Q: 3 clusters Score -829628.3 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3191 members Mstep: Class 2 contains 11722 members Entering Unmasked Estep Score: -829632.500000 Penalty: 874.508911 Iteration 54Q: 3 clusters Score -829632.5 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3162 members Mstep: Class 2 contains 11751 members Entering Unmasked Estep Score: -829637.062500 Penalty: 874.508911 Iteration 55Q: 3 clusters Score -829637.1 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3138 members Mstep: Class 2 contains 11775 members Entering Unmasked Estep Score: -829642.500000 Penalty: 874.508911 Iteration 56Q: 3 clusters Score -829642.5 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3103 members Mstep: Class 2 contains 11810 members Entering Unmasked Estep Score: -829647.875000 Penalty: 874.508911 Iteration 57Q: 3 clusters Score -829647.9 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3066 members Mstep: Class 2 contains 11847 members Entering Unmasked Estep Score: -829654.375000 Penalty: 874.508911 Iteration 58Q: 3 clusters Score -829654.4 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3030 members Mstep: Class 2 contains 11883 members Entering Unmasked Estep Score: -829663.250000 Penalty: 874.508911 Iteration 59Q: 3 clusters Score -829663.2 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3001 members Mstep: Class 2 contains 11912 members Entering Unmasked Estep Score: -829667.687500 Penalty: 874.508911 Iteration 60F: 3 clusters Score -829667.7 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2973 members Mstep: Class 2 contains 11940 members Entering Unmasked Estep Score: -829672.812500 Penalty: 874.508911 Iteration 61Q: 3 clusters Score -829672.8 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2946 members Mstep: Class 2 contains 11967 members Entering Unmasked Estep Score: -829678.250000 Penalty: 874.508911 Iteration 62Q: 3 clusters Score -829678.2 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2917 members Mstep: Class 2 contains 11996 members Entering Unmasked Estep Score: -829682.312500 Penalty: 874.508911 Iteration 63Q: 3 clusters Score -829682.3 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2892 members Mstep: Class 2 contains 12021 members Entering Unmasked Estep Score: -829684.562500 Penalty: 874.508911 Iteration 64Q: 3 clusters Score -829684.6 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2875 members Mstep: Class 2 contains 12038 members Entering Unmasked Estep Score: -829684.687500 Penalty: 874.508911 Iteration 65Q: 3 clusters Score -829684.7 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2858 members Mstep: Class 2 contains 12055 members Entering Unmasked Estep Score: -829687.875000 Penalty: 874.508911 Iteration 66Q: 3 clusters Score -829687.9 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2847 members Mstep: Class 2 contains 12066 members Entering Unmasked Estep Score: -829687.500000 Penalty: 874.508911 Iteration 67Q: 3 clusters Score -829687.5 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2837 members Mstep: Class 2 contains 12076 members Entering Unmasked Estep Score: -829690.187500 Penalty: 874.508911 Iteration 68Q: 3 clusters Score -829690.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2826 members Mstep: Class 2 contains 12087 members Entering Unmasked Estep Score: -829689.937500 Penalty: 874.508911 Iteration 69Q: 3 clusters Score -829689.9 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2808 members Mstep: Class 2 contains 12105 members Entering Unmasked Estep Score: -829689.875000 Penalty: 874.508911 Iteration 70Q: 3 clusters Score -829689.9 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2793 members Mstep: Class 2 contains 12120 members Entering Unmasked Estep Score: -829691.937500 Penalty: 874.508911 Iteration 71Q: 3 clusters Score -829691.9 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2769 members Mstep: Class 2 contains 12144 members Entering Unmasked Estep Score: -829697.312500 Penalty: 874.508911 Iteration 72Q: 3 clusters Score -829697.3 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2743 members Mstep: Class 2 contains 12170 members Entering Unmasked Estep Score: -829699.500000 Penalty: 874.508911 Iteration 73Q: 3 clusters Score -829699.5 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2714 members Mstep: Class 2 contains 12199 members Entering Unmasked Estep Score: -829703.875000 Penalty: 874.508911 Iteration 74Q: 3 clusters Score -829703.9 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2695 members Mstep: Class 2 contains 12218 members Entering Unmasked Estep Score: -829706.437500 Penalty: 874.508911 Iteration 75Q: 3 clusters Score -829706.4 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2671 members Mstep: Class 2 contains 12242 members Entering Unmasked Estep Score: -829707.187500 Penalty: 874.508911 Iteration 76Q: 3 clusters Score -829707.2 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2651 members Mstep: Class 2 contains 12262 members Entering Unmasked Estep Score: -829713.937500 Penalty: 874.508911 Iteration 77Q: 3 clusters Score -829713.9 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2625 members Mstep: Class 2 contains 12288 members Entering Unmasked Estep Score: -829716.000000 Penalty: 874.508911 Iteration 78Q: 3 clusters Score -829716 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2605 members Mstep: Class 2 contains 12308 members Entering Unmasked Estep Score: -829718.375000 Penalty: 874.508911 Iteration 79Q: 3 clusters Score -829718.4 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2579 members Mstep: Class 2 contains 12334 members Entering Unmasked Estep Score: -829721.937500 Penalty: 874.508911 Iteration 80F: 3 clusters Score -829721.9 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2556 members Mstep: Class 2 contains 12357 members Entering Unmasked Estep Score: -829725.375000 Penalty: 874.508911 Iteration 81Q: 3 clusters Score -829725.4 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2539 members Mstep: Class 2 contains 12374 members Entering Unmasked Estep Score: -829725.750000 Penalty: 874.508911 Iteration 82Q: 3 clusters Score -829725.8 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2523 members Mstep: Class 2 contains 12390 members Entering Unmasked Estep Score: -829728.062500 Penalty: 874.508911 Iteration 83Q: 3 clusters Score -829728.1 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2509 members Mstep: Class 2 contains 12404 members Entering Unmasked Estep Score: -829729.687500 Penalty: 874.508911 Iteration 84Q: 3 clusters Score -829729.7 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2491 members Mstep: Class 2 contains 12422 members Entering Unmasked Estep Score: -829731.000000 Penalty: 874.508911 Iteration 85Q: 3 clusters Score -829731 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2474 members Mstep: Class 2 contains 12439 members Entering Unmasked Estep Score: -829730.500000 Penalty: 874.508911 Iteration 86Q: 3 clusters Score -829730.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2465 members Mstep: Class 2 contains 12448 members Entering Unmasked Estep Score: -829732.375000 Penalty: 874.508911 Iteration 87Q: 3 clusters Score -829732.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2459 members Mstep: Class 2 contains 12454 members Entering Unmasked Estep Score: -829734.312500 Penalty: 874.508911 Iteration 88Q: 3 clusters Score -829734.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2453 members Mstep: Class 2 contains 12460 members Entering Unmasked Estep Score: -829735.000000 Penalty: 874.508911 Iteration 89Q: 3 clusters Score -829735 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2444 members Mstep: Class 2 contains 12469 members Entering Unmasked Estep Score: -829735.687500 Penalty: 874.508911 Iteration 90Q: 3 clusters Score -829735.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2438 members Mstep: Class 2 contains 12475 members Entering Unmasked Estep Score: -829735.500000 Penalty: 874.508911 Iteration 91Q: 3 clusters Score -829735.5 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2427 members Mstep: Class 2 contains 12486 members Entering Unmasked Estep Score: -829736.375000 Penalty: 874.508911 Iteration 92Q: 3 clusters Score -829736.4 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2414 members Mstep: Class 2 contains 12499 members Entering Unmasked Estep Score: -829737.000000 Penalty: 874.508911 Iteration 93Q: 3 clusters Score -829737 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2402 members Mstep: Class 2 contains 12511 members Entering Unmasked Estep Score: -829738.500000 Penalty: 874.508911 Iteration 94Q: 3 clusters Score -829738.5 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2387 members Mstep: Class 2 contains 12526 members Entering Unmasked Estep Score: -829742.375000 Penalty: 874.508911 Iteration 95Q: 3 clusters Score -829742.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2381 members Mstep: Class 2 contains 12532 members Entering Unmasked Estep Score: -829742.187500 Penalty: 874.508911 Iteration 96Q: 3 clusters Score -829742.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2378 members Mstep: Class 2 contains 12535 members Entering Unmasked Estep Score: -829739.562500 Penalty: 874.508911 Iteration 97Q: 3 clusters Score -829739.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2375 members Mstep: Class 2 contains 12538 members Entering Unmasked Estep Score: -829740.312500 Penalty: 874.508911 Iteration 98Q: 3 clusters Score -829740.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2371 members Mstep: Class 2 contains 12542 members Entering Unmasked Estep Score: -829740.875000 Penalty: 874.508911 Iteration 99Q: 3 clusters Score -829740.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2368 members Mstep: Class 2 contains 12545 members Entering Unmasked Estep Score: -829741.312500 Penalty: 874.508911 Iteration 100F: 3 clusters Score -829741.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2366 members Mstep: Class 2 contains 12547 members Entering Unmasked Estep Score: -829742.750000 Penalty: 874.508911 Iteration 101Q: 3 clusters Score -829742.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2365 members Mstep: Class 2 contains 12548 members Entering Unmasked Estep Score: -829743.062500 Penalty: 874.508911 Iteration 102Q: 3 clusters Score -829743.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2365 members Mstep: Class 2 contains 12548 members Entering Unmasked Estep Score: -829743.062500 Penalty: 874.508911 Iteration 103F: 3 clusters Score -829743.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 24 members Mstep: Class 1 contains 605 members Mstep: Class 2 contains 38915 members Mstep: Class 3 contains 19037 members Mstep: Class 4 contains 1779 members Mstep: Class 5 contains 5474 members Mstep: Class 6 contains 1622 members Mstep: Class 7 contains 3595 members Mstep: Class 8 contains 2123 members Mstep: Class 9 contains 1024 members Mstep: Class 10 contains 93 members Mstep: Class 11 contains 3365 members Mstep: Class 12 contains 22215 members Mstep: Class 13 contains 22236 members Mstep: Class 14 contains 11975 members Mstep: Class 15 contains 10383 members Mstep: Class 16 contains 12419 members Mstep: Class 17 contains 7817 members Mstep: Class 18 contains 8145 members Mstep: Class 19 contains 24239 members Mstep: Class 20 contains 2365 members Mstep: Class 21 contains 2332 members Mstep: Class 22 contains 95 members Mstep: Class 23 contains 297 members Mstep: Class 24 contains 6104 members Mstep: Class 25 contains 143119 members Mstep: Class 26 contains 29295 members Mstep: Class 27 contains 12014 members Mstep: Class 28 contains 10882 members Mstep: Class 29 contains 3937 members Mstep: Class 30 contains 874 members Mstep: Class 31 contains 390 members Mstep: Class 32 contains 5577 members Mstep: Class 33 contains 207 members Mstep: Class 34 contains 3832 members Mstep: Class 35 contains 1306 members Mstep: Class 36 contains 12548 members Entering Unmasked Estep Score: -22976466.000000 Penalty: 21255.964844 Splitting cluster 20 changes total score from -22976158.000000 to -22976466.000000 So it's getting split into cluster 36. Entering ConstructFrom: Trying to split cluster 21 (2332 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2332 members Entering Unmasked Estep Score: -131173.484375 Penalty: 352.828888 Iteration 0F: 2 clusters Score -131173.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1183 members Mstep: Class 2 contains 1149 members Entering Unmasked Estep Score: -129574.718750 Penalty: 705.657776 Iteration 0F: 3 clusters Score -129574.7 nChanged 977 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1264 members Mstep: Class 2 contains 1068 members Entering Unmasked Estep Score: -130153.156250 Penalty: 705.657776 Iteration 1F: 3 clusters Score -130153.2 nChanged 208 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1310 members Mstep: Class 2 contains 1022 members Entering Unmasked Estep Score: -130314.015625 Penalty: 705.657776 Iteration 2F: 3 clusters Score -130314 nChanged 181 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1355 members Mstep: Class 2 contains 977 members Entering Unmasked Estep Score: -130441.843750 Penalty: 705.657776 Iteration 3F: 3 clusters Score -130441.8 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1386 members Mstep: Class 2 contains 946 members Entering Unmasked Estep Score: -130574.976562 Penalty: 705.657776 Iteration 4F: 3 clusters Score -130575 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1394 members Mstep: Class 2 contains 938 members Entering Unmasked Estep Score: -130681.609375 Penalty: 705.657776 Iteration 5F: 3 clusters Score -130681.6 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1418 members Mstep: Class 2 contains 914 members Entering Unmasked Estep Score: -130754.156250 Penalty: 705.657776 Iteration 6Q: 3 clusters Score -130754.2 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1446 members Mstep: Class 2 contains 886 members Entering Unmasked Estep Score: -130801.226562 Penalty: 705.657776 Iteration 7Q: 3 clusters Score -130801.2 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1466 members Mstep: Class 2 contains 866 members Entering Unmasked Estep Score: -130832.617188 Penalty: 705.657776 Iteration 8Q: 3 clusters Score -130832.6 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1482 members Mstep: Class 2 contains 850 members Entering Unmasked Estep Score: -130848.382812 Penalty: 705.657776 Iteration 9Q: 3 clusters Score -130848.4 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1497 members Mstep: Class 2 contains 835 members Entering Unmasked Estep Score: -130854.765625 Penalty: 705.657776 Iteration 10Q: 3 clusters Score -130854.8 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1504 members Mstep: Class 2 contains 828 members Entering Unmasked Estep Score: -130858.695312 Penalty: 705.657776 Iteration 11Q: 3 clusters Score -130858.7 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1510 members Mstep: Class 2 contains 822 members Entering Unmasked Estep Score: -130861.695312 Penalty: 705.657776 Iteration 12Q: 3 clusters Score -130861.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1515 members Mstep: Class 2 contains 817 members Entering Unmasked Estep Score: -130862.695312 Penalty: 705.657776 Iteration 13Q: 3 clusters Score -130862.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1517 members Mstep: Class 2 contains 815 members Entering Unmasked Estep Score: -130863.546875 Penalty: 705.657776 Iteration 14Q: 3 clusters Score -130863.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1522 members Mstep: Class 2 contains 810 members Entering Unmasked Estep Score: -130865.109375 Penalty: 705.657776 Iteration 15Q: 3 clusters Score -130865.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1526 members Mstep: Class 2 contains 806 members Entering Unmasked Estep Score: -130866.140625 Penalty: 705.657776 Iteration 16Q: 3 clusters Score -130866.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1530 members Mstep: Class 2 contains 802 members Entering Unmasked Estep Score: -130867.296875 Penalty: 705.657776 Iteration 17Q: 3 clusters Score -130867.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1538 members Mstep: Class 2 contains 794 members Entering Unmasked Estep Score: -130869.390625 Penalty: 705.657776 Iteration 18Q: 3 clusters Score -130869.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1546 members Mstep: Class 2 contains 786 members Entering Unmasked Estep Score: -130872.226562 Penalty: 705.657776 Iteration 19Q: 3 clusters Score -130872.2 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1556 members Mstep: Class 2 contains 776 members Entering Unmasked Estep Score: -130875.578125 Penalty: 705.657776 Iteration 20F: 3 clusters Score -130875.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1560 members Mstep: Class 2 contains 772 members Entering Unmasked Estep Score: -130876.203125 Penalty: 705.657776 Iteration 21Q: 3 clusters Score -130876.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1563 members Mstep: Class 2 contains 769 members Entering Unmasked Estep Score: -130876.382812 Penalty: 705.657776 Iteration 22Q: 3 clusters Score -130876.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1564 members Mstep: Class 2 contains 768 members Entering Unmasked Estep Score: -130876.398438 Penalty: 705.657776 Iteration 23Q: 3 clusters Score -130876.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1564 members Mstep: Class 2 contains 768 members Entering Unmasked Estep Score: -130876.398438 Penalty: 705.657776 Iteration 24F: 3 clusters Score -130876.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 22 (95 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95 members Entering Unmasked Estep Score: -3783.810303 Penalty: 207.201401 Iteration 0F: 2 clusters Score -3783.81 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42 members Mstep: Class 2 contains 53 members Entering Unmasked Estep Score: -3615.783203 Penalty: 414.402802 Iteration 0F: 3 clusters Score -3615.783 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57 members Mstep: Class 2 contains 38 members Entering Unmasked Estep Score: -3656.599365 Penalty: 414.402802 Iteration 1F: 3 clusters Score -3656.599 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63 members Mstep: Class 2 contains 32 members Entering Unmasked Estep Score: -3672.491943 Penalty: 414.402802 Iteration 2F: 3 clusters Score -3672.492 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64 members Mstep: Class 2 contains 31 members Entering Unmasked Estep Score: -3675.342529 Penalty: 414.402802 Iteration 3Q: 3 clusters Score -3675.343 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64 members Mstep: Class 2 contains 31 members Entering Unmasked Estep Score: -3675.342529 Penalty: 414.402802 Iteration 4F: 3 clusters Score -3675.343 nChanged 0 Entering ConstructFrom: Trying to split cluster 23 (297 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 297 members Entering Unmasked Estep Score: -15481.936523 Penalty: 259.064819 Iteration 0F: 2 clusters Score -15481.94 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 149 members Mstep: Class 2 contains 148 members Entering Unmasked Estep Score: -15130.023438 Penalty: 518.129639 Iteration 0F: 3 clusters Score -15130.02 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 160 members Mstep: Class 2 contains 137 members Entering Unmasked Estep Score: -15213.175781 Penalty: 518.129639 Iteration 1F: 3 clusters Score -15213.18 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 171 members Mstep: Class 2 contains 126 members Entering Unmasked Estep Score: -15253.387695 Penalty: 518.129639 Iteration 2F: 3 clusters Score -15253.39 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 177 members Mstep: Class 2 contains 120 members Entering Unmasked Estep Score: -15283.877930 Penalty: 518.129639 Iteration 3F: 3 clusters Score -15283.88 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 180 members Mstep: Class 2 contains 117 members Entering Unmasked Estep Score: -15302.003906 Penalty: 518.129639 Iteration 4Q: 3 clusters Score -15302 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 179 members Mstep: Class 2 contains 118 members Entering Unmasked Estep Score: -15312.271484 Penalty: 518.129639 Iteration 5Q: 3 clusters Score -15312.27 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 179 members Mstep: Class 2 contains 118 members Entering Unmasked Estep Score: -15315.222656 Penalty: 518.129639 Iteration 6Q: 3 clusters Score -15315.22 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 180 members Mstep: Class 2 contains 117 members Entering Unmasked Estep Score: -15317.454102 Penalty: 518.129639 Iteration 7Q: 3 clusters Score -15317.45 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 180 members Mstep: Class 2 contains 117 members Entering Unmasked Estep Score: -15317.454102 Penalty: 518.129639 Iteration 8F: 3 clusters Score -15317.45 nChanged 0 Entering ConstructFrom: Trying to split cluster 24 (6104 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6104 members Entering Unmasked Estep Score: -314653.593750 Penalty: 396.609833 Iteration 0F: 2 clusters Score -314653.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3078 members Mstep: Class 2 contains 3026 members Entering Unmasked Estep Score: -310598.375000 Penalty: 793.219666 Iteration 0F: 3 clusters Score -310598.4 nChanged 2795 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2999 members Mstep: Class 2 contains 3105 members Entering Unmasked Estep Score: -312444.750000 Penalty: 793.219666 Iteration 1F: 3 clusters Score -312444.8 nChanged 405 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2982 members Mstep: Class 2 contains 3122 members Entering Unmasked Estep Score: -312730.156250 Penalty: 793.219666 Iteration 2F: 3 clusters Score -312730.2 nChanged 382 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2968 members Mstep: Class 2 contains 3136 members Entering Unmasked Estep Score: -313054.000000 Penalty: 793.219666 Iteration 3F: 3 clusters Score -313054 nChanged 372 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2952 members Mstep: Class 2 contains 3152 members Entering Unmasked Estep Score: -313370.156250 Penalty: 793.219666 Iteration 4F: 3 clusters Score -313370.2 nChanged 345 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2943 members Mstep: Class 2 contains 3161 members Entering Unmasked Estep Score: -313628.781250 Penalty: 793.219666 Iteration 5F: 3 clusters Score -313628.8 nChanged 282 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2933 members Mstep: Class 2 contains 3171 members Entering Unmasked Estep Score: -313783.812500 Penalty: 793.219666 Iteration 6Q: 3 clusters Score -313783.8 nChanged 208 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2889 members Mstep: Class 2 contains 3215 members Entering Unmasked Estep Score: -313881.218750 Penalty: 793.219666 Iteration 7Q: 3 clusters Score -313881.2 nChanged 167 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2836 members Mstep: Class 2 contains 3268 members Entering Unmasked Estep Score: -313950.000000 Penalty: 793.219666 Iteration 8Q: 3 clusters Score -313950 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2789 members Mstep: Class 2 contains 3315 members Entering Unmasked Estep Score: -313990.218750 Penalty: 793.219666 Iteration 9Q: 3 clusters Score -313990.2 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2737 members Mstep: Class 2 contains 3367 members Entering Unmasked Estep Score: -314026.218750 Penalty: 793.219666 Iteration 10Q: 3 clusters Score -314026.2 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2665 members Mstep: Class 2 contains 3439 members Entering Unmasked Estep Score: -314059.906250 Penalty: 793.219666 Iteration 11Q: 3 clusters Score -314059.9 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2599 members Mstep: Class 2 contains 3505 members Entering Unmasked Estep Score: -314094.250000 Penalty: 793.219666 Iteration 12Q: 3 clusters Score -314094.2 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2548 members Mstep: Class 2 contains 3556 members Entering Unmasked Estep Score: -314115.312500 Penalty: 793.219666 Iteration 13Q: 3 clusters Score -314115.3 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2502 members Mstep: Class 2 contains 3602 members Entering Unmasked Estep Score: -314129.875000 Penalty: 793.219666 Iteration 14Q: 3 clusters Score -314129.9 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2463 members Mstep: Class 2 contains 3641 members Entering Unmasked Estep Score: -314142.437500 Penalty: 793.219666 Iteration 15Q: 3 clusters Score -314142.4 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2419 members Mstep: Class 2 contains 3685 members Entering Unmasked Estep Score: -314156.531250 Penalty: 793.219666 Iteration 16Q: 3 clusters Score -314156.5 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2368 members Mstep: Class 2 contains 3736 members Entering Unmasked Estep Score: -314173.875000 Penalty: 793.219666 Iteration 17Q: 3 clusters Score -314173.9 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2320 members Mstep: Class 2 contains 3784 members Entering Unmasked Estep Score: -314198.875000 Penalty: 793.219666 Iteration 18Q: 3 clusters Score -314198.9 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2276 members Mstep: Class 2 contains 3828 members Entering Unmasked Estep Score: -314221.187500 Penalty: 793.219666 Iteration 19Q: 3 clusters Score -314221.2 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2234 members Mstep: Class 2 contains 3870 members Entering Unmasked Estep Score: -314246.125000 Penalty: 793.219666 Iteration 20F: 3 clusters Score -314246.1 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2189 members Mstep: Class 2 contains 3915 members Entering Unmasked Estep Score: -314279.093750 Penalty: 793.219666 Iteration 21Q: 3 clusters Score -314279.1 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2138 members Mstep: Class 2 contains 3966 members Entering Unmasked Estep Score: -314316.750000 Penalty: 793.219666 Iteration 22Q: 3 clusters Score -314316.8 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2085 members Mstep: Class 2 contains 4019 members Entering Unmasked Estep Score: -314344.031250 Penalty: 793.219666 Iteration 23Q: 3 clusters Score -314344 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2044 members Mstep: Class 2 contains 4060 members Entering Unmasked Estep Score: -314363.125000 Penalty: 793.219666 Iteration 24Q: 3 clusters Score -314363.1 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2011 members Mstep: Class 2 contains 4093 members Entering Unmasked Estep Score: -314380.468750 Penalty: 793.219666 Iteration 25Q: 3 clusters Score -314380.5 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1985 members Mstep: Class 2 contains 4119 members Entering Unmasked Estep Score: -314392.093750 Penalty: 793.219666 Iteration 26Q: 3 clusters Score -314392.1 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1959 members Mstep: Class 2 contains 4145 members Entering Unmasked Estep Score: -314397.750000 Penalty: 793.219666 Iteration 27Q: 3 clusters Score -314397.8 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1936 members Mstep: Class 2 contains 4168 members Entering Unmasked Estep Score: -314402.375000 Penalty: 793.219666 Iteration 28Q: 3 clusters Score -314402.4 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1916 members Mstep: Class 2 contains 4188 members Entering Unmasked Estep Score: -314405.218750 Penalty: 793.219666 Iteration 29Q: 3 clusters Score -314405.2 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1897 members Mstep: Class 2 contains 4207 members Entering Unmasked Estep Score: -314408.531250 Penalty: 793.219666 Iteration 30Q: 3 clusters Score -314408.5 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1881 members Mstep: Class 2 contains 4223 members Entering Unmasked Estep Score: -314411.093750 Penalty: 793.219666 Iteration 31Q: 3 clusters Score -314411.1 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1865 members Mstep: Class 2 contains 4239 members Entering Unmasked Estep Score: -314413.375000 Penalty: 793.219666 Iteration 32Q: 3 clusters Score -314413.4 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1852 members Mstep: Class 2 contains 4252 members Entering Unmasked Estep Score: -314415.156250 Penalty: 793.219666 Iteration 33Q: 3 clusters Score -314415.2 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1836 members Mstep: Class 2 contains 4268 members Entering Unmasked Estep Score: -314417.500000 Penalty: 793.219666 Iteration 34Q: 3 clusters Score -314417.5 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1821 members Mstep: Class 2 contains 4283 members Entering Unmasked Estep Score: -314419.218750 Penalty: 793.219666 Iteration 35Q: 3 clusters Score -314419.2 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1800 members Mstep: Class 2 contains 4304 members Entering Unmasked Estep Score: -314421.843750 Penalty: 793.219666 Iteration 36Q: 3 clusters Score -314421.8 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1780 members Mstep: Class 2 contains 4324 members Entering Unmasked Estep Score: -314426.031250 Penalty: 793.219666 Iteration 37Q: 3 clusters Score -314426 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1760 members Mstep: Class 2 contains 4344 members Entering Unmasked Estep Score: -314429.031250 Penalty: 793.219666 Iteration 38Q: 3 clusters Score -314429 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1737 members Mstep: Class 2 contains 4367 members Entering Unmasked Estep Score: -314433.562500 Penalty: 793.219666 Iteration 39Q: 3 clusters Score -314433.6 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1717 members Mstep: Class 2 contains 4387 members Entering Unmasked Estep Score: -314436.906250 Penalty: 793.219666 Iteration 40F: 3 clusters Score -314436.9 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1697 members Mstep: Class 2 contains 4407 members Entering Unmasked Estep Score: -314439.875000 Penalty: 793.219666 Iteration 41Q: 3 clusters Score -314439.9 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1685 members Mstep: Class 2 contains 4419 members Entering Unmasked Estep Score: -314441.875000 Penalty: 793.219666 Iteration 42Q: 3 clusters Score -314441.9 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1670 members Mstep: Class 2 contains 4434 members Entering Unmasked Estep Score: -314444.531250 Penalty: 793.219666 Iteration 43Q: 3 clusters Score -314444.5 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1657 members Mstep: Class 2 contains 4447 members Entering Unmasked Estep Score: -314445.906250 Penalty: 793.219666 Iteration 44Q: 3 clusters Score -314445.9 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1638 members Mstep: Class 2 contains 4466 members Entering Unmasked Estep Score: -314450.062500 Penalty: 793.219666 Iteration 45Q: 3 clusters Score -314450.1 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1617 members Mstep: Class 2 contains 4487 members Entering Unmasked Estep Score: -314453.062500 Penalty: 793.219666 Iteration 46Q: 3 clusters Score -314453.1 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1603 members Mstep: Class 2 contains 4501 members Entering Unmasked Estep Score: -314454.593750 Penalty: 793.219666 Iteration 47Q: 3 clusters Score -314454.6 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1591 members Mstep: Class 2 contains 4513 members Entering Unmasked Estep Score: -314456.781250 Penalty: 793.219666 Iteration 48Q: 3 clusters Score -314456.8 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1578 members Mstep: Class 2 contains 4526 members Entering Unmasked Estep Score: -314458.468750 Penalty: 793.219666 Iteration 49Q: 3 clusters Score -314458.5 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1561 members Mstep: Class 2 contains 4543 members Entering Unmasked Estep Score: -314460.375000 Penalty: 793.219666 Iteration 50Q: 3 clusters Score -314460.4 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1545 members Mstep: Class 2 contains 4559 members Entering Unmasked Estep Score: -314462.625000 Penalty: 793.219666 Iteration 51Q: 3 clusters Score -314462.6 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1533 members Mstep: Class 2 contains 4571 members Entering Unmasked Estep Score: -314465.593750 Penalty: 793.219666 Iteration 52Q: 3 clusters Score -314465.6 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1516 members Mstep: Class 2 contains 4588 members Entering Unmasked Estep Score: -314468.718750 Penalty: 793.219666 Iteration 53Q: 3 clusters Score -314468.7 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1509 members Mstep: Class 2 contains 4595 members Entering Unmasked Estep Score: -314468.781250 Penalty: 793.219666 Iteration 54Q: 3 clusters Score -314468.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1502 members Mstep: Class 2 contains 4602 members Entering Unmasked Estep Score: -314470.531250 Penalty: 793.219666 Iteration 55Q: 3 clusters Score -314470.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1498 members Mstep: Class 2 contains 4606 members Entering Unmasked Estep Score: -314470.656250 Penalty: 793.219666 Iteration 56Q: 3 clusters Score -314470.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1493 members Mstep: Class 2 contains 4611 members Entering Unmasked Estep Score: -314471.843750 Penalty: 793.219666 Iteration 57Q: 3 clusters Score -314471.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1486 members Mstep: Class 2 contains 4618 members Entering Unmasked Estep Score: -314472.625000 Penalty: 793.219666 Iteration 58Q: 3 clusters Score -314472.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1480 members Mstep: Class 2 contains 4624 members Entering Unmasked Estep Score: -314474.000000 Penalty: 793.219666 Iteration 59Q: 3 clusters Score -314474 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1472 members Mstep: Class 2 contains 4632 members Entering Unmasked Estep Score: -314474.468750 Penalty: 793.219666 Iteration 60F: 3 clusters Score -314474.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1464 members Mstep: Class 2 contains 4640 members Entering Unmasked Estep Score: -314475.812500 Penalty: 793.219666 Iteration 61Q: 3 clusters Score -314475.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1456 members Mstep: Class 2 contains 4648 members Entering Unmasked Estep Score: -314476.625000 Penalty: 793.219666 Iteration 62Q: 3 clusters Score -314476.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1451 members Mstep: Class 2 contains 4653 members Entering Unmasked Estep Score: -314476.906250 Penalty: 793.219666 Iteration 63Q: 3 clusters Score -314476.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1445 members Mstep: Class 2 contains 4659 members Entering Unmasked Estep Score: -314478.687500 Penalty: 793.219666 Iteration 64Q: 3 clusters Score -314478.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1438 members Mstep: Class 2 contains 4666 members Entering Unmasked Estep Score: -314479.437500 Penalty: 793.219666 Iteration 65Q: 3 clusters Score -314479.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1433 members Mstep: Class 2 contains 4671 members Entering Unmasked Estep Score: -314479.843750 Penalty: 793.219666 Iteration 66Q: 3 clusters Score -314479.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1425 members Mstep: Class 2 contains 4679 members Entering Unmasked Estep Score: -314480.062500 Penalty: 793.219666 Iteration 67Q: 3 clusters Score -314480.1 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1414 members Mstep: Class 2 contains 4690 members Entering Unmasked Estep Score: -314483.281250 Penalty: 793.219666 Iteration 68Q: 3 clusters Score -314483.3 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1400 members Mstep: Class 2 contains 4704 members Entering Unmasked Estep Score: -314484.812500 Penalty: 793.219666 Iteration 69Q: 3 clusters Score -314484.8 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1385 members Mstep: Class 2 contains 4719 members Entering Unmasked Estep Score: -314486.781250 Penalty: 793.219666 Iteration 70Q: 3 clusters Score -314486.8 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1374 members Mstep: Class 2 contains 4730 members Entering Unmasked Estep Score: -314488.031250 Penalty: 793.219666 Iteration 71Q: 3 clusters Score -314488 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1363 members Mstep: Class 2 contains 4741 members Entering Unmasked Estep Score: -314488.531250 Penalty: 793.219666 Iteration 72Q: 3 clusters Score -314488.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1357 members Mstep: Class 2 contains 4747 members Entering Unmasked Estep Score: -314489.531250 Penalty: 793.219666 Iteration 73Q: 3 clusters Score -314489.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1351 members Mstep: Class 2 contains 4753 members Entering Unmasked Estep Score: -314490.218750 Penalty: 793.219666 Iteration 74Q: 3 clusters Score -314490.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1347 members Mstep: Class 2 contains 4757 members Entering Unmasked Estep Score: -314490.343750 Penalty: 793.219666 Iteration 75Q: 3 clusters Score -314490.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1341 members Mstep: Class 2 contains 4763 members Entering Unmasked Estep Score: -314491.437500 Penalty: 793.219666 Iteration 76Q: 3 clusters Score -314491.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1335 members Mstep: Class 2 contains 4769 members Entering Unmasked Estep Score: -314491.593750 Penalty: 793.219666 Iteration 77Q: 3 clusters Score -314491.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1330 members Mstep: Class 2 contains 4774 members Entering Unmasked Estep Score: -314492.093750 Penalty: 793.219666 Iteration 78Q: 3 clusters Score -314492.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1326 members Mstep: Class 2 contains 4778 members Entering Unmasked Estep Score: -314492.968750 Penalty: 793.219666 Iteration 79Q: 3 clusters Score -314493 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1319 members Mstep: Class 2 contains 4785 members Entering Unmasked Estep Score: -314493.406250 Penalty: 793.219666 Iteration 80F: 3 clusters Score -314493.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1310 members Mstep: Class 2 contains 4794 members Entering Unmasked Estep Score: -314494.000000 Penalty: 793.219666 Iteration 81Q: 3 clusters Score -314494 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1308 members Mstep: Class 2 contains 4796 members Entering Unmasked Estep Score: -314494.187500 Penalty: 793.219666 Iteration 82Q: 3 clusters Score -314494.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1306 members Mstep: Class 2 contains 4798 members Entering Unmasked Estep Score: -314494.968750 Penalty: 793.219666 Iteration 83Q: 3 clusters Score -314495 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1304 members Mstep: Class 2 contains 4800 members Entering Unmasked Estep Score: -314494.812500 Penalty: 793.219666 Iteration 84Q: 3 clusters Score -314494.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1302 members Mstep: Class 2 contains 4802 members Entering Unmasked Estep Score: -314494.343750 Penalty: 793.219666 Iteration 85Q: 3 clusters Score -314494.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1301 members Mstep: Class 2 contains 4803 members Entering Unmasked Estep Score: -314494.375000 Penalty: 793.219666 Iteration 86Q: 3 clusters Score -314494.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1300 members Mstep: Class 2 contains 4804 members Entering Unmasked Estep Score: -314495.062500 Penalty: 793.219666 Iteration 87Q: 3 clusters Score -314495.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1300 members Mstep: Class 2 contains 4804 members Entering Unmasked Estep Score: -314495.062500 Penalty: 793.219666 Iteration 88F: 3 clusters Score -314495.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 25 (143119 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143119 members Entering Unmasked Estep Score: -8005422.500000 Penalty: 540.150146 Iteration 0F: 2 clusters Score -8005422 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71263 members Mstep: Class 2 contains 71856 members Entering Unmasked Estep Score: -7908601.000000 Penalty: 1080.300293 Iteration 0F: 3 clusters Score -7908601 nChanged 70278 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62447 members Mstep: Class 2 contains 80672 members Entering Unmasked Estep Score: -7954951.000000 Penalty: 1080.300293 Iteration 1F: 3 clusters Score -7954951 nChanged 8112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57587 members Mstep: Class 2 contains 85532 members Entering Unmasked Estep Score: -7959470.500000 Penalty: 1080.300293 Iteration 2F: 3 clusters Score -7959470 nChanged 8633 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51574 members Mstep: Class 2 contains 91545 members Entering Unmasked Estep Score: -7964934.000000 Penalty: 1080.300293 Iteration 3F: 3 clusters Score -7964934 nChanged 8699 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44855 members Mstep: Class 2 contains 98264 members Entering Unmasked Estep Score: -7970737.000000 Penalty: 1080.300293 Iteration 4F: 3 clusters Score -7970737 nChanged 8278 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38079 members Mstep: Class 2 contains 105040 members Entering Unmasked Estep Score: -7976782.500000 Penalty: 1080.300293 Iteration 5F: 3 clusters Score -7976782 nChanged 7442 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31649 members Mstep: Class 2 contains 111470 members Entering Unmasked Estep Score: -7982436.000000 Penalty: 1080.300293 Iteration 6F: 3 clusters Score -7982436 nChanged 6176 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26083 members Mstep: Class 2 contains 117036 members Entering Unmasked Estep Score: -7986941.000000 Penalty: 1080.300293 Iteration 7Q: 3 clusters Score -7986941 nChanged 5143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21178 members Mstep: Class 2 contains 121941 members Entering Unmasked Estep Score: -7990484.500000 Penalty: 1080.300293 Iteration 8Q: 3 clusters Score -7990484 nChanged 4454 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16794 members Mstep: Class 2 contains 126325 members Entering Unmasked Estep Score: -7993458.000000 Penalty: 1080.300293 Iteration 9Q: 3 clusters Score -7993458 nChanged 3973 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12829 members Mstep: Class 2 contains 130290 members Entering Unmasked Estep Score: -7996178.000000 Penalty: 1080.300293 Iteration 10Q: 3 clusters Score -7996178 nChanged 3444 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9389 members Mstep: Class 2 contains 133730 members Entering Unmasked Estep Score: -7998623.500000 Penalty: 1080.300293 Iteration 11Q: 3 clusters Score -7998624 nChanged 2900 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6489 members Mstep: Class 2 contains 136630 members Entering Unmasked Estep Score: -8000768.500000 Penalty: 1080.300293 Iteration 12Q: 3 clusters Score -8000768 nChanged 2206 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4283 members Mstep: Class 2 contains 138836 members Entering Unmasked Estep Score: -8002436.500000 Penalty: 1080.300293 Iteration 13Q: 3 clusters Score -8002436 nChanged 1566 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2717 members Mstep: Class 2 contains 140402 members Entering Unmasked Estep Score: -8003651.500000 Penalty: 1080.300293 Iteration 14Q: 3 clusters Score -8003652 nChanged 938 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1779 members Mstep: Class 2 contains 141340 members Entering Unmasked Estep Score: -8004318.500000 Penalty: 1080.300293 Iteration 15Q: 3 clusters Score -8004318 nChanged 521 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1266 members Mstep: Class 2 contains 141853 members Entering Unmasked Estep Score: -8004710.000000 Penalty: 1080.300293 Iteration 16Q: 3 clusters Score -8004710 nChanged 314 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 980 members Mstep: Class 2 contains 142139 members Entering Unmasked Estep Score: -8004890.000000 Penalty: 1080.300293 Iteration 17Q: 3 clusters Score -8004890 nChanged 192 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 816 members Mstep: Class 2 contains 142303 members Entering Unmasked Estep Score: -8004960.500000 Penalty: 1080.300293 Iteration 18Q: 3 clusters Score -8004960 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 705 members Mstep: Class 2 contains 142414 members Entering Unmasked Estep Score: -8005008.500000 Penalty: 1080.300293 Iteration 19Q: 3 clusters Score -8005008 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 648 members Mstep: Class 2 contains 142471 members Entering Unmasked Estep Score: -8005035.000000 Penalty: 1080.300293 Iteration 20F: 3 clusters Score -8005035 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 613 members Mstep: Class 2 contains 142506 members Entering Unmasked Estep Score: -8005046.500000 Penalty: 1080.300293 Iteration 21Q: 3 clusters Score -8005046 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 583 members Mstep: Class 2 contains 142536 members Entering Unmasked Estep Score: -8005059.500000 Penalty: 1080.300293 Iteration 22Q: 3 clusters Score -8005060 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 561 members Mstep: Class 2 contains 142558 members Entering Unmasked Estep Score: -8005059.500000 Penalty: 1080.300293 Iteration 23Q: 3 clusters Score -8005060 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 549 members Mstep: Class 2 contains 142570 members Entering Unmasked Estep Score: -8005070.500000 Penalty: 1080.300293 Iteration 24Q: 3 clusters Score -8005070 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 538 members Mstep: Class 2 contains 142581 members Entering Unmasked Estep Score: -8005074.500000 Penalty: 1080.300293 Iteration 25Q: 3 clusters Score -8005074 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 529 members Mstep: Class 2 contains 142590 members Entering Unmasked Estep Score: -8005073.000000 Penalty: 1080.300293 Iteration 26Q: 3 clusters Score -8005073 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 523 members Mstep: Class 2 contains 142596 members Entering Unmasked Estep Score: -8005072.500000 Penalty: 1080.300293 Iteration 27Q: 3 clusters Score -8005072 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 516 members Mstep: Class 2 contains 142603 members Entering Unmasked Estep Score: -8005083.000000 Penalty: 1080.300293 Iteration 28Q: 3 clusters Score -8005083 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 513 members Mstep: Class 2 contains 142606 members Entering Unmasked Estep Score: -8005087.000000 Penalty: 1080.300293 Iteration 29Q: 3 clusters Score -8005087 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 506 members Mstep: Class 2 contains 142613 members Entering Unmasked Estep Score: -8005092.500000 Penalty: 1080.300293 Iteration 30Q: 3 clusters Score -8005092 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 501 members Mstep: Class 2 contains 142618 members Entering Unmasked Estep Score: -8005098.000000 Penalty: 1080.300293 Iteration 31Q: 3 clusters Score -8005098 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 496 members Mstep: Class 2 contains 142623 members Entering Unmasked Estep Score: -8005100.000000 Penalty: 1080.300293 Iteration 32Q: 3 clusters Score -8005100 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 491 members Mstep: Class 2 contains 142628 members Entering Unmasked Estep Score: -8005100.500000 Penalty: 1080.300293 Iteration 33Q: 3 clusters Score -8005100 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 490 members Mstep: Class 2 contains 142629 members Entering Unmasked Estep Score: -8005094.500000 Penalty: 1080.300293 Iteration 34Q: 3 clusters Score -8005094 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 489 members Mstep: Class 2 contains 142630 members Entering Unmasked Estep Score: -8005097.000000 Penalty: 1080.300293 Iteration 35Q: 3 clusters Score -8005097 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 487 members Mstep: Class 2 contains 142632 members Entering Unmasked Estep Score: -8005095.500000 Penalty: 1080.300293 Iteration 36Q: 3 clusters Score -8005096 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 486 members Mstep: Class 2 contains 142633 members Entering Unmasked Estep Score: -8005097.000000 Penalty: 1080.300293 Iteration 37Q: 3 clusters Score -8005097 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 481 members Mstep: Class 2 contains 142638 members Entering Unmasked Estep Score: -8005095.000000 Penalty: 1080.300293 Iteration 38Q: 3 clusters Score -8005095 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 478 members Mstep: Class 2 contains 142641 members Entering Unmasked Estep Score: -8005101.500000 Penalty: 1080.300293 Iteration 39Q: 3 clusters Score -8005102 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 476 members Mstep: Class 2 contains 142643 members Entering Unmasked Estep Score: -8005099.000000 Penalty: 1080.300293 Iteration 40F: 3 clusters Score -8005099 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 475 members Mstep: Class 2 contains 142644 members Entering Unmasked Estep Score: -8005102.000000 Penalty: 1080.300293 Iteration 41Q: 3 clusters Score -8005102 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 472 members Mstep: Class 2 contains 142647 members Entering Unmasked Estep Score: -8005103.500000 Penalty: 1080.300293 Iteration 42Q: 3 clusters Score -8005104 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 469 members Mstep: Class 2 contains 142650 members Entering Unmasked Estep Score: -8005099.500000 Penalty: 1080.300293 Iteration 43Q: 3 clusters Score -8005100 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 464 members Mstep: Class 2 contains 142655 members Entering Unmasked Estep Score: -8005099.000000 Penalty: 1080.300293 Iteration 44Q: 3 clusters Score -8005099 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 461 members Mstep: Class 2 contains 142658 members Entering Unmasked Estep Score: -8005100.000000 Penalty: 1080.300293 Iteration 45Q: 3 clusters Score -8005100 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 461 members Mstep: Class 2 contains 142658 members Entering Unmasked Estep Score: -8005099.500000 Penalty: 1080.300293 Iteration 46Q: 3 clusters Score -8005100 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 462 members Mstep: Class 2 contains 142657 members Entering Unmasked Estep Score: -8005095.500000 Penalty: 1080.300293 Iteration 47Q: 3 clusters Score -8005096 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 463 members Mstep: Class 2 contains 142656 members Entering Unmasked Estep Score: -8005101.000000 Penalty: 1080.300293 Iteration 48Q: 3 clusters Score -8005101 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 465 members Mstep: Class 2 contains 142654 members Entering Unmasked Estep Score: -8005100.500000 Penalty: 1080.300293 Iteration 49Q: 3 clusters Score -8005100 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 466 members Mstep: Class 2 contains 142653 members Entering Unmasked Estep Score: -8005106.000000 Penalty: 1080.300293 Iteration 50Q: 3 clusters Score -8005106 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 467 members Mstep: Class 2 contains 142652 members Entering Unmasked Estep Score: -8005104.500000 Penalty: 1080.300293 Iteration 51Q: 3 clusters Score -8005104 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 468 members Mstep: Class 2 contains 142651 members Entering Unmasked Estep Score: -8005105.500000 Penalty: 1080.300293 Iteration 52Q: 3 clusters Score -8005106 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 468 members Mstep: Class 2 contains 142651 members Entering Unmasked Estep Score: -8005105.500000 Penalty: 1080.300293 Iteration 53F: 3 clusters Score -8005106 nChanged 0 Entering ConstructFrom: Trying to split cluster 26 (29295 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29295 members Entering Unmasked Estep Score: -1683523.000000 Penalty: 467.975342 Iteration 0F: 2 clusters Score -1683523 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14596 members Mstep: Class 2 contains 14699 members Entering Unmasked Estep Score: -1663788.500000 Penalty: 935.950684 Iteration 0F: 3 clusters Score -1663788 nChanged 14109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14003 members Mstep: Class 2 contains 15292 members Entering Unmasked Estep Score: -1672596.250000 Penalty: 935.950684 Iteration 1F: 3 clusters Score -1672596 nChanged 1544 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13889 members Mstep: Class 2 contains 15406 members Entering Unmasked Estep Score: -1673446.000000 Penalty: 935.950684 Iteration 2F: 3 clusters Score -1673446 nChanged 1730 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13793 members Mstep: Class 2 contains 15502 members Entering Unmasked Estep Score: -1674540.625000 Penalty: 935.950684 Iteration 3F: 3 clusters Score -1674541 nChanged 1888 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13793 members Mstep: Class 2 contains 15502 members Entering Unmasked Estep Score: -1675926.125000 Penalty: 935.950684 Iteration 4F: 3 clusters Score -1675926 nChanged 1936 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13855 members Mstep: Class 2 contains 15440 members Entering Unmasked Estep Score: -1677312.250000 Penalty: 935.950684 Iteration 5F: 3 clusters Score -1677312 nChanged 1645 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13962 members Mstep: Class 2 contains 15333 members Entering Unmasked Estep Score: -1678250.125000 Penalty: 935.950684 Iteration 6F: 3 clusters Score -1678250 nChanged 1133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14135 members Mstep: Class 2 contains 15160 members Entering Unmasked Estep Score: -1678689.875000 Penalty: 935.950684 Iteration 7Q: 3 clusters Score -1678690 nChanged 727 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14338 members Mstep: Class 2 contains 14957 members Entering Unmasked Estep Score: -1678899.375000 Penalty: 935.950684 Iteration 8Q: 3 clusters Score -1678899 nChanged 535 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14613 members Mstep: Class 2 contains 14682 members Entering Unmasked Estep Score: -1679049.750000 Penalty: 935.950684 Iteration 9Q: 3 clusters Score -1679050 nChanged 484 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14903 members Mstep: Class 2 contains 14392 members Entering Unmasked Estep Score: -1679190.250000 Penalty: 935.950684 Iteration 10Q: 3 clusters Score -1679190 nChanged 487 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15222 members Mstep: Class 2 contains 14073 members Entering Unmasked Estep Score: -1679329.875000 Penalty: 935.950684 Iteration 11Q: 3 clusters Score -1679330 nChanged 438 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15520 members Mstep: Class 2 contains 13775 members Entering Unmasked Estep Score: -1679473.875000 Penalty: 935.950684 Iteration 12Q: 3 clusters Score -1679474 nChanged 469 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15861 members Mstep: Class 2 contains 13434 members Entering Unmasked Estep Score: -1679634.000000 Penalty: 935.950684 Iteration 13Q: 3 clusters Score -1679634 nChanged 489 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16236 members Mstep: Class 2 contains 13059 members Entering Unmasked Estep Score: -1679834.000000 Penalty: 935.950684 Iteration 14Q: 3 clusters Score -1679834 nChanged 556 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16664 members Mstep: Class 2 contains 12631 members Entering Unmasked Estep Score: -1680060.875000 Penalty: 935.950684 Iteration 15Q: 3 clusters Score -1680061 nChanged 517 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17083 members Mstep: Class 2 contains 12212 members Entering Unmasked Estep Score: -1680305.000000 Penalty: 935.950684 Iteration 16Q: 3 clusters Score -1680305 nChanged 575 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17552 members Mstep: Class 2 contains 11743 members Entering Unmasked Estep Score: -1680568.000000 Penalty: 935.950684 Iteration 17Q: 3 clusters Score -1680568 nChanged 553 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18033 members Mstep: Class 2 contains 11262 members Entering Unmasked Estep Score: -1680814.500000 Penalty: 935.950684 Iteration 18Q: 3 clusters Score -1680814 nChanged 539 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18498 members Mstep: Class 2 contains 10797 members Entering Unmasked Estep Score: -1681056.125000 Penalty: 935.950684 Iteration 19Q: 3 clusters Score -1681056 nChanged 516 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18962 members Mstep: Class 2 contains 10333 members Entering Unmasked Estep Score: -1681279.875000 Penalty: 935.950684 Iteration 20F: 3 clusters Score -1681280 nChanged 485 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19407 members Mstep: Class 2 contains 9888 members Entering Unmasked Estep Score: -1681496.000000 Penalty: 935.950684 Iteration 21Q: 3 clusters Score -1681496 nChanged 453 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19824 members Mstep: Class 2 contains 9471 members Entering Unmasked Estep Score: -1681685.375000 Penalty: 935.950684 Iteration 22Q: 3 clusters Score -1681685 nChanged 442 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20254 members Mstep: Class 2 contains 9041 members Entering Unmasked Estep Score: -1681853.875000 Penalty: 935.950684 Iteration 23Q: 3 clusters Score -1681854 nChanged 390 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20636 members Mstep: Class 2 contains 8659 members Entering Unmasked Estep Score: -1681983.750000 Penalty: 935.950684 Iteration 24Q: 3 clusters Score -1681984 nChanged 341 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20977 members Mstep: Class 2 contains 8318 members Entering Unmasked Estep Score: -1682078.250000 Penalty: 935.950684 Iteration 25Q: 3 clusters Score -1682078 nChanged 321 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21298 members Mstep: Class 2 contains 7997 members Entering Unmasked Estep Score: -1682163.875000 Penalty: 935.950684 Iteration 26Q: 3 clusters Score -1682164 nChanged 294 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21592 members Mstep: Class 2 contains 7703 members Entering Unmasked Estep Score: -1682247.875000 Penalty: 935.950684 Iteration 27Q: 3 clusters Score -1682248 nChanged 277 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21869 members Mstep: Class 2 contains 7426 members Entering Unmasked Estep Score: -1682297.375000 Penalty: 935.950684 Iteration 28Q: 3 clusters Score -1682297 nChanged 235 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22104 members Mstep: Class 2 contains 7191 members Entering Unmasked Estep Score: -1682350.750000 Penalty: 935.950684 Iteration 29Q: 3 clusters Score -1682351 nChanged 226 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22330 members Mstep: Class 2 contains 6965 members Entering Unmasked Estep Score: -1682399.500000 Penalty: 935.950684 Iteration 30Q: 3 clusters Score -1682400 nChanged 186 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22516 members Mstep: Class 2 contains 6779 members Entering Unmasked Estep Score: -1682420.250000 Penalty: 935.950684 Iteration 31Q: 3 clusters Score -1682420 nChanged 184 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22700 members Mstep: Class 2 contains 6595 members Entering Unmasked Estep Score: -1682461.875000 Penalty: 935.950684 Iteration 32Q: 3 clusters Score -1682462 nChanged 183 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22883 members Mstep: Class 2 contains 6412 members Entering Unmasked Estep Score: -1682490.375000 Penalty: 935.950684 Iteration 33Q: 3 clusters Score -1682490 nChanged 170 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23053 members Mstep: Class 2 contains 6242 members Entering Unmasked Estep Score: -1682518.875000 Penalty: 935.950684 Iteration 34Q: 3 clusters Score -1682519 nChanged 156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23209 members Mstep: Class 2 contains 6086 members Entering Unmasked Estep Score: -1682537.125000 Penalty: 935.950684 Iteration 35Q: 3 clusters Score -1682537 nChanged 156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23365 members Mstep: Class 2 contains 5930 members Entering Unmasked Estep Score: -1682566.000000 Penalty: 935.950684 Iteration 36Q: 3 clusters Score -1682566 nChanged 154 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23519 members Mstep: Class 2 contains 5776 members Entering Unmasked Estep Score: -1682580.750000 Penalty: 935.950684 Iteration 37Q: 3 clusters Score -1682581 nChanged 166 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23685 members Mstep: Class 2 contains 5610 members Entering Unmasked Estep Score: -1682619.375000 Penalty: 935.950684 Iteration 38Q: 3 clusters Score -1682619 nChanged 158 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23843 members Mstep: Class 2 contains 5452 members Entering Unmasked Estep Score: -1682638.000000 Penalty: 935.950684 Iteration 39Q: 3 clusters Score -1682638 nChanged 163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24006 members Mstep: Class 2 contains 5289 members Entering Unmasked Estep Score: -1682672.250000 Penalty: 935.950684 Iteration 40F: 3 clusters Score -1682672 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24147 members Mstep: Class 2 contains 5148 members Entering Unmasked Estep Score: -1682697.000000 Penalty: 935.950684 Iteration 41Q: 3 clusters Score -1682697 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24285 members Mstep: Class 2 contains 5010 members Entering Unmasked Estep Score: -1682715.250000 Penalty: 935.950684 Iteration 42Q: 3 clusters Score -1682715 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24404 members Mstep: Class 2 contains 4891 members Entering Unmasked Estep Score: -1682732.250000 Penalty: 935.950684 Iteration 43Q: 3 clusters Score -1682732 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24522 members Mstep: Class 2 contains 4773 members Entering Unmasked Estep Score: -1682745.625000 Penalty: 935.950684 Iteration 44Q: 3 clusters Score -1682746 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24631 members Mstep: Class 2 contains 4664 members Entering Unmasked Estep Score: -1682761.750000 Penalty: 935.950684 Iteration 45Q: 3 clusters Score -1682762 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24743 members Mstep: Class 2 contains 4552 members Entering Unmasked Estep Score: -1682781.500000 Penalty: 935.950684 Iteration 46Q: 3 clusters Score -1682782 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24842 members Mstep: Class 2 contains 4453 members Entering Unmasked Estep Score: -1682795.125000 Penalty: 935.950684 Iteration 47Q: 3 clusters Score -1682795 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24928 members Mstep: Class 2 contains 4367 members Entering Unmasked Estep Score: -1682802.250000 Penalty: 935.950684 Iteration 48Q: 3 clusters Score -1682802 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25006 members Mstep: Class 2 contains 4289 members Entering Unmasked Estep Score: -1682811.375000 Penalty: 935.950684 Iteration 49Q: 3 clusters Score -1682811 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25088 members Mstep: Class 2 contains 4207 members Entering Unmasked Estep Score: -1682814.750000 Penalty: 935.950684 Iteration 50Q: 3 clusters Score -1682815 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25159 members Mstep: Class 2 contains 4136 members Entering Unmasked Estep Score: -1682827.500000 Penalty: 935.950684 Iteration 51Q: 3 clusters Score -1682828 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25228 members Mstep: Class 2 contains 4067 members Entering Unmasked Estep Score: -1682828.125000 Penalty: 935.950684 Iteration 52Q: 3 clusters Score -1682828 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25290 members Mstep: Class 2 contains 4005 members Entering Unmasked Estep Score: -1682837.875000 Penalty: 935.950684 Iteration 53Q: 3 clusters Score -1682838 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25352 members Mstep: Class 2 contains 3943 members Entering Unmasked Estep Score: -1682840.375000 Penalty: 935.950684 Iteration 54Q: 3 clusters Score -1682840 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25419 members Mstep: Class 2 contains 3876 members Entering Unmasked Estep Score: -1682846.250000 Penalty: 935.950684 Iteration 55Q: 3 clusters Score -1682846 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25487 members Mstep: Class 2 contains 3808 members Entering Unmasked Estep Score: -1682856.875000 Penalty: 935.950684 Iteration 56Q: 3 clusters Score -1682857 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25561 members Mstep: Class 2 contains 3734 members Entering Unmasked Estep Score: -1682863.500000 Penalty: 935.950684 Iteration 57Q: 3 clusters Score -1682864 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25624 members Mstep: Class 2 contains 3671 members Entering Unmasked Estep Score: -1682868.375000 Penalty: 935.950684 Iteration 58Q: 3 clusters Score -1682868 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25692 members Mstep: Class 2 contains 3603 members Entering Unmasked Estep Score: -1682876.250000 Penalty: 935.950684 Iteration 59Q: 3 clusters Score -1682876 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25755 members Mstep: Class 2 contains 3540 members Entering Unmasked Estep Score: -1682884.625000 Penalty: 935.950684 Iteration 60F: 3 clusters Score -1682885 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25802 members Mstep: Class 2 contains 3493 members Entering Unmasked Estep Score: -1682891.625000 Penalty: 935.950684 Iteration 61Q: 3 clusters Score -1682892 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25850 members Mstep: Class 2 contains 3445 members Entering Unmasked Estep Score: -1682896.125000 Penalty: 935.950684 Iteration 62Q: 3 clusters Score -1682896 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25898 members Mstep: Class 2 contains 3397 members Entering Unmasked Estep Score: -1682903.625000 Penalty: 935.950684 Iteration 63Q: 3 clusters Score -1682904 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25943 members Mstep: Class 2 contains 3352 members Entering Unmasked Estep Score: -1682912.000000 Penalty: 935.950684 Iteration 64Q: 3 clusters Score -1682912 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25988 members Mstep: Class 2 contains 3307 members Entering Unmasked Estep Score: -1682914.000000 Penalty: 935.950684 Iteration 65Q: 3 clusters Score -1682914 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26029 members Mstep: Class 2 contains 3266 members Entering Unmasked Estep Score: -1682914.000000 Penalty: 935.950684 Iteration 66Q: 3 clusters Score -1682914 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26069 members Mstep: Class 2 contains 3226 members Entering Unmasked Estep Score: -1682922.250000 Penalty: 935.950684 Iteration 67Q: 3 clusters Score -1682922 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26117 members Mstep: Class 2 contains 3178 members Entering Unmasked Estep Score: -1682927.875000 Penalty: 935.950684 Iteration 68Q: 3 clusters Score -1682928 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26167 members Mstep: Class 2 contains 3128 members Entering Unmasked Estep Score: -1682926.750000 Penalty: 935.950684 Iteration 69Q: 3 clusters Score -1682927 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26218 members Mstep: Class 2 contains 3077 members Entering Unmasked Estep Score: -1682929.125000 Penalty: 935.950684 Iteration 70Q: 3 clusters Score -1682929 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26266 members Mstep: Class 2 contains 3029 members Entering Unmasked Estep Score: -1682936.500000 Penalty: 935.950684 Iteration 71Q: 3 clusters Score -1682936 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26310 members Mstep: Class 2 contains 2985 members Entering Unmasked Estep Score: -1682940.875000 Penalty: 935.950684 Iteration 72Q: 3 clusters Score -1682941 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26356 members Mstep: Class 2 contains 2939 members Entering Unmasked Estep Score: -1682950.875000 Penalty: 935.950684 Iteration 73Q: 3 clusters Score -1682951 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26417 members Mstep: Class 2 contains 2878 members Entering Unmasked Estep Score: -1682957.500000 Penalty: 935.950684 Iteration 74Q: 3 clusters Score -1682958 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26478 members Mstep: Class 2 contains 2817 members Entering Unmasked Estep Score: -1682964.500000 Penalty: 935.950684 Iteration 75Q: 3 clusters Score -1682964 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26547 members Mstep: Class 2 contains 2748 members Entering Unmasked Estep Score: -1682974.625000 Penalty: 935.950684 Iteration 76Q: 3 clusters Score -1682975 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26620 members Mstep: Class 2 contains 2675 members Entering Unmasked Estep Score: -1682986.875000 Penalty: 935.950684 Iteration 77Q: 3 clusters Score -1682987 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26707 members Mstep: Class 2 contains 2588 members Entering Unmasked Estep Score: -1683002.875000 Penalty: 935.950684 Iteration 78Q: 3 clusters Score -1683003 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26778 members Mstep: Class 2 contains 2517 members Entering Unmasked Estep Score: -1683016.125000 Penalty: 935.950684 Iteration 79Q: 3 clusters Score -1683016 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26846 members Mstep: Class 2 contains 2449 members Entering Unmasked Estep Score: -1683027.500000 Penalty: 935.950684 Iteration 80F: 3 clusters Score -1683028 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26904 members Mstep: Class 2 contains 2391 members Entering Unmasked Estep Score: -1683034.750000 Penalty: 935.950684 Iteration 81Q: 3 clusters Score -1683035 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26957 members Mstep: Class 2 contains 2338 members Entering Unmasked Estep Score: -1683036.625000 Penalty: 935.950684 Iteration 82Q: 3 clusters Score -1683037 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27004 members Mstep: Class 2 contains 2291 members Entering Unmasked Estep Score: -1683041.125000 Penalty: 935.950684 Iteration 83Q: 3 clusters Score -1683041 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27055 members Mstep: Class 2 contains 2240 members Entering Unmasked Estep Score: -1683047.875000 Penalty: 935.950684 Iteration 84Q: 3 clusters Score -1683048 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27095 members Mstep: Class 2 contains 2200 members Entering Unmasked Estep Score: -1683056.500000 Penalty: 935.950684 Iteration 85Q: 3 clusters Score -1683056 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27145 members Mstep: Class 2 contains 2150 members Entering Unmasked Estep Score: -1683065.625000 Penalty: 935.950684 Iteration 86Q: 3 clusters Score -1683066 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27189 members Mstep: Class 2 contains 2106 members Entering Unmasked Estep Score: -1683072.125000 Penalty: 935.950684 Iteration 87Q: 3 clusters Score -1683072 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27224 members Mstep: Class 2 contains 2071 members Entering Unmasked Estep Score: -1683077.750000 Penalty: 935.950684 Iteration 88Q: 3 clusters Score -1683078 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27255 members Mstep: Class 2 contains 2040 members Entering Unmasked Estep Score: -1683080.000000 Penalty: 935.950684 Iteration 89Q: 3 clusters Score -1683080 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27283 members Mstep: Class 2 contains 2012 members Entering Unmasked Estep Score: -1683084.500000 Penalty: 935.950684 Iteration 90Q: 3 clusters Score -1683084 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27310 members Mstep: Class 2 contains 1985 members Entering Unmasked Estep Score: -1683085.375000 Penalty: 935.950684 Iteration 91Q: 3 clusters Score -1683085 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27332 members Mstep: Class 2 contains 1963 members Entering Unmasked Estep Score: -1683091.875000 Penalty: 935.950684 Iteration 92Q: 3 clusters Score -1683092 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27351 members Mstep: Class 2 contains 1944 members Entering Unmasked Estep Score: -1683090.375000 Penalty: 935.950684 Iteration 93Q: 3 clusters Score -1683090 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27367 members Mstep: Class 2 contains 1928 members Entering Unmasked Estep Score: -1683091.000000 Penalty: 935.950684 Iteration 94Q: 3 clusters Score -1683091 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27389 members Mstep: Class 2 contains 1906 members Entering Unmasked Estep Score: -1683098.875000 Penalty: 935.950684 Iteration 95Q: 3 clusters Score -1683099 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27409 members Mstep: Class 2 contains 1886 members Entering Unmasked Estep Score: -1683099.250000 Penalty: 935.950684 Iteration 96Q: 3 clusters Score -1683099 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27429 members Mstep: Class 2 contains 1866 members Entering Unmasked Estep Score: -1683097.250000 Penalty: 935.950684 Iteration 97Q: 3 clusters Score -1683097 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27446 members Mstep: Class 2 contains 1849 members Entering Unmasked Estep Score: -1683097.875000 Penalty: 935.950684 Iteration 98Q: 3 clusters Score -1683098 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27461 members Mstep: Class 2 contains 1834 members Entering Unmasked Estep Score: -1683096.125000 Penalty: 935.950684 Iteration 99Q: 3 clusters Score -1683096 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27469 members Mstep: Class 2 contains 1826 members Entering Unmasked Estep Score: -1683095.250000 Penalty: 935.950684 Iteration 100F: 3 clusters Score -1683095 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27471 members Mstep: Class 2 contains 1824 members Entering Unmasked Estep Score: -1683097.000000 Penalty: 935.950684 Iteration 101Q: 3 clusters Score -1683097 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27474 members Mstep: Class 2 contains 1821 members Entering Unmasked Estep Score: -1683096.125000 Penalty: 935.950684 Iteration 102Q: 3 clusters Score -1683096 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27481 members Mstep: Class 2 contains 1814 members Entering Unmasked Estep Score: -1683097.750000 Penalty: 935.950684 Iteration 103Q: 3 clusters Score -1683098 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27487 members Mstep: Class 2 contains 1808 members Entering Unmasked Estep Score: -1683099.000000 Penalty: 935.950684 Iteration 104Q: 3 clusters Score -1683099 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27491 members Mstep: Class 2 contains 1804 members Entering Unmasked Estep Score: -1683098.125000 Penalty: 935.950684 Iteration 105Q: 3 clusters Score -1683098 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27496 members Mstep: Class 2 contains 1799 members Entering Unmasked Estep Score: -1683097.375000 Penalty: 935.950684 Iteration 106Q: 3 clusters Score -1683097 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27500 members Mstep: Class 2 contains 1795 members Entering Unmasked Estep Score: -1683096.125000 Penalty: 935.950684 Iteration 107Q: 3 clusters Score -1683096 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27503 members Mstep: Class 2 contains 1792 members Entering Unmasked Estep Score: -1683095.625000 Penalty: 935.950684 Iteration 108Q: 3 clusters Score -1683096 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27503 members Mstep: Class 2 contains 1792 members Entering Unmasked Estep Score: -1683095.625000 Penalty: 935.950684 Iteration 109F: 3 clusters Score -1683096 nChanged 0 Entering ConstructFrom: Trying to split cluster 27 (12014 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12014 members Entering Unmasked Estep Score: -694231.750000 Penalty: 427.419159 Iteration 0F: 2 clusters Score -694231.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6094 members Mstep: Class 2 contains 5920 members Entering Unmasked Estep Score: -686152.500000 Penalty: 854.838318 Iteration 0F: 3 clusters Score -686152.5 nChanged 5650 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7408 members Mstep: Class 2 contains 4606 members Entering Unmasked Estep Score: -689966.437500 Penalty: 854.838318 Iteration 1F: 3 clusters Score -689966.4 nChanged 944 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8106 members Mstep: Class 2 contains 3908 members Entering Unmasked Estep Score: -690677.750000 Penalty: 854.838318 Iteration 2F: 3 clusters Score -690677.8 nChanged 950 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8890 members Mstep: Class 2 contains 3124 members Entering Unmasked Estep Score: -691541.437500 Penalty: 854.838318 Iteration 3F: 3 clusters Score -691541.4 nChanged 827 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9605 members Mstep: Class 2 contains 2409 members Entering Unmasked Estep Score: -692520.437500 Penalty: 854.838318 Iteration 4F: 3 clusters Score -692520.4 nChanged 549 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10002 members Mstep: Class 2 contains 2012 members Entering Unmasked Estep Score: -693170.125000 Penalty: 854.838318 Iteration 5Q: 3 clusters Score -693170.1 nChanged 309 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10175 members Mstep: Class 2 contains 1839 members Entering Unmasked Estep Score: -693421.437500 Penalty: 854.838318 Iteration 6Q: 3 clusters Score -693421.4 nChanged 174 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10303 members Mstep: Class 2 contains 1711 members Entering Unmasked Estep Score: -693521.500000 Penalty: 854.838318 Iteration 7Q: 3 clusters Score -693521.5 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10409 members Mstep: Class 2 contains 1605 members Entering Unmasked Estep Score: -693578.500000 Penalty: 854.838318 Iteration 8Q: 3 clusters Score -693578.5 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10497 members Mstep: Class 2 contains 1517 members Entering Unmasked Estep Score: -693612.312500 Penalty: 854.838318 Iteration 9Q: 3 clusters Score -693612.3 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10572 members Mstep: Class 2 contains 1442 members Entering Unmasked Estep Score: -693634.437500 Penalty: 854.838318 Iteration 10Q: 3 clusters Score -693634.4 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10628 members Mstep: Class 2 contains 1386 members Entering Unmasked Estep Score: -693651.562500 Penalty: 854.838318 Iteration 11Q: 3 clusters Score -693651.6 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10679 members Mstep: Class 2 contains 1335 members Entering Unmasked Estep Score: -693664.437500 Penalty: 854.838318 Iteration 12Q: 3 clusters Score -693664.4 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10736 members Mstep: Class 2 contains 1278 members Entering Unmasked Estep Score: -693678.500000 Penalty: 854.838318 Iteration 13Q: 3 clusters Score -693678.5 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10788 members Mstep: Class 2 contains 1226 members Entering Unmasked Estep Score: -693694.375000 Penalty: 854.838318 Iteration 14Q: 3 clusters Score -693694.4 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10832 members Mstep: Class 2 contains 1182 members Entering Unmasked Estep Score: -693703.437500 Penalty: 854.838318 Iteration 15Q: 3 clusters Score -693703.4 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10867 members Mstep: Class 2 contains 1147 members Entering Unmasked Estep Score: -693710.812500 Penalty: 854.838318 Iteration 16Q: 3 clusters Score -693710.8 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10887 members Mstep: Class 2 contains 1127 members Entering Unmasked Estep Score: -693714.625000 Penalty: 854.838318 Iteration 17Q: 3 clusters Score -693714.6 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10907 members Mstep: Class 2 contains 1107 members Entering Unmasked Estep Score: -693717.562500 Penalty: 854.838318 Iteration 18Q: 3 clusters Score -693717.6 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10931 members Mstep: Class 2 contains 1083 members Entering Unmasked Estep Score: -693722.875000 Penalty: 854.838318 Iteration 19Q: 3 clusters Score -693722.9 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10957 members Mstep: Class 2 contains 1057 members Entering Unmasked Estep Score: -693728.500000 Penalty: 854.838318 Iteration 20F: 3 clusters Score -693728.5 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10989 members Mstep: Class 2 contains 1025 members Entering Unmasked Estep Score: -693735.875000 Penalty: 854.838318 Iteration 21Q: 3 clusters Score -693735.9 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11012 members Mstep: Class 2 contains 1002 members Entering Unmasked Estep Score: -693739.812500 Penalty: 854.838318 Iteration 22Q: 3 clusters Score -693739.8 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11041 members Mstep: Class 2 contains 973 members Entering Unmasked Estep Score: -693747.750000 Penalty: 854.838318 Iteration 23Q: 3 clusters Score -693747.8 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11076 members Mstep: Class 2 contains 938 members Entering Unmasked Estep Score: -693755.750000 Penalty: 854.838318 Iteration 24Q: 3 clusters Score -693755.8 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11108 members Mstep: Class 2 contains 906 members Entering Unmasked Estep Score: -693762.875000 Penalty: 854.838318 Iteration 25Q: 3 clusters Score -693762.9 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11137 members Mstep: Class 2 contains 877 members Entering Unmasked Estep Score: -693772.000000 Penalty: 854.838318 Iteration 26Q: 3 clusters Score -693772 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11157 members Mstep: Class 2 contains 857 members Entering Unmasked Estep Score: -693774.562500 Penalty: 854.838318 Iteration 27Q: 3 clusters Score -693774.6 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11171 members Mstep: Class 2 contains 843 members Entering Unmasked Estep Score: -693778.500000 Penalty: 854.838318 Iteration 28Q: 3 clusters Score -693778.5 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11188 members Mstep: Class 2 contains 826 members Entering Unmasked Estep Score: -693782.937500 Penalty: 854.838318 Iteration 29Q: 3 clusters Score -693782.9 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11215 members Mstep: Class 2 contains 799 members Entering Unmasked Estep Score: -693785.812500 Penalty: 854.838318 Iteration 30Q: 3 clusters Score -693785.8 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11236 members Mstep: Class 2 contains 778 members Entering Unmasked Estep Score: -693788.562500 Penalty: 854.838318 Iteration 31Q: 3 clusters Score -693788.6 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11249 members Mstep: Class 2 contains 765 members Entering Unmasked Estep Score: -693790.750000 Penalty: 854.838318 Iteration 32Q: 3 clusters Score -693790.8 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11260 members Mstep: Class 2 contains 754 members Entering Unmasked Estep Score: -693794.812500 Penalty: 854.838318 Iteration 33Q: 3 clusters Score -693794.8 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11275 members Mstep: Class 2 contains 739 members Entering Unmasked Estep Score: -693796.625000 Penalty: 854.838318 Iteration 34Q: 3 clusters Score -693796.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11284 members Mstep: Class 2 contains 730 members Entering Unmasked Estep Score: -693798.250000 Penalty: 854.838318 Iteration 35Q: 3 clusters Score -693798.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11290 members Mstep: Class 2 contains 724 members Entering Unmasked Estep Score: -693797.687500 Penalty: 854.838318 Iteration 36Q: 3 clusters Score -693797.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11297 members Mstep: Class 2 contains 717 members Entering Unmasked Estep Score: -693798.625000 Penalty: 854.838318 Iteration 37Q: 3 clusters Score -693798.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11304 members Mstep: Class 2 contains 710 members Entering Unmasked Estep Score: -693799.625000 Penalty: 854.838318 Iteration 38Q: 3 clusters Score -693799.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11307 members Mstep: Class 2 contains 707 members Entering Unmasked Estep Score: -693799.875000 Penalty: 854.838318 Iteration 39Q: 3 clusters Score -693799.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11311 members Mstep: Class 2 contains 703 members Entering Unmasked Estep Score: -693800.437500 Penalty: 854.838318 Iteration 40F: 3 clusters Score -693800.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11313 members Mstep: Class 2 contains 701 members Entering Unmasked Estep Score: -693799.375000 Penalty: 854.838318 Iteration 41Q: 3 clusters Score -693799.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11313 members Mstep: Class 2 contains 701 members Entering Unmasked Estep Score: -693799.375000 Penalty: 854.838318 Iteration 42F: 3 clusters Score -693799.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 28 (10882 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10882 members Entering Unmasked Estep Score: -619472.875000 Penalty: 422.916382 Iteration 0F: 2 clusters Score -619472.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5493 members Mstep: Class 2 contains 5389 members Entering Unmasked Estep Score: -612242.875000 Penalty: 845.832764 Iteration 0F: 3 clusters Score -612242.9 nChanged 5109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5398 members Mstep: Class 2 contains 5484 members Entering Unmasked Estep Score: -615410.687500 Penalty: 845.832764 Iteration 1F: 3 clusters Score -615410.7 nChanged 711 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5299 members Mstep: Class 2 contains 5583 members Entering Unmasked Estep Score: -615791.375000 Penalty: 845.832764 Iteration 2F: 3 clusters Score -615791.4 nChanged 653 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5240 members Mstep: Class 2 contains 5642 members Entering Unmasked Estep Score: -616157.562500 Penalty: 845.832764 Iteration 3F: 3 clusters Score -616157.6 nChanged 619 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5225 members Mstep: Class 2 contains 5657 members Entering Unmasked Estep Score: -616522.562500 Penalty: 845.832764 Iteration 4F: 3 clusters Score -616522.6 nChanged 532 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5249 members Mstep: Class 2 contains 5633 members Entering Unmasked Estep Score: -616811.125000 Penalty: 845.832764 Iteration 5Q: 3 clusters Score -616811.1 nChanged 504 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5249 members Mstep: Class 2 contains 5633 members Entering Unmasked Estep Score: -617077.375000 Penalty: 845.832764 Iteration 6Q: 3 clusters Score -617077.4 nChanged 428 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5215 members Mstep: Class 2 contains 5667 members Entering Unmasked Estep Score: -617294.625000 Penalty: 845.832764 Iteration 7Q: 3 clusters Score -617294.6 nChanged 410 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5173 members Mstep: Class 2 contains 5709 members Entering Unmasked Estep Score: -617483.312500 Penalty: 845.832764 Iteration 8Q: 3 clusters Score -617483.3 nChanged 374 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5115 members Mstep: Class 2 contains 5767 members Entering Unmasked Estep Score: -617640.625000 Penalty: 845.832764 Iteration 9Q: 3 clusters Score -617640.6 nChanged 359 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5026 members Mstep: Class 2 contains 5856 members Entering Unmasked Estep Score: -617783.687500 Penalty: 845.832764 Iteration 10Q: 3 clusters Score -617783.7 nChanged 326 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4950 members Mstep: Class 2 contains 5932 members Entering Unmasked Estep Score: -617918.375000 Penalty: 845.832764 Iteration 11Q: 3 clusters Score -617918.4 nChanged 297 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4849 members Mstep: Class 2 contains 6033 members Entering Unmasked Estep Score: -618055.937500 Penalty: 845.832764 Iteration 12Q: 3 clusters Score -618055.9 nChanged 257 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4738 members Mstep: Class 2 contains 6144 members Entering Unmasked Estep Score: -618169.937500 Penalty: 845.832764 Iteration 13Q: 3 clusters Score -618169.9 nChanged 200 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4616 members Mstep: Class 2 contains 6266 members Entering Unmasked Estep Score: -618251.062500 Penalty: 845.832764 Iteration 14Q: 3 clusters Score -618251.1 nChanged 182 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4470 members Mstep: Class 2 contains 6412 members Entering Unmasked Estep Score: -618338.000000 Penalty: 845.832764 Iteration 15Q: 3 clusters Score -618338 nChanged 192 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4296 members Mstep: Class 2 contains 6586 members Entering Unmasked Estep Score: -618441.062500 Penalty: 845.832764 Iteration 16Q: 3 clusters Score -618441.1 nChanged 181 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4135 members Mstep: Class 2 contains 6747 members Entering Unmasked Estep Score: -618520.250000 Penalty: 845.832764 Iteration 17Q: 3 clusters Score -618520.2 nChanged 160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3981 members Mstep: Class 2 contains 6901 members Entering Unmasked Estep Score: -618580.937500 Penalty: 845.832764 Iteration 18Q: 3 clusters Score -618580.9 nChanged 161 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3828 members Mstep: Class 2 contains 7054 members Entering Unmasked Estep Score: -618641.312500 Penalty: 845.832764 Iteration 19Q: 3 clusters Score -618641.3 nChanged 150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3678 members Mstep: Class 2 contains 7204 members Entering Unmasked Estep Score: -618695.562500 Penalty: 845.832764 Iteration 20F: 3 clusters Score -618695.6 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3538 members Mstep: Class 2 contains 7344 members Entering Unmasked Estep Score: -618740.500000 Penalty: 845.832764 Iteration 21Q: 3 clusters Score -618740.5 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3415 members Mstep: Class 2 contains 7467 members Entering Unmasked Estep Score: -618776.187500 Penalty: 845.832764 Iteration 22Q: 3 clusters Score -618776.2 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3308 members Mstep: Class 2 contains 7574 members Entering Unmasked Estep Score: -618810.937500 Penalty: 845.832764 Iteration 23Q: 3 clusters Score -618810.9 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3201 members Mstep: Class 2 contains 7681 members Entering Unmasked Estep Score: -618838.500000 Penalty: 845.832764 Iteration 24Q: 3 clusters Score -618838.5 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3101 members Mstep: Class 2 contains 7781 members Entering Unmasked Estep Score: -618870.875000 Penalty: 845.832764 Iteration 25Q: 3 clusters Score -618870.9 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3000 members Mstep: Class 2 contains 7882 members Entering Unmasked Estep Score: -618897.812500 Penalty: 845.832764 Iteration 26Q: 3 clusters Score -618897.8 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2902 members Mstep: Class 2 contains 7980 members Entering Unmasked Estep Score: -618922.000000 Penalty: 845.832764 Iteration 27Q: 3 clusters Score -618922 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2829 members Mstep: Class 2 contains 8053 members Entering Unmasked Estep Score: -618934.437500 Penalty: 845.832764 Iteration 28Q: 3 clusters Score -618934.4 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2755 members Mstep: Class 2 contains 8127 members Entering Unmasked Estep Score: -618947.937500 Penalty: 845.832764 Iteration 29Q: 3 clusters Score -618947.9 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2679 members Mstep: Class 2 contains 8203 members Entering Unmasked Estep Score: -618961.562500 Penalty: 845.832764 Iteration 30Q: 3 clusters Score -618961.6 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2621 members Mstep: Class 2 contains 8261 members Entering Unmasked Estep Score: -618972.250000 Penalty: 845.832764 Iteration 31Q: 3 clusters Score -618972.2 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2562 members Mstep: Class 2 contains 8320 members Entering Unmasked Estep Score: -618979.500000 Penalty: 845.832764 Iteration 32Q: 3 clusters Score -618979.5 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2508 members Mstep: Class 2 contains 8374 members Entering Unmasked Estep Score: -618988.187500 Penalty: 845.832764 Iteration 33Q: 3 clusters Score -618988.2 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2463 members Mstep: Class 2 contains 8419 members Entering Unmasked Estep Score: -618995.000000 Penalty: 845.832764 Iteration 34Q: 3 clusters Score -618995 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2421 members Mstep: Class 2 contains 8461 members Entering Unmasked Estep Score: -619002.687500 Penalty: 845.832764 Iteration 35Q: 3 clusters Score -619002.7 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2372 members Mstep: Class 2 contains 8510 members Entering Unmasked Estep Score: -619009.500000 Penalty: 845.832764 Iteration 36Q: 3 clusters Score -619009.5 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2325 members Mstep: Class 2 contains 8557 members Entering Unmasked Estep Score: -619017.687500 Penalty: 845.832764 Iteration 37Q: 3 clusters Score -619017.7 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2283 members Mstep: Class 2 contains 8599 members Entering Unmasked Estep Score: -619024.750000 Penalty: 845.832764 Iteration 38Q: 3 clusters Score -619024.8 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2241 members Mstep: Class 2 contains 8641 members Entering Unmasked Estep Score: -619031.000000 Penalty: 845.832764 Iteration 39Q: 3 clusters Score -619031 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2201 members Mstep: Class 2 contains 8681 members Entering Unmasked Estep Score: -619035.562500 Penalty: 845.832764 Iteration 40F: 3 clusters Score -619035.6 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2161 members Mstep: Class 2 contains 8721 members Entering Unmasked Estep Score: -619039.125000 Penalty: 845.832764 Iteration 41Q: 3 clusters Score -619039.1 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2128 members Mstep: Class 2 contains 8754 members Entering Unmasked Estep Score: -619044.250000 Penalty: 845.832764 Iteration 42Q: 3 clusters Score -619044.2 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2089 members Mstep: Class 2 contains 8793 members Entering Unmasked Estep Score: -619051.000000 Penalty: 845.832764 Iteration 43Q: 3 clusters Score -619051 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2054 members Mstep: Class 2 contains 8828 members Entering Unmasked Estep Score: -619054.937500 Penalty: 845.832764 Iteration 44Q: 3 clusters Score -619054.9 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2023 members Mstep: Class 2 contains 8859 members Entering Unmasked Estep Score: -619060.062500 Penalty: 845.832764 Iteration 45Q: 3 clusters Score -619060.1 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1993 members Mstep: Class 2 contains 8889 members Entering Unmasked Estep Score: -619064.562500 Penalty: 845.832764 Iteration 46Q: 3 clusters Score -619064.6 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1966 members Mstep: Class 2 contains 8916 members Entering Unmasked Estep Score: -619069.125000 Penalty: 845.832764 Iteration 47Q: 3 clusters Score -619069.1 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1940 members Mstep: Class 2 contains 8942 members Entering Unmasked Estep Score: -619072.250000 Penalty: 845.832764 Iteration 48Q: 3 clusters Score -619072.2 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1919 members Mstep: Class 2 contains 8963 members Entering Unmasked Estep Score: -619075.625000 Penalty: 845.832764 Iteration 49Q: 3 clusters Score -619075.6 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1898 members Mstep: Class 2 contains 8984 members Entering Unmasked Estep Score: -619076.250000 Penalty: 845.832764 Iteration 50Q: 3 clusters Score -619076.2 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1877 members Mstep: Class 2 contains 9005 members Entering Unmasked Estep Score: -619080.750000 Penalty: 845.832764 Iteration 51Q: 3 clusters Score -619080.8 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1860 members Mstep: Class 2 contains 9022 members Entering Unmasked Estep Score: -619082.875000 Penalty: 845.832764 Iteration 52Q: 3 clusters Score -619082.9 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1847 members Mstep: Class 2 contains 9035 members Entering Unmasked Estep Score: -619083.500000 Penalty: 845.832764 Iteration 53Q: 3 clusters Score -619083.5 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1833 members Mstep: Class 2 contains 9049 members Entering Unmasked Estep Score: -619083.125000 Penalty: 845.832764 Iteration 54Q: 3 clusters Score -619083.1 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1821 members Mstep: Class 2 contains 9061 members Entering Unmasked Estep Score: -619085.937500 Penalty: 845.832764 Iteration 55Q: 3 clusters Score -619085.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1817 members Mstep: Class 2 contains 9065 members Entering Unmasked Estep Score: -619086.812500 Penalty: 845.832764 Iteration 56Q: 3 clusters Score -619086.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1811 members Mstep: Class 2 contains 9071 members Entering Unmasked Estep Score: -619087.500000 Penalty: 845.832764 Iteration 57Q: 3 clusters Score -619087.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1807 members Mstep: Class 2 contains 9075 members Entering Unmasked Estep Score: -619087.687500 Penalty: 845.832764 Iteration 58Q: 3 clusters Score -619087.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1801 members Mstep: Class 2 contains 9081 members Entering Unmasked Estep Score: -619088.937500 Penalty: 845.832764 Iteration 59Q: 3 clusters Score -619088.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1795 members Mstep: Class 2 contains 9087 members Entering Unmasked Estep Score: -619089.937500 Penalty: 845.832764 Iteration 60F: 3 clusters Score -619089.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1789 members Mstep: Class 2 contains 9093 members Entering Unmasked Estep Score: -619089.687500 Penalty: 845.832764 Iteration 61Q: 3 clusters Score -619089.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1785 members Mstep: Class 2 contains 9097 members Entering Unmasked Estep Score: -619090.500000 Penalty: 845.832764 Iteration 62Q: 3 clusters Score -619090.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1779 members Mstep: Class 2 contains 9103 members Entering Unmasked Estep Score: -619092.062500 Penalty: 845.832764 Iteration 63Q: 3 clusters Score -619092.1 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1768 members Mstep: Class 2 contains 9114 members Entering Unmasked Estep Score: -619092.562500 Penalty: 845.832764 Iteration 64Q: 3 clusters Score -619092.6 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1757 members Mstep: Class 2 contains 9125 members Entering Unmasked Estep Score: -619093.812500 Penalty: 845.832764 Iteration 65Q: 3 clusters Score -619093.8 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1742 members Mstep: Class 2 contains 9140 members Entering Unmasked Estep Score: -619095.500000 Penalty: 845.832764 Iteration 66Q: 3 clusters Score -619095.5 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1723 members Mstep: Class 2 contains 9159 members Entering Unmasked Estep Score: -619099.000000 Penalty: 845.832764 Iteration 67Q: 3 clusters Score -619099 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1716 members Mstep: Class 2 contains 9166 members Entering Unmasked Estep Score: -619098.812500 Penalty: 845.832764 Iteration 68Q: 3 clusters Score -619098.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1712 members Mstep: Class 2 contains 9170 members Entering Unmasked Estep Score: -619099.687500 Penalty: 845.832764 Iteration 69Q: 3 clusters Score -619099.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1705 members Mstep: Class 2 contains 9177 members Entering Unmasked Estep Score: -619099.312500 Penalty: 845.832764 Iteration 70Q: 3 clusters Score -619099.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1700 members Mstep: Class 2 contains 9182 members Entering Unmasked Estep Score: -619099.187500 Penalty: 845.832764 Iteration 71Q: 3 clusters Score -619099.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1695 members Mstep: Class 2 contains 9187 members Entering Unmasked Estep Score: -619098.375000 Penalty: 845.832764 Iteration 72Q: 3 clusters Score -619098.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1686 members Mstep: Class 2 contains 9196 members Entering Unmasked Estep Score: -619100.437500 Penalty: 845.832764 Iteration 73Q: 3 clusters Score -619100.4 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1675 members Mstep: Class 2 contains 9207 members Entering Unmasked Estep Score: -619102.937500 Penalty: 845.832764 Iteration 74Q: 3 clusters Score -619102.9 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1662 members Mstep: Class 2 contains 9220 members Entering Unmasked Estep Score: -619104.500000 Penalty: 845.832764 Iteration 75Q: 3 clusters Score -619104.5 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1647 members Mstep: Class 2 contains 9235 members Entering Unmasked Estep Score: -619105.312500 Penalty: 845.832764 Iteration 76Q: 3 clusters Score -619105.3 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1635 members Mstep: Class 2 contains 9247 members Entering Unmasked Estep Score: -619105.125000 Penalty: 845.832764 Iteration 77Q: 3 clusters Score -619105.1 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1624 members Mstep: Class 2 contains 9258 members Entering Unmasked Estep Score: -619108.000000 Penalty: 845.832764 Iteration 78Q: 3 clusters Score -619108 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1612 members Mstep: Class 2 contains 9270 members Entering Unmasked Estep Score: -619107.562500 Penalty: 845.832764 Iteration 79Q: 3 clusters Score -619107.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1605 members Mstep: Class 2 contains 9277 members Entering Unmasked Estep Score: -619107.562500 Penalty: 845.832764 Iteration 80F: 3 clusters Score -619107.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1597 members Mstep: Class 2 contains 9285 members Entering Unmasked Estep Score: -619108.125000 Penalty: 845.832764 Iteration 81Q: 3 clusters Score -619108.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1589 members Mstep: Class 2 contains 9293 members Entering Unmasked Estep Score: -619109.250000 Penalty: 845.832764 Iteration 82Q: 3 clusters Score -619109.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1580 members Mstep: Class 2 contains 9302 members Entering Unmasked Estep Score: -619110.375000 Penalty: 845.832764 Iteration 83Q: 3 clusters Score -619110.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1571 members Mstep: Class 2 contains 9311 members Entering Unmasked Estep Score: -619110.625000 Penalty: 845.832764 Iteration 84Q: 3 clusters Score -619110.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1568 members Mstep: Class 2 contains 9314 members Entering Unmasked Estep Score: -619111.625000 Penalty: 845.832764 Iteration 85Q: 3 clusters Score -619111.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1561 members Mstep: Class 2 contains 9321 members Entering Unmasked Estep Score: -619111.562500 Penalty: 845.832764 Iteration 86Q: 3 clusters Score -619111.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1555 members Mstep: Class 2 contains 9327 members Entering Unmasked Estep Score: -619111.437500 Penalty: 845.832764 Iteration 87Q: 3 clusters Score -619111.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1549 members Mstep: Class 2 contains 9333 members Entering Unmasked Estep Score: -619112.500000 Penalty: 845.832764 Iteration 88Q: 3 clusters Score -619112.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1544 members Mstep: Class 2 contains 9338 members Entering Unmasked Estep Score: -619113.312500 Penalty: 845.832764 Iteration 89Q: 3 clusters Score -619113.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1538 members Mstep: Class 2 contains 9344 members Entering Unmasked Estep Score: -619114.375000 Penalty: 845.832764 Iteration 90Q: 3 clusters Score -619114.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1534 members Mstep: Class 2 contains 9348 members Entering Unmasked Estep Score: -619115.187500 Penalty: 845.832764 Iteration 91Q: 3 clusters Score -619115.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1530 members Mstep: Class 2 contains 9352 members Entering Unmasked Estep Score: -619115.750000 Penalty: 845.832764 Iteration 92Q: 3 clusters Score -619115.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1527 members Mstep: Class 2 contains 9355 members Entering Unmasked Estep Score: -619114.437500 Penalty: 845.832764 Iteration 93Q: 3 clusters Score -619114.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1523 members Mstep: Class 2 contains 9359 members Entering Unmasked Estep Score: -619116.312500 Penalty: 845.832764 Iteration 94Q: 3 clusters Score -619116.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1521 members Mstep: Class 2 contains 9361 members Entering Unmasked Estep Score: -619115.437500 Penalty: 845.832764 Iteration 95Q: 3 clusters Score -619115.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1521 members Mstep: Class 2 contains 9361 members Entering Unmasked Estep Score: -619115.437500 Penalty: 845.832764 Iteration 96F: 3 clusters Score -619115.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 29 (3937 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3937 members Entering Unmasked Estep Score: -234450.328125 Penalty: 376.656921 Iteration 0F: 2 clusters Score -234450.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2018 members Mstep: Class 2 contains 1919 members Entering Unmasked Estep Score: -231769.109375 Penalty: 753.313843 Iteration 0F: 3 clusters Score -231769.1 nChanged 1709 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2369 members Mstep: Class 2 contains 1568 members Entering Unmasked Estep Score: -232850.437500 Penalty: 753.313843 Iteration 1F: 3 clusters Score -232850.4 nChanged 358 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2629 members Mstep: Class 2 contains 1308 members Entering Unmasked Estep Score: -233118.656250 Penalty: 753.313843 Iteration 2F: 3 clusters Score -233118.7 nChanged 299 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2872 members Mstep: Class 2 contains 1065 members Entering Unmasked Estep Score: -233328.468750 Penalty: 753.313843 Iteration 3F: 3 clusters Score -233328.5 nChanged 239 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3091 members Mstep: Class 2 contains 846 members Entering Unmasked Estep Score: -233511.875000 Penalty: 753.313843 Iteration 4F: 3 clusters Score -233511.9 nChanged 226 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3305 members Mstep: Class 2 contains 632 members Entering Unmasked Estep Score: -233693.218750 Penalty: 753.313843 Iteration 5F: 3 clusters Score -233693.2 nChanged 178 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3471 members Mstep: Class 2 contains 466 members Entering Unmasked Estep Score: -233832.187500 Penalty: 753.313843 Iteration 6Q: 3 clusters Score -233832.2 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3592 members Mstep: Class 2 contains 345 members Entering Unmasked Estep Score: -233927.234375 Penalty: 753.313843 Iteration 7Q: 3 clusters Score -233927.2 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3676 members Mstep: Class 2 contains 261 members Entering Unmasked Estep Score: -233983.250000 Penalty: 753.313843 Iteration 8Q: 3 clusters Score -233983.2 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3732 members Mstep: Class 2 contains 205 members Entering Unmasked Estep Score: -234024.328125 Penalty: 753.313843 Iteration 9Q: 3 clusters Score -234024.3 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3767 members Mstep: Class 2 contains 170 members Entering Unmasked Estep Score: -234049.750000 Penalty: 753.313843 Iteration 10Q: 3 clusters Score -234049.8 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3794 members Mstep: Class 2 contains 143 members Entering Unmasked Estep Score: -234069.640625 Penalty: 753.313843 Iteration 11Q: 3 clusters Score -234069.6 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3805 members Mstep: Class 2 contains 132 members Entering Unmasked Estep Score: -234079.453125 Penalty: 753.313843 Iteration 12Q: 3 clusters Score -234079.5 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3818 members Mstep: Class 2 contains 119 members Entering Unmasked Estep Score: -234094.140625 Penalty: 753.313843 Iteration 13Q: 3 clusters Score -234094.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3827 members Mstep: Class 2 contains 110 members Entering Unmasked Estep Score: -234104.031250 Penalty: 753.313843 Iteration 14Q: 3 clusters Score -234104 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3832 members Mstep: Class 2 contains 105 members Entering Unmasked Estep Score: -234107.687500 Penalty: 753.313843 Iteration 15Q: 3 clusters Score -234107.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3836 members Mstep: Class 2 contains 101 members Entering Unmasked Estep Score: -234110.906250 Penalty: 753.313843 Iteration 16Q: 3 clusters Score -234110.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3843 members Mstep: Class 2 contains 94 members Entering Unmasked Estep Score: -234115.781250 Penalty: 753.313843 Iteration 17Q: 3 clusters Score -234115.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3849 members Mstep: Class 2 contains 88 members Entering Unmasked Estep Score: -234122.843750 Penalty: 753.313843 Iteration 18Q: 3 clusters Score -234122.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3856 members Mstep: Class 2 contains 81 members Entering Unmasked Estep Score: -234132.062500 Penalty: 753.313843 Iteration 19Q: 3 clusters Score -234132.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3862 members Mstep: Class 2 contains 75 members Entering Unmasked Estep Score: -234138.578125 Penalty: 753.313843 Iteration 20F: 3 clusters Score -234138.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3863 members Mstep: Class 2 contains 74 members Entering Unmasked Estep Score: -234139.328125 Penalty: 753.313843 Iteration 21Q: 3 clusters Score -234139.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3864 members Mstep: Class 2 contains 73 members Entering Unmasked Estep Score: -234140.750000 Penalty: 753.313843 Iteration 22Q: 3 clusters Score -234140.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3863 members Mstep: Class 2 contains 74 members Entering Unmasked Estep Score: -234141.000000 Penalty: 753.313843 Iteration 23Q: 3 clusters Score -234141 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3863 members Mstep: Class 2 contains 74 members Entering Unmasked Estep Score: -234141.000000 Penalty: 753.313843 Iteration 24F: 3 clusters Score -234141 nChanged 0 Entering ConstructFrom: Trying to split cluster 30 (874 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 874 members Entering Unmasked Estep Score: -42521.558594 Penalty: 308.175171 Iteration 0F: 2 clusters Score -42521.56 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 440 members Mstep: Class 2 contains 434 members Entering Unmasked Estep Score: -41803.324219 Penalty: 616.350342 Iteration 0F: 3 clusters Score -41803.32 nChanged 342 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 430 members Mstep: Class 2 contains 444 members Entering Unmasked Estep Score: -42063.550781 Penalty: 616.350342 Iteration 1F: 3 clusters Score -42063.55 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 414 members Mstep: Class 2 contains 460 members Entering Unmasked Estep Score: -42155.335938 Penalty: 616.350342 Iteration 2F: 3 clusters Score -42155.34 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 386 members Mstep: Class 2 contains 488 members Entering Unmasked Estep Score: -42211.460938 Penalty: 616.350342 Iteration 3F: 3 clusters Score -42211.46 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 366 members Mstep: Class 2 contains 508 members Entering Unmasked Estep Score: -42250.335938 Penalty: 616.350342 Iteration 4F: 3 clusters Score -42250.34 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 354 members Mstep: Class 2 contains 520 members Entering Unmasked Estep Score: -42268.164062 Penalty: 616.350342 Iteration 5Q: 3 clusters Score -42268.16 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 344 members Mstep: Class 2 contains 530 members Entering Unmasked Estep Score: -42280.269531 Penalty: 616.350342 Iteration 6Q: 3 clusters Score -42280.27 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 337 members Mstep: Class 2 contains 537 members Entering Unmasked Estep Score: -42291.781250 Penalty: 616.350342 Iteration 7Q: 3 clusters Score -42291.78 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 324 members Mstep: Class 2 contains 550 members Entering Unmasked Estep Score: -42315.417969 Penalty: 616.350342 Iteration 8Q: 3 clusters Score -42315.42 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 312 members Mstep: Class 2 contains 562 members Entering Unmasked Estep Score: -42343.542969 Penalty: 616.350342 Iteration 9Q: 3 clusters Score -42343.54 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 291 members Mstep: Class 2 contains 583 members Entering Unmasked Estep Score: -42378.785156 Penalty: 616.350342 Iteration 10Q: 3 clusters Score -42378.79 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 286 members Mstep: Class 2 contains 588 members Entering Unmasked Estep Score: -42386.761719 Penalty: 616.350342 Iteration 11Q: 3 clusters Score -42386.76 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 280 members Mstep: Class 2 contains 594 members Entering Unmasked Estep Score: -42390.523438 Penalty: 616.350342 Iteration 12Q: 3 clusters Score -42390.52 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 275 members Mstep: Class 2 contains 599 members Entering Unmasked Estep Score: -42393.710938 Penalty: 616.350342 Iteration 13Q: 3 clusters Score -42393.71 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 273 members Mstep: Class 2 contains 601 members Entering Unmasked Estep Score: -42397.511719 Penalty: 616.350342 Iteration 14Q: 3 clusters Score -42397.51 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 270 members Mstep: Class 2 contains 604 members Entering Unmasked Estep Score: -42399.269531 Penalty: 616.350342 Iteration 15Q: 3 clusters Score -42399.27 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 267 members Mstep: Class 2 contains 607 members Entering Unmasked Estep Score: -42401.164062 Penalty: 616.350342 Iteration 16Q: 3 clusters Score -42401.16 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 265 members Mstep: Class 2 contains 609 members Entering Unmasked Estep Score: -42403.273438 Penalty: 616.350342 Iteration 17Q: 3 clusters Score -42403.27 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 263 members Mstep: Class 2 contains 611 members Entering Unmasked Estep Score: -42404.386719 Penalty: 616.350342 Iteration 18Q: 3 clusters Score -42404.39 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 262 members Mstep: Class 2 contains 612 members Entering Unmasked Estep Score: -42404.703125 Penalty: 616.350342 Iteration 19Q: 3 clusters Score -42404.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 261 members Mstep: Class 2 contains 613 members Entering Unmasked Estep Score: -42405.519531 Penalty: 616.350342 Iteration 20F: 3 clusters Score -42405.52 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 259 members Mstep: Class 2 contains 615 members Entering Unmasked Estep Score: -42407.722656 Penalty: 616.350342 Iteration 21Q: 3 clusters Score -42407.72 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 258 members Mstep: Class 2 contains 616 members Entering Unmasked Estep Score: -42410.867188 Penalty: 616.350342 Iteration 22Q: 3 clusters Score -42410.87 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 254 members Mstep: Class 2 contains 620 members Entering Unmasked Estep Score: -42411.910156 Penalty: 616.350342 Iteration 23Q: 3 clusters Score -42411.91 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 255 members Mstep: Class 2 contains 619 members Entering Unmasked Estep Score: -42413.488281 Penalty: 616.350342 Iteration 24Q: 3 clusters Score -42413.49 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 254 members Mstep: Class 2 contains 620 members Entering Unmasked Estep Score: -42414.191406 Penalty: 616.350342 Iteration 25Q: 3 clusters Score -42414.19 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 255 members Mstep: Class 2 contains 619 members Entering Unmasked Estep Score: -42414.511719 Penalty: 616.350342 Iteration 26Q: 3 clusters Score -42414.51 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 255 members Mstep: Class 2 contains 619 members Entering Unmasked Estep Score: -42414.511719 Penalty: 616.350342 Iteration 27F: 3 clusters Score -42414.51 nChanged 0 Entering ConstructFrom: Trying to split cluster 31 (390 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 390 members Entering Unmasked Estep Score: -15212.446289 Penalty: 271.459686 Iteration 0F: 2 clusters Score -15212.45 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 186 members Entering Unmasked Estep Score: -14812.344727 Penalty: 542.919373 Iteration 0F: 3 clusters Score -14812.34 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 198 members Mstep: Class 2 contains 192 members Entering Unmasked Estep Score: -14928.765625 Penalty: 542.919373 Iteration 1F: 3 clusters Score -14928.77 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 177 members Mstep: Class 2 contains 213 members Entering Unmasked Estep Score: -14971.422852 Penalty: 542.919373 Iteration 2F: 3 clusters Score -14971.42 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 158 members Mstep: Class 2 contains 232 members Entering Unmasked Estep Score: -14993.025391 Penalty: 542.919373 Iteration 3F: 3 clusters Score -14993.03 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 140 members Mstep: Class 2 contains 250 members Entering Unmasked Estep Score: -15009.176758 Penalty: 542.919373 Iteration 4F: 3 clusters Score -15009.18 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 133 members Mstep: Class 2 contains 257 members Entering Unmasked Estep Score: -15021.932617 Penalty: 542.919373 Iteration 5Q: 3 clusters Score -15021.93 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 125 members Mstep: Class 2 contains 265 members Entering Unmasked Estep Score: -15029.068359 Penalty: 542.919373 Iteration 6Q: 3 clusters Score -15029.07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 117 members Mstep: Class 2 contains 273 members Entering Unmasked Estep Score: -15036.252930 Penalty: 542.919373 Iteration 7Q: 3 clusters Score -15036.25 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 105 members Mstep: Class 2 contains 285 members Entering Unmasked Estep Score: -15044.927734 Penalty: 542.919373 Iteration 8Q: 3 clusters Score -15044.93 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98 members Mstep: Class 2 contains 292 members Entering Unmasked Estep Score: -15048.657227 Penalty: 542.919373 Iteration 9Q: 3 clusters Score -15048.66 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96 members Mstep: Class 2 contains 294 members Entering Unmasked Estep Score: -15050.293945 Penalty: 542.919373 Iteration 10Q: 3 clusters Score -15050.29 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96 members Mstep: Class 2 contains 294 members Entering Unmasked Estep Score: -15052.512695 Penalty: 542.919373 Iteration 11Q: 3 clusters Score -15052.51 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 93 members Mstep: Class 2 contains 297 members Entering Unmasked Estep Score: -15054.808594 Penalty: 542.919373 Iteration 12Q: 3 clusters Score -15054.81 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 90 members Mstep: Class 2 contains 300 members Entering Unmasked Estep Score: -15057.604492 Penalty: 542.919373 Iteration 13Q: 3 clusters Score -15057.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 88 members Mstep: Class 2 contains 302 members Entering Unmasked Estep Score: -15059.271484 Penalty: 542.919373 Iteration 14Q: 3 clusters Score -15059.27 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 87 members Mstep: Class 2 contains 303 members Entering Unmasked Estep Score: -15059.820312 Penalty: 542.919373 Iteration 15Q: 3 clusters Score -15059.82 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 87 members Mstep: Class 2 contains 303 members Entering Unmasked Estep Score: -15059.820312 Penalty: 542.919373 Iteration 16F: 3 clusters Score -15059.82 nChanged 0 Entering ConstructFrom: Trying to split cluster 32 (5577 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5577 members Entering Unmasked Estep Score: -303259.625000 Penalty: 392.501495 Iteration 0F: 2 clusters Score -303259.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2816 members Mstep: Class 2 contains 2761 members Entering Unmasked Estep Score: -299584.531250 Penalty: 785.002991 Iteration 0F: 3 clusters Score -299584.5 nChanged 2502 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2818 members Mstep: Class 2 contains 2759 members Entering Unmasked Estep Score: -301037.125000 Penalty: 785.002991 Iteration 1F: 3 clusters Score -301037.1 nChanged 363 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2801 members Mstep: Class 2 contains 2776 members Entering Unmasked Estep Score: -301251.906250 Penalty: 785.002991 Iteration 2F: 3 clusters Score -301251.9 nChanged 377 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2752 members Mstep: Class 2 contains 2825 members Entering Unmasked Estep Score: -301526.937500 Penalty: 785.002991 Iteration 3F: 3 clusters Score -301526.9 nChanged 413 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2683 members Mstep: Class 2 contains 2894 members Entering Unmasked Estep Score: -301873.812500 Penalty: 785.002991 Iteration 4F: 3 clusters Score -301873.8 nChanged 392 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2637 members Mstep: Class 2 contains 2940 members Entering Unmasked Estep Score: -302222.187500 Penalty: 785.002991 Iteration 5F: 3 clusters Score -302222.2 nChanged 342 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2579 members Mstep: Class 2 contains 2998 members Entering Unmasked Estep Score: -302484.250000 Penalty: 785.002991 Iteration 6F: 3 clusters Score -302484.2 nChanged 256 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2533 members Mstep: Class 2 contains 3044 members Entering Unmasked Estep Score: -302659.062500 Penalty: 785.002991 Iteration 7Q: 3 clusters Score -302659.1 nChanged 175 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2488 members Mstep: Class 2 contains 3089 members Entering Unmasked Estep Score: -302779.375000 Penalty: 785.002991 Iteration 8Q: 3 clusters Score -302779.4 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2444 members Mstep: Class 2 contains 3133 members Entering Unmasked Estep Score: -302861.843750 Penalty: 785.002991 Iteration 9Q: 3 clusters Score -302861.8 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2397 members Mstep: Class 2 contains 3180 members Entering Unmasked Estep Score: -302917.375000 Penalty: 785.002991 Iteration 10Q: 3 clusters Score -302917.4 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2366 members Mstep: Class 2 contains 3211 members Entering Unmasked Estep Score: -302941.843750 Penalty: 785.002991 Iteration 11Q: 3 clusters Score -302941.8 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2335 members Mstep: Class 2 contains 3242 members Entering Unmasked Estep Score: -302963.250000 Penalty: 785.002991 Iteration 12Q: 3 clusters Score -302963.2 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2296 members Mstep: Class 2 contains 3281 members Entering Unmasked Estep Score: -302979.562500 Penalty: 785.002991 Iteration 13Q: 3 clusters Score -302979.6 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2268 members Mstep: Class 2 contains 3309 members Entering Unmasked Estep Score: -302988.968750 Penalty: 785.002991 Iteration 14Q: 3 clusters Score -302989 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2244 members Mstep: Class 2 contains 3333 members Entering Unmasked Estep Score: -302994.000000 Penalty: 785.002991 Iteration 15Q: 3 clusters Score -302994 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2219 members Mstep: Class 2 contains 3358 members Entering Unmasked Estep Score: -302998.968750 Penalty: 785.002991 Iteration 16Q: 3 clusters Score -302999 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2198 members Mstep: Class 2 contains 3379 members Entering Unmasked Estep Score: -303001.375000 Penalty: 785.002991 Iteration 17Q: 3 clusters Score -303001.4 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2184 members Mstep: Class 2 contains 3393 members Entering Unmasked Estep Score: -303003.937500 Penalty: 785.002991 Iteration 18Q: 3 clusters Score -303003.9 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2168 members Mstep: Class 2 contains 3409 members Entering Unmasked Estep Score: -303006.937500 Penalty: 785.002991 Iteration 19Q: 3 clusters Score -303006.9 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2151 members Mstep: Class 2 contains 3426 members Entering Unmasked Estep Score: -303009.875000 Penalty: 785.002991 Iteration 20F: 3 clusters Score -303009.9 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2134 members Mstep: Class 2 contains 3443 members Entering Unmasked Estep Score: -303013.218750 Penalty: 785.002991 Iteration 21Q: 3 clusters Score -303013.2 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2116 members Mstep: Class 2 contains 3461 members Entering Unmasked Estep Score: -303015.531250 Penalty: 785.002991 Iteration 22Q: 3 clusters Score -303015.5 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2102 members Mstep: Class 2 contains 3475 members Entering Unmasked Estep Score: -303017.156250 Penalty: 785.002991 Iteration 23Q: 3 clusters Score -303017.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2092 members Mstep: Class 2 contains 3485 members Entering Unmasked Estep Score: -303018.156250 Penalty: 785.002991 Iteration 24Q: 3 clusters Score -303018.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2082 members Mstep: Class 2 contains 3495 members Entering Unmasked Estep Score: -303019.031250 Penalty: 785.002991 Iteration 25Q: 3 clusters Score -303019 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2069 members Mstep: Class 2 contains 3508 members Entering Unmasked Estep Score: -303019.937500 Penalty: 785.002991 Iteration 26Q: 3 clusters Score -303019.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2062 members Mstep: Class 2 contains 3515 members Entering Unmasked Estep Score: -303020.843750 Penalty: 785.002991 Iteration 27Q: 3 clusters Score -303020.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2052 members Mstep: Class 2 contains 3525 members Entering Unmasked Estep Score: -303021.687500 Penalty: 785.002991 Iteration 28Q: 3 clusters Score -303021.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2044 members Mstep: Class 2 contains 3533 members Entering Unmasked Estep Score: -303022.156250 Penalty: 785.002991 Iteration 29Q: 3 clusters Score -303022.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2042 members Mstep: Class 2 contains 3535 members Entering Unmasked Estep Score: -303021.656250 Penalty: 785.002991 Iteration 30Q: 3 clusters Score -303021.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2042 members Mstep: Class 2 contains 3535 members Entering Unmasked Estep Score: -303021.656250 Penalty: 785.002991 Iteration 31F: 3 clusters Score -303021.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 33 (207 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 207 members Entering Unmasked Estep Score: -11905.390625 Penalty: 242.638702 Iteration 0F: 2 clusters Score -11905.39 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 117 members Entering Unmasked Estep Score: -11617.766602 Penalty: 485.277405 Iteration 0F: 3 clusters Score -11617.77 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81 members Mstep: Class 2 contains 126 members Entering Unmasked Estep Score: -11684.554688 Penalty: 485.277405 Iteration 1F: 3 clusters Score -11684.55 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 76 members Mstep: Class 2 contains 131 members Entering Unmasked Estep Score: -11692.860352 Penalty: 485.277405 Iteration 2F: 3 clusters Score -11692.86 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 78 members Mstep: Class 2 contains 129 members Entering Unmasked Estep Score: -11694.576172 Penalty: 485.277405 Iteration 3Q: 3 clusters Score -11694.58 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 78 members Mstep: Class 2 contains 129 members Entering Unmasked Estep Score: -11696.203125 Penalty: 485.277405 Iteration 4Q: 3 clusters Score -11696.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 77 members Mstep: Class 2 contains 130 members Entering Unmasked Estep Score: -11699.640625 Penalty: 485.277405 Iteration 5Q: 3 clusters Score -11699.64 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 76 members Mstep: Class 2 contains 131 members Entering Unmasked Estep Score: -11703.003906 Penalty: 485.277405 Iteration 6Q: 3 clusters Score -11703 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 77 members Mstep: Class 2 contains 130 members Entering Unmasked Estep Score: -11703.272461 Penalty: 485.277405 Iteration 7Q: 3 clusters Score -11703.27 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 78 members Mstep: Class 2 contains 129 members Entering Unmasked Estep Score: -11703.473633 Penalty: 485.277405 Iteration 8Q: 3 clusters Score -11703.47 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 79 members Mstep: Class 2 contains 128 members Entering Unmasked Estep Score: -11704.028320 Penalty: 485.277405 Iteration 9Q: 3 clusters Score -11704.03 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 79 members Mstep: Class 2 contains 128 members Entering Unmasked Estep Score: -11704.028320 Penalty: 485.277405 Iteration 10F: 3 clusters Score -11704.03 nChanged 0 Entering ConstructFrom: Trying to split cluster 34 (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: -231743.015625 Penalty: 375.426971 Iteration 0F: 2 clusters Score -231743 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1928 members Mstep: Class 2 contains 1904 members Entering Unmasked Estep Score: -229059.203125 Penalty: 750.853943 Iteration 0F: 3 clusters Score -229059.2 nChanged 1742 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1906 members Mstep: Class 2 contains 1926 members Entering Unmasked Estep Score: -230026.640625 Penalty: 750.853943 Iteration 1F: 3 clusters Score -230026.6 nChanged 218 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1846 members Mstep: Class 2 contains 1986 members Entering Unmasked Estep Score: -230128.625000 Penalty: 750.853943 Iteration 2F: 3 clusters Score -230128.6 nChanged 193 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1791 members Mstep: Class 2 contains 2041 members Entering Unmasked Estep Score: -230228.687500 Penalty: 750.853943 Iteration 3F: 3 clusters Score -230228.7 nChanged 165 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1726 members Mstep: Class 2 contains 2106 members Entering Unmasked Estep Score: -230312.093750 Penalty: 750.853943 Iteration 4Q: 3 clusters Score -230312.1 nChanged 162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1646 members Mstep: Class 2 contains 2186 members Entering Unmasked Estep Score: -230414.609375 Penalty: 750.853943 Iteration 5Q: 3 clusters Score -230414.6 nChanged 169 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1551 members Mstep: Class 2 contains 2281 members Entering Unmasked Estep Score: -230521.765625 Penalty: 750.853943 Iteration 6Q: 3 clusters Score -230521.8 nChanged 163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1450 members Mstep: Class 2 contains 2382 members Entering Unmasked Estep Score: -230633.562500 Penalty: 750.853943 Iteration 7Q: 3 clusters Score -230633.6 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1385 members Mstep: Class 2 contains 2447 members Entering Unmasked Estep Score: -230729.828125 Penalty: 750.853943 Iteration 8Q: 3 clusters Score -230729.8 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1317 members Mstep: Class 2 contains 2515 members Entering Unmasked Estep Score: -230796.968750 Penalty: 750.853943 Iteration 9Q: 3 clusters Score -230797 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1270 members Mstep: Class 2 contains 2562 members Entering Unmasked Estep Score: -230850.093750 Penalty: 750.853943 Iteration 10Q: 3 clusters Score -230850.1 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1223 members Mstep: Class 2 contains 2609 members Entering Unmasked Estep Score: -230886.125000 Penalty: 750.853943 Iteration 11Q: 3 clusters Score -230886.1 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1180 members Mstep: Class 2 contains 2652 members Entering Unmasked Estep Score: -230910.046875 Penalty: 750.853943 Iteration 12Q: 3 clusters Score -230910 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1147 members Mstep: Class 2 contains 2685 members Entering Unmasked Estep Score: -230930.718750 Penalty: 750.853943 Iteration 13Q: 3 clusters Score -230930.7 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1106 members Mstep: Class 2 contains 2726 members Entering Unmasked Estep Score: -230954.218750 Penalty: 750.853943 Iteration 14Q: 3 clusters Score -230954.2 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1061 members Mstep: Class 2 contains 2771 members Entering Unmasked Estep Score: -230976.187500 Penalty: 750.853943 Iteration 15Q: 3 clusters Score -230976.2 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1009 members Mstep: Class 2 contains 2823 members Entering Unmasked Estep Score: -230996.328125 Penalty: 750.853943 Iteration 16Q: 3 clusters Score -230996.3 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 968 members Mstep: Class 2 contains 2864 members Entering Unmasked Estep Score: -231014.750000 Penalty: 750.853943 Iteration 17Q: 3 clusters Score -231014.8 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 941 members Mstep: Class 2 contains 2891 members Entering Unmasked Estep Score: -231025.437500 Penalty: 750.853943 Iteration 18Q: 3 clusters Score -231025.4 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 911 members Mstep: Class 2 contains 2921 members Entering Unmasked Estep Score: -231032.390625 Penalty: 750.853943 Iteration 19Q: 3 clusters Score -231032.4 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 887 members Mstep: Class 2 contains 2945 members Entering Unmasked Estep Score: -231041.171875 Penalty: 750.853943 Iteration 20F: 3 clusters Score -231041.2 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 856 members Mstep: Class 2 contains 2976 members Entering Unmasked Estep Score: -231054.171875 Penalty: 750.853943 Iteration 21Q: 3 clusters Score -231054.2 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 828 members Mstep: Class 2 contains 3004 members Entering Unmasked Estep Score: -231063.078125 Penalty: 750.853943 Iteration 22Q: 3 clusters Score -231063.1 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 802 members Mstep: Class 2 contains 3030 members Entering Unmasked Estep Score: -231070.531250 Penalty: 750.853943 Iteration 23Q: 3 clusters Score -231070.5 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 781 members Mstep: Class 2 contains 3051 members Entering Unmasked Estep Score: -231077.765625 Penalty: 750.853943 Iteration 24Q: 3 clusters Score -231077.8 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 754 members Mstep: Class 2 contains 3078 members Entering Unmasked Estep Score: -231086.625000 Penalty: 750.853943 Iteration 25Q: 3 clusters Score -231086.6 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 726 members Mstep: Class 2 contains 3106 members Entering Unmasked Estep Score: -231096.609375 Penalty: 750.853943 Iteration 26Q: 3 clusters Score -231096.6 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 706 members Mstep: Class 2 contains 3126 members Entering Unmasked Estep Score: -231101.500000 Penalty: 750.853943 Iteration 27Q: 3 clusters Score -231101.5 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 689 members Mstep: Class 2 contains 3143 members Entering Unmasked Estep Score: -231106.531250 Penalty: 750.853943 Iteration 28Q: 3 clusters Score -231106.5 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 668 members Mstep: Class 2 contains 3164 members Entering Unmasked Estep Score: -231113.078125 Penalty: 750.853943 Iteration 29Q: 3 clusters Score -231113.1 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 641 members Mstep: Class 2 contains 3191 members Entering Unmasked Estep Score: -231124.406250 Penalty: 750.853943 Iteration 30Q: 3 clusters Score -231124.4 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 609 members Mstep: Class 2 contains 3223 members Entering Unmasked Estep Score: -231139.125000 Penalty: 750.853943 Iteration 31Q: 3 clusters Score -231139.1 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 573 members Mstep: Class 2 contains 3259 members Entering Unmasked Estep Score: -231155.875000 Penalty: 750.853943 Iteration 32Q: 3 clusters Score -231155.9 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 535 members Mstep: Class 2 contains 3297 members Entering Unmasked Estep Score: -231171.359375 Penalty: 750.853943 Iteration 33Q: 3 clusters Score -231171.4 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 497 members Mstep: Class 2 contains 3335 members Entering Unmasked Estep Score: -231190.093750 Penalty: 750.853943 Iteration 34Q: 3 clusters Score -231190.1 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 469 members Mstep: Class 2 contains 3363 members Entering Unmasked Estep Score: -231199.921875 Penalty: 750.853943 Iteration 35Q: 3 clusters Score -231199.9 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 447 members Mstep: Class 2 contains 3385 members Entering Unmasked Estep Score: -231207.140625 Penalty: 750.853943 Iteration 36Q: 3 clusters Score -231207.1 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 432 members Mstep: Class 2 contains 3400 members Entering Unmasked Estep Score: -231212.812500 Penalty: 750.853943 Iteration 37Q: 3 clusters Score -231212.8 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 411 members Mstep: Class 2 contains 3421 members Entering Unmasked Estep Score: -231222.765625 Penalty: 750.853943 Iteration 38Q: 3 clusters Score -231222.8 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 383 members Mstep: Class 2 contains 3449 members Entering Unmasked Estep Score: -231239.140625 Penalty: 750.853943 Iteration 39Q: 3 clusters Score -231239.1 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 355 members Mstep: Class 2 contains 3477 members Entering Unmasked Estep Score: -231255.218750 Penalty: 750.853943 Iteration 40F: 3 clusters Score -231255.2 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 322 members Mstep: Class 2 contains 3510 members Entering Unmasked Estep Score: -231274.828125 Penalty: 750.853943 Iteration 41Q: 3 clusters Score -231274.8 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 291 members Mstep: Class 2 contains 3541 members Entering Unmasked Estep Score: -231293.140625 Penalty: 750.853943 Iteration 42Q: 3 clusters Score -231293.1 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 261 members Mstep: Class 2 contains 3571 members Entering Unmasked Estep Score: -231312.718750 Penalty: 750.853943 Iteration 43Q: 3 clusters Score -231312.7 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 235 members Mstep: Class 2 contains 3597 members Entering Unmasked Estep Score: -231328.250000 Penalty: 750.853943 Iteration 44Q: 3 clusters Score -231328.2 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 214 members Mstep: Class 2 contains 3618 members Entering Unmasked Estep Score: -231341.812500 Penalty: 750.853943 Iteration 45Q: 3 clusters Score -231341.8 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 199 members Mstep: Class 2 contains 3633 members Entering Unmasked Estep Score: -231353.437500 Penalty: 750.853943 Iteration 46Q: 3 clusters Score -231353.4 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 186 members Mstep: Class 2 contains 3646 members Entering Unmasked Estep Score: -231362.031250 Penalty: 750.853943 Iteration 47Q: 3 clusters Score -231362 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 175 members Mstep: Class 2 contains 3657 members Entering Unmasked Estep Score: -231368.640625 Penalty: 750.853943 Iteration 48Q: 3 clusters Score -231368.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 165 members Mstep: Class 2 contains 3667 members Entering Unmasked Estep Score: -231374.000000 Penalty: 750.853943 Iteration 49Q: 3 clusters Score -231374 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 160 members Mstep: Class 2 contains 3672 members Entering Unmasked Estep Score: -231376.484375 Penalty: 750.853943 Iteration 50Q: 3 clusters Score -231376.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 158 members Mstep: Class 2 contains 3674 members Entering Unmasked Estep Score: -231377.296875 Penalty: 750.853943 Iteration 51Q: 3 clusters Score -231377.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 156 members Mstep: Class 2 contains 3676 members Entering Unmasked Estep Score: -231378.796875 Penalty: 750.853943 Iteration 52Q: 3 clusters Score -231378.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 155 members Mstep: Class 2 contains 3677 members Entering Unmasked Estep Score: -231378.937500 Penalty: 750.853943 Iteration 53Q: 3 clusters Score -231378.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 155 members Mstep: Class 2 contains 3677 members Entering Unmasked Estep Score: -231378.937500 Penalty: 750.853943 Iteration 54F: 3 clusters Score -231378.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 35 (1306 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1306 members Entering Unmasked Estep Score: -60974.980469 Penalty: 326.449951 Iteration 0F: 2 clusters Score -60974.98 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 666 members Mstep: Class 2 contains 640 members Entering Unmasked Estep Score: -59970.574219 Penalty: 652.899902 Iteration 0F: 3 clusters Score -59970.57 nChanged 545 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 645 members Mstep: Class 2 contains 661 members Entering Unmasked Estep Score: -60329.410156 Penalty: 652.899902 Iteration 1F: 3 clusters Score -60329.41 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 644 members Mstep: Class 2 contains 662 members Entering Unmasked Estep Score: -60419.988281 Penalty: 652.899902 Iteration 2F: 3 clusters Score -60419.99 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 627 members Mstep: Class 2 contains 679 members Entering Unmasked Estep Score: -60504.656250 Penalty: 652.899902 Iteration 3F: 3 clusters Score -60504.66 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 599 members Mstep: Class 2 contains 707 members Entering Unmasked Estep Score: -60593.351562 Penalty: 652.899902 Iteration 4F: 3 clusters Score -60593.35 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 569 members Mstep: Class 2 contains 737 members Entering Unmasked Estep Score: -60694.816406 Penalty: 652.899902 Iteration 5F: 3 clusters Score -60694.82 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 559 members Mstep: Class 2 contains 747 members Entering Unmasked Estep Score: -60762.574219 Penalty: 652.899902 Iteration 6F: 3 clusters Score -60762.57 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 554 members Mstep: Class 2 contains 752 members Entering Unmasked Estep Score: -60809.800781 Penalty: 652.899902 Iteration 7Q: 3 clusters Score -60809.8 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 550 members Mstep: Class 2 contains 756 members Entering Unmasked Estep Score: -60837.679688 Penalty: 652.899902 Iteration 8Q: 3 clusters Score -60837.68 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 539 members Mstep: Class 2 contains 767 members Entering Unmasked Estep Score: -60850.480469 Penalty: 652.899902 Iteration 9Q: 3 clusters Score -60850.48 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 531 members Mstep: Class 2 contains 775 members Entering Unmasked Estep Score: -60860.609375 Penalty: 652.899902 Iteration 10Q: 3 clusters Score -60860.61 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 528 members Mstep: Class 2 contains 778 members Entering Unmasked Estep Score: -60862.902344 Penalty: 652.899902 Iteration 11Q: 3 clusters Score -60862.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 519 members Mstep: Class 2 contains 787 members Entering Unmasked Estep Score: -60868.992188 Penalty: 652.899902 Iteration 12Q: 3 clusters Score -60868.99 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 511 members Mstep: Class 2 contains 795 members Entering Unmasked Estep Score: -60874.714844 Penalty: 652.899902 Iteration 13Q: 3 clusters Score -60874.71 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 503 members Mstep: Class 2 contains 803 members Entering Unmasked Estep Score: -60879.050781 Penalty: 652.899902 Iteration 14Q: 3 clusters Score -60879.05 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 500 members Mstep: Class 2 contains 806 members Entering Unmasked Estep Score: -60881.089844 Penalty: 652.899902 Iteration 15Q: 3 clusters Score -60881.09 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 499 members Mstep: Class 2 contains 807 members Entering Unmasked Estep Score: -60881.425781 Penalty: 652.899902 Iteration 16Q: 3 clusters Score -60881.43 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 498 members Mstep: Class 2 contains 808 members Entering Unmasked Estep Score: -60882.398438 Penalty: 652.899902 Iteration 17Q: 3 clusters Score -60882.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 497 members Mstep: Class 2 contains 809 members Entering Unmasked Estep Score: -60882.757812 Penalty: 652.899902 Iteration 18Q: 3 clusters Score -60882.76 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 497 members Mstep: Class 2 contains 809 members Entering Unmasked Estep Score: -60882.757812 Penalty: 652.899902 Iteration 19F: 3 clusters Score -60882.76 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 24 members Mstep: Class 1 contains 605 members Mstep: Class 2 contains 38915 members Mstep: Class 3 contains 19037 members Mstep: Class 4 contains 1779 members Mstep: Class 5 contains 5474 members Mstep: Class 6 contains 1622 members Mstep: Class 7 contains 3595 members Mstep: Class 8 contains 2123 members Mstep: Class 9 contains 1024 members Mstep: Class 10 contains 93 members Mstep: Class 11 contains 3365 members Mstep: Class 12 contains 22215 members Mstep: Class 13 contains 22236 members Mstep: Class 14 contains 11975 members Mstep: Class 15 contains 10383 members Mstep: Class 16 contains 12419 members Mstep: Class 17 contains 7817 members Mstep: Class 18 contains 8145 members Mstep: Class 19 contains 24239 members Mstep: Class 20 contains 2365 members Mstep: Class 21 contains 2332 members Mstep: Class 22 contains 95 members Mstep: Class 23 contains 297 members Mstep: Class 24 contains 6104 members Mstep: Class 25 contains 143119 members Mstep: Class 26 contains 29295 members Mstep: Class 27 contains 12014 members Mstep: Class 28 contains 10882 members Mstep: Class 29 contains 3937 members Mstep: Class 30 contains 874 members Mstep: Class 31 contains 390 members Mstep: Class 32 contains 5577 members Mstep: Class 33 contains 207 members Mstep: Class 34 contains 3832 members Mstep: Class 35 contains 1306 members Entering Unmasked Estep ConsiderDeletion Score: -22976540.000000 Penalty: 21255.964844 Iteration 159Q: 37 clusters Score -2.297654e+07 nChanged 408 Entering Unmasked Mstep Mstep: Class 0 contains 24 members Mstep: Class 1 contains 605 members Mstep: Class 2 contains 38867 members Mstep: Class 3 contains 19036 members Mstep: Class 4 contains 1787 members Mstep: Class 5 contains 5499 members Mstep: Class 6 contains 1623 members Mstep: Class 7 contains 3597 members Mstep: Class 8 contains 2123 members Mstep: Class 9 contains 1024 members Mstep: Class 10 contains 93 members Mstep: Class 11 contains 3402 members Mstep: Class 12 contains 22218 members Mstep: Class 13 contains 22255 members Mstep: Class 14 contains 11985 members Mstep: Class 15 contains 10401 members Mstep: Class 16 contains 12408 members Mstep: Class 17 contains 7826 members Mstep: Class 18 contains 8148 members Mstep: Class 19 contains 24230 members Mstep: Class 20 contains 2362 members Mstep: Class 21 contains 2331 members Mstep: Class 22 contains 95 members Mstep: Class 23 contains 297 members Mstep: Class 24 contains 6106 members Mstep: Class 25 contains 143168 members Mstep: Class 26 contains 29279 members Mstep: Class 27 contains 12035 members Mstep: Class 28 contains 10883 members Mstep: Class 29 contains 3937 members Mstep: Class 30 contains 874 members Mstep: Class 31 contains 390 members Mstep: Class 32 contains 5592 members Mstep: Class 33 contains 213 members Mstep: Class 34 contains 3834 members Mstep: Class 35 contains 1306 members Mstep: Class 36 contains 12406 members Entering Unmasked Estep ConsiderDeletion Score: -22976604.000000 Penalty: 21255.964844 Iteration 160F: 37 clusters Score -2.29766e+07 nChanged 484 Entering Unmasked Mstep Mstep: Class 0 contains 24 members Mstep: Class 1 contains 605 members Mstep: Class 2 contains 38816 members Mstep: Class 3 contains 19035 members Mstep: Class 4 contains 1784 members Mstep: Class 5 contains 5443 members Mstep: Class 6 contains 1623 members Mstep: Class 7 contains 3590 members Mstep: Class 8 contains 2124 members Mstep: Class 9 contains 1024 members Mstep: Class 10 contains 93 members Mstep: Class 11 contains 3417 members Mstep: Class 12 contains 22228 members Mstep: Class 13 contains 22270 members Mstep: Class 14 contains 12000 members Mstep: Class 15 contains 10405 members Mstep: Class 16 contains 12398 members Mstep: Class 17 contains 7827 members Mstep: Class 18 contains 8143 members Mstep: Class 19 contains 24221 members Mstep: Class 20 contains 2366 members Mstep: Class 21 contains 2329 members Mstep: Class 22 contains 95 members Mstep: Class 23 contains 297 members Mstep: Class 24 contains 6113 members Mstep: Class 25 contains 143107 members Mstep: Class 26 contains 29259 members Mstep: Class 27 contains 12047 members Mstep: Class 28 contains 10877 members Mstep: Class 29 contains 3937 members Mstep: Class 30 contains 874 members Mstep: Class 31 contains 389 members Mstep: Class 32 contains 5606 members Mstep: Class 33 contains 213 members Mstep: Class 34 contains 3836 members Mstep: Class 35 contains 1308 members Mstep: Class 36 contains 12536 members Entering Unmasked Estep ConsiderDeletion Score: -22976656.000000 Penalty: 21255.964844 Iteration 161Q: 37 clusters Score -2.297666e+07 nChanged 348 Entering Unmasked Mstep Mstep: Class 0 contains 24 members Mstep: Class 1 contains 605 members Mstep: Class 2 contains 38773 members Mstep: Class 3 contains 19036 members Mstep: Class 4 contains 1784 members Mstep: Class 5 contains 5409 members Mstep: Class 6 contains 1624 members Mstep: Class 7 contains 3587 members Mstep: Class 8 contains 2124 members Mstep: Class 9 contains 1025 members Mstep: Class 10 contains 93 members Mstep: Class 11 contains 3430 members Mstep: Class 12 contains 22231 members Mstep: Class 13 contains 22286 members Mstep: Class 14 contains 12004 members Mstep: Class 15 contains 10411 members Mstep: Class 16 contains 12386 members Mstep: Class 17 contains 7826 members Mstep: Class 18 contains 8150 members Mstep: Class 19 contains 24213 members Mstep: Class 20 contains 2374 members Mstep: Class 21 contains 2328 members Mstep: Class 22 contains 95 members Mstep: Class 23 contains 297 members Mstep: Class 24 contains 6117 members Mstep: Class 25 contains 143052 members Mstep: Class 26 contains 29250 members Mstep: Class 27 contains 12062 members Mstep: Class 28 contains 10879 members Mstep: Class 29 contains 3937 members Mstep: Class 30 contains 874 members Mstep: Class 31 contains 389 members Mstep: Class 32 contains 5617 members Mstep: Class 33 contains 213 members Mstep: Class 34 contains 3840 members Mstep: Class 35 contains 1309 members Mstep: Class 36 contains 12605 members Entering Unmasked Estep ConsiderDeletion Score: -22976660.000000 Penalty: 21255.964844 Iteration 162Q: 37 clusters Score -2.297666e+07 nChanged 298 Entering Unmasked Mstep Mstep: Class 0 contains 24 members Mstep: Class 1 contains 605 members Mstep: Class 2 contains 38742 members Mstep: Class 3 contains 19039 members Mstep: Class 4 contains 1784 members Mstep: Class 5 contains 5383 members Mstep: Class 6 contains 1628 members Mstep: Class 7 contains 3589 members Mstep: Class 8 contains 2124 members Mstep: Class 9 contains 1026 members Mstep: Class 10 contains 93 members Mstep: Class 11 contains 3441 members Mstep: Class 12 contains 22230 members Mstep: Class 13 contains 22306 members Mstep: Class 14 contains 12010 members Mstep: Class 15 contains 10421 members Mstep: Class 16 contains 12375 members Mstep: Class 17 contains 7830 members Mstep: Class 18 contains 8155 members Mstep: Class 19 contains 24206 members Mstep: Class 20 contains 2381 members Mstep: Class 21 contains 2328 members Mstep: Class 22 contains 95 members Mstep: Class 23 contains 297 members Mstep: Class 24 contains 6124 members Mstep: Class 25 contains 143014 members Mstep: Class 26 contains 29239 members Mstep: Class 27 contains 12069 members Mstep: Class 28 contains 10876 members Mstep: Class 29 contains 3937 members Mstep: Class 30 contains 875 members Mstep: Class 31 contains 389 members Mstep: Class 32 contains 5624 members Mstep: Class 33 contains 213 members Mstep: Class 34 contains 3844 members Mstep: Class 35 contains 1309 members Mstep: Class 36 contains 12634 members Entering Unmasked Estep ConsiderDeletion Score: -22976610.000000 Penalty: 21255.964844 Iteration 163Q: 37 clusters Score -2.297661e+07 nChanged 241 Entering Unmasked Mstep Mstep: Class 0 contains 24 members Mstep: Class 1 contains 605 members Mstep: Class 2 contains 38718 members Mstep: Class 3 contains 19038 members Mstep: Class 4 contains 1785 members Mstep: Class 5 contains 5364 members Mstep: Class 6 contains 1630 members Mstep: Class 7 contains 3596 members Mstep: Class 8 contains 2124 members Mstep: Class 9 contains 1027 members Mstep: Class 10 contains 93 members Mstep: Class 11 contains 3448 members Mstep: Class 12 contains 22225 members Mstep: Class 13 contains 22319 members Mstep: Class 14 contains 12015 members Mstep: Class 15 contains 10427 members Mstep: Class 16 contains 12355 members Mstep: Class 17 contains 7835 members Mstep: Class 18 contains 8163 members Mstep: Class 19 contains 24202 members Mstep: Class 20 contains 2391 members Mstep: Class 21 contains 2328 members Mstep: Class 22 contains 95 members Mstep: Class 23 contains 297 members Mstep: Class 24 contains 6132 members Mstep: Class 25 contains 142996 members Mstep: Class 26 contains 29229 members Mstep: Class 27 contains 12075 members Mstep: Class 28 contains 10877 members Mstep: Class 29 contains 3937 members Mstep: Class 30 contains 875 members Mstep: Class 31 contains 389 members Mstep: Class 32 contains 5630 members Mstep: Class 33 contains 213 members Mstep: Class 34 contains 3845 members Mstep: Class 35 contains 1310 members Mstep: Class 36 contains 12647 members Entering Unmasked Estep ConsiderDeletion Score: -22976636.000000 Penalty: 21255.964844 Iteration 164Q: 37 clusters Score -2.297664e+07 nChanged 207 Entering Unmasked Mstep Mstep: Class 0 contains 24 members Mstep: Class 1 contains 606 members Mstep: Class 2 contains 38689 members Mstep: Class 3 contains 19038 members Mstep: Class 4 contains 1785 members Mstep: Class 5 contains 5350 members Mstep: Class 6 contains 1631 members Mstep: Class 7 contains 3606 members Mstep: Class 8 contains 2124 members Mstep: Class 9 contains 1028 members Mstep: Class 10 contains 93 members Mstep: Class 11 contains 3448 members Mstep: Class 12 contains 22218 members Mstep: Class 13 contains 22339 members Mstep: Class 14 contains 12022 members Mstep: Class 15 contains 10434 members Mstep: Class 16 contains 12335 members Mstep: Class 17 contains 7847 members Mstep: Class 18 contains 8167 members Mstep: Class 19 contains 24205 members Mstep: Class 20 contains 2396 members Mstep: Class 21 contains 2328 members Mstep: Class 22 contains 95 members Mstep: Class 23 contains 297 members Mstep: Class 24 contains 6142 members Mstep: Class 25 contains 142981 members Mstep: Class 26 contains 29214 members Mstep: Class 27 contains 12082 members Mstep: Class 28 contains 10878 members Mstep: Class 29 contains 3937 members Mstep: Class 30 contains 875 members Mstep: Class 31 contains 389 members Mstep: Class 32 contains 5633 members Mstep: Class 33 contains 213 members Mstep: Class 34 contains 3847 members Mstep: Class 35 contains 1310 members Mstep: Class 36 contains 12653 members Entering Unmasked Estep ConsiderDeletion Score: -22976580.000000 Penalty: 21255.964844 Iteration 165Q: 37 clusters Score -2.297658e+07 nChanged 178 Entering Unmasked Mstep Mstep: Class 0 contains 24 members Mstep: Class 1 contains 606 members Mstep: Class 2 contains 38649 members Mstep: Class 3 contains 19039 members Mstep: Class 4 contains 1784 members Mstep: Class 5 contains 5345 members Mstep: Class 6 contains 1631 members Mstep: Class 7 contains 3609 members Mstep: Class 8 contains 2123 members Mstep: Class 9 contains 1028 members Mstep: Class 10 contains 93 members Mstep: Class 11 contains 3451 members Mstep: Class 12 contains 22214 members Mstep: Class 13 contains 22356 members Mstep: Class 14 contains 12027 members Mstep: Class 15 contains 10436 members Mstep: Class 16 contains 12329 members Mstep: Class 17 contains 7865 members Mstep: Class 18 contains 8169 members Mstep: Class 19 contains 24212 members Mstep: Class 20 contains 2398 members Mstep: Class 21 contains 2328 members Mstep: Class 22 contains 95 members Mstep: Class 23 contains 297 members Mstep: Class 24 contains 6147 members Mstep: Class 25 contains 142973 members Mstep: Class 26 contains 29199 members Mstep: Class 27 contains 12087 members Mstep: Class 28 contains 10876 members Mstep: Class 29 contains 3937 members Mstep: Class 30 contains 875 members Mstep: Class 31 contains 389 members Mstep: Class 32 contains 5635 members Mstep: Class 33 contains 213 members Mstep: Class 34 contains 3848 members Mstep: Class 35 contains 1312 members Mstep: Class 36 contains 12660 members Entering Unmasked Estep ConsiderDeletion Score: -22976572.000000 Penalty: 21255.964844 Iteration 166Q: 37 clusters Score -2.297657e+07 nChanged 173 Entering Unmasked Mstep Mstep: Class 0 contains 24 members Mstep: Class 1 contains 606 members Mstep: Class 2 contains 38617 members Mstep: Class 3 contains 19039 members Mstep: Class 4 contains 1785 members Mstep: Class 5 contains 5336 members Mstep: Class 6 contains 1631 members Mstep: Class 7 contains 3610 members Mstep: Class 8 contains 2123 members Mstep: Class 9 contains 1027 members Mstep: Class 10 contains 93 members Mstep: Class 11 contains 3453 members Mstep: Class 12 contains 22207 members Mstep: Class 13 contains 22377 members Mstep: Class 14 contains 12034 members Mstep: Class 15 contains 10439 members Mstep: Class 16 contains 12331 members Mstep: Class 17 contains 7881 members Mstep: Class 18 contains 8168 members Mstep: Class 19 contains 24211 members Mstep: Class 20 contains 2399 members Mstep: Class 21 contains 2328 members Mstep: Class 22 contains 95 members Mstep: Class 23 contains 297 members Mstep: Class 24 contains 6156 members Mstep: Class 25 contains 142946 members Mstep: Class 26 contains 29183 members Mstep: Class 27 contains 12094 members Mstep: Class 28 contains 10877 members Mstep: Class 29 contains 3937 members Mstep: Class 30 contains 875 members Mstep: Class 31 contains 389 members Mstep: Class 32 contains 5644 members Mstep: Class 33 contains 213 members Mstep: Class 34 contains 3852 members Mstep: Class 35 contains 1313 members Mstep: Class 36 contains 12669 members Entering Unmasked Estep ConsiderDeletion Score: -22976610.000000 Penalty: 21255.964844 Iteration 167Q: 37 clusters Score -2.297661e+07 nChanged 180 Entering Unmasked Mstep Mstep: Class 0 contains 24 members Mstep: Class 1 contains 605 members Mstep: Class 2 contains 38597 members Mstep: Class 3 contains 19039 members Mstep: Class 4 contains 1784 members Mstep: Class 5 contains 5337 members Mstep: Class 6 contains 1632 members Mstep: Class 7 contains 3610 members Mstep: Class 8 contains 2123 members Mstep: Class 9 contains 1028 members Mstep: Class 10 contains 93 members Mstep: Class 11 contains 3456 members Mstep: Class 12 contains 22194 members Mstep: Class 13 contains 22404 members Mstep: Class 14 contains 12041 members Mstep: Class 15 contains 10443 members Mstep: Class 16 contains 12323 members Mstep: Class 17 contains 7889 members Mstep: Class 18 contains 8163 members Mstep: Class 19 contains 24214 members Mstep: Class 20 contains 2399 members Mstep: Class 21 contains 2329 members Mstep: Class 22 contains 95 members Mstep: Class 23 contains 297 members Mstep: Class 24 contains 6166 members Mstep: Class 25 contains 142919 members Mstep: Class 26 contains 29164 members Mstep: Class 27 contains 12102 members Mstep: Class 28 contains 10880 members Mstep: Class 29 contains 3937 members Mstep: Class 30 contains 875 members Mstep: Class 31 contains 389 members Mstep: Class 32 contains 5650 members Mstep: Class 33 contains 213 members Mstep: Class 34 contains 3854 members Mstep: Class 35 contains 1316 members Mstep: Class 36 contains 12675 members Entering Unmasked Estep ConsiderDeletion Score: -22976620.000000 Penalty: 21255.964844 Iteration 168Q: 37 clusters Score -2.297662e+07 nChanged 168 Entering Unmasked Mstep Mstep: Class 0 contains 24 members Mstep: Class 1 contains 605 members Mstep: Class 2 contains 38572 members Mstep: Class 3 contains 19039 members Mstep: Class 4 contains 1784 members Mstep: Class 5 contains 5337 members Mstep: Class 6 contains 1633 members Mstep: Class 7 contains 3611 members Mstep: Class 8 contains 2123 members Mstep: Class 9 contains 1030 members Mstep: Class 10 contains 93 members Mstep: Class 11 contains 3462 members Mstep: Class 12 contains 22184 members Mstep: Class 13 contains 22428 members Mstep: Class 14 contains 12049 members Mstep: Class 15 contains 10447 members Mstep: Class 16 contains 12312 members Mstep: Class 17 contains 7909 members Mstep: Class 18 contains 8159 members Mstep: Class 19 contains 24208 members Mstep: Class 20 contains 2399 members Mstep: Class 21 contains 2329 members Mstep: Class 22 contains 95 members Mstep: Class 23 contains 297 members Mstep: Class 24 contains 6172 members Mstep: Class 25 contains 142892 members Mstep: Class 26 contains 29152 members Mstep: Class 27 contains 12113 members Mstep: Class 28 contains 10880 members Mstep: Class 29 contains 3937 members Mstep: Class 30 contains 875 members Mstep: Class 31 contains 389 members Mstep: Class 32 contains 5659 members Mstep: Class 33 contains 213 members Mstep: Class 34 contains 3856 members Mstep: Class 35 contains 1316 members Mstep: Class 36 contains 12676 members Entering Unmasked Estep ConsiderDeletion Score: -22976588.000000 Penalty: 21255.964844 Iteration 169Q: 37 clusters Score -2.297659e+07 nChanged 154 Entering Unmasked Mstep Mstep: Class 0 contains 24 members Mstep: Class 1 contains 604 members Mstep: Class 2 contains 38549 members Mstep: Class 3 contains 19039 members Mstep: Class 4 contains 1784 members Mstep: Class 5 contains 5332 members Mstep: Class 6 contains 1634 members Mstep: Class 7 contains 3613 members Mstep: Class 8 contains 2123 members Mstep: Class 9 contains 1030 members Mstep: Class 10 contains 93 members Mstep: Class 11 contains 3465 members Mstep: Class 12 contains 22176 members Mstep: Class 13 contains 22448 members Mstep: Class 14 contains 12061 members Mstep: Class 15 contains 10445 members Mstep: Class 16 contains 12311 members Mstep: Class 17 contains 7923 members Mstep: Class 18 contains 8162 members Mstep: Class 19 contains 24205 members Mstep: Class 20 contains 2399 members Mstep: Class 21 contains 2327 members Mstep: Class 22 contains 95 members Mstep: Class 23 contains 297 members Mstep: Class 24 contains 6183 members Mstep: Class 25 contains 142869 members Mstep: Class 26 contains 29133 members Mstep: Class 27 contains 12121 members Mstep: Class 28 contains 10882 members Mstep: Class 29 contains 3936 members Mstep: Class 30 contains 873 members Mstep: Class 31 contains 389 members Mstep: Class 32 contains 5671 members Mstep: Class 33 contains 213 members Mstep: Class 34 contains 3856 members Mstep: Class 35 contains 1317 members Mstep: Class 36 contains 12677 members Entering Unmasked Estep ConsiderDeletion Score: -22976548.000000 Penalty: 21255.964844 Iteration 170Q: 37 clusters Score -2.297655e+07 nChanged 176 Entering Unmasked Mstep Mstep: Class 0 contains 24 members Mstep: Class 1 contains 604 members Mstep: Class 2 contains 38521 members Mstep: Class 3 contains 19040 members Mstep: Class 4 contains 1784 members Mstep: Class 5 contains 5326 members Mstep: Class 6 contains 1635 members Mstep: Class 7 contains 3610 members Mstep: Class 8 contains 2124 members Mstep: Class 9 contains 1030 members Mstep: Class 10 contains 93 members Mstep: Class 11 contains 3469 members Mstep: Class 12 contains 22174 members Mstep: Class 13 contains 22476 members Mstep: Class 14 contains 12074 members Mstep: Class 15 contains 10445 members Mstep: Class 16 contains 12310 members Mstep: Class 17 contains 7935 members Mstep: Class 18 contains 8158 members Mstep: Class 19 contains 24204 members Mstep: Class 20 contains 2399 members Mstep: Class 21 contains 2326 members Mstep: Class 22 contains 95 members Mstep: Class 23 contains 297 members Mstep: Class 24 contains 6193 members Mstep: Class 25 contains 142846 members Mstep: Class 26 contains 29108 members Mstep: Class 27 contains 12130 members Mstep: Class 28 contains 10884 members Mstep: Class 29 contains 3936 members Mstep: Class 30 contains 873 members Mstep: Class 31 contains 389 members Mstep: Class 32 contains 5682 members Mstep: Class 33 contains 213 members Mstep: Class 34 contains 3856 members Mstep: Class 35 contains 1317 members Mstep: Class 36 contains 12679 members Entering Unmasked Estep ConsiderDeletion Score: -22976590.000000 Penalty: 21255.964844 Iteration 171Q: 37 clusters Score -2.297659e+07 nChanged 182 Entering Unmasked Mstep Mstep: Class 0 contains 24 members Mstep: Class 1 contains 604 members Mstep: Class 2 contains 38495 members Mstep: Class 3 contains 19039 members Mstep: Class 4 contains 1784 members Mstep: Class 5 contains 5322 members Mstep: Class 6 contains 1637 members Mstep: Class 7 contains 3608 members Mstep: Class 8 contains 2124 members Mstep: Class 9 contains 1030 members Mstep: Class 10 contains 93 members Mstep: Class 11 contains 3471 members Mstep: Class 12 contains 22167 members Mstep: Class 13 contains 22502 members Mstep: Class 14 contains 12087 members Mstep: Class 15 contains 10447 members Mstep: Class 16 contains 12308 members Mstep: Class 17 contains 7943 members Mstep: Class 18 contains 8159 members Mstep: Class 19 contains 24204 members Mstep: Class 20 contains 2400 members Mstep: Class 21 contains 2323 members Mstep: Class 22 contains 95 members Mstep: Class 23 contains 297 members Mstep: Class 24 contains 6203 members Mstep: Class 25 contains 142821 members Mstep: Class 26 contains 29086 members Mstep: Class 27 contains 12141 members Mstep: Class 28 contains 10887 members Mstep: Class 29 contains 3936 members Mstep: Class 30 contains 874 members Mstep: Class 31 contains 389 members Mstep: Class 32 contains 5692 members Mstep: Class 33 contains 213 members Mstep: Class 34 contains 3856 members Mstep: Class 35 contains 1318 members Mstep: Class 36 contains 12680 members Entering Unmasked Estep ConsiderDeletion Score: -22976644.000000 Penalty: 21255.964844 Iteration 172Q: 37 clusters Score -2.297664e+07 nChanged 167 Entering Unmasked Mstep Mstep: Class 0 contains 24 members Mstep: Class 1 contains 604 members Mstep: Class 2 contains 38475 members Mstep: Class 3 contains 19041 members Mstep: Class 4 contains 1784 members Mstep: Class 5 contains 5316 members Mstep: Class 6 contains 1639 members Mstep: Class 7 contains 3606 members Mstep: Class 8 contains 2124 members Mstep: Class 9 contains 1030 members Mstep: Class 10 contains 93 members Mstep: Class 11 contains 3472 members Mstep: Class 12 contains 22164 members Mstep: Class 13 contains 22522 members Mstep: Class 14 contains 12100 members Mstep: Class 15 contains 10450 members Mstep: Class 16 contains 12306 members Mstep: Class 17 contains 7948 members Mstep: Class 18 contains 8161 members Mstep: Class 19 contains 24209 members Mstep: Class 20 contains 2402 members Mstep: Class 21 contains 2318 members Mstep: Class 22 contains 95 members Mstep: Class 23 contains 297 members Mstep: Class 24 contains 6213 members Mstep: Class 25 contains 142795 members Mstep: Class 26 contains 29065 members Mstep: Class 27 contains 12152 members Mstep: Class 28 contains 10888 members Mstep: Class 29 contains 3936 members Mstep: Class 30 contains 874 members Mstep: Class 31 contains 389 members Mstep: Class 32 contains 5697 members Mstep: Class 33 contains 213 members Mstep: Class 34 contains 3858 members Mstep: Class 35 contains 1319 members Mstep: Class 36 contains 12680 members Entering Unmasked Estep ConsiderDeletion Score: -22976630.000000 Penalty: 21255.964844 Iteration 173Q: 37 clusters Score -2.297663e+07 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 24 members Mstep: Class 1 contains 604 members Mstep: Class 2 contains 38453 members Mstep: Class 3 contains 19041 members Mstep: Class 4 contains 1784 members Mstep: Class 5 contains 5317 members Mstep: Class 6 contains 1645 members Mstep: Class 7 contains 3605 members Mstep: Class 8 contains 2123 members Mstep: Class 9 contains 1032 members Mstep: Class 10 contains 93 members Mstep: Class 11 contains 3472 members Mstep: Class 12 contains 22165 members Mstep: Class 13 contains 22540 members Mstep: Class 14 contains 12116 members Mstep: Class 15 contains 10449 members Mstep: Class 16 contains 12306 members Mstep: Class 17 contains 7949 members Mstep: Class 18 contains 8158 members Mstep: Class 19 contains 24213 members Mstep: Class 20 contains 2405 members Mstep: Class 21 contains 2315 members Mstep: Class 22 contains 95 members Mstep: Class 23 contains 297 members Mstep: Class 24 contains 6220 members Mstep: Class 25 contains 142782 members Mstep: Class 26 contains 29045 members Mstep: Class 27 contains 12158 members Mstep: Class 28 contains 10889 members Mstep: Class 29 contains 3936 members Mstep: Class 30 contains 874 members Mstep: Class 31 contains 389 members Mstep: Class 32 contains 5694 members Mstep: Class 33 contains 213 members Mstep: Class 34 contains 3858 members Mstep: Class 35 contains 1321 members Mstep: Class 36 contains 12679 members Entering Unmasked Estep ConsiderDeletion Score: -22976684.000000 Penalty: 21255.964844 Iteration 174Q: 37 clusters Score -2.297668e+07 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 24 members Mstep: Class 1 contains 604 members Mstep: Class 2 contains 38439 members Mstep: Class 3 contains 19041 members Mstep: Class 4 contains 1784 members Mstep: Class 5 contains 5311 members Mstep: Class 6 contains 1645 members Mstep: Class 7 contains 3606 members Mstep: Class 8 contains 2123 members Mstep: Class 9 contains 1034 members Mstep: Class 10 contains 93 members Mstep: Class 11 contains 3472 members Mstep: Class 12 contains 22164 members Mstep: Class 13 contains 22551 members Mstep: Class 14 contains 12128 members Mstep: Class 15 contains 10447 members Mstep: Class 16 contains 12304 members Mstep: Class 17 contains 7952 members Mstep: Class 18 contains 8154 members Mstep: Class 19 contains 24218 members Mstep: Class 20 contains 2407 members Mstep: Class 21 contains 2315 members Mstep: Class 22 contains 95 members Mstep: Class 23 contains 297 members Mstep: Class 24 contains 6224 members Mstep: Class 25 contains 142773 members Mstep: Class 26 contains 29024 members Mstep: Class 27 contains 12165 members Mstep: Class 28 contains 10891 members Mstep: Class 29 contains 3936 members Mstep: Class 30 contains 874 members Mstep: Class 31 contains 390 members Mstep: Class 32 contains 5696 members Mstep: Class 33 contains 213 members Mstep: Class 34 contains 3858 members Mstep: Class 35 contains 1326 members Mstep: Class 36 contains 12681 members Entering Unmasked Estep ConsiderDeletion Score: -22976710.000000 Penalty: 21255.964844 Iteration 175Q: 37 clusters Score -2.297671e+07 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 24 members Mstep: Class 1 contains 604 members Mstep: Class 2 contains 38424 members Mstep: Class 3 contains 19042 members Mstep: Class 4 contains 1784 members Mstep: Class 5 contains 5302 members Mstep: Class 6 contains 1645 members Mstep: Class 7 contains 3606 members Mstep: Class 8 contains 2123 members Mstep: Class 9 contains 1035 members Mstep: Class 10 contains 93 members Mstep: Class 11 contains 3472 members Mstep: Class 12 contains 22161 members Mstep: Class 13 contains 22558 members Mstep: Class 14 contains 12139 members Mstep: Class 15 contains 10446 members Mstep: Class 16 contains 12303 members Mstep: Class 17 contains 7960 members Mstep: Class 18 contains 8153 members Mstep: Class 19 contains 24220 members Mstep: Class 20 contains 2409 members Mstep: Class 21 contains 2315 members Mstep: Class 22 contains 95 members Mstep: Class 23 contains 297 members Mstep: Class 24 contains 6231 members Mstep: Class 25 contains 142765 members Mstep: Class 26 contains 29005 members Mstep: Class 27 contains 12168 members Mstep: Class 28 contains 10893 members Mstep: Class 29 contains 3936 members Mstep: Class 30 contains 874 members Mstep: Class 31 contains 390 members Mstep: Class 32 contains 5700 members Mstep: Class 33 contains 213 members Mstep: Class 34 contains 3858 members Mstep: Class 35 contains 1330 members Mstep: Class 36 contains 12686 members Entering Unmasked Estep ConsiderDeletion Score: -22976718.000000 Penalty: 21255.964844 Iteration 176Q: 37 clusters Score -2.297672e+07 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 24 members Mstep: Class 1 contains 604 members Mstep: Class 2 contains 38415 members Mstep: Class 3 contains 19041 members Mstep: Class 4 contains 1783 members Mstep: Class 5 contains 5300 members Mstep: Class 6 contains 1643 members Mstep: Class 7 contains 3606 members Mstep: Class 8 contains 2123 members Mstep: Class 9 contains 1036 members Mstep: Class 10 contains 93 members Mstep: Class 11 contains 3472 members Mstep: Class 12 contains 22160 members Mstep: Class 13 contains 22561 members Mstep: Class 14 contains 12151 members Mstep: Class 15 contains 10446 members Mstep: Class 16 contains 12298 members Mstep: Class 17 contains 7963 members Mstep: Class 18 contains 8153 members Mstep: Class 19 contains 24221 members Mstep: Class 20 contains 2411 members Mstep: Class 21 contains 2315 members Mstep: Class 22 contains 95 members Mstep: Class 23 contains 297 members Mstep: Class 24 contains 6239 members Mstep: Class 25 contains 142756 members Mstep: Class 26 contains 28986 members Mstep: Class 27 contains 12174 members Mstep: Class 28 contains 10895 members Mstep: Class 29 contains 3936 members Mstep: Class 30 contains 875 members Mstep: Class 31 contains 390 members Mstep: Class 32 contains 5705 members Mstep: Class 33 contains 213 members Mstep: Class 34 contains 3858 members Mstep: Class 35 contains 1332 members Mstep: Class 36 contains 12689 members Entering Unmasked Estep ConsiderDeletion Score: -22976678.000000 Penalty: 21255.964844 Iteration 177Q: 37 clusters Score -2.297668e+07 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 24 members Mstep: Class 1 contains 604 members Mstep: Class 2 contains 38406 members Mstep: Class 3 contains 19041 members Mstep: Class 4 contains 1783 members Mstep: Class 5 contains 5295 members Mstep: Class 6 contains 1642 members Mstep: Class 7 contains 3606 members Mstep: Class 8 contains 2124 members Mstep: Class 9 contains 1036 members Mstep: Class 10 contains 93 members Mstep: Class 11 contains 3472 members Mstep: Class 12 contains 22153 members Mstep: Class 13 contains 22566 members Mstep: Class 14 contains 12162 members Mstep: Class 15 contains 10445 members Mstep: Class 16 contains 12294 members Mstep: Class 17 contains 7974 members Mstep: Class 18 contains 8154 members Mstep: Class 19 contains 24228 members Mstep: Class 20 contains 2412 members Mstep: Class 21 contains 2315 members Mstep: Class 22 contains 95 members Mstep: Class 23 contains 297 members Mstep: Class 24 contains 6250 members Mstep: Class 25 contains 142739 members Mstep: Class 26 contains 28964 members Mstep: Class 27 contains 12181 members Mstep: Class 28 contains 10899 members Mstep: Class 29 contains 3936 members Mstep: Class 30 contains 875 members Mstep: Class 31 contains 390 members Mstep: Class 32 contains 5707 members Mstep: Class 33 contains 213 members Mstep: Class 34 contains 3859 members Mstep: Class 35 contains 1334 members Mstep: Class 36 contains 12691 members Entering Unmasked Estep ConsiderDeletion Score: -22976700.000000 Penalty: 21255.964844 Iteration 178Q: 37 clusters Score -2.29767e+07 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 24 members Mstep: Class 1 contains 604 members Mstep: Class 2 contains 38390 members Mstep: Class 3 contains 19042 members Mstep: Class 4 contains 1783 members Mstep: Class 5 contains 5291 members Mstep: Class 6 contains 1642 members Mstep: Class 7 contains 3606 members Mstep: Class 8 contains 2125 members Mstep: Class 9 contains 1036 members Mstep: Class 10 contains 93 members Mstep: Class 11 contains 3472 members Mstep: Class 12 contains 22147 members Mstep: Class 13 contains 22571 members Mstep: Class 14 contains 12173 members Mstep: Class 15 contains 10442 members Mstep: Class 16 contains 12292 members Mstep: Class 17 contains 7985 members Mstep: Class 18 contains 8156 members Mstep: Class 19 contains 24237 members Mstep: Class 20 contains 2413 members Mstep: Class 21 contains 2315 members Mstep: Class 22 contains 95 members Mstep: Class 23 contains 297 members Mstep: Class 24 contains 6262 members Mstep: Class 25 contains 142725 members Mstep: Class 26 contains 28940 members Mstep: Class 27 contains 12189 members Mstep: Class 28 contains 10902 members Mstep: Class 29 contains 3936 members Mstep: Class 30 contains 875 members Mstep: Class 31 contains 390 members Mstep: Class 32 contains 5710 members Mstep: Class 33 contains 213 members Mstep: Class 34 contains 3860 members Mstep: Class 35 contains 1334 members Mstep: Class 36 contains 12692 members Entering Unmasked Estep ConsiderDeletion Score: -22976692.000000 Penalty: 21255.964844 Iteration 179Q: 37 clusters Score -2.297669e+07 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 24 members Mstep: Class 1 contains 604 members Mstep: Class 2 contains 38378 members Mstep: Class 3 contains 19043 members Mstep: Class 4 contains 1783 members Mstep: Class 5 contains 5286 members Mstep: Class 6 contains 1642 members Mstep: Class 7 contains 3606 members Mstep: Class 8 contains 2125 members Mstep: Class 9 contains 1036 members Mstep: Class 10 contains 93 members Mstep: Class 11 contains 3472 members Mstep: Class 12 contains 22146 members Mstep: Class 13 contains 22577 members Mstep: Class 14 contains 12181 members Mstep: Class 15 contains 10442 members Mstep: Class 16 contains 12290 members Mstep: Class 17 contains 7989 members Mstep: Class 18 contains 8155 members Mstep: Class 19 contains 24244 members Mstep: Class 20 contains 2414 members Mstep: Class 21 contains 2315 members Mstep: Class 22 contains 95 members Mstep: Class 23 contains 297 members Mstep: Class 24 contains 6274 members Mstep: Class 25 contains 142714 members Mstep: Class 26 contains 28919 members Mstep: Class 27 contains 12195 members Mstep: Class 28 contains 10903 members Mstep: Class 29 contains 3936 members Mstep: Class 30 contains 875 members Mstep: Class 31 contains 390 members Mstep: Class 32 contains 5716 members Mstep: Class 33 contains 213 members Mstep: Class 34 contains 3862 members Mstep: Class 35 contains 1334 members Mstep: Class 36 contains 12691 members Entering Unmasked Estep ConsiderDeletion Score: -22976712.000000 Penalty: 21255.964844 Iteration 180F: 37 clusters Score -2.297671e+07 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 24 members Mstep: Class 1 contains 604 members Mstep: Class 2 contains 38360 members Mstep: Class 3 contains 19045 members Mstep: Class 4 contains 1783 members Mstep: Class 5 contains 5287 members Mstep: Class 6 contains 1643 members Mstep: Class 7 contains 3606 members Mstep: Class 8 contains 2123 members Mstep: Class 9 contains 1036 members Mstep: Class 10 contains 93 members Mstep: Class 11 contains 3472 members Mstep: Class 12 contains 22143 members Mstep: Class 13 contains 22584 members Mstep: Class 14 contains 12190 members Mstep: Class 15 contains 10443 members Mstep: Class 16 contains 12288 members Mstep: Class 17 contains 7990 members Mstep: Class 18 contains 8154 members Mstep: Class 19 contains 24246 members Mstep: Class 20 contains 2416 members Mstep: Class 21 contains 2316 members Mstep: Class 22 contains 95 members Mstep: Class 23 contains 298 members Mstep: Class 24 contains 6286 members Mstep: Class 25 contains 142704 members Mstep: Class 26 contains 28903 members Mstep: Class 27 contains 12199 members Mstep: Class 28 contains 10904 members Mstep: Class 29 contains 3936 members Mstep: Class 30 contains 874 members Mstep: Class 31 contains 390 members Mstep: Class 32 contains 5721 members Mstep: Class 33 contains 213 members Mstep: Class 34 contains 3865 members Mstep: Class 35 contains 1336 members Mstep: Class 36 contains 12689 members Entering Unmasked Estep ConsiderDeletion Score: -22976702.000000 Penalty: 21255.964844 Iteration 181Q: 37 clusters Score -2.29767e+07 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 24 members Mstep: Class 1 contains 604 members Mstep: Class 2 contains 38340 members Mstep: Class 3 contains 19045 members Mstep: Class 4 contains 1783 members Mstep: Class 5 contains 5294 members Mstep: Class 6 contains 1644 members Mstep: Class 7 contains 3606 members Mstep: Class 8 contains 2122 members Mstep: Class 9 contains 1036 members Mstep: Class 10 contains 93 members Mstep: Class 11 contains 3472 members Mstep: Class 12 contains 22138 members Mstep: Class 13 contains 22592 members Mstep: Class 14 contains 12199 members Mstep: Class 15 contains 10444 members Mstep: Class 16 contains 12287 members Mstep: Class 17 contains 8003 members Mstep: Class 18 contains 8152 members Mstep: Class 19 contains 24248 members Mstep: Class 20 contains 2416 members Mstep: Class 21 contains 2315 members Mstep: Class 22 contains 95 members Mstep: Class 23 contains 299 members Mstep: Class 24 contains 6294 members Mstep: Class 25 contains 142690 members Mstep: Class 26 contains 28888 members Mstep: Class 27 contains 12203 members Mstep: Class 28 contains 10904 members Mstep: Class 29 contains 3935 members Mstep: Class 30 contains 873 members Mstep: Class 31 contains 390 members Mstep: Class 32 contains 5726 members Mstep: Class 33 contains 213 members Mstep: Class 34 contains 3867 members Mstep: Class 35 contains 1337 members Mstep: Class 36 contains 12688 members Entering Unmasked Estep ConsiderDeletion Score: -22976714.000000 Penalty: 21255.964844 Iteration 182Q: 37 clusters Score -2.297671e+07 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 24 members Mstep: Class 1 contains 604 members Mstep: Class 2 contains 38323 members Mstep: Class 3 contains 19044 members Mstep: Class 4 contains 1783 members Mstep: Class 5 contains 5301 members Mstep: Class 6 contains 1644 members Mstep: Class 7 contains 3606 members Mstep: Class 8 contains 2122 members Mstep: Class 9 contains 1037 members Mstep: Class 10 contains 93 members Mstep: Class 11 contains 3472 members Mstep: Class 12 contains 22132 members Mstep: Class 13 contains 22598 members Mstep: Class 14 contains 12209 members Mstep: Class 15 contains 10444 members Mstep: Class 16 contains 12287 members Mstep: Class 17 contains 8011 members Mstep: Class 18 contains 8152 members Mstep: Class 19 contains 24248 members Mstep: Class 20 contains 2416 members Mstep: Class 21 contains 2315 members Mstep: Class 22 contains 95 members Mstep: Class 23 contains 300 members Mstep: Class 24 contains 6300 members Mstep: Class 25 contains 142681 members Mstep: Class 26 contains 28868 members Mstep: Class 27 contains 12206 members Mstep: Class 28 contains 10904 members Mstep: Class 29 contains 3935 members Mstep: Class 30 contains 873 members Mstep: Class 31 contains 390 members Mstep: Class 32 contains 5735 members Mstep: Class 33 contains 213 members Mstep: Class 34 contains 3868 members Mstep: Class 35 contains 1338 members Mstep: Class 36 contains 12688 members Entering Unmasked Estep ConsiderDeletion Score: -22976720.000000 Penalty: 21255.964844 Iteration 183Q: 37 clusters Score -2.297672e+07 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 24 members Mstep: Class 1 contains 604 members Mstep: Class 2 contains 38308 members Mstep: Class 3 contains 19043 members Mstep: Class 4 contains 1784 members Mstep: Class 5 contains 5302 members Mstep: Class 6 contains 1644 members Mstep: Class 7 contains 3606 members Mstep: Class 8 contains 2123 members Mstep: Class 9 contains 1038 members Mstep: Class 10 contains 93 members Mstep: Class 11 contains 3472 members Mstep: Class 12 contains 22136 members Mstep: Class 13 contains 22605 members Mstep: Class 14 contains 12215 members Mstep: Class 15 contains 10445 members Mstep: Class 16 contains 12286 members Mstep: Class 17 contains 8022 members Mstep: Class 18 contains 8150 members Mstep: Class 19 contains 24251 members Mstep: Class 20 contains 2416 members Mstep: Class 21 contains 2315 members Mstep: Class 22 contains 95 members Mstep: Class 23 contains 299 members Mstep: Class 24 contains 6301 members Mstep: Class 25 contains 142665 members Mstep: Class 26 contains 28851 members Mstep: Class 27 contains 12210 members Mstep: Class 28 contains 10905 members Mstep: Class 29 contains 3935 members Mstep: Class 30 contains 874 members Mstep: Class 31 contains 390 members Mstep: Class 32 contains 5742 members Mstep: Class 33 contains 213 members Mstep: Class 34 contains 3872 members Mstep: Class 35 contains 1337 members Mstep: Class 36 contains 12688 members Entering Unmasked Estep ConsiderDeletion Score: -22976728.000000 Penalty: 21255.964844 Iteration 184Q: 37 clusters Score -2.297673e+07 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 24 members Mstep: Class 1 contains 604 members Mstep: Class 2 contains 38295 members Mstep: Class 3 contains 19044 members Mstep: Class 4 contains 1784 members Mstep: Class 5 contains 5300 members Mstep: Class 6 contains 1644 members Mstep: Class 7 contains 3606 members Mstep: Class 8 contains 2123 members Mstep: Class 9 contains 1038 members Mstep: Class 10 contains 93 members Mstep: Class 11 contains 3472 members Mstep: Class 12 contains 22142 members Mstep: Class 13 contains 22613 members Mstep: Class 14 contains 12226 members Mstep: Class 15 contains 10445 members Mstep: Class 16 contains 12287 members Mstep: Class 17 contains 8030 members Mstep: Class 18 contains 8148 members Mstep: Class 19 contains 24253 members Mstep: Class 20 contains 2416 members Mstep: Class 21 contains 2315 members Mstep: Class 22 contains 95 members Mstep: Class 23 contains 297 members Mstep: Class 24 contains 6304 members Mstep: Class 25 contains 142648 members Mstep: Class 26 contains 28832 members Mstep: Class 27 contains 12212 members Mstep: Class 28 contains 10905 members Mstep: Class 29 contains 3935 members Mstep: Class 30 contains 876 members Mstep: Class 31 contains 390 members Mstep: Class 32 contains 5748 members Mstep: Class 33 contains 213 members Mstep: Class 34 contains 3879 members Mstep: Class 35 contains 1336 members Mstep: Class 36 contains 12687 members Entering Unmasked Estep ConsiderDeletion Score: -22976684.000000 Penalty: 21255.964844 Iteration 185Q: 37 clusters Score -2.297668e+07 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 24 members Mstep: Class 1 contains 604 members Mstep: Class 2 contains 38279 members Mstep: Class 3 contains 19043 members Mstep: Class 4 contains 1784 members Mstep: Class 5 contains 5297 members Mstep: Class 6 contains 1645 members Mstep: Class 7 contains 3605 members Mstep: Class 8 contains 2123 members Mstep: Class 9 contains 1038 members Mstep: Class 10 contains 93 members Mstep: Class 11 contains 3472 members Mstep: Class 12 contains 22147 members Mstep: Class 13 contains 22621 members Mstep: Class 14 contains 12237 members Mstep: Class 15 contains 10446 members Mstep: Class 16 contains 12289 members Mstep: Class 17 contains 8044 members Mstep: Class 18 contains 8144 members Mstep: Class 19 contains 24261 members Mstep: Class 20 contains 2416 members Mstep: Class 21 contains 2315 members Mstep: Class 22 contains 95 members Mstep: Class 23 contains 294 members Mstep: Class 24 contains 6305 members Mstep: Class 25 contains 142628 members Mstep: Class 26 contains 28811 members Mstep: Class 27 contains 12218 members Mstep: Class 28 contains 10904 members Mstep: Class 29 contains 3935 members Mstep: Class 30 contains 876 members Mstep: Class 31 contains 390 members Mstep: Class 32 contains 5752 members Mstep: Class 33 contains 213 members Mstep: Class 34 contains 3886 members Mstep: Class 35 contains 1337 members Mstep: Class 36 contains 12688 members Entering Unmasked Estep ConsiderDeletion Score: -22976718.000000 Penalty: 21255.964844 Iteration 186Q: 37 clusters Score -2.297672e+07 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 24 members Mstep: Class 1 contains 604 members Mstep: Class 2 contains 38263 members Mstep: Class 3 contains 19043 members Mstep: Class 4 contains 1783 members Mstep: Class 5 contains 5299 members Mstep: Class 6 contains 1645 members Mstep: Class 7 contains 3604 members Mstep: Class 8 contains 2124 members Mstep: Class 9 contains 1038 members Mstep: Class 10 contains 93 members Mstep: Class 11 contains 3472 members Mstep: Class 12 contains 22153 members Mstep: Class 13 contains 22630 members Mstep: Class 14 contains 12245 members Mstep: Class 15 contains 10445 members Mstep: Class 16 contains 12287 members Mstep: Class 17 contains 8049 members Mstep: Class 18 contains 8140 members Mstep: Class 19 contains 24267 members Mstep: Class 20 contains 2417 members Mstep: Class 21 contains 2316 members Mstep: Class 22 contains 95 members Mstep: Class 23 contains 293 members Mstep: Class 24 contains 6306 members Mstep: Class 25 contains 142618 members Mstep: Class 26 contains 28790 members Mstep: Class 27 contains 12223 members Mstep: Class 28 contains 10903 members Mstep: Class 29 contains 3935 members Mstep: Class 30 contains 877 members Mstep: Class 31 contains 390 members Mstep: Class 32 contains 5757 members Mstep: Class 33 contains 213 members Mstep: Class 34 contains 3894 members Mstep: Class 35 contains 1337 members Mstep: Class 36 contains 12687 members Entering Unmasked Estep ConsiderDeletion Score: -22976726.000000 Penalty: 21255.964844 Iteration 187Q: 37 clusters Score -2.297673e+07 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 24 members Mstep: Class 1 contains 604 members Mstep: Class 2 contains 38251 members Mstep: Class 3 contains 19045 members Mstep: Class 4 contains 1782 members Mstep: Class 5 contains 5300 members Mstep: Class 6 contains 1646 members Mstep: Class 7 contains 3604 members Mstep: Class 8 contains 2124 members Mstep: Class 9 contains 1038 members Mstep: Class 10 contains 93 members Mstep: Class 11 contains 3472 members Mstep: Class 12 contains 22167 members Mstep: Class 13 contains 22635 members Mstep: Class 14 contains 12252 members Mstep: Class 15 contains 10445 members Mstep: Class 16 contains 12289 members Mstep: Class 17 contains 8046 members Mstep: Class 18 contains 8137 members Mstep: Class 19 contains 24270 members Mstep: Class 20 contains 2418 members Mstep: Class 21 contains 2317 members Mstep: Class 22 contains 95 members Mstep: Class 23 contains 290 members Mstep: Class 24 contains 6308 members Mstep: Class 25 contains 142602 members Mstep: Class 26 contains 28774 members Mstep: Class 27 contains 12227 members Mstep: Class 28 contains 10904 members Mstep: Class 29 contains 3935 members Mstep: Class 30 contains 880 members Mstep: Class 31 contains 390 members Mstep: Class 32 contains 5761 members Mstep: Class 33 contains 213 members Mstep: Class 34 contains 3899 members Mstep: Class 35 contains 1336 members Mstep: Class 36 contains 12686 members Entering Unmasked Estep ConsiderDeletion Score: -22976686.000000 Penalty: 21255.964844 Iteration 188Q: 37 clusters Score -2.297669e+07 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 24 members Mstep: Class 1 contains 604 members Mstep: Class 2 contains 38232 members Mstep: Class 3 contains 19045 members Mstep: Class 4 contains 1783 members Mstep: Class 5 contains 5301 members Mstep: Class 6 contains 1648 members Mstep: Class 7 contains 3604 members Mstep: Class 8 contains 2124 members Mstep: Class 9 contains 1038 members Mstep: Class 10 contains 93 members Mstep: Class 11 contains 3472 members Mstep: Class 12 contains 22181 members Mstep: Class 13 contains 22643 members Mstep: Class 14 contains 12259 members Mstep: Class 15 contains 10445 members Mstep: Class 16 contains 12290 members Mstep: Class 17 contains 8045 members Mstep: Class 18 contains 8134 members Mstep: Class 19 contains 24268 members Mstep: Class 20 contains 2418 members Mstep: Class 21 contains 2317 members Mstep: Class 22 contains 95 members Mstep: Class 23 contains 284 members Mstep: Class 24 contains 6310 members Mstep: Class 25 contains 142591 members Mstep: Class 26 contains 28763 members Mstep: Class 27 contains 12231 members Mstep: Class 28 contains 10904 members Mstep: Class 29 contains 3935 members Mstep: Class 30 contains 887 members Mstep: Class 31 contains 389 members Mstep: Class 32 contains 5764 members Mstep: Class 33 contains 213 members Mstep: Class 34 contains 3901 members Mstep: Class 35 contains 1336 members Mstep: Class 36 contains 12688 members Entering Unmasked Estep ConsiderDeletion Score: -22976734.000000 Penalty: 21255.964844 Iteration 189Q: 37 clusters Score -2.297673e+07 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 24 members Mstep: Class 1 contains 604 members Mstep: Class 2 contains 38214 members Mstep: Class 3 contains 19046 members Mstep: Class 4 contains 1783 members Mstep: Class 5 contains 5301 members Mstep: Class 6 contains 1651 members Mstep: Class 7 contains 3603 members Mstep: Class 8 contains 2124 members Mstep: Class 9 contains 1038 members Mstep: Class 10 contains 93 members Mstep: Class 11 contains 3472 members Mstep: Class 12 contains 22195 members Mstep: Class 13 contains 22649 members Mstep: Class 14 contains 12261 members Mstep: Class 15 contains 10445 members Mstep: Class 16 contains 12291 members Mstep: Class 17 contains 8047 members Mstep: Class 18 contains 8128 members Mstep: Class 19 contains 24265 members Mstep: Class 20 contains 2418 members Mstep: Class 21 contains 2318 members Mstep: Class 22 contains 95 members Mstep: Class 23 contains 282 members Mstep: Class 24 contains 6312 members Mstep: Class 25 contains 142587 members Mstep: Class 26 contains 28755 members Mstep: Class 27 contains 12233 members Mstep: Class 28 contains 10904 members Mstep: Class 29 contains 3935 members Mstep: Class 30 contains 892 members Mstep: Class 31 contains 390 members Mstep: Class 32 contains 5765 members Mstep: Class 33 contains 213 members Mstep: Class 34 contains 3901 members Mstep: Class 35 contains 1336 members Mstep: Class 36 contains 12689 members Entering Unmasked Estep ConsiderDeletion Score: -22976730.000000 Penalty: 21255.964844 Iteration 190Q: 37 clusters Score -2.297673e+07 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 24 members Mstep: Class 1 contains 604 members Mstep: Class 2 contains 38206 members Mstep: Class 3 contains 19046 members Mstep: Class 4 contains 1782 members Mstep: Class 5 contains 5301 members Mstep: Class 6 contains 1651 members Mstep: Class 7 contains 3603 members Mstep: Class 8 contains 2123 members Mstep: Class 9 contains 1038 members Mstep: Class 10 contains 93 members Mstep: Class 11 contains 3472 members Mstep: Class 12 contains 22202 members Mstep: Class 13 contains 22650 members Mstep: Class 14 contains 12262 members Mstep: Class 15 contains 10446 members Mstep: Class 16 contains 12291 members Mstep: Class 17 contains 8049 members Mstep: Class 18 contains 8120 members Mstep: Class 19 contains 24270 members Mstep: Class 20 contains 2419 members Mstep: Class 21 contains 2319 members Mstep: Class 22 contains 95 members Mstep: Class 23 contains 279 members Mstep: Class 24 contains 6314 members Mstep: Class 25 contains 142583 members Mstep: Class 26 contains 28748 members Mstep: Class 27 contains 12235 members Mstep: Class 28 contains 10904 members Mstep: Class 29 contains 3936 members Mstep: Class 30 contains 895 members Mstep: Class 31 contains 390 members Mstep: Class 32 contains 5767 members Mstep: Class 33 contains 213 members Mstep: Class 34 contains 3905 members Mstep: Class 35 contains 1336 members Mstep: Class 36 contains 12688 members Entering Unmasked Estep ConsiderDeletion Score: -22976708.000000 Penalty: 21255.964844 Iteration 191Q: 37 clusters Score -2.297671e+07 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 24 members Mstep: Class 1 contains 604 members Mstep: Class 2 contains 38204 members Mstep: Class 3 contains 19045 members Mstep: Class 4 contains 1782 members Mstep: Class 5 contains 5301 members Mstep: Class 6 contains 1651 members Mstep: Class 7 contains 3602 members Mstep: Class 8 contains 2124 members Mstep: Class 9 contains 1038 members Mstep: Class 10 contains 93 members Mstep: Class 11 contains 3472 members Mstep: Class 12 contains 22208 members Mstep: Class 13 contains 22650 members Mstep: Class 14 contains 12263 members Mstep: Class 15 contains 10446 members Mstep: Class 16 contains 12291 members Mstep: Class 17 contains 8049 members Mstep: Class 18 contains 8111 members Mstep: Class 19 contains 24270 members Mstep: Class 20 contains 2419 members Mstep: Class 21 contains 2319 members Mstep: Class 22 contains 95 members Mstep: Class 23 contains 280 members Mstep: Class 24 contains 6317 members Mstep: Class 25 contains 142580 members Mstep: Class 26 contains 28738 members Mstep: Class 27 contains 12238 members Mstep: Class 28 contains 10904 members Mstep: Class 29 contains 3936 members Mstep: Class 30 contains 898 members Mstep: Class 31 contains 390 members Mstep: Class 32 contains 5772 members Mstep: Class 33 contains 213 members Mstep: Class 34 contains 3909 members Mstep: Class 35 contains 1335 members Mstep: Class 36 contains 12688 members Entering Unmasked Estep ConsiderDeletion Score: -22976742.000000 Penalty: 21255.964844 Iteration 192Q: 37 clusters Score -2.297674e+07 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 24 members Mstep: Class 1 contains 603 members Mstep: Class 2 contains 38193 members Mstep: Class 3 contains 19047 members Mstep: Class 4 contains 1782 members Mstep: Class 5 contains 5302 members Mstep: Class 6 contains 1651 members Mstep: Class 7 contains 3602 members Mstep: Class 8 contains 2124 members Mstep: Class 9 contains 1038 members Mstep: Class 10 contains 93 members Mstep: Class 11 contains 3472 members Mstep: Class 12 contains 22221 members Mstep: Class 13 contains 22651 members Mstep: Class 14 contains 12265 members Mstep: Class 15 contains 10446 members Mstep: Class 16 contains 12290 members Mstep: Class 17 contains 8051 members Mstep: Class 18 contains 8103 members Mstep: Class 19 contains 24264 members Mstep: Class 20 contains 2419 members Mstep: Class 21 contains 2319 members Mstep: Class 22 contains 95 members Mstep: Class 23 contains 282 members Mstep: Class 24 contains 6318 members Mstep: Class 25 contains 142574 members Mstep: Class 26 contains 28732 members Mstep: Class 27 contains 12243 members Mstep: Class 28 contains 10904 members Mstep: Class 29 contains 3936 members Mstep: Class 30 contains 900 members Mstep: Class 31 contains 390 members Mstep: Class 32 contains 5779 members Mstep: Class 33 contains 213 members Mstep: Class 34 contains 3910 members Mstep: Class 35 contains 1335 members Mstep: Class 36 contains 12688 members Entering Unmasked Estep ConsiderDeletion Score: -22976772.000000 Penalty: 21255.964844 Iteration 193Q: 37 clusters Score -2.297677e+07 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 24 members Mstep: Class 1 contains 602 members Mstep: Class 2 contains 38185 members Mstep: Class 3 contains 19047 members Mstep: Class 4 contains 1782 members Mstep: Class 5 contains 5303 members Mstep: Class 6 contains 1651 members Mstep: Class 7 contains 3603 members Mstep: Class 8 contains 2123 members Mstep: Class 9 contains 1038 members Mstep: Class 10 contains 93 members Mstep: Class 11 contains 3472 members Mstep: Class 12 contains 22226 members Mstep: Class 13 contains 22652 members Mstep: Class 14 contains 12266 members Mstep: Class 15 contains 10445 members Mstep: Class 16 contains 12289 members Mstep: Class 17 contains 8053 members Mstep: Class 18 contains 8094 members Mstep: Class 19 contains 24265 members Mstep: Class 20 contains 2419 members Mstep: Class 21 contains 2319 members Mstep: Class 22 contains 95 members Mstep: Class 23 contains 284 members Mstep: Class 24 contains 6323 members Mstep: Class 25 contains 142570 members Mstep: Class 26 contains 28724 members Mstep: Class 27 contains 12248 members Mstep: Class 28 contains 10905 members Mstep: Class 29 contains 3936 members Mstep: Class 30 contains 900 members Mstep: Class 31 contains 390 members Mstep: Class 32 contains 5785 members Mstep: Class 33 contains 213 members Mstep: Class 34 contains 3912 members Mstep: Class 35 contains 1335 members Mstep: Class 36 contains 12688 members Entering Unmasked Estep ConsiderDeletion Score: -22976744.000000 Penalty: 21255.964844 Iteration 194Q: 37 clusters Score -2.297674e+07 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 24 members Mstep: Class 1 contains 602 members Mstep: Class 2 contains 38172 members Mstep: Class 3 contains 19047 members Mstep: Class 4 contains 1782 members Mstep: Class 5 contains 5306 members Mstep: Class 6 contains 1651 members Mstep: Class 7 contains 3601 members Mstep: Class 8 contains 2123 members Mstep: Class 9 contains 1038 members Mstep: Class 10 contains 93 members Mstep: Class 11 contains 3472 members Mstep: Class 12 contains 22230 members Mstep: Class 13 contains 22651 members Mstep: Class 14 contains 12268 members Mstep: Class 15 contains 10444 members Mstep: Class 16 contains 12289 members Mstep: Class 17 contains 8052 members Mstep: Class 18 contains 8085 members Mstep: Class 19 contains 24271 members Mstep: Class 20 contains 2419 members Mstep: Class 21 contains 2319 members Mstep: Class 22 contains 95 members Mstep: Class 23 contains 284 members Mstep: Class 24 contains 6331 members Mstep: Class 25 contains 142574 members Mstep: Class 26 contains 28714 members Mstep: Class 27 contains 12253 members Mstep: Class 28 contains 10907 members Mstep: Class 29 contains 3936 members Mstep: Class 30 contains 900 members Mstep: Class 31 contains 390 members Mstep: Class 32 contains 5787 members Mstep: Class 33 contains 213 members Mstep: Class 34 contains 3913 members Mstep: Class 35 contains 1335 members Mstep: Class 36 contains 12688 members Entering Unmasked Estep ConsiderDeletion Score: -22976744.000000 Penalty: 21255.964844 Iteration 195Q: 37 clusters Score -2.297674e+07 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 24 members Mstep: Class 1 contains 602 members Mstep: Class 2 contains 38166 members Mstep: Class 3 contains 19047 members Mstep: Class 4 contains 1782 members Mstep: Class 5 contains 5304 members Mstep: Class 6 contains 1651 members Mstep: Class 7 contains 3598 members Mstep: Class 8 contains 2122 members Mstep: Class 9 contains 1038 members Mstep: Class 10 contains 93 members Mstep: Class 11 contains 3472 members Mstep: Class 12 contains 22233 members Mstep: Class 13 contains 22651 members Mstep: Class 14 contains 12271 members Mstep: Class 15 contains 10444 members Mstep: Class 16 contains 12286 members Mstep: Class 17 contains 8059 members Mstep: Class 18 contains 8078 members Mstep: Class 19 contains 24275 members Mstep: Class 20 contains 2419 members Mstep: Class 21 contains 2319 members Mstep: Class 22 contains 95 members Mstep: Class 23 contains 284 members Mstep: Class 24 contains 6337 members Mstep: Class 25 contains 142567 members Mstep: Class 26 contains 28704 members Mstep: Class 27 contains 12264 members Mstep: Class 28 contains 10908 members Mstep: Class 29 contains 3936 members Mstep: Class 30 contains 900 members Mstep: Class 31 contains 390 members Mstep: Class 32 contains 5791 members Mstep: Class 33 contains 213 members Mstep: Class 34 contains 3914 members Mstep: Class 35 contains 1334 members Mstep: Class 36 contains 12688 members Entering Unmasked Estep ConsiderDeletion Score: -22976728.000000 Penalty: 21255.964844 Iteration 196Q: 37 clusters Score -2.297673e+07 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 24 members Mstep: Class 1 contains 602 members Mstep: Class 2 contains 38160 members Mstep: Class 3 contains 19047 members Mstep: Class 4 contains 1782 members Mstep: Class 5 contains 5305 members Mstep: Class 6 contains 1651 members Mstep: Class 7 contains 3598 members Mstep: Class 8 contains 2122 members Mstep: Class 9 contains 1038 members Mstep: Class 10 contains 93 members Mstep: Class 11 contains 3472 members Mstep: Class 12 contains 22230 members Mstep: Class 13 contains 22651 members Mstep: Class 14 contains 12271 members Mstep: Class 15 contains 10444 members Mstep: Class 16 contains 12284 members Mstep: Class 17 contains 8066 members Mstep: Class 18 contains 8075 members Mstep: Class 19 contains 24282 members Mstep: Class 20 contains 2419 members Mstep: Class 21 contains 2319 members Mstep: Class 22 contains 95 members Mstep: Class 23 contains 284 members Mstep: Class 24 contains 6343 members Mstep: Class 25 contains 142561 members Mstep: Class 26 contains 28696 members Mstep: Class 27 contains 12270 members Mstep: Class 28 contains 10908 members Mstep: Class 29 contains 3936 members Mstep: Class 30 contains 900 members Mstep: Class 31 contains 390 members Mstep: Class 32 contains 5792 members Mstep: Class 33 contains 213 members Mstep: Class 34 contains 3914 members Mstep: Class 35 contains 1334 members Mstep: Class 36 contains 12688 members Entering Unmasked Estep ConsiderDeletion Score: -22976696.000000 Penalty: 21255.964844 Iteration 197Q: 37 clusters Score -2.29767e+07 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 24 members Mstep: Class 1 contains 602 members Mstep: Class 2 contains 38154 members Mstep: Class 3 contains 19045 members Mstep: Class 4 contains 1782 members Mstep: Class 5 contains 5306 members Mstep: Class 6 contains 1649 members Mstep: Class 7 contains 3598 members Mstep: Class 8 contains 2122 members Mstep: Class 9 contains 1040 members Mstep: Class 10 contains 93 members Mstep: Class 11 contains 3472 members Mstep: Class 12 contains 22224 members Mstep: Class 13 contains 22652 members Mstep: Class 14 contains 12271 members Mstep: Class 15 contains 10441 members Mstep: Class 16 contains 12284 members Mstep: Class 17 contains 8070 members Mstep: Class 18 contains 8071 members Mstep: Class 19 contains 24287 members Mstep: Class 20 contains 2419 members Mstep: Class 21 contains 2319 members Mstep: Class 22 contains 95 members Mstep: Class 23 contains 284 members Mstep: Class 24 contains 6351 members Mstep: Class 25 contains 142563 members Mstep: Class 26 contains 28690 members Mstep: Class 27 contains 12272 members Mstep: Class 28 contains 10908 members Mstep: Class 29 contains 3936 members Mstep: Class 30 contains 900 members Mstep: Class 31 contains 390 members Mstep: Class 32 contains 5795 members Mstep: Class 33 contains 213 members Mstep: Class 34 contains 3914 members Mstep: Class 35 contains 1335 members Mstep: Class 36 contains 12688 members Entering Unmasked Estep ConsiderDeletion Score: -22976702.000000 Penalty: 21255.964844 Iteration 198Q: 37 clusters Score -2.29767e+07 nChanged 51 Entering ConstructFrom: Score: -22976702.000000 Penalty: 21255.964844 Entering ConstructFrom: Trying to split cluster 1 (602 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 602 members Entering Unmasked Estep Score: -27482.675781 Penalty: 291.211731 Iteration 0F: 2 clusters Score -27482.68 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 292 members Entering Unmasked Estep Score: -26970.541016 Penalty: 582.423462 Iteration 0F: 3 clusters Score -26970.54 nChanged 220 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 322 members Mstep: Class 2 contains 280 members Entering Unmasked Estep Score: -27160.867188 Penalty: 582.423462 Iteration 1F: 3 clusters Score -27160.87 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 336 members Mstep: Class 2 contains 266 members Entering Unmasked Estep Score: -27220.988281 Penalty: 582.423462 Iteration 2F: 3 clusters Score -27220.99 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 357 members Mstep: Class 2 contains 245 members Entering Unmasked Estep Score: -27246.978516 Penalty: 582.423462 Iteration 3F: 3 clusters Score -27246.98 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 376 members Mstep: Class 2 contains 226 members Entering Unmasked Estep Score: -27264.583984 Penalty: 582.423462 Iteration 4Q: 3 clusters Score -27264.58 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 386 members Mstep: Class 2 contains 216 members Entering Unmasked Estep Score: -27272.001953 Penalty: 582.423462 Iteration 5Q: 3 clusters Score -27272 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 396 members Mstep: Class 2 contains 206 members Entering Unmasked Estep Score: -27278.656250 Penalty: 582.423462 Iteration 6Q: 3 clusters Score -27278.66 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 407 members Mstep: Class 2 contains 195 members Entering Unmasked Estep Score: -27287.429688 Penalty: 582.423462 Iteration 7Q: 3 clusters Score -27287.43 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 419 members Mstep: Class 2 contains 183 members Entering Unmasked Estep Score: -27297.474609 Penalty: 582.423462 Iteration 8Q: 3 clusters Score -27297.47 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 422 members Mstep: Class 2 contains 180 members Entering Unmasked Estep Score: -27309.691406 Penalty: 582.423462 Iteration 9Q: 3 clusters Score -27309.69 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 424 members Mstep: Class 2 contains 178 members Entering Unmasked Estep Score: -27327.359375 Penalty: 582.423462 Iteration 10Q: 3 clusters Score -27327.36 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 423 members Mstep: Class 2 contains 179 members Entering Unmasked Estep Score: -27333.730469 Penalty: 582.423462 Iteration 11Q: 3 clusters Score -27333.73 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 420 members Mstep: Class 2 contains 182 members Entering Unmasked Estep Score: -27339.912109 Penalty: 582.423462 Iteration 12Q: 3 clusters Score -27339.91 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 414 members Mstep: Class 2 contains 188 members Entering Unmasked Estep Score: -27352.023438 Penalty: 582.423462 Iteration 13Q: 3 clusters Score -27352.02 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 403 members Mstep: Class 2 contains 199 members Entering Unmasked Estep Score: -27371.144531 Penalty: 582.423462 Iteration 14Q: 3 clusters Score -27371.14 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 392 members Mstep: Class 2 contains 210 members Entering Unmasked Estep Score: -27391.792969 Penalty: 582.423462 Iteration 15Q: 3 clusters Score -27391.79 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 387 members Mstep: Class 2 contains 215 members Entering Unmasked Estep Score: -27410.953125 Penalty: 582.423462 Iteration 16Q: 3 clusters Score -27410.95 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 379 members Mstep: Class 2 contains 223 members Entering Unmasked Estep Score: -27423.105469 Penalty: 582.423462 Iteration 17Q: 3 clusters Score -27423.11 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 371 members Mstep: Class 2 contains 231 members Entering Unmasked Estep Score: -27429.148438 Penalty: 582.423462 Iteration 18Q: 3 clusters Score -27429.15 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 366 members Mstep: Class 2 contains 236 members Entering Unmasked Estep Score: -27431.373047 Penalty: 582.423462 Iteration 19Q: 3 clusters Score -27431.37 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 361 members Mstep: Class 2 contains 241 members Entering Unmasked Estep Score: -27433.337891 Penalty: 582.423462 Iteration 20F: 3 clusters Score -27433.34 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 355 members Mstep: Class 2 contains 247 members Entering Unmasked Estep Score: -27434.863281 Penalty: 582.423462 Iteration 21Q: 3 clusters Score -27434.86 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 354 members Mstep: Class 2 contains 248 members Entering Unmasked Estep Score: -27437.703125 Penalty: 582.423462 Iteration 22Q: 3 clusters Score -27437.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 353 members Mstep: Class 2 contains 249 members Entering Unmasked Estep Score: -27440.982422 Penalty: 582.423462 Iteration 23Q: 3 clusters Score -27440.98 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 351 members Mstep: Class 2 contains 251 members Entering Unmasked Estep Score: -27441.273438 Penalty: 582.423462 Iteration 24Q: 3 clusters Score -27441.27 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 351 members Mstep: Class 2 contains 251 members Entering Unmasked Estep Score: -27441.273438 Penalty: 582.423462 Iteration 25F: 3 clusters Score -27441.27 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (38143 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38143 members Entering Unmasked Estep Score: -2112467.000000 Penalty: 479.983917 Iteration 0F: 2 clusters Score -2112467 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19003 members Mstep: Class 2 contains 19140 members Entering Unmasked Estep Score: -2086806.125000 Penalty: 959.967834 Iteration 0F: 3 clusters Score -2086806 nChanged 18314 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17789 members Mstep: Class 2 contains 20354 members Entering Unmasked Estep Score: -2097864.000000 Penalty: 959.967834 Iteration 1F: 3 clusters Score -2097864 nChanged 1829 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17156 members Mstep: Class 2 contains 20987 members Entering Unmasked Estep Score: -2098659.750000 Penalty: 959.967834 Iteration 2Q: 3 clusters Score -2098660 nChanged 2058 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16354 members Mstep: Class 2 contains 21789 members Entering Unmasked Estep Score: -2099871.250000 Penalty: 959.967834 Iteration 3F: 3 clusters Score -2099871 nChanged 2325 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15391 members Mstep: Class 2 contains 22752 members Entering Unmasked Estep Score: -2101522.750000 Penalty: 959.967834 Iteration 4F: 3 clusters Score -2101523 nChanged 2449 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14394 members Mstep: Class 2 contains 23749 members Entering Unmasked Estep Score: -2103376.750000 Penalty: 959.967834 Iteration 5F: 3 clusters Score -2103377 nChanged 2250 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13538 members Mstep: Class 2 contains 24605 members Entering Unmasked Estep Score: -2104824.500000 Penalty: 959.967834 Iteration 6F: 3 clusters Score -2104824 nChanged 1766 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12840 members Mstep: Class 2 contains 25303 members Entering Unmasked Estep Score: -2105598.000000 Penalty: 959.967834 Iteration 7Q: 3 clusters Score -2105598 nChanged 1121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12233 members Mstep: Class 2 contains 25910 members Entering Unmasked Estep Score: -2105929.000000 Penalty: 959.967834 Iteration 8Q: 3 clusters Score -2105929 nChanged 847 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11572 members Mstep: Class 2 contains 26571 members Entering Unmasked Estep Score: -2106177.250000 Penalty: 959.967834 Iteration 9Q: 3 clusters Score -2106177 nChanged 726 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10890 members Mstep: Class 2 contains 27253 members Entering Unmasked Estep Score: -2106392.250000 Penalty: 959.967834 Iteration 10Q: 3 clusters Score -2106392 nChanged 731 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10169 members Mstep: Class 2 contains 27974 members Entering Unmasked Estep Score: -2106644.500000 Penalty: 959.967834 Iteration 11Q: 3 clusters Score -2106644 nChanged 773 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9400 members Mstep: Class 2 contains 28743 members Entering Unmasked Estep Score: -2106914.000000 Penalty: 959.967834 Iteration 12Q: 3 clusters Score -2106914 nChanged 827 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8573 members Mstep: Class 2 contains 29570 members Entering Unmasked Estep Score: -2107253.500000 Penalty: 959.967834 Iteration 13Q: 3 clusters Score -2107254 nChanged 855 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7718 members Mstep: Class 2 contains 30425 members Entering Unmasked Estep Score: -2107585.750000 Penalty: 959.967834 Iteration 14Q: 3 clusters Score -2107586 nChanged 824 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6894 members Mstep: Class 2 contains 31249 members Entering Unmasked Estep Score: -2107957.000000 Penalty: 959.967834 Iteration 15Q: 3 clusters Score -2107957 nChanged 829 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6065 members Mstep: Class 2 contains 32078 members Entering Unmasked Estep Score: -2108332.500000 Penalty: 959.967834 Iteration 16Q: 3 clusters Score -2108332 nChanged 826 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5239 members Mstep: Class 2 contains 32904 members Entering Unmasked Estep Score: -2108747.500000 Penalty: 959.967834 Iteration 17Q: 3 clusters Score -2108748 nChanged 840 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4399 members Mstep: Class 2 contains 33744 members Entering Unmasked Estep Score: -2109209.250000 Penalty: 959.967834 Iteration 18Q: 3 clusters Score -2109209 nChanged 786 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3613 members Mstep: Class 2 contains 34530 members Entering Unmasked Estep Score: -2109664.500000 Penalty: 959.967834 Iteration 19Q: 3 clusters Score -2109664 nChanged 711 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2902 members Mstep: Class 2 contains 35241 members Entering Unmasked Estep Score: -2110087.000000 Penalty: 959.967834 Iteration 20F: 3 clusters Score -2110087 nChanged 656 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2246 members Mstep: Class 2 contains 35897 members Entering Unmasked Estep Score: -2110509.250000 Penalty: 959.967834 Iteration 21Q: 3 clusters Score -2110509 nChanged 572 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1674 members Mstep: Class 2 contains 36469 members Entering Unmasked Estep Score: -2110926.250000 Penalty: 959.967834 Iteration 22Q: 3 clusters Score -2110926 nChanged 502 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1172 members Mstep: Class 2 contains 36971 members Entering Unmasked Estep Score: -2111285.750000 Penalty: 959.967834 Iteration 23Q: 3 clusters Score -2111286 nChanged 347 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 825 members Mstep: Class 2 contains 37318 members Entering Unmasked Estep Score: -2111531.750000 Penalty: 959.967834 Iteration 24Q: 3 clusters Score -2111532 nChanged 246 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 579 members Mstep: Class 2 contains 37564 members Entering Unmasked Estep Score: -2111715.500000 Penalty: 959.967834 Iteration 25Q: 3 clusters Score -2111716 nChanged 171 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 408 members Mstep: Class 2 contains 37735 members Entering Unmasked Estep Score: -2111830.500000 Penalty: 959.967834 Iteration 26Q: 3 clusters Score -2111830 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 296 members Mstep: Class 2 contains 37847 members Entering Unmasked Estep Score: -2111907.500000 Penalty: 959.967834 Iteration 27Q: 3 clusters Score -2111908 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 220 members Mstep: Class 2 contains 37923 members Entering Unmasked Estep Score: -2111966.250000 Penalty: 959.967834 Iteration 28Q: 3 clusters Score -2111966 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 177 members Mstep: Class 2 contains 37966 members Entering Unmasked Estep Score: -2112000.000000 Penalty: 959.967834 Iteration 29Q: 3 clusters Score -2112000 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 153 members Mstep: Class 2 contains 37990 members Entering Unmasked Estep Score: -2112017.500000 Penalty: 959.967834 Iteration 30Q: 3 clusters Score -2112018 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 137 members Mstep: Class 2 contains 38006 members Entering Unmasked Estep Score: -2112033.000000 Penalty: 959.967834 Iteration 31Q: 3 clusters Score -2112033 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 126 members Mstep: Class 2 contains 38017 members Entering Unmasked Estep Score: -2112049.500000 Penalty: 959.967834 Iteration 32Q: 3 clusters Score -2112050 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 122 members Mstep: Class 2 contains 38021 members Entering Unmasked Estep Score: -2112056.500000 Penalty: 959.967834 Iteration 33Q: 3 clusters Score -2112056 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 118 members Mstep: Class 2 contains 38025 members Entering Unmasked Estep Score: -2112057.500000 Penalty: 959.967834 Iteration 34Q: 3 clusters Score -2112058 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 116 members Mstep: Class 2 contains 38027 members Entering Unmasked Estep Score: -2112059.000000 Penalty: 959.967834 Iteration 35Q: 3 clusters Score -2112059 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 112 members Mstep: Class 2 contains 38031 members Entering Unmasked Estep Score: -2112063.250000 Penalty: 959.967834 Iteration 36Q: 3 clusters Score -2112063 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 109 members Mstep: Class 2 contains 38034 members Entering Unmasked Estep Score: -2112064.250000 Penalty: 959.967834 Iteration 37Q: 3 clusters Score -2112064 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 107 members Mstep: Class 2 contains 38036 members Entering Unmasked Estep Score: -2112065.250000 Penalty: 959.967834 Iteration 38Q: 3 clusters Score -2112065 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 107 members Mstep: Class 2 contains 38036 members Entering Unmasked Estep Score: -2112065.250000 Penalty: 959.967834 Iteration 39F: 3 clusters Score -2112065 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (19045 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19045 members Entering Unmasked Estep Score: -1084192.125000 Penalty: 448.382477 Iteration 0F: 2 clusters Score -1084192 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9468 members Mstep: Class 2 contains 9577 members Entering Unmasked Estep Score: -1071517.250000 Penalty: 896.764954 Iteration 0F: 3 clusters Score -1071517 nChanged 9031 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8479 members Mstep: Class 2 contains 10566 members Entering Unmasked Estep Score: -1077045.250000 Penalty: 896.764954 Iteration 1F: 3 clusters Score -1077045 nChanged 1206 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7699 members Mstep: Class 2 contains 11346 members Entering Unmasked Estep Score: -1077726.750000 Penalty: 896.764954 Iteration 2F: 3 clusters Score -1077727 nChanged 1433 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6634 members Mstep: Class 2 contains 12411 members Entering Unmasked Estep Score: -1078730.750000 Penalty: 896.764954 Iteration 3F: 3 clusters Score -1078731 nChanged 1522 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5500 members Mstep: Class 2 contains 13545 members Entering Unmasked Estep Score: -1079888.750000 Penalty: 896.764954 Iteration 4F: 3 clusters Score -1079889 nChanged 1366 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4486 members Mstep: Class 2 contains 14559 members Entering Unmasked Estep Score: -1080940.500000 Penalty: 896.764954 Iteration 5F: 3 clusters Score -1080940 nChanged 1057 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3651 members Mstep: Class 2 contains 15394 members Entering Unmasked Estep Score: -1081771.875000 Penalty: 896.764954 Iteration 6F: 3 clusters Score -1081772 nChanged 748 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3023 members Mstep: Class 2 contains 16022 members Entering Unmasked Estep Score: -1082339.250000 Penalty: 896.764954 Iteration 7Q: 3 clusters Score -1082339 nChanged 538 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2533 members Mstep: Class 2 contains 16512 members Entering Unmasked Estep Score: -1082732.500000 Penalty: 896.764954 Iteration 8Q: 3 clusters Score -1082732 nChanged 363 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2192 members Mstep: Class 2 contains 16853 members Entering Unmasked Estep Score: -1082959.500000 Penalty: 896.764954 Iteration 9Q: 3 clusters Score -1082960 nChanged 252 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1956 members Mstep: Class 2 contains 17089 members Entering Unmasked Estep Score: -1083103.625000 Penalty: 896.764954 Iteration 10Q: 3 clusters Score -1083104 nChanged 209 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1751 members Mstep: Class 2 contains 17294 members Entering Unmasked Estep Score: -1083215.375000 Penalty: 896.764954 Iteration 11Q: 3 clusters Score -1083215 nChanged 174 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1577 members Mstep: Class 2 contains 17468 members Entering Unmasked Estep Score: -1083298.250000 Penalty: 896.764954 Iteration 12Q: 3 clusters Score -1083298 nChanged 154 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1425 members Mstep: Class 2 contains 17620 members Entering Unmasked Estep Score: -1083372.250000 Penalty: 896.764954 Iteration 13Q: 3 clusters Score -1083372 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1284 members Mstep: Class 2 contains 17761 members Entering Unmasked Estep Score: -1083439.375000 Penalty: 896.764954 Iteration 14Q: 3 clusters Score -1083439 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1166 members Mstep: Class 2 contains 17879 members Entering Unmasked Estep Score: -1083484.375000 Penalty: 896.764954 Iteration 15Q: 3 clusters Score -1083484 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1055 members Mstep: Class 2 contains 17990 members Entering Unmasked Estep Score: -1083533.125000 Penalty: 896.764954 Iteration 16Q: 3 clusters Score -1083533 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 953 members Mstep: Class 2 contains 18092 members Entering Unmasked Estep Score: -1083571.500000 Penalty: 896.764954 Iteration 17Q: 3 clusters Score -1083572 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 865 members Mstep: Class 2 contains 18180 members Entering Unmasked Estep Score: -1083605.375000 Penalty: 896.764954 Iteration 18Q: 3 clusters Score -1083605 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 794 members Mstep: Class 2 contains 18251 members Entering Unmasked Estep Score: -1083637.375000 Penalty: 896.764954 Iteration 19Q: 3 clusters Score -1083637 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 730 members Mstep: Class 2 contains 18315 members Entering Unmasked Estep Score: -1083655.250000 Penalty: 896.764954 Iteration 20F: 3 clusters Score -1083655 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 686 members Mstep: Class 2 contains 18359 members Entering Unmasked Estep Score: -1083667.875000 Penalty: 896.764954 Iteration 21Q: 3 clusters Score -1083668 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 643 members Mstep: Class 2 contains 18402 members Entering Unmasked Estep Score: -1083684.375000 Penalty: 896.764954 Iteration 22Q: 3 clusters Score -1083684 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 590 members Mstep: Class 2 contains 18455 members Entering Unmasked Estep Score: -1083700.375000 Penalty: 896.764954 Iteration 23Q: 3 clusters Score -1083700 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 560 members Mstep: Class 2 contains 18485 members Entering Unmasked Estep Score: -1083705.750000 Penalty: 896.764954 Iteration 24Q: 3 clusters Score -1083706 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 526 members Mstep: Class 2 contains 18519 members Entering Unmasked Estep Score: -1083717.000000 Penalty: 896.764954 Iteration 25Q: 3 clusters Score -1083717 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 499 members Mstep: Class 2 contains 18546 members Entering Unmasked Estep Score: -1083725.875000 Penalty: 896.764954 Iteration 26Q: 3 clusters Score -1083726 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 472 members Mstep: Class 2 contains 18573 members Entering Unmasked Estep Score: -1083737.875000 Penalty: 896.764954 Iteration 27Q: 3 clusters Score -1083738 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 440 members Mstep: Class 2 contains 18605 members Entering Unmasked Estep Score: -1083754.125000 Penalty: 896.764954 Iteration 28Q: 3 clusters Score -1083754 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 417 members Mstep: Class 2 contains 18628 members Entering Unmasked Estep Score: -1083769.625000 Penalty: 896.764954 Iteration 29Q: 3 clusters Score -1083770 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 402 members Mstep: Class 2 contains 18643 members Entering Unmasked Estep Score: -1083777.375000 Penalty: 896.764954 Iteration 30Q: 3 clusters Score -1083777 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 391 members Mstep: Class 2 contains 18654 members Entering Unmasked Estep Score: -1083779.875000 Penalty: 896.764954 Iteration 31Q: 3 clusters Score -1083780 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 387 members Mstep: Class 2 contains 18658 members Entering Unmasked Estep Score: -1083780.875000 Penalty: 896.764954 Iteration 32Q: 3 clusters Score -1083781 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 384 members Mstep: Class 2 contains 18661 members Entering Unmasked Estep Score: -1083778.875000 Penalty: 896.764954 Iteration 33Q: 3 clusters Score -1083779 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 382 members Mstep: Class 2 contains 18663 members Entering Unmasked Estep Score: -1083778.375000 Penalty: 896.764954 Iteration 34Q: 3 clusters Score -1083778 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 382 members Mstep: Class 2 contains 18663 members Entering Unmasked Estep Score: -1083778.375000 Penalty: 896.764954 Iteration 35Q: 3 clusters Score -1083778 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 380 members Mstep: Class 2 contains 18665 members Entering Unmasked Estep Score: -1083780.000000 Penalty: 896.764954 Iteration 36Q: 3 clusters Score -1083780 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 377 members Mstep: Class 2 contains 18668 members Entering Unmasked Estep Score: -1083778.500000 Penalty: 896.764954 Iteration 37Q: 3 clusters Score -1083778 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 375 members Mstep: Class 2 contains 18670 members Entering Unmasked Estep Score: -1083780.125000 Penalty: 896.764954 Iteration 38Q: 3 clusters Score -1083780 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 372 members Mstep: Class 2 contains 18673 members Entering Unmasked Estep Score: -1083781.500000 Penalty: 896.764954 Iteration 39Q: 3 clusters Score -1083782 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 370 members Mstep: Class 2 contains 18675 members Entering Unmasked Estep Score: -1083782.625000 Penalty: 896.764954 Iteration 40F: 3 clusters Score -1083783 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 368 members Mstep: Class 2 contains 18677 members Entering Unmasked Estep Score: -1083782.875000 Penalty: 896.764954 Iteration 41Q: 3 clusters Score -1083783 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 367 members Mstep: Class 2 contains 18678 members Entering Unmasked Estep Score: -1083784.250000 Penalty: 896.764954 Iteration 42Q: 3 clusters Score -1083784 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 366 members Mstep: Class 2 contains 18679 members Entering Unmasked Estep Score: -1083783.250000 Penalty: 896.764954 Iteration 43Q: 3 clusters Score -1083783 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 365 members Mstep: Class 2 contains 18680 members Entering Unmasked Estep Score: -1083784.500000 Penalty: 896.764954 Iteration 44Q: 3 clusters Score -1083784 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 365 members Mstep: Class 2 contains 18680 members Entering Unmasked Estep Score: -1083784.500000 Penalty: 896.764954 Iteration 45F: 3 clusters Score -1083784 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (1782 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1782 members Entering Unmasked Estep Score: -84825.476562 Penalty: 340.589874 Iteration 0F: 2 clusters Score -84825.48 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 877 members Mstep: Class 2 contains 905 members Entering Unmasked Estep Score: -83508.289062 Penalty: 681.179749 Iteration 0F: 3 clusters Score -83508.29 nChanged 778 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 907 members Mstep: Class 2 contains 875 members Entering Unmasked Estep Score: -83931.921875 Penalty: 681.179749 Iteration 1F: 3 clusters Score -83931.92 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 940 members Mstep: Class 2 contains 842 members Entering Unmasked Estep Score: -84028.398438 Penalty: 681.179749 Iteration 2F: 3 clusters Score -84028.4 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 979 members Mstep: Class 2 contains 803 members Entering Unmasked Estep Score: -84096.429688 Penalty: 681.179749 Iteration 3F: 3 clusters Score -84096.43 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1013 members Mstep: Class 2 contains 769 members Entering Unmasked Estep Score: -84141.031250 Penalty: 681.179749 Iteration 4Q: 3 clusters Score -84141.03 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1038 members Mstep: Class 2 contains 744 members Entering Unmasked Estep Score: -84175.414062 Penalty: 681.179749 Iteration 5Q: 3 clusters Score -84175.41 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1066 members Mstep: Class 2 contains 716 members Entering Unmasked Estep Score: -84196.382812 Penalty: 681.179749 Iteration 6Q: 3 clusters Score -84196.38 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1079 members Mstep: Class 2 contains 703 members Entering Unmasked Estep Score: -84209.679688 Penalty: 681.179749 Iteration 7Q: 3 clusters Score -84209.68 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1090 members Mstep: Class 2 contains 692 members Entering Unmasked Estep Score: -84227.062500 Penalty: 681.179749 Iteration 8Q: 3 clusters Score -84227.06 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1097 members Mstep: Class 2 contains 685 members Entering Unmasked Estep Score: -84245.796875 Penalty: 681.179749 Iteration 9Q: 3 clusters Score -84245.8 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1103 members Mstep: Class 2 contains 679 members Entering Unmasked Estep Score: -84267.039062 Penalty: 681.179749 Iteration 10Q: 3 clusters Score -84267.04 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1112 members Mstep: Class 2 contains 670 members Entering Unmasked Estep Score: -84300.703125 Penalty: 681.179749 Iteration 11Q: 3 clusters Score -84300.7 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1130 members Mstep: Class 2 contains 652 members Entering Unmasked Estep Score: -84339.570312 Penalty: 681.179749 Iteration 12Q: 3 clusters Score -84339.57 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1148 members Mstep: Class 2 contains 634 members Entering Unmasked Estep Score: -84377.468750 Penalty: 681.179749 Iteration 13Q: 3 clusters Score -84377.47 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1154 members Mstep: Class 2 contains 628 members Entering Unmasked Estep Score: -84412.070312 Penalty: 681.179749 Iteration 14Q: 3 clusters Score -84412.07 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1155 members Mstep: Class 2 contains 627 members Entering Unmasked Estep Score: -84442.117188 Penalty: 681.179749 Iteration 15Q: 3 clusters Score -84442.12 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1145 members Mstep: Class 2 contains 637 members Entering Unmasked Estep Score: -84470.500000 Penalty: 681.179749 Iteration 16Q: 3 clusters Score -84470.5 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1137 members Mstep: Class 2 contains 645 members Entering Unmasked Estep Score: -84506.054688 Penalty: 681.179749 Iteration 17Q: 3 clusters Score -84506.05 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1128 members Mstep: Class 2 contains 654 members Entering Unmasked Estep Score: -84538.257812 Penalty: 681.179749 Iteration 18Q: 3 clusters Score -84538.26 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1115 members Mstep: Class 2 contains 667 members Entering Unmasked Estep Score: -84564.984375 Penalty: 681.179749 Iteration 19Q: 3 clusters Score -84564.98 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1112 members Mstep: Class 2 contains 670 members Entering Unmasked Estep Score: -84593.078125 Penalty: 681.179749 Iteration 20F: 3 clusters Score -84593.08 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1109 members Mstep: Class 2 contains 673 members Entering Unmasked Estep Score: -84616.148438 Penalty: 681.179749 Iteration 21Q: 3 clusters Score -84616.15 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1106 members Mstep: Class 2 contains 676 members Entering Unmasked Estep Score: -84635.164062 Penalty: 681.179749 Iteration 22Q: 3 clusters Score -84635.16 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1100 members Mstep: Class 2 contains 682 members Entering Unmasked Estep Score: -84656.218750 Penalty: 681.179749 Iteration 23Q: 3 clusters Score -84656.22 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1099 members Mstep: Class 2 contains 683 members Entering Unmasked Estep Score: -84671.101562 Penalty: 681.179749 Iteration 24Q: 3 clusters Score -84671.1 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1100 members Mstep: Class 2 contains 682 members Entering Unmasked Estep Score: -84679.539062 Penalty: 681.179749 Iteration 25Q: 3 clusters Score -84679.54 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1100 members Mstep: Class 2 contains 682 members Entering Unmasked Estep Score: -84686.859375 Penalty: 681.179749 Iteration 26Q: 3 clusters Score -84686.86 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1101 members Mstep: Class 2 contains 681 members Entering Unmasked Estep Score: -84694.937500 Penalty: 681.179749 Iteration 27Q: 3 clusters Score -84694.94 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1104 members Mstep: Class 2 contains 678 members Entering Unmasked Estep Score: -84697.921875 Penalty: 681.179749 Iteration 28Q: 3 clusters Score -84697.92 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1103 members Mstep: Class 2 contains 679 members Entering Unmasked Estep Score: -84700.960938 Penalty: 681.179749 Iteration 29Q: 3 clusters Score -84700.96 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1104 members Mstep: Class 2 contains 678 members Entering Unmasked Estep Score: -84703.234375 Penalty: 681.179749 Iteration 30Q: 3 clusters Score -84703.23 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1109 members Mstep: Class 2 contains 673 members Entering Unmasked Estep Score: -84705.968750 Penalty: 681.179749 Iteration 31Q: 3 clusters Score -84705.97 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1112 members Mstep: Class 2 contains 670 members Entering Unmasked Estep Score: -84707.500000 Penalty: 681.179749 Iteration 32Q: 3 clusters Score -84707.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1112 members Mstep: Class 2 contains 670 members Entering Unmasked Estep Score: -84708.273438 Penalty: 681.179749 Iteration 33Q: 3 clusters Score -84708.27 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1111 members Mstep: Class 2 contains 671 members Entering Unmasked Estep Score: -84708.375000 Penalty: 681.179749 Iteration 34Q: 3 clusters Score -84708.38 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1111 members Mstep: Class 2 contains 671 members Entering Unmasked Estep Score: -84708.375000 Penalty: 681.179749 Iteration 35F: 3 clusters Score -84708.38 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (5305 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5305 members Entering Unmasked Estep Score: -263384.687500 Penalty: 390.226410 Iteration 0F: 2 clusters Score -263384.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2668 members Mstep: Class 2 contains 2637 members Entering Unmasked Estep Score: -259835.984375 Penalty: 780.452820 Iteration 0F: 3 clusters Score -259836 nChanged 2373 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2871 members Mstep: Class 2 contains 2434 members Entering Unmasked Estep Score: -261204.640625 Penalty: 780.452820 Iteration 1F: 3 clusters Score -261204.6 nChanged 413 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2916 members Mstep: Class 2 contains 2389 members Entering Unmasked Estep Score: -261446.890625 Penalty: 780.452820 Iteration 2F: 3 clusters Score -261446.9 nChanged 374 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2950 members Mstep: Class 2 contains 2355 members Entering Unmasked Estep Score: -261702.578125 Penalty: 780.452820 Iteration 3F: 3 clusters Score -261702.6 nChanged 377 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2979 members Mstep: Class 2 contains 2326 members Entering Unmasked Estep Score: -261961.828125 Penalty: 780.452820 Iteration 4F: 3 clusters Score -261961.8 nChanged 311 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2992 members Mstep: Class 2 contains 2313 members Entering Unmasked Estep Score: -262216.156250 Penalty: 780.452820 Iteration 5F: 3 clusters Score -262216.2 nChanged 302 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2998 members Mstep: Class 2 contains 2307 members Entering Unmasked Estep Score: -262428.218750 Penalty: 780.452820 Iteration 6F: 3 clusters Score -262428.2 nChanged 224 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3002 members Mstep: Class 2 contains 2303 members Entering Unmasked Estep Score: -262556.656250 Penalty: 780.452820 Iteration 7Q: 3 clusters Score -262556.7 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2994 members Mstep: Class 2 contains 2311 members Entering Unmasked Estep Score: -262629.531250 Penalty: 780.452820 Iteration 8Q: 3 clusters Score -262629.5 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2977 members Mstep: Class 2 contains 2328 members Entering Unmasked Estep Score: -262678.031250 Penalty: 780.452820 Iteration 9Q: 3 clusters Score -262678 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2953 members Mstep: Class 2 contains 2352 members Entering Unmasked Estep Score: -262708.000000 Penalty: 780.452820 Iteration 10Q: 3 clusters Score -262708 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2917 members Mstep: Class 2 contains 2388 members Entering Unmasked Estep Score: -262742.375000 Penalty: 780.452820 Iteration 11Q: 3 clusters Score -262742.4 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2876 members Mstep: Class 2 contains 2429 members Entering Unmasked Estep Score: -262767.718750 Penalty: 780.452820 Iteration 12Q: 3 clusters Score -262767.7 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2826 members Mstep: Class 2 contains 2479 members Entering Unmasked Estep Score: -262793.593750 Penalty: 780.452820 Iteration 13Q: 3 clusters Score -262793.6 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2770 members Mstep: Class 2 contains 2535 members Entering Unmasked Estep Score: -262816.656250 Penalty: 780.452820 Iteration 14Q: 3 clusters Score -262816.7 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2709 members Mstep: Class 2 contains 2596 members Entering Unmasked Estep Score: -262844.750000 Penalty: 780.452820 Iteration 15Q: 3 clusters Score -262844.8 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2644 members Mstep: Class 2 contains 2661 members Entering Unmasked Estep Score: -262886.468750 Penalty: 780.452820 Iteration 16Q: 3 clusters Score -262886.5 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2567 members Mstep: Class 2 contains 2738 members Entering Unmasked Estep Score: -262931.375000 Penalty: 780.452820 Iteration 17Q: 3 clusters Score -262931.4 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2509 members Mstep: Class 2 contains 2796 members Entering Unmasked Estep Score: -262962.531250 Penalty: 780.452820 Iteration 18Q: 3 clusters Score -262962.5 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2439 members Mstep: Class 2 contains 2866 members Entering Unmasked Estep Score: -263000.250000 Penalty: 780.452820 Iteration 19Q: 3 clusters Score -263000.2 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2380 members Mstep: Class 2 contains 2925 members Entering Unmasked Estep Score: -263023.312500 Penalty: 780.452820 Iteration 20F: 3 clusters Score -263023.3 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2329 members Mstep: Class 2 contains 2976 members Entering Unmasked Estep Score: -263042.000000 Penalty: 780.452820 Iteration 21Q: 3 clusters Score -263042 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2288 members Mstep: Class 2 contains 3017 members Entering Unmasked Estep Score: -263056.000000 Penalty: 780.452820 Iteration 22Q: 3 clusters Score -263056 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2241 members Mstep: Class 2 contains 3064 members Entering Unmasked Estep Score: -263072.906250 Penalty: 780.452820 Iteration 23Q: 3 clusters Score -263072.9 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2196 members Mstep: Class 2 contains 3109 members Entering Unmasked Estep Score: -263087.812500 Penalty: 780.452820 Iteration 24Q: 3 clusters Score -263087.8 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2158 members Mstep: Class 2 contains 3147 members Entering Unmasked Estep Score: -263099.718750 Penalty: 780.452820 Iteration 25Q: 3 clusters Score -263099.7 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2133 members Mstep: Class 2 contains 3172 members Entering Unmasked Estep Score: -263105.843750 Penalty: 780.452820 Iteration 26Q: 3 clusters Score -263105.8 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2112 members Mstep: Class 2 contains 3193 members Entering Unmasked Estep Score: -263110.781250 Penalty: 780.452820 Iteration 27Q: 3 clusters Score -263110.8 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2098 members Mstep: Class 2 contains 3207 members Entering Unmasked Estep Score: -263113.843750 Penalty: 780.452820 Iteration 28Q: 3 clusters Score -263113.8 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2081 members Mstep: Class 2 contains 3224 members Entering Unmasked Estep Score: -263117.312500 Penalty: 780.452820 Iteration 29Q: 3 clusters Score -263117.3 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2062 members Mstep: Class 2 contains 3243 members Entering Unmasked Estep Score: -263119.468750 Penalty: 780.452820 Iteration 30Q: 3 clusters Score -263119.5 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2047 members Mstep: Class 2 contains 3258 members Entering Unmasked Estep Score: -263123.062500 Penalty: 780.452820 Iteration 31Q: 3 clusters Score -263123.1 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2027 members Mstep: Class 2 contains 3278 members Entering Unmasked Estep Score: -263127.531250 Penalty: 780.452820 Iteration 32Q: 3 clusters Score -263127.5 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2004 members Mstep: Class 2 contains 3301 members Entering Unmasked Estep Score: -263133.250000 Penalty: 780.452820 Iteration 33Q: 3 clusters Score -263133.2 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1972 members Mstep: Class 2 contains 3333 members Entering Unmasked Estep Score: -263141.750000 Penalty: 780.452820 Iteration 34Q: 3 clusters Score -263141.8 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1944 members Mstep: Class 2 contains 3361 members Entering Unmasked Estep Score: -263150.562500 Penalty: 780.452820 Iteration 35Q: 3 clusters Score -263150.6 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1916 members Mstep: Class 2 contains 3389 members Entering Unmasked Estep Score: -263157.406250 Penalty: 780.452820 Iteration 36Q: 3 clusters Score -263157.4 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1886 members Mstep: Class 2 contains 3419 members Entering Unmasked Estep Score: -263163.843750 Penalty: 780.452820 Iteration 37Q: 3 clusters Score -263163.8 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1860 members Mstep: Class 2 contains 3445 members Entering Unmasked Estep Score: -263170.593750 Penalty: 780.452820 Iteration 38Q: 3 clusters Score -263170.6 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1826 members Mstep: Class 2 contains 3479 members Entering Unmasked Estep Score: -263179.843750 Penalty: 780.452820 Iteration 39Q: 3 clusters Score -263179.8 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1797 members Mstep: Class 2 contains 3508 members Entering Unmasked Estep Score: -263186.468750 Penalty: 780.452820 Iteration 40F: 3 clusters Score -263186.5 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1767 members Mstep: Class 2 contains 3538 members Entering Unmasked Estep Score: -263192.062500 Penalty: 780.452820 Iteration 41Q: 3 clusters Score -263192.1 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1741 members Mstep: Class 2 contains 3564 members Entering Unmasked Estep Score: -263196.468750 Penalty: 780.452820 Iteration 42Q: 3 clusters Score -263196.5 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1724 members Mstep: Class 2 contains 3581 members Entering Unmasked Estep Score: -263198.812500 Penalty: 780.452820 Iteration 43Q: 3 clusters Score -263198.8 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1709 members Mstep: Class 2 contains 3596 members Entering Unmasked Estep Score: -263200.843750 Penalty: 780.452820 Iteration 44Q: 3 clusters Score -263200.8 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1690 members Mstep: Class 2 contains 3615 members Entering Unmasked Estep Score: -263203.187500 Penalty: 780.452820 Iteration 45Q: 3 clusters Score -263203.2 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1677 members Mstep: Class 2 contains 3628 members Entering Unmasked Estep Score: -263204.250000 Penalty: 780.452820 Iteration 46Q: 3 clusters Score -263204.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1667 members Mstep: Class 2 contains 3638 members Entering Unmasked Estep Score: -263205.906250 Penalty: 780.452820 Iteration 47Q: 3 clusters Score -263205.9 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1657 members Mstep: Class 2 contains 3648 members Entering Unmasked Estep Score: -263207.281250 Penalty: 780.452820 Iteration 48Q: 3 clusters Score -263207.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1650 members Mstep: Class 2 contains 3655 members Entering Unmasked Estep Score: -263208.593750 Penalty: 780.452820 Iteration 49Q: 3 clusters Score -263208.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1640 members Mstep: Class 2 contains 3665 members Entering Unmasked Estep Score: -263210.687500 Penalty: 780.452820 Iteration 50Q: 3 clusters Score -263210.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1634 members Mstep: Class 2 contains 3671 members Entering Unmasked Estep Score: -263211.406250 Penalty: 780.452820 Iteration 51Q: 3 clusters Score -263211.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1629 members Mstep: Class 2 contains 3676 members Entering Unmasked Estep Score: -263212.281250 Penalty: 780.452820 Iteration 52Q: 3 clusters Score -263212.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1624 members Mstep: Class 2 contains 3681 members Entering Unmasked Estep Score: -263213.156250 Penalty: 780.452820 Iteration 53Q: 3 clusters Score -263213.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1619 members Mstep: Class 2 contains 3686 members Entering Unmasked Estep Score: -263213.281250 Penalty: 780.452820 Iteration 54Q: 3 clusters Score -263213.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1614 members Mstep: Class 2 contains 3691 members Entering Unmasked Estep Score: -263213.812500 Penalty: 780.452820 Iteration 55Q: 3 clusters Score -263213.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1610 members Mstep: Class 2 contains 3695 members Entering Unmasked Estep Score: -263214.250000 Penalty: 780.452820 Iteration 56Q: 3 clusters Score -263214.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1608 members Mstep: Class 2 contains 3697 members Entering Unmasked Estep Score: -263214.250000 Penalty: 780.452820 Iteration 57Q: 3 clusters Score -263214.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1606 members Mstep: Class 2 contains 3699 members Entering Unmasked Estep Score: -263214.437500 Penalty: 780.452820 Iteration 58Q: 3 clusters Score -263214.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1601 members Mstep: Class 2 contains 3704 members Entering Unmasked Estep Score: -263215.281250 Penalty: 780.452820 Iteration 59Q: 3 clusters Score -263215.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1596 members Mstep: Class 2 contains 3709 members Entering Unmasked Estep Score: -263216.718750 Penalty: 780.452820 Iteration 60F: 3 clusters Score -263216.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1593 members Mstep: Class 2 contains 3712 members Entering Unmasked Estep Score: -263216.406250 Penalty: 780.452820 Iteration 61Q: 3 clusters Score -263216.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1593 members Mstep: Class 2 contains 3712 members Entering Unmasked Estep Score: -263216.562500 Penalty: 780.452820 Iteration 62Q: 3 clusters Score -263216.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1593 members Mstep: Class 2 contains 3712 members Entering Unmasked Estep Score: -263216.562500 Penalty: 780.452820 Iteration 63F: 3 clusters Score -263216.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (1649 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1649 members Entering Unmasked Estep Score: -86756.828125 Penalty: 337.060547 Iteration 0F: 2 clusters Score -86756.83 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 816 members Entering Unmasked Estep Score: -85564.515625 Penalty: 674.121094 Iteration 0F: 3 clusters Score -85564.52 nChanged 682 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 793 members Mstep: Class 2 contains 856 members Entering Unmasked Estep Score: -85961.851562 Penalty: 674.121094 Iteration 1F: 3 clusters Score -85961.85 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 778 members Mstep: Class 2 contains 871 members Entering Unmasked Estep Score: -86020.500000 Penalty: 674.121094 Iteration 2F: 3 clusters Score -86020.5 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 765 members Mstep: Class 2 contains 884 members Entering Unmasked Estep Score: -86103.093750 Penalty: 674.121094 Iteration 3F: 3 clusters Score -86103.09 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 767 members Mstep: Class 2 contains 882 members Entering Unmasked Estep Score: -86189.875000 Penalty: 674.121094 Iteration 4F: 3 clusters Score -86189.88 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 779 members Mstep: Class 2 contains 870 members Entering Unmasked Estep Score: -86300.750000 Penalty: 674.121094 Iteration 5F: 3 clusters Score -86300.75 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 801 members Mstep: Class 2 contains 848 members Entering Unmasked Estep Score: -86387.992188 Penalty: 674.121094 Iteration 6F: 3 clusters Score -86387.99 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 830 members Mstep: Class 2 contains 819 members Entering Unmasked Estep Score: -86448.164062 Penalty: 674.121094 Iteration 7F: 3 clusters Score -86448.16 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 852 members Mstep: Class 2 contains 797 members Entering Unmasked Estep Score: -86511.335938 Penalty: 674.121094 Iteration 8Q: 3 clusters Score -86511.34 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 873 members Mstep: Class 2 contains 776 members Entering Unmasked Estep Score: -86550.195312 Penalty: 674.121094 Iteration 9Q: 3 clusters Score -86550.2 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 890 members Mstep: Class 2 contains 759 members Entering Unmasked Estep Score: -86568.953125 Penalty: 674.121094 Iteration 10Q: 3 clusters Score -86568.95 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 912 members Mstep: Class 2 contains 737 members Entering Unmasked Estep Score: -86588.335938 Penalty: 674.121094 Iteration 11Q: 3 clusters Score -86588.34 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 934 members Mstep: Class 2 contains 715 members Entering Unmasked Estep Score: -86605.257812 Penalty: 674.121094 Iteration 12Q: 3 clusters Score -86605.26 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 961 members Mstep: Class 2 contains 688 members Entering Unmasked Estep Score: -86624.757812 Penalty: 674.121094 Iteration 13Q: 3 clusters Score -86624.76 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 981 members Mstep: Class 2 contains 668 members Entering Unmasked Estep Score: -86636.406250 Penalty: 674.121094 Iteration 14Q: 3 clusters Score -86636.41 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 998 members Mstep: Class 2 contains 651 members Entering Unmasked Estep Score: -86644.609375 Penalty: 674.121094 Iteration 15Q: 3 clusters Score -86644.61 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1011 members Mstep: Class 2 contains 638 members Entering Unmasked Estep Score: -86652.000000 Penalty: 674.121094 Iteration 16Q: 3 clusters Score -86652 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1025 members Mstep: Class 2 contains 624 members Entering Unmasked Estep Score: -86657.171875 Penalty: 674.121094 Iteration 17Q: 3 clusters Score -86657.17 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1034 members Mstep: Class 2 contains 615 members Entering Unmasked Estep Score: -86660.171875 Penalty: 674.121094 Iteration 18Q: 3 clusters Score -86660.17 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1039 members Mstep: Class 2 contains 610 members Entering Unmasked Estep Score: -86661.156250 Penalty: 674.121094 Iteration 19Q: 3 clusters Score -86661.16 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1044 members Mstep: Class 2 contains 605 members Entering Unmasked Estep Score: -86662.531250 Penalty: 674.121094 Iteration 20F: 3 clusters Score -86662.53 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1047 members Mstep: Class 2 contains 602 members Entering Unmasked Estep Score: -86662.812500 Penalty: 674.121094 Iteration 21Q: 3 clusters Score -86662.81 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1048 members Mstep: Class 2 contains 601 members Entering Unmasked Estep Score: -86662.828125 Penalty: 674.121094 Iteration 22Q: 3 clusters Score -86662.83 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1048 members Mstep: Class 2 contains 601 members Entering Unmasked Estep Score: -86662.828125 Penalty: 674.121094 Iteration 23F: 3 clusters Score -86662.83 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (3598 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3598 members Entering Unmasked Estep Score: -200578.468750 Penalty: 372.560059 Iteration 0F: 2 clusters Score -200578.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1829 members Mstep: Class 2 contains 1769 members Entering Unmasked Estep Score: -198133.312500 Penalty: 745.120117 Iteration 0F: 3 clusters Score -198133.3 nChanged 1572 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1979 members Mstep: Class 2 contains 1619 members Entering Unmasked Estep Score: -199008.015625 Penalty: 745.120117 Iteration 1F: 3 clusters Score -199008 nChanged 250 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2085 members Mstep: Class 2 contains 1513 members Entering Unmasked Estep Score: -199116.437500 Penalty: 745.120117 Iteration 2F: 3 clusters Score -199116.4 nChanged 219 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2218 members Mstep: Class 2 contains 1380 members Entering Unmasked Estep Score: -199233.203125 Penalty: 745.120117 Iteration 3F: 3 clusters Score -199233.2 nChanged 224 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2368 members Mstep: Class 2 contains 1230 members Entering Unmasked Estep Score: -199375.656250 Penalty: 745.120117 Iteration 4F: 3 clusters Score -199375.7 nChanged 211 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2529 members Mstep: Class 2 contains 1069 members Entering Unmasked Estep Score: -199513.453125 Penalty: 745.120117 Iteration 5F: 3 clusters Score -199513.5 nChanged 186 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2677 members Mstep: Class 2 contains 921 members Entering Unmasked Estep Score: -199641.734375 Penalty: 745.120117 Iteration 6F: 3 clusters Score -199641.7 nChanged 174 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2811 members Mstep: Class 2 contains 787 members Entering Unmasked Estep Score: -199786.125000 Penalty: 745.120117 Iteration 7Q: 3 clusters Score -199786.1 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2926 members Mstep: Class 2 contains 672 members Entering Unmasked Estep Score: -199924.515625 Penalty: 745.120117 Iteration 8Q: 3 clusters Score -199924.5 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3008 members Mstep: Class 2 contains 590 members Entering Unmasked Estep Score: -200026.468750 Penalty: 745.120117 Iteration 9Q: 3 clusters Score -200026.5 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3065 members Mstep: Class 2 contains 533 members Entering Unmasked Estep Score: -200084.484375 Penalty: 745.120117 Iteration 10Q: 3 clusters Score -200084.5 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3096 members Mstep: Class 2 contains 502 members Entering Unmasked Estep Score: -200106.296875 Penalty: 745.120117 Iteration 11Q: 3 clusters Score -200106.3 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3115 members Mstep: Class 2 contains 483 members Entering Unmasked Estep Score: -200129.265625 Penalty: 745.120117 Iteration 12Q: 3 clusters Score -200129.3 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3134 members Mstep: Class 2 contains 464 members Entering Unmasked Estep Score: -200152.187500 Penalty: 745.120117 Iteration 13Q: 3 clusters Score -200152.2 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3155 members Mstep: Class 2 contains 443 members Entering Unmasked Estep Score: -200168.718750 Penalty: 745.120117 Iteration 14Q: 3 clusters Score -200168.7 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3170 members Mstep: Class 2 contains 428 members Entering Unmasked Estep Score: -200180.687500 Penalty: 745.120117 Iteration 15Q: 3 clusters Score -200180.7 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3190 members Mstep: Class 2 contains 408 members Entering Unmasked Estep Score: -200195.171875 Penalty: 745.120117 Iteration 16Q: 3 clusters Score -200195.2 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3211 members Mstep: Class 2 contains 387 members Entering Unmasked Estep Score: -200208.609375 Penalty: 745.120117 Iteration 17Q: 3 clusters Score -200208.6 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3226 members Mstep: Class 2 contains 372 members Entering Unmasked Estep Score: -200219.640625 Penalty: 745.120117 Iteration 18Q: 3 clusters Score -200219.6 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3235 members Mstep: Class 2 contains 363 members Entering Unmasked Estep Score: -200227.890625 Penalty: 745.120117 Iteration 19Q: 3 clusters Score -200227.9 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3245 members Mstep: Class 2 contains 353 members Entering Unmasked Estep Score: -200231.562500 Penalty: 745.120117 Iteration 20F: 3 clusters Score -200231.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3253 members Mstep: Class 2 contains 345 members Entering Unmasked Estep Score: -200233.781250 Penalty: 745.120117 Iteration 21Q: 3 clusters Score -200233.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3262 members Mstep: Class 2 contains 336 members Entering Unmasked Estep Score: -200237.671875 Penalty: 745.120117 Iteration 22Q: 3 clusters Score -200237.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3270 members Mstep: Class 2 contains 328 members Entering Unmasked Estep Score: -200241.468750 Penalty: 745.120117 Iteration 23Q: 3 clusters Score -200241.5 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3276 members Mstep: Class 2 contains 322 members Entering Unmasked Estep Score: -200245.156250 Penalty: 745.120117 Iteration 24Q: 3 clusters Score -200245.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3276 members Mstep: Class 2 contains 322 members Entering Unmasked Estep Score: -200248.156250 Penalty: 745.120117 Iteration 25Q: 3 clusters Score -200248.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3280 members Mstep: Class 2 contains 318 members Entering Unmasked Estep Score: -200250.937500 Penalty: 745.120117 Iteration 26Q: 3 clusters Score -200250.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3280 members Mstep: Class 2 contains 318 members Entering Unmasked Estep Score: -200251.234375 Penalty: 745.120117 Iteration 27Q: 3 clusters Score -200251.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3280 members Mstep: Class 2 contains 318 members Entering Unmasked Estep Score: -200251.234375 Penalty: 745.120117 Iteration 28F: 3 clusters Score -200251.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (2121 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2121 members Entering Unmasked Estep Score: -117096.242188 Penalty: 348.513763 Iteration 0F: 2 clusters Score -117096.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1058 members Mstep: Class 2 contains 1063 members Entering Unmasked Estep Score: -115634.164062 Penalty: 697.027527 Iteration 0F: 3 clusters Score -115634.2 nChanged 898 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1152 members Mstep: Class 2 contains 969 members Entering Unmasked Estep Score: -116210.937500 Penalty: 697.027527 Iteration 1F: 3 clusters Score -116210.9 nChanged 176 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1236 members Mstep: Class 2 contains 885 members Entering Unmasked Estep Score: -116346.718750 Penalty: 697.027527 Iteration 2F: 3 clusters Score -116346.7 nChanged 150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1286 members Mstep: Class 2 contains 835 members Entering Unmasked Estep Score: -116454.867188 Penalty: 697.027527 Iteration 3F: 3 clusters Score -116454.9 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1322 members Mstep: Class 2 contains 799 members Entering Unmasked Estep Score: -116538.546875 Penalty: 697.027527 Iteration 4F: 3 clusters Score -116538.5 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1336 members Mstep: Class 2 contains 785 members Entering Unmasked Estep Score: -116600.218750 Penalty: 697.027527 Iteration 5Q: 3 clusters Score -116600.2 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1343 members Mstep: Class 2 contains 778 members Entering Unmasked Estep Score: -116668.601562 Penalty: 697.027527 Iteration 6Q: 3 clusters Score -116668.6 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1332 members Mstep: Class 2 contains 789 members Entering Unmasked Estep Score: -116735.085938 Penalty: 697.027527 Iteration 7Q: 3 clusters Score -116735.1 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1301 members Mstep: Class 2 contains 820 members Entering Unmasked Estep Score: -116780.054688 Penalty: 697.027527 Iteration 8Q: 3 clusters Score -116780.1 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1278 members Mstep: Class 2 contains 843 members Entering Unmasked Estep Score: -116803.007812 Penalty: 697.027527 Iteration 9Q: 3 clusters Score -116803 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1246 members Mstep: Class 2 contains 875 members Entering Unmasked Estep Score: -116823.523438 Penalty: 697.027527 Iteration 10Q: 3 clusters Score -116823.5 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1218 members Mstep: Class 2 contains 903 members Entering Unmasked Estep Score: -116836.203125 Penalty: 697.027527 Iteration 11Q: 3 clusters Score -116836.2 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1190 members Mstep: Class 2 contains 931 members Entering Unmasked Estep Score: -116848.359375 Penalty: 697.027527 Iteration 12Q: 3 clusters Score -116848.4 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1163 members Mstep: Class 2 contains 958 members Entering Unmasked Estep Score: -116859.914062 Penalty: 697.027527 Iteration 13Q: 3 clusters Score -116859.9 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1136 members Mstep: Class 2 contains 985 members Entering Unmasked Estep Score: -116869.031250 Penalty: 697.027527 Iteration 14Q: 3 clusters Score -116869 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1117 members Mstep: Class 2 contains 1004 members Entering Unmasked Estep Score: -116873.906250 Penalty: 697.027527 Iteration 15Q: 3 clusters Score -116873.9 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1099 members Mstep: Class 2 contains 1022 members Entering Unmasked Estep Score: -116878.414062 Penalty: 697.027527 Iteration 16Q: 3 clusters Score -116878.4 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1082 members Mstep: Class 2 contains 1039 members Entering Unmasked Estep Score: -116882.585938 Penalty: 697.027527 Iteration 17Q: 3 clusters Score -116882.6 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1071 members Mstep: Class 2 contains 1050 members Entering Unmasked Estep Score: -116884.812500 Penalty: 697.027527 Iteration 18Q: 3 clusters Score -116884.8 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1055 members Mstep: Class 2 contains 1066 members Entering Unmasked Estep Score: -116890.703125 Penalty: 697.027527 Iteration 19Q: 3 clusters Score -116890.7 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1036 members Mstep: Class 2 contains 1085 members Entering Unmasked Estep Score: -116898.726562 Penalty: 697.027527 Iteration 20F: 3 clusters Score -116898.7 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1005 members Mstep: Class 2 contains 1116 members Entering Unmasked Estep Score: -116916.148438 Penalty: 697.027527 Iteration 21Q: 3 clusters Score -116916.1 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 963 members Mstep: Class 2 contains 1158 members Entering Unmasked Estep Score: -116951.804688 Penalty: 697.027527 Iteration 22Q: 3 clusters Score -116951.8 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 906 members Mstep: Class 2 contains 1215 members Entering Unmasked Estep Score: -117012.117188 Penalty: 697.027527 Iteration 23Q: 3 clusters Score -117012.1 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 859 members Mstep: Class 2 contains 1262 members Entering Unmasked Estep Score: -117063.265625 Penalty: 697.027527 Iteration 24Q: 3 clusters Score -117063.3 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 820 members Mstep: Class 2 contains 1301 members Entering Unmasked Estep Score: -117100.218750 Penalty: 697.027527 Iteration 25Q: 3 clusters Score -117100.2 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 789 members Mstep: Class 2 contains 1332 members Entering Unmasked Estep Score: -117123.390625 Penalty: 697.027527 Iteration 26Q: 3 clusters Score -117123.4 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 764 members Mstep: Class 2 contains 1357 members Entering Unmasked Estep Score: -117137.734375 Penalty: 697.027527 Iteration 27Q: 3 clusters Score -117137.7 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 747 members Mstep: Class 2 contains 1374 members Entering Unmasked Estep Score: -117148.976562 Penalty: 697.027527 Iteration 28Q: 3 clusters Score -117149 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 731 members Mstep: Class 2 contains 1390 members Entering Unmasked Estep Score: -117158.406250 Penalty: 697.027527 Iteration 29Q: 3 clusters Score -117158.4 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 710 members Mstep: Class 2 contains 1411 members Entering Unmasked Estep Score: -117169.203125 Penalty: 697.027527 Iteration 30Q: 3 clusters Score -117169.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 698 members Mstep: Class 2 contains 1423 members Entering Unmasked Estep Score: -117175.140625 Penalty: 697.027527 Iteration 31Q: 3 clusters Score -117175.1 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 687 members Mstep: Class 2 contains 1434 members Entering Unmasked Estep Score: -117179.242188 Penalty: 697.027527 Iteration 32Q: 3 clusters Score -117179.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 680 members Mstep: Class 2 contains 1441 members Entering Unmasked Estep Score: -117181.171875 Penalty: 697.027527 Iteration 33Q: 3 clusters Score -117181.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 679 members Mstep: Class 2 contains 1442 members Entering Unmasked Estep Score: -117181.695312 Penalty: 697.027527 Iteration 34Q: 3 clusters Score -117181.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 675 members Mstep: Class 2 contains 1446 members Entering Unmasked Estep Score: -117182.812500 Penalty: 697.027527 Iteration 35Q: 3 clusters Score -117182.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 672 members Mstep: Class 2 contains 1449 members Entering Unmasked Estep Score: -117183.445312 Penalty: 697.027527 Iteration 36Q: 3 clusters Score -117183.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 669 members Mstep: Class 2 contains 1452 members Entering Unmasked Estep Score: -117184.046875 Penalty: 697.027527 Iteration 37Q: 3 clusters Score -117184 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 667 members Mstep: Class 2 contains 1454 members Entering Unmasked Estep Score: -117184.117188 Penalty: 697.027527 Iteration 38Q: 3 clusters Score -117184.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 667 members Mstep: Class 2 contains 1454 members Entering Unmasked Estep Score: -117184.117188 Penalty: 697.027527 Iteration 39F: 3 clusters Score -117184.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 24 members Mstep: Class 1 contains 602 members Mstep: Class 2 contains 38143 members Mstep: Class 3 contains 19045 members Mstep: Class 4 contains 1782 members Mstep: Class 5 contains 5305 members Mstep: Class 6 contains 1649 members Mstep: Class 7 contains 3598 members Mstep: Class 8 contains 667 members Mstep: Class 9 contains 1042 members Mstep: Class 10 contains 93 members Mstep: Class 11 contains 3472 members Mstep: Class 12 contains 22217 members Mstep: Class 13 contains 22654 members Mstep: Class 14 contains 12270 members Mstep: Class 15 contains 10441 members Mstep: Class 16 contains 12285 members Mstep: Class 17 contains 8078 members Mstep: Class 18 contains 8069 members Mstep: Class 19 contains 24290 members Mstep: Class 20 contains 2419 members Mstep: Class 21 contains 2319 members Mstep: Class 22 contains 95 members Mstep: Class 23 contains 284 members Mstep: Class 24 contains 6361 members Mstep: Class 25 contains 142558 members Mstep: Class 26 contains 28688 members Mstep: Class 27 contains 12274 members Mstep: Class 28 contains 10908 members Mstep: Class 29 contains 3937 members Mstep: Class 30 contains 900 members Mstep: Class 31 contains 390 members Mstep: Class 32 contains 5796 members Mstep: Class 33 contains 213 members Mstep: Class 34 contains 3914 members Mstep: Class 35 contains 1335 members Mstep: Class 36 contains 12688 members Mstep: Class 37 contains 1454 members Entering Unmasked Estep Score: -22976538.000000 Penalty: 21846.408203 Splitting cluster 8 changes total score from -22976702.000000 to -22976538.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 9 (1042 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1042 members Entering Unmasked Estep Score: -51716.730469 Penalty: 316.174835 Iteration 0F: 2 clusters Score -51716.73 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 505 members Entering Unmasked Estep Score: -50906.167969 Penalty: 632.349670 Iteration 0F: 3 clusters Score -50906.17 nChanged 396 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 527 members Mstep: Class 2 contains 515 members Entering Unmasked Estep Score: -51202.332031 Penalty: 632.349670 Iteration 1F: 3 clusters Score -51202.33 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 524 members Mstep: Class 2 contains 518 members Entering Unmasked Estep Score: -51260.878906 Penalty: 632.349670 Iteration 2F: 3 clusters Score -51260.88 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 512 members Mstep: Class 2 contains 530 members Entering Unmasked Estep Score: -51295.984375 Penalty: 632.349670 Iteration 3F: 3 clusters Score -51295.98 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 487 members Mstep: Class 2 contains 555 members Entering Unmasked Estep Score: -51335.734375 Penalty: 632.349670 Iteration 4F: 3 clusters Score -51335.73 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 470 members Mstep: Class 2 contains 572 members Entering Unmasked Estep Score: -51377.160156 Penalty: 632.349670 Iteration 5Q: 3 clusters Score -51377.16 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 446 members Mstep: Class 2 contains 596 members Entering Unmasked Estep Score: -51406.707031 Penalty: 632.349670 Iteration 6Q: 3 clusters Score -51406.71 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 434 members Mstep: Class 2 contains 608 members Entering Unmasked Estep Score: -51424.597656 Penalty: 632.349670 Iteration 7Q: 3 clusters Score -51424.6 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 419 members Mstep: Class 2 contains 623 members Entering Unmasked Estep Score: -51438.269531 Penalty: 632.349670 Iteration 8Q: 3 clusters Score -51438.27 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 406 members Mstep: Class 2 contains 636 members Entering Unmasked Estep Score: -51447.496094 Penalty: 632.349670 Iteration 9Q: 3 clusters Score -51447.5 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 398 members Mstep: Class 2 contains 644 members Entering Unmasked Estep Score: -51454.984375 Penalty: 632.349670 Iteration 10Q: 3 clusters Score -51454.98 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 388 members Mstep: Class 2 contains 654 members Entering Unmasked Estep Score: -51464.804688 Penalty: 632.349670 Iteration 11Q: 3 clusters Score -51464.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 380 members Mstep: Class 2 contains 662 members Entering Unmasked Estep Score: -51470.484375 Penalty: 632.349670 Iteration 12Q: 3 clusters Score -51470.48 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 371 members Mstep: Class 2 contains 671 members Entering Unmasked Estep Score: -51475.964844 Penalty: 632.349670 Iteration 13Q: 3 clusters Score -51475.96 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 367 members Mstep: Class 2 contains 675 members Entering Unmasked Estep Score: -51478.007812 Penalty: 632.349670 Iteration 14Q: 3 clusters Score -51478.01 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 365 members Mstep: Class 2 contains 677 members Entering Unmasked Estep Score: -51478.640625 Penalty: 632.349670 Iteration 15Q: 3 clusters Score -51478.64 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 361 members Mstep: Class 2 contains 681 members Entering Unmasked Estep Score: -51486.945312 Penalty: 632.349670 Iteration 16Q: 3 clusters Score -51486.95 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 350 members Mstep: Class 2 contains 692 members Entering Unmasked Estep Score: -51496.472656 Penalty: 632.349670 Iteration 17Q: 3 clusters Score -51496.47 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 340 members Mstep: Class 2 contains 702 members Entering Unmasked Estep Score: -51502.964844 Penalty: 632.349670 Iteration 18Q: 3 clusters Score -51502.96 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 329 members Mstep: Class 2 contains 713 members Entering Unmasked Estep Score: -51510.449219 Penalty: 632.349670 Iteration 19Q: 3 clusters Score -51510.45 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 318 members Mstep: Class 2 contains 724 members Entering Unmasked Estep Score: -51514.683594 Penalty: 632.349670 Iteration 20F: 3 clusters Score -51514.68 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 312 members Mstep: Class 2 contains 730 members Entering Unmasked Estep Score: -51518.429688 Penalty: 632.349670 Iteration 21Q: 3 clusters Score -51518.43 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 305 members Mstep: Class 2 contains 737 members Entering Unmasked Estep Score: -51525.457031 Penalty: 632.349670 Iteration 22Q: 3 clusters Score -51525.46 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 300 members Mstep: Class 2 contains 742 members Entering Unmasked Estep Score: -51528.371094 Penalty: 632.349670 Iteration 23Q: 3 clusters Score -51528.37 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 296 members Mstep: Class 2 contains 746 members Entering Unmasked Estep Score: -51531.320312 Penalty: 632.349670 Iteration 24Q: 3 clusters Score -51531.32 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 289 members Mstep: Class 2 contains 753 members Entering Unmasked Estep Score: -51537.109375 Penalty: 632.349670 Iteration 25Q: 3 clusters Score -51537.11 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 281 members Mstep: Class 2 contains 761 members Entering Unmasked Estep Score: -51543.636719 Penalty: 632.349670 Iteration 26Q: 3 clusters Score -51543.64 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 270 members Mstep: Class 2 contains 772 members Entering Unmasked Estep Score: -51550.417969 Penalty: 632.349670 Iteration 27Q: 3 clusters Score -51550.42 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 264 members Mstep: Class 2 contains 778 members Entering Unmasked Estep Score: -51555.191406 Penalty: 632.349670 Iteration 28Q: 3 clusters Score -51555.19 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 259 members Mstep: Class 2 contains 783 members Entering Unmasked Estep Score: -51560.460938 Penalty: 632.349670 Iteration 29Q: 3 clusters Score -51560.46 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 256 members Mstep: Class 2 contains 786 members Entering Unmasked Estep Score: -51565.191406 Penalty: 632.349670 Iteration 30Q: 3 clusters Score -51565.19 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 254 members Mstep: Class 2 contains 788 members Entering Unmasked Estep Score: -51569.378906 Penalty: 632.349670 Iteration 31Q: 3 clusters Score -51569.38 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 251 members Mstep: Class 2 contains 791 members Entering Unmasked Estep Score: -51574.718750 Penalty: 632.349670 Iteration 32Q: 3 clusters Score -51574.72 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 246 members Mstep: Class 2 contains 796 members Entering Unmasked Estep Score: -51579.894531 Penalty: 632.349670 Iteration 33Q: 3 clusters Score -51579.89 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 240 members Mstep: Class 2 contains 802 members Entering Unmasked Estep Score: -51588.925781 Penalty: 632.349670 Iteration 34Q: 3 clusters Score -51588.93 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 234 members Mstep: Class 2 contains 808 members Entering Unmasked Estep Score: -51599.074219 Penalty: 632.349670 Iteration 35Q: 3 clusters Score -51599.07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 229 members Mstep: Class 2 contains 813 members Entering Unmasked Estep Score: -51604.972656 Penalty: 632.349670 Iteration 36Q: 3 clusters Score -51604.97 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 223 members Mstep: Class 2 contains 819 members Entering Unmasked Estep Score: -51611.312500 Penalty: 632.349670 Iteration 37Q: 3 clusters Score -51611.31 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 216 members Mstep: Class 2 contains 826 members Entering Unmasked Estep Score: -51623.300781 Penalty: 632.349670 Iteration 38Q: 3 clusters Score -51623.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 210 members Mstep: Class 2 contains 832 members Entering Unmasked Estep Score: -51632.367188 Penalty: 632.349670 Iteration 39Q: 3 clusters Score -51632.37 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 206 members Mstep: Class 2 contains 836 members Entering Unmasked Estep Score: -51639.015625 Penalty: 632.349670 Iteration 40F: 3 clusters Score -51639.02 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 199 members Mstep: Class 2 contains 843 members Entering Unmasked Estep Score: -51661.046875 Penalty: 632.349670 Iteration 41Q: 3 clusters Score -51661.05 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 191 members Mstep: Class 2 contains 851 members Entering Unmasked Estep Score: -51685.031250 Penalty: 632.349670 Iteration 42Q: 3 clusters Score -51685.03 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 183 members Mstep: Class 2 contains 859 members Entering Unmasked Estep Score: -51698.511719 Penalty: 632.349670 Iteration 43Q: 3 clusters Score -51698.51 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 178 members Mstep: Class 2 contains 864 members Entering Unmasked Estep Score: -51701.562500 Penalty: 632.349670 Iteration 44Q: 3 clusters Score -51701.56 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 176 members Mstep: Class 2 contains 866 members Entering Unmasked Estep Score: -51703.199219 Penalty: 632.349670 Iteration 45Q: 3 clusters Score -51703.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 173 members Mstep: Class 2 contains 869 members Entering Unmasked Estep Score: -51706.902344 Penalty: 632.349670 Iteration 46Q: 3 clusters Score -51706.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 171 members Mstep: Class 2 contains 871 members Entering Unmasked Estep Score: -51707.792969 Penalty: 632.349670 Iteration 47Q: 3 clusters Score -51707.79 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 170 members Mstep: Class 2 contains 872 members Entering Unmasked Estep Score: -51708.234375 Penalty: 632.349670 Iteration 48Q: 3 clusters Score -51708.23 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 169 members Mstep: Class 2 contains 873 members Entering Unmasked Estep Score: -51708.804688 Penalty: 632.349670 Iteration 49Q: 3 clusters Score -51708.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 168 members Mstep: Class 2 contains 874 members Entering Unmasked Estep Score: -51709.179688 Penalty: 632.349670 Iteration 50Q: 3 clusters Score -51709.18 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 168 members Mstep: Class 2 contains 874 members Entering Unmasked Estep Score: -51709.179688 Penalty: 632.349670 Iteration 51F: 3 clusters Score -51709.18 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (93 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 93 members Entering Unmasked Estep Score: -5131.258301 Penalty: 206.233276 Iteration 0F: 2 clusters Score -5131.258 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43 members Mstep: Class 2 contains 50 members Entering Unmasked Estep Score: -4931.165039 Penalty: 412.466553 Iteration 0F: 3 clusters Score -4931.165 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42 members Mstep: Class 2 contains 51 members Entering Unmasked Estep Score: -4967.229492 Penalty: 412.466553 Iteration 1F: 3 clusters Score -4967.229 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39 members Mstep: Class 2 contains 54 members Entering Unmasked Estep Score: -4980.727539 Penalty: 412.466553 Iteration 2F: 3 clusters Score -4980.728 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38 members Mstep: Class 2 contains 55 members Entering Unmasked Estep Score: -4982.561523 Penalty: 412.466553 Iteration 3Q: 3 clusters Score -4982.562 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38 members Mstep: Class 2 contains 55 members Entering Unmasked Estep Score: -4982.561523 Penalty: 412.466553 Iteration 4F: 3 clusters Score -4982.562 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (3472 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3472 members Entering Unmasked Estep Score: -194746.156250 Penalty: 370.938110 Iteration 0F: 2 clusters Score -194746.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1697 members Mstep: Class 2 contains 1775 members Entering Unmasked Estep Score: -192377.781250 Penalty: 741.876221 Iteration 0F: 3 clusters Score -192377.8 nChanged 1523 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1510 members Mstep: Class 2 contains 1962 members Entering Unmasked Estep Score: -193206.890625 Penalty: 741.876221 Iteration 1F: 3 clusters Score -193206.9 nChanged 239 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1383 members Mstep: Class 2 contains 2089 members Entering Unmasked Estep Score: -193344.015625 Penalty: 741.876221 Iteration 2F: 3 clusters Score -193344 nChanged 252 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1229 members Mstep: Class 2 contains 2243 members Entering Unmasked Estep Score: -193501.000000 Penalty: 741.876221 Iteration 3F: 3 clusters Score -193501 nChanged 260 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1027 members Mstep: Class 2 contains 2445 members Entering Unmasked Estep Score: -193687.312500 Penalty: 741.876221 Iteration 4F: 3 clusters Score -193687.3 nChanged 221 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 836 members Mstep: Class 2 contains 2636 members Entering Unmasked Estep Score: -193874.171875 Penalty: 741.876221 Iteration 5F: 3 clusters Score -193874.2 nChanged 174 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 682 members Mstep: Class 2 contains 2790 members Entering Unmasked Estep Score: -194040.875000 Penalty: 741.876221 Iteration 6F: 3 clusters Score -194040.9 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 584 members Mstep: Class 2 contains 2888 members Entering Unmasked Estep Score: -194166.062500 Penalty: 741.876221 Iteration 7Q: 3 clusters Score -194166.1 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 520 members Mstep: Class 2 contains 2952 members Entering Unmasked Estep Score: -194245.281250 Penalty: 741.876221 Iteration 8Q: 3 clusters Score -194245.3 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 467 members Mstep: Class 2 contains 3005 members Entering Unmasked Estep Score: -194311.921875 Penalty: 741.876221 Iteration 9Q: 3 clusters Score -194311.9 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 422 members Mstep: Class 2 contains 3050 members Entering Unmasked Estep Score: -194359.109375 Penalty: 741.876221 Iteration 10Q: 3 clusters Score -194359.1 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 387 members Mstep: Class 2 contains 3085 members Entering Unmasked Estep Score: -194384.765625 Penalty: 741.876221 Iteration 11Q: 3 clusters Score -194384.8 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 366 members Mstep: Class 2 contains 3106 members Entering Unmasked Estep Score: -194405.140625 Penalty: 741.876221 Iteration 12Q: 3 clusters Score -194405.1 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 354 members Mstep: Class 2 contains 3118 members Entering Unmasked Estep Score: -194421.218750 Penalty: 741.876221 Iteration 13Q: 3 clusters Score -194421.2 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 341 members Mstep: Class 2 contains 3131 members Entering Unmasked Estep Score: -194432.953125 Penalty: 741.876221 Iteration 14Q: 3 clusters Score -194433 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 334 members Mstep: Class 2 contains 3138 members Entering Unmasked Estep Score: -194445.781250 Penalty: 741.876221 Iteration 15Q: 3 clusters Score -194445.8 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 331 members Mstep: Class 2 contains 3141 members Entering Unmasked Estep Score: -194455.781250 Penalty: 741.876221 Iteration 16Q: 3 clusters Score -194455.8 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 330 members Mstep: Class 2 contains 3142 members Entering Unmasked Estep Score: -194460.312500 Penalty: 741.876221 Iteration 17Q: 3 clusters Score -194460.3 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 328 members Mstep: Class 2 contains 3144 members Entering Unmasked Estep Score: -194464.000000 Penalty: 741.876221 Iteration 18Q: 3 clusters Score -194464 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 323 members Mstep: Class 2 contains 3149 members Entering Unmasked Estep Score: -194469.890625 Penalty: 741.876221 Iteration 19Q: 3 clusters Score -194469.9 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 312 members Mstep: Class 2 contains 3160 members Entering Unmasked Estep Score: -194476.062500 Penalty: 741.876221 Iteration 20F: 3 clusters Score -194476.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 306 members Mstep: Class 2 contains 3166 members Entering Unmasked Estep Score: -194479.046875 Penalty: 741.876221 Iteration 21Q: 3 clusters Score -194479 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 301 members Mstep: Class 2 contains 3171 members Entering Unmasked Estep Score: -194481.437500 Penalty: 741.876221 Iteration 22Q: 3 clusters Score -194481.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 299 members Mstep: Class 2 contains 3173 members Entering Unmasked Estep Score: -194482.828125 Penalty: 741.876221 Iteration 23Q: 3 clusters Score -194482.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 297 members Mstep: Class 2 contains 3175 members Entering Unmasked Estep Score: -194484.328125 Penalty: 741.876221 Iteration 24Q: 3 clusters Score -194484.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 295 members Mstep: Class 2 contains 3177 members Entering Unmasked Estep Score: -194485.140625 Penalty: 741.876221 Iteration 25Q: 3 clusters Score -194485.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 292 members Mstep: Class 2 contains 3180 members Entering Unmasked Estep Score: -194485.812500 Penalty: 741.876221 Iteration 26Q: 3 clusters Score -194485.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 290 members Mstep: Class 2 contains 3182 members Entering Unmasked Estep Score: -194486.859375 Penalty: 741.876221 Iteration 27Q: 3 clusters Score -194486.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 289 members Mstep: Class 2 contains 3183 members Entering Unmasked Estep Score: -194487.250000 Penalty: 741.876221 Iteration 28Q: 3 clusters Score -194487.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 286 members Mstep: Class 2 contains 3186 members Entering Unmasked Estep Score: -194488.906250 Penalty: 741.876221 Iteration 29Q: 3 clusters Score -194488.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 283 members Mstep: Class 2 contains 3189 members Entering Unmasked Estep Score: -194489.484375 Penalty: 741.876221 Iteration 30Q: 3 clusters Score -194489.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 280 members Mstep: Class 2 contains 3192 members Entering Unmasked Estep Score: -194490.312500 Penalty: 741.876221 Iteration 31Q: 3 clusters Score -194490.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 278 members Mstep: Class 2 contains 3194 members Entering Unmasked Estep Score: -194490.734375 Penalty: 741.876221 Iteration 32Q: 3 clusters Score -194490.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 276 members Mstep: Class 2 contains 3196 members Entering Unmasked Estep Score: -194491.000000 Penalty: 741.876221 Iteration 33Q: 3 clusters Score -194491 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 276 members Mstep: Class 2 contains 3196 members Entering Unmasked Estep Score: -194491.265625 Penalty: 741.876221 Iteration 34Q: 3 clusters Score -194491.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 274 members Mstep: Class 2 contains 3198 members Entering Unmasked Estep Score: -194492.437500 Penalty: 741.876221 Iteration 35Q: 3 clusters Score -194492.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 271 members Mstep: Class 2 contains 3201 members Entering Unmasked Estep Score: -194493.296875 Penalty: 741.876221 Iteration 36Q: 3 clusters Score -194493.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 268 members Mstep: Class 2 contains 3204 members Entering Unmasked Estep Score: -194493.687500 Penalty: 741.876221 Iteration 37Q: 3 clusters Score -194493.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 266 members Mstep: Class 2 contains 3206 members Entering Unmasked Estep Score: -194494.093750 Penalty: 741.876221 Iteration 38Q: 3 clusters Score -194494.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 266 members Mstep: Class 2 contains 3206 members Entering Unmasked Estep Score: -194494.093750 Penalty: 741.876221 Iteration 39F: 3 clusters Score -194494.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (22217 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22217 members Entering Unmasked Estep Score: -1173710.375000 Penalty: 455.391876 Iteration 0F: 2 clusters Score -1173710 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11168 members Mstep: Class 2 contains 11049 members Entering Unmasked Estep Score: -1158872.500000 Penalty: 910.783752 Iteration 0F: 3 clusters Score -1158872 nChanged 10558 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12640 members Mstep: Class 2 contains 9577 members Entering Unmasked Estep Score: -1165756.500000 Penalty: 910.783752 Iteration 1F: 3 clusters Score -1165756 nChanged 1621 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13561 members Mstep: Class 2 contains 8656 members Entering Unmasked Estep Score: -1166651.250000 Penalty: 910.783752 Iteration 2F: 3 clusters Score -1166651 nChanged 1554 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14551 members Mstep: Class 2 contains 7666 members Entering Unmasked Estep Score: -1167611.375000 Penalty: 910.783752 Iteration 3F: 3 clusters Score -1167611 nChanged 1429 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15510 members Mstep: Class 2 contains 6707 members Entering Unmasked Estep Score: -1168692.375000 Penalty: 910.783752 Iteration 4F: 3 clusters Score -1168692 nChanged 1266 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16318 members Mstep: Class 2 contains 5899 members Entering Unmasked Estep Score: -1169812.500000 Penalty: 910.783752 Iteration 5F: 3 clusters Score -1169812 nChanged 1021 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16863 members Mstep: Class 2 contains 5354 members Entering Unmasked Estep Score: -1170778.500000 Penalty: 910.783752 Iteration 6Q: 3 clusters Score -1170778 nChanged 834 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17177 members Mstep: Class 2 contains 5040 members Entering Unmasked Estep Score: -1171415.625000 Penalty: 910.783752 Iteration 7Q: 3 clusters Score -1171416 nChanged 557 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17412 members Mstep: Class 2 contains 4805 members Entering Unmasked Estep Score: -1171785.000000 Penalty: 910.783752 Iteration 8Q: 3 clusters Score -1171785 nChanged 410 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17602 members Mstep: Class 2 contains 4615 members Entering Unmasked Estep Score: -1172042.750000 Penalty: 910.783752 Iteration 9Q: 3 clusters Score -1172043 nChanged 353 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17755 members Mstep: Class 2 contains 4462 members Entering Unmasked Estep Score: -1172279.750000 Penalty: 910.783752 Iteration 10Q: 3 clusters Score -1172280 nChanged 358 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17875 members Mstep: Class 2 contains 4342 members Entering Unmasked Estep Score: -1172504.375000 Penalty: 910.783752 Iteration 11Q: 3 clusters Score -1172504 nChanged 316 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17955 members Mstep: Class 2 contains 4262 members Entering Unmasked Estep Score: -1172672.375000 Penalty: 910.783752 Iteration 12Q: 3 clusters Score -1172672 nChanged 260 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18011 members Mstep: Class 2 contains 4206 members Entering Unmasked Estep Score: -1172795.750000 Penalty: 910.783752 Iteration 13Q: 3 clusters Score -1172796 nChanged 218 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18055 members Mstep: Class 2 contains 4162 members Entering Unmasked Estep Score: -1172887.500000 Penalty: 910.783752 Iteration 14Q: 3 clusters Score -1172888 nChanged 188 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18107 members Mstep: Class 2 contains 4110 members Entering Unmasked Estep Score: -1172959.375000 Penalty: 910.783752 Iteration 15Q: 3 clusters Score -1172959 nChanged 167 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18134 members Mstep: Class 2 contains 4083 members Entering Unmasked Estep Score: -1173017.125000 Penalty: 910.783752 Iteration 16Q: 3 clusters Score -1173017 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18163 members Mstep: Class 2 contains 4054 members Entering Unmasked Estep Score: -1173046.500000 Penalty: 910.783752 Iteration 17Q: 3 clusters Score -1173046 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18183 members Mstep: Class 2 contains 4034 members Entering Unmasked Estep Score: -1173064.875000 Penalty: 910.783752 Iteration 18Q: 3 clusters Score -1173065 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18193 members Mstep: Class 2 contains 4024 members Entering Unmasked Estep Score: -1173085.125000 Penalty: 910.783752 Iteration 19Q: 3 clusters Score -1173085 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18209 members Mstep: Class 2 contains 4008 members Entering Unmasked Estep Score: -1173095.000000 Penalty: 910.783752 Iteration 20F: 3 clusters Score -1173095 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18225 members Mstep: Class 2 contains 3992 members Entering Unmasked Estep Score: -1173105.375000 Penalty: 910.783752 Iteration 21Q: 3 clusters Score -1173105 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18236 members Mstep: Class 2 contains 3981 members Entering Unmasked Estep Score: -1173112.750000 Penalty: 910.783752 Iteration 22Q: 3 clusters Score -1173113 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18255 members Mstep: Class 2 contains 3962 members Entering Unmasked Estep Score: -1173116.125000 Penalty: 910.783752 Iteration 23Q: 3 clusters Score -1173116 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18287 members Mstep: Class 2 contains 3930 members Entering Unmasked Estep Score: -1173122.625000 Penalty: 910.783752 Iteration 24Q: 3 clusters Score -1173123 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18313 members Mstep: Class 2 contains 3904 members Entering Unmasked Estep Score: -1173126.875000 Penalty: 910.783752 Iteration 25Q: 3 clusters Score -1173127 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18340 members Mstep: Class 2 contains 3877 members Entering Unmasked Estep Score: -1173133.250000 Penalty: 910.783752 Iteration 26Q: 3 clusters Score -1173133 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18359 members Mstep: Class 2 contains 3858 members Entering Unmasked Estep Score: -1173134.875000 Penalty: 910.783752 Iteration 27Q: 3 clusters Score -1173135 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18372 members Mstep: Class 2 contains 3845 members Entering Unmasked Estep Score: -1173138.625000 Penalty: 910.783752 Iteration 28Q: 3 clusters Score -1173139 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18386 members Mstep: Class 2 contains 3831 members Entering Unmasked Estep Score: -1173140.250000 Penalty: 910.783752 Iteration 29Q: 3 clusters Score -1173140 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18402 members Mstep: Class 2 contains 3815 members Entering Unmasked Estep Score: -1173140.625000 Penalty: 910.783752 Iteration 30Q: 3 clusters Score -1173141 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18418 members Mstep: Class 2 contains 3799 members Entering Unmasked Estep Score: -1173143.500000 Penalty: 910.783752 Iteration 31Q: 3 clusters Score -1173144 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18439 members Mstep: Class 2 contains 3778 members Entering Unmasked Estep Score: -1173144.125000 Penalty: 910.783752 Iteration 32Q: 3 clusters Score -1173144 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18463 members Mstep: Class 2 contains 3754 members Entering Unmasked Estep Score: -1173145.000000 Penalty: 910.783752 Iteration 33Q: 3 clusters Score -1173145 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18483 members Mstep: Class 2 contains 3734 members Entering Unmasked Estep Score: -1173145.875000 Penalty: 910.783752 Iteration 34Q: 3 clusters Score -1173146 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18501 members Mstep: Class 2 contains 3716 members Entering Unmasked Estep Score: -1173148.750000 Penalty: 910.783752 Iteration 35Q: 3 clusters Score -1173149 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18521 members Mstep: Class 2 contains 3696 members Entering Unmasked Estep Score: -1173152.750000 Penalty: 910.783752 Iteration 36Q: 3 clusters Score -1173153 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18536 members Mstep: Class 2 contains 3681 members Entering Unmasked Estep Score: -1173151.250000 Penalty: 910.783752 Iteration 37Q: 3 clusters Score -1173151 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18547 members Mstep: Class 2 contains 3670 members Entering Unmasked Estep Score: -1173153.500000 Penalty: 910.783752 Iteration 38Q: 3 clusters Score -1173154 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18562 members Mstep: Class 2 contains 3655 members Entering Unmasked Estep Score: -1173151.500000 Penalty: 910.783752 Iteration 39Q: 3 clusters Score -1173152 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18579 members Mstep: Class 2 contains 3638 members Entering Unmasked Estep Score: -1173153.875000 Penalty: 910.783752 Iteration 40F: 3 clusters Score -1173154 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18598 members Mstep: Class 2 contains 3619 members Entering Unmasked Estep Score: -1173157.250000 Penalty: 910.783752 Iteration 41Q: 3 clusters Score -1173157 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18618 members Mstep: Class 2 contains 3599 members Entering Unmasked Estep Score: -1173156.500000 Penalty: 910.783752 Iteration 42Q: 3 clusters Score -1173156 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18633 members Mstep: Class 2 contains 3584 members Entering Unmasked Estep Score: -1173157.500000 Penalty: 910.783752 Iteration 43Q: 3 clusters Score -1173158 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18649 members Mstep: Class 2 contains 3568 members Entering Unmasked Estep Score: -1173159.875000 Penalty: 910.783752 Iteration 44Q: 3 clusters Score -1173160 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18666 members Mstep: Class 2 contains 3551 members Entering Unmasked Estep Score: -1173160.000000 Penalty: 910.783752 Iteration 45Q: 3 clusters Score -1173160 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18688 members Mstep: Class 2 contains 3529 members Entering Unmasked Estep Score: -1173164.375000 Penalty: 910.783752 Iteration 46Q: 3 clusters Score -1173164 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18710 members Mstep: Class 2 contains 3507 members Entering Unmasked Estep Score: -1173163.000000 Penalty: 910.783752 Iteration 47Q: 3 clusters Score -1173163 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18727 members Mstep: Class 2 contains 3490 members Entering Unmasked Estep Score: -1173164.750000 Penalty: 910.783752 Iteration 48Q: 3 clusters Score -1173165 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18746 members Mstep: Class 2 contains 3471 members Entering Unmasked Estep Score: -1173164.375000 Penalty: 910.783752 Iteration 49Q: 3 clusters Score -1173164 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18756 members Mstep: Class 2 contains 3461 members Entering Unmasked Estep Score: -1173167.125000 Penalty: 910.783752 Iteration 50Q: 3 clusters Score -1173167 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18766 members Mstep: Class 2 contains 3451 members Entering Unmasked Estep Score: -1173169.500000 Penalty: 910.783752 Iteration 51Q: 3 clusters Score -1173170 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18773 members Mstep: Class 2 contains 3444 members Entering Unmasked Estep Score: -1173170.500000 Penalty: 910.783752 Iteration 52Q: 3 clusters Score -1173170 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18777 members Mstep: Class 2 contains 3440 members Entering Unmasked Estep Score: -1173169.125000 Penalty: 910.783752 Iteration 53Q: 3 clusters Score -1173169 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18783 members Mstep: Class 2 contains 3434 members Entering Unmasked Estep Score: -1173171.000000 Penalty: 910.783752 Iteration 54Q: 3 clusters Score -1173171 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18789 members Mstep: Class 2 contains 3428 members Entering Unmasked Estep Score: -1173168.875000 Penalty: 910.783752 Iteration 55Q: 3 clusters Score -1173169 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18792 members Mstep: Class 2 contains 3425 members Entering Unmasked Estep Score: -1173171.000000 Penalty: 910.783752 Iteration 56Q: 3 clusters Score -1173171 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18794 members Mstep: Class 2 contains 3423 members Entering Unmasked Estep Score: -1173171.250000 Penalty: 910.783752 Iteration 57Q: 3 clusters Score -1173171 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18797 members Mstep: Class 2 contains 3420 members Entering Unmasked Estep Score: -1173173.625000 Penalty: 910.783752 Iteration 58Q: 3 clusters Score -1173174 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18798 members Mstep: Class 2 contains 3419 members Entering Unmasked Estep Score: -1173172.250000 Penalty: 910.783752 Iteration 59Q: 3 clusters Score -1173172 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18799 members Mstep: Class 2 contains 3418 members Entering Unmasked Estep Score: -1173172.500000 Penalty: 910.783752 Iteration 60F: 3 clusters Score -1173172 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (22654 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22654 members Entering Unmasked Estep Score: -1312738.875000 Penalty: 456.278168 Iteration 0F: 2 clusters Score -1312739 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11360 members Mstep: Class 2 contains 11294 members Entering Unmasked Estep Score: -1297483.000000 Penalty: 912.556335 Iteration 0F: 3 clusters Score -1297483 nChanged 10824 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11732 members Mstep: Class 2 contains 10922 members Entering Unmasked Estep Score: -1304405.000000 Penalty: 912.556335 Iteration 1F: 3 clusters Score -1304405 nChanged 1439 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11859 members Mstep: Class 2 contains 10795 members Entering Unmasked Estep Score: -1305311.375000 Penalty: 912.556335 Iteration 2F: 3 clusters Score -1305311 nChanged 1487 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11988 members Mstep: Class 2 contains 10666 members Entering Unmasked Estep Score: -1306386.750000 Penalty: 912.556335 Iteration 3F: 3 clusters Score -1306387 nChanged 1419 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12083 members Mstep: Class 2 contains 10571 members Entering Unmasked Estep Score: -1307407.875000 Penalty: 912.556335 Iteration 4F: 3 clusters Score -1307408 nChanged 1236 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12133 members Mstep: Class 2 contains 10521 members Entering Unmasked Estep Score: -1308095.375000 Penalty: 912.556335 Iteration 5F: 3 clusters Score -1308095 nChanged 845 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12162 members Mstep: Class 2 contains 10492 members Entering Unmasked Estep Score: -1308365.875000 Penalty: 912.556335 Iteration 6Q: 3 clusters Score -1308366 nChanged 511 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12225 members Mstep: Class 2 contains 10429 members Entering Unmasked Estep Score: -1308490.125000 Penalty: 912.556335 Iteration 7Q: 3 clusters Score -1308490 nChanged 342 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12311 members Mstep: Class 2 contains 10343 members Entering Unmasked Estep Score: -1308572.000000 Penalty: 912.556335 Iteration 8Q: 3 clusters Score -1308572 nChanged 279 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12404 members Mstep: Class 2 contains 10250 members Entering Unmasked Estep Score: -1308640.750000 Penalty: 912.556335 Iteration 9Q: 3 clusters Score -1308641 nChanged 272 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12486 members Mstep: Class 2 contains 10168 members Entering Unmasked Estep Score: -1308701.500000 Penalty: 912.556335 Iteration 10Q: 3 clusters Score -1308702 nChanged 292 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12576 members Mstep: Class 2 contains 10078 members Entering Unmasked Estep Score: -1308782.125000 Penalty: 912.556335 Iteration 11Q: 3 clusters Score -1308782 nChanged 303 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12683 members Mstep: Class 2 contains 9971 members Entering Unmasked Estep Score: -1308873.375000 Penalty: 912.556335 Iteration 12Q: 3 clusters Score -1308873 nChanged 314 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12811 members Mstep: Class 2 contains 9843 members Entering Unmasked Estep Score: -1308974.750000 Penalty: 912.556335 Iteration 13Q: 3 clusters Score -1308975 nChanged 342 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12927 members Mstep: Class 2 contains 9727 members Entering Unmasked Estep Score: -1309089.750000 Penalty: 912.556335 Iteration 14Q: 3 clusters Score -1309090 nChanged 350 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13077 members Mstep: Class 2 contains 9577 members Entering Unmasked Estep Score: -1309199.000000 Penalty: 912.556335 Iteration 15Q: 3 clusters Score -1309199 nChanged 331 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13196 members Mstep: Class 2 contains 9458 members Entering Unmasked Estep Score: -1309296.000000 Penalty: 912.556335 Iteration 16Q: 3 clusters Score -1309296 nChanged 337 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13331 members Mstep: Class 2 contains 9323 members Entering Unmasked Estep Score: -1309391.750000 Penalty: 912.556335 Iteration 17Q: 3 clusters Score -1309392 nChanged 299 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13488 members Mstep: Class 2 contains 9166 members Entering Unmasked Estep Score: -1309484.875000 Penalty: 912.556335 Iteration 18Q: 3 clusters Score -1309485 nChanged 314 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13638 members Mstep: Class 2 contains 9016 members Entering Unmasked Estep Score: -1309574.250000 Penalty: 912.556335 Iteration 19Q: 3 clusters Score -1309574 nChanged 306 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13798 members Mstep: Class 2 contains 8856 members Entering Unmasked Estep Score: -1309652.750000 Penalty: 912.556335 Iteration 20F: 3 clusters Score -1309653 nChanged 306 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13970 members Mstep: Class 2 contains 8684 members Entering Unmasked Estep Score: -1309735.250000 Penalty: 912.556335 Iteration 21Q: 3 clusters Score -1309735 nChanged 294 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14168 members Mstep: Class 2 contains 8486 members Entering Unmasked Estep Score: -1309821.625000 Penalty: 912.556335 Iteration 22Q: 3 clusters Score -1309822 nChanged 313 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14397 members Mstep: Class 2 contains 8257 members Entering Unmasked Estep Score: -1309915.500000 Penalty: 912.556335 Iteration 23Q: 3 clusters Score -1309916 nChanged 309 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14638 members Mstep: Class 2 contains 8016 members Entering Unmasked Estep Score: -1310003.875000 Penalty: 912.556335 Iteration 24Q: 3 clusters Score -1310004 nChanged 291 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14875 members Mstep: Class 2 contains 7779 members Entering Unmasked Estep Score: -1310073.250000 Penalty: 912.556335 Iteration 25Q: 3 clusters Score -1310073 nChanged 277 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15100 members Mstep: Class 2 contains 7554 members Entering Unmasked Estep Score: -1310142.750000 Penalty: 912.556335 Iteration 26Q: 3 clusters Score -1310143 nChanged 255 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15327 members Mstep: Class 2 contains 7327 members Entering Unmasked Estep Score: -1310208.125000 Penalty: 912.556335 Iteration 27Q: 3 clusters Score -1310208 nChanged 254 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15549 members Mstep: Class 2 contains 7105 members Entering Unmasked Estep Score: -1310266.875000 Penalty: 912.556335 Iteration 28Q: 3 clusters Score -1310267 nChanged 247 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15764 members Mstep: Class 2 contains 6890 members Entering Unmasked Estep Score: -1310321.125000 Penalty: 912.556335 Iteration 29Q: 3 clusters Score -1310321 nChanged 228 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15976 members Mstep: Class 2 contains 6678 members Entering Unmasked Estep Score: -1310363.875000 Penalty: 912.556335 Iteration 30Q: 3 clusters Score -1310364 nChanged 234 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16194 members Mstep: Class 2 contains 6460 members Entering Unmasked Estep Score: -1310414.750000 Penalty: 912.556335 Iteration 31Q: 3 clusters Score -1310415 nChanged 231 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16413 members Mstep: Class 2 contains 6241 members Entering Unmasked Estep Score: -1310477.125000 Penalty: 912.556335 Iteration 32Q: 3 clusters Score -1310477 nChanged 266 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16667 members Mstep: Class 2 contains 5987 members Entering Unmasked Estep Score: -1310545.875000 Penalty: 912.556335 Iteration 33Q: 3 clusters Score -1310546 nChanged 264 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16927 members Mstep: Class 2 contains 5727 members Entering Unmasked Estep Score: -1310616.125000 Penalty: 912.556335 Iteration 34Q: 3 clusters Score -1310616 nChanged 264 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17187 members Mstep: Class 2 contains 5467 members Entering Unmasked Estep Score: -1310684.000000 Penalty: 912.556335 Iteration 35Q: 3 clusters Score -1310684 nChanged 237 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17420 members Mstep: Class 2 contains 5234 members Entering Unmasked Estep Score: -1310729.875000 Penalty: 912.556335 Iteration 36Q: 3 clusters Score -1310730 nChanged 226 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17644 members Mstep: Class 2 contains 5010 members Entering Unmasked Estep Score: -1310778.125000 Penalty: 912.556335 Iteration 37Q: 3 clusters Score -1310778 nChanged 237 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17879 members Mstep: Class 2 contains 4775 members Entering Unmasked Estep Score: -1310842.125000 Penalty: 912.556335 Iteration 38Q: 3 clusters Score -1310842 nChanged 263 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18136 members Mstep: Class 2 contains 4518 members Entering Unmasked Estep Score: -1310907.750000 Penalty: 912.556335 Iteration 39Q: 3 clusters Score -1310908 nChanged 274 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18408 members Mstep: Class 2 contains 4246 members Entering Unmasked Estep Score: -1310982.875000 Penalty: 912.556335 Iteration 40F: 3 clusters Score -1310983 nChanged 277 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18683 members Mstep: Class 2 contains 3971 members Entering Unmasked Estep Score: -1311066.500000 Penalty: 912.556335 Iteration 41Q: 3 clusters Score -1311066 nChanged 309 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18990 members Mstep: Class 2 contains 3664 members Entering Unmasked Estep Score: -1311172.500000 Penalty: 912.556335 Iteration 42Q: 3 clusters Score -1311172 nChanged 315 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19305 members Mstep: Class 2 contains 3349 members Entering Unmasked Estep Score: -1311281.625000 Penalty: 912.556335 Iteration 43Q: 3 clusters Score -1311282 nChanged 309 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19612 members Mstep: Class 2 contains 3042 members Entering Unmasked Estep Score: -1311395.750000 Penalty: 912.556335 Iteration 44Q: 3 clusters Score -1311396 nChanged 308 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19920 members Mstep: Class 2 contains 2734 members Entering Unmasked Estep Score: -1311528.125000 Penalty: 912.556335 Iteration 45Q: 3 clusters Score -1311528 nChanged 297 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20217 members Mstep: Class 2 contains 2437 members Entering Unmasked Estep Score: -1311658.625000 Penalty: 912.556335 Iteration 46Q: 3 clusters Score -1311659 nChanged 275 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20486 members Mstep: Class 2 contains 2168 members Entering Unmasked Estep Score: -1311789.750000 Penalty: 912.556335 Iteration 47Q: 3 clusters Score -1311790 nChanged 250 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20724 members Mstep: Class 2 contains 1930 members Entering Unmasked Estep Score: -1311903.000000 Penalty: 912.556335 Iteration 48Q: 3 clusters Score -1311903 nChanged 226 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20940 members Mstep: Class 2 contains 1714 members Entering Unmasked Estep Score: -1312004.750000 Penalty: 912.556335 Iteration 49Q: 3 clusters Score -1312005 nChanged 202 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21126 members Mstep: Class 2 contains 1528 members Entering Unmasked Estep Score: -1312094.000000 Penalty: 912.556335 Iteration 50Q: 3 clusters Score -1312094 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21253 members Mstep: Class 2 contains 1401 members Entering Unmasked Estep Score: -1312141.625000 Penalty: 912.556335 Iteration 51Q: 3 clusters Score -1312142 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21360 members Mstep: Class 2 contains 1294 members Entering Unmasked Estep Score: -1312180.875000 Penalty: 912.556335 Iteration 52Q: 3 clusters Score -1312181 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21456 members Mstep: Class 2 contains 1198 members Entering Unmasked Estep Score: -1312216.375000 Penalty: 912.556335 Iteration 53Q: 3 clusters Score -1312216 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21542 members Mstep: Class 2 contains 1112 members Entering Unmasked Estep Score: -1312248.875000 Penalty: 912.556335 Iteration 54Q: 3 clusters Score -1312249 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21622 members Mstep: Class 2 contains 1032 members Entering Unmasked Estep Score: -1312275.250000 Penalty: 912.556335 Iteration 55Q: 3 clusters Score -1312275 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21687 members Mstep: Class 2 contains 967 members Entering Unmasked Estep Score: -1312289.375000 Penalty: 912.556335 Iteration 56Q: 3 clusters Score -1312289 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21733 members Mstep: Class 2 contains 921 members Entering Unmasked Estep Score: -1312301.000000 Penalty: 912.556335 Iteration 57Q: 3 clusters Score -1312301 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21774 members Mstep: Class 2 contains 880 members Entering Unmasked Estep Score: -1312306.875000 Penalty: 912.556335 Iteration 58Q: 3 clusters Score -1312307 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21811 members Mstep: Class 2 contains 843 members Entering Unmasked Estep Score: -1312319.750000 Penalty: 912.556335 Iteration 59Q: 3 clusters Score -1312320 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21850 members Mstep: Class 2 contains 804 members Entering Unmasked Estep Score: -1312335.250000 Penalty: 912.556335 Iteration 60F: 3 clusters Score -1312335 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21897 members Mstep: Class 2 contains 757 members Entering Unmasked Estep Score: -1312352.375000 Penalty: 912.556335 Iteration 61Q: 3 clusters Score -1312352 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21937 members Mstep: Class 2 contains 717 members Entering Unmasked Estep Score: -1312368.875000 Penalty: 912.556335 Iteration 62Q: 3 clusters Score -1312369 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21979 members Mstep: Class 2 contains 675 members Entering Unmasked Estep Score: -1312381.375000 Penalty: 912.556335 Iteration 63Q: 3 clusters Score -1312381 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22022 members Mstep: Class 2 contains 632 members Entering Unmasked Estep Score: -1312397.250000 Penalty: 912.556335 Iteration 64Q: 3 clusters Score -1312397 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22057 members Mstep: Class 2 contains 597 members Entering Unmasked Estep Score: -1312410.750000 Penalty: 912.556335 Iteration 65Q: 3 clusters Score -1312411 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22081 members Mstep: Class 2 contains 573 members Entering Unmasked Estep Score: -1312416.750000 Penalty: 912.556335 Iteration 66Q: 3 clusters Score -1312417 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22098 members Mstep: Class 2 contains 556 members Entering Unmasked Estep Score: -1312421.750000 Penalty: 912.556335 Iteration 67Q: 3 clusters Score -1312422 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22119 members Mstep: Class 2 contains 535 members Entering Unmasked Estep Score: -1312431.250000 Penalty: 912.556335 Iteration 68Q: 3 clusters Score -1312431 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22135 members Mstep: Class 2 contains 519 members Entering Unmasked Estep Score: -1312434.750000 Penalty: 912.556335 Iteration 69Q: 3 clusters Score -1312435 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22147 members Mstep: Class 2 contains 507 members Entering Unmasked Estep Score: -1312444.625000 Penalty: 912.556335 Iteration 70Q: 3 clusters Score -1312445 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22162 members Mstep: Class 2 contains 492 members Entering Unmasked Estep Score: -1312453.125000 Penalty: 912.556335 Iteration 71Q: 3 clusters Score -1312453 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22180 members Mstep: Class 2 contains 474 members Entering Unmasked Estep Score: -1312463.000000 Penalty: 912.556335 Iteration 72Q: 3 clusters Score -1312463 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22190 members Mstep: Class 2 contains 464 members Entering Unmasked Estep Score: -1312467.125000 Penalty: 912.556335 Iteration 73Q: 3 clusters Score -1312467 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22197 members Mstep: Class 2 contains 457 members Entering Unmasked Estep Score: -1312470.875000 Penalty: 912.556335 Iteration 74Q: 3 clusters Score -1312471 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22197 members Mstep: Class 2 contains 457 members Entering Unmasked Estep Score: -1312471.125000 Penalty: 912.556335 Iteration 75Q: 3 clusters Score -1312471 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22201 members Mstep: Class 2 contains 453 members Entering Unmasked Estep Score: -1312470.750000 Penalty: 912.556335 Iteration 76Q: 3 clusters Score -1312471 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22203 members Mstep: Class 2 contains 451 members Entering Unmasked Estep Score: -1312470.625000 Penalty: 912.556335 Iteration 77Q: 3 clusters Score -1312471 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22205 members Mstep: Class 2 contains 449 members Entering Unmasked Estep Score: -1312471.500000 Penalty: 912.556335 Iteration 78Q: 3 clusters Score -1312472 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22208 members Mstep: Class 2 contains 446 members Entering Unmasked Estep Score: -1312472.875000 Penalty: 912.556335 Iteration 79Q: 3 clusters Score -1312473 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22211 members Mstep: Class 2 contains 443 members Entering Unmasked Estep Score: -1312472.500000 Penalty: 912.556335 Iteration 80F: 3 clusters Score -1312472 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22215 members Mstep: Class 2 contains 439 members Entering Unmasked Estep Score: -1312472.875000 Penalty: 912.556335 Iteration 81Q: 3 clusters Score -1312473 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22219 members Mstep: Class 2 contains 435 members Entering Unmasked Estep Score: -1312473.625000 Penalty: 912.556335 Iteration 82Q: 3 clusters Score -1312474 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22221 members Mstep: Class 2 contains 433 members Entering Unmasked Estep Score: -1312473.500000 Penalty: 912.556335 Iteration 83Q: 3 clusters Score -1312474 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22223 members Mstep: Class 2 contains 431 members Entering Unmasked Estep Score: -1312473.875000 Penalty: 912.556335 Iteration 84Q: 3 clusters Score -1312474 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22225 members Mstep: Class 2 contains 429 members Entering Unmasked Estep Score: -1312473.750000 Penalty: 912.556335 Iteration 85Q: 3 clusters Score -1312474 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22225 members Mstep: Class 2 contains 429 members Entering Unmasked Estep Score: -1312473.750000 Penalty: 912.556335 Iteration 86F: 3 clusters Score -1312474 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (12270 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12270 members Entering Unmasked Estep Score: -714786.125000 Penalty: 428.378510 Iteration 0F: 2 clusters Score -714786.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6167 members Mstep: Class 2 contains 6103 members Entering Unmasked Estep Score: -706647.937500 Penalty: 856.757019 Iteration 0F: 3 clusters Score -706647.9 nChanged 5724 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6373 members Mstep: Class 2 contains 5897 members Entering Unmasked Estep Score: -710057.812500 Penalty: 856.757019 Iteration 1F: 3 clusters Score -710057.8 nChanged 678 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6489 members Mstep: Class 2 contains 5781 members Entering Unmasked Estep Score: -710357.187500 Penalty: 856.757019 Iteration 2F: 3 clusters Score -710357.2 nChanged 652 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6645 members Mstep: Class 2 contains 5625 members Entering Unmasked Estep Score: -710687.250000 Penalty: 856.757019 Iteration 3F: 3 clusters Score -710687.2 nChanged 666 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6871 members Mstep: Class 2 contains 5399 members Entering Unmasked Estep Score: -711067.625000 Penalty: 856.757019 Iteration 4F: 3 clusters Score -711067.6 nChanged 681 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7120 members Mstep: Class 2 contains 5150 members Entering Unmasked Estep Score: -711547.562500 Penalty: 856.757019 Iteration 5F: 3 clusters Score -711547.6 nChanged 731 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7349 members Mstep: Class 2 contains 4921 members Entering Unmasked Estep Score: -712014.250000 Penalty: 856.757019 Iteration 6F: 3 clusters Score -712014.2 nChanged 573 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7542 members Mstep: Class 2 contains 4728 members Entering Unmasked Estep Score: -712327.687500 Penalty: 856.757019 Iteration 7Q: 3 clusters Score -712327.7 nChanged 418 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7704 members Mstep: Class 2 contains 4566 members Entering Unmasked Estep Score: -712498.125000 Penalty: 856.757019 Iteration 8Q: 3 clusters Score -712498.1 nChanged 316 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7820 members Mstep: Class 2 contains 4450 members Entering Unmasked Estep Score: -712604.875000 Penalty: 856.757019 Iteration 9Q: 3 clusters Score -712604.9 nChanged 238 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7916 members Mstep: Class 2 contains 4354 members Entering Unmasked Estep Score: -712681.187500 Penalty: 856.757019 Iteration 10Q: 3 clusters Score -712681.2 nChanged 198 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8012 members Mstep: Class 2 contains 4258 members Entering Unmasked Estep Score: -712750.125000 Penalty: 856.757019 Iteration 11Q: 3 clusters Score -712750.1 nChanged 174 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8108 members Mstep: Class 2 contains 4162 members Entering Unmasked Estep Score: -712811.812500 Penalty: 856.757019 Iteration 12Q: 3 clusters Score -712811.8 nChanged 157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8211 members Mstep: Class 2 contains 4059 members Entering Unmasked Estep Score: -712868.062500 Penalty: 856.757019 Iteration 13Q: 3 clusters Score -712868.1 nChanged 167 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8298 members Mstep: Class 2 contains 3972 members Entering Unmasked Estep Score: -712924.625000 Penalty: 856.757019 Iteration 14Q: 3 clusters Score -712924.6 nChanged 160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8386 members Mstep: Class 2 contains 3884 members Entering Unmasked Estep Score: -712973.625000 Penalty: 856.757019 Iteration 15Q: 3 clusters Score -712973.6 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8460 members Mstep: Class 2 contains 3810 members Entering Unmasked Estep Score: -713015.437500 Penalty: 856.757019 Iteration 16Q: 3 clusters Score -713015.4 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8535 members Mstep: Class 2 contains 3735 members Entering Unmasked Estep Score: -713061.375000 Penalty: 856.757019 Iteration 17Q: 3 clusters Score -713061.4 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8604 members Mstep: Class 2 contains 3666 members Entering Unmasked Estep Score: -713109.812500 Penalty: 856.757019 Iteration 18Q: 3 clusters Score -713109.8 nChanged 151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8691 members Mstep: Class 2 contains 3579 members Entering Unmasked Estep Score: -713155.187500 Penalty: 856.757019 Iteration 19Q: 3 clusters Score -713155.2 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8757 members Mstep: Class 2 contains 3513 members Entering Unmasked Estep Score: -713196.875000 Penalty: 856.757019 Iteration 20F: 3 clusters Score -713196.9 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8824 members Mstep: Class 2 contains 3446 members Entering Unmasked Estep Score: -713230.562500 Penalty: 856.757019 Iteration 21Q: 3 clusters Score -713230.6 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8885 members Mstep: Class 2 contains 3385 members Entering Unmasked Estep Score: -713257.937500 Penalty: 856.757019 Iteration 22Q: 3 clusters Score -713257.9 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8970 members Mstep: Class 2 contains 3300 members Entering Unmasked Estep Score: -713286.500000 Penalty: 856.757019 Iteration 23Q: 3 clusters Score -713286.5 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9045 members Mstep: Class 2 contains 3225 members Entering Unmasked Estep Score: -713308.687500 Penalty: 856.757019 Iteration 24Q: 3 clusters Score -713308.7 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9133 members Mstep: Class 2 contains 3137 members Entering Unmasked Estep Score: -713334.625000 Penalty: 856.757019 Iteration 25Q: 3 clusters Score -713334.6 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9221 members Mstep: Class 2 contains 3049 members Entering Unmasked Estep Score: -713365.250000 Penalty: 856.757019 Iteration 26Q: 3 clusters Score -713365.2 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9322 members Mstep: Class 2 contains 2948 members Entering Unmasked Estep Score: -713400.625000 Penalty: 856.757019 Iteration 27Q: 3 clusters Score -713400.6 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9433 members Mstep: Class 2 contains 2837 members Entering Unmasked Estep Score: -713441.125000 Penalty: 856.757019 Iteration 28Q: 3 clusters Score -713441.1 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9550 members Mstep: Class 2 contains 2720 members Entering Unmasked Estep Score: -713490.687500 Penalty: 856.757019 Iteration 29Q: 3 clusters Score -713490.7 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9666 members Mstep: Class 2 contains 2604 members Entering Unmasked Estep Score: -713548.875000 Penalty: 856.757019 Iteration 30Q: 3 clusters Score -713548.9 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9776 members Mstep: Class 2 contains 2494 members Entering Unmasked Estep Score: -713599.937500 Penalty: 856.757019 Iteration 31Q: 3 clusters Score -713599.9 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9887 members Mstep: Class 2 contains 2383 members Entering Unmasked Estep Score: -713644.187500 Penalty: 856.757019 Iteration 32Q: 3 clusters Score -713644.2 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10002 members Mstep: Class 2 contains 2268 members Entering Unmasked Estep Score: -713694.750000 Penalty: 856.757019 Iteration 33Q: 3 clusters Score -713694.8 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10101 members Mstep: Class 2 contains 2169 members Entering Unmasked Estep Score: -713735.062500 Penalty: 856.757019 Iteration 34Q: 3 clusters Score -713735.1 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10198 members Mstep: Class 2 contains 2072 members Entering Unmasked Estep Score: -713774.375000 Penalty: 856.757019 Iteration 35Q: 3 clusters Score -713774.4 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10281 members Mstep: Class 2 contains 1989 members Entering Unmasked Estep Score: -713805.437500 Penalty: 856.757019 Iteration 36Q: 3 clusters Score -713805.4 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10376 members Mstep: Class 2 contains 1894 members Entering Unmasked Estep Score: -713843.687500 Penalty: 856.757019 Iteration 37Q: 3 clusters Score -713843.7 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10465 members Mstep: Class 2 contains 1805 members Entering Unmasked Estep Score: -713875.375000 Penalty: 856.757019 Iteration 38Q: 3 clusters Score -713875.4 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10564 members Mstep: Class 2 contains 1706 members Entering Unmasked Estep Score: -713914.187500 Penalty: 856.757019 Iteration 39Q: 3 clusters Score -713914.2 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10651 members Mstep: Class 2 contains 1619 members Entering Unmasked Estep Score: -713946.562500 Penalty: 856.757019 Iteration 40F: 3 clusters Score -713946.6 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10736 members Mstep: Class 2 contains 1534 members Entering Unmasked Estep Score: -713981.437500 Penalty: 856.757019 Iteration 41Q: 3 clusters Score -713981.4 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10834 members Mstep: Class 2 contains 1436 members Entering Unmasked Estep Score: -714020.500000 Penalty: 856.757019 Iteration 42Q: 3 clusters Score -714020.5 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10923 members Mstep: Class 2 contains 1347 members Entering Unmasked Estep Score: -714053.500000 Penalty: 856.757019 Iteration 43Q: 3 clusters Score -714053.5 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11012 members Mstep: Class 2 contains 1258 members Entering Unmasked Estep Score: -714085.875000 Penalty: 856.757019 Iteration 44Q: 3 clusters Score -714085.9 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11085 members Mstep: Class 2 contains 1185 members Entering Unmasked Estep Score: -714110.500000 Penalty: 856.757019 Iteration 45Q: 3 clusters Score -714110.5 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11145 members Mstep: Class 2 contains 1125 members Entering Unmasked Estep Score: -714125.500000 Penalty: 856.757019 Iteration 46Q: 3 clusters Score -714125.5 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11202 members Mstep: Class 2 contains 1068 members Entering Unmasked Estep Score: -714141.187500 Penalty: 856.757019 Iteration 47Q: 3 clusters Score -714141.2 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11255 members Mstep: Class 2 contains 1015 members Entering Unmasked Estep Score: -714156.500000 Penalty: 856.757019 Iteration 48Q: 3 clusters Score -714156.5 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11306 members Mstep: Class 2 contains 964 members Entering Unmasked Estep Score: -714171.375000 Penalty: 856.757019 Iteration 49Q: 3 clusters Score -714171.4 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11368 members Mstep: Class 2 contains 902 members Entering Unmasked Estep Score: -714188.500000 Penalty: 856.757019 Iteration 50Q: 3 clusters Score -714188.5 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11425 members Mstep: Class 2 contains 845 members Entering Unmasked Estep Score: -714208.812500 Penalty: 856.757019 Iteration 51Q: 3 clusters Score -714208.8 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11484 members Mstep: Class 2 contains 786 members Entering Unmasked Estep Score: -714230.062500 Penalty: 856.757019 Iteration 52Q: 3 clusters Score -714230.1 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11537 members Mstep: Class 2 contains 733 members Entering Unmasked Estep Score: -714253.062500 Penalty: 856.757019 Iteration 53Q: 3 clusters Score -714253.1 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11586 members Mstep: Class 2 contains 684 members Entering Unmasked Estep Score: -714272.375000 Penalty: 856.757019 Iteration 54Q: 3 clusters Score -714272.4 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11634 members Mstep: Class 2 contains 636 members Entering Unmasked Estep Score: -714289.625000 Penalty: 856.757019 Iteration 55Q: 3 clusters Score -714289.6 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11676 members Mstep: Class 2 contains 594 members Entering Unmasked Estep Score: -714305.250000 Penalty: 856.757019 Iteration 56Q: 3 clusters Score -714305.2 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11712 members Mstep: Class 2 contains 558 members Entering Unmasked Estep Score: -714318.437500 Penalty: 856.757019 Iteration 57Q: 3 clusters Score -714318.4 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11752 members Mstep: Class 2 contains 518 members Entering Unmasked Estep Score: -714334.625000 Penalty: 856.757019 Iteration 58Q: 3 clusters Score -714334.6 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11782 members Mstep: Class 2 contains 488 members Entering Unmasked Estep Score: -714346.875000 Penalty: 856.757019 Iteration 59Q: 3 clusters Score -714346.9 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11807 members Mstep: Class 2 contains 463 members Entering Unmasked Estep Score: -714356.125000 Penalty: 856.757019 Iteration 60F: 3 clusters Score -714356.1 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11829 members Mstep: Class 2 contains 441 members Entering Unmasked Estep Score: -714362.937500 Penalty: 856.757019 Iteration 61Q: 3 clusters Score -714362.9 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11847 members Mstep: Class 2 contains 423 members Entering Unmasked Estep Score: -714370.937500 Penalty: 856.757019 Iteration 62Q: 3 clusters Score -714370.9 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11867 members Mstep: Class 2 contains 403 members Entering Unmasked Estep Score: -714376.562500 Penalty: 856.757019 Iteration 63Q: 3 clusters Score -714376.6 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11887 members Mstep: Class 2 contains 383 members Entering Unmasked Estep Score: -714382.625000 Penalty: 856.757019 Iteration 64Q: 3 clusters Score -714382.6 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11899 members Mstep: Class 2 contains 371 members Entering Unmasked Estep Score: -714388.875000 Penalty: 856.757019 Iteration 65Q: 3 clusters Score -714388.9 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11911 members Mstep: Class 2 contains 359 members Entering Unmasked Estep Score: -714395.062500 Penalty: 856.757019 Iteration 66Q: 3 clusters Score -714395.1 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11923 members Mstep: Class 2 contains 347 members Entering Unmasked Estep Score: -714399.125000 Penalty: 856.757019 Iteration 67Q: 3 clusters Score -714399.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11930 members Mstep: Class 2 contains 340 members Entering Unmasked Estep Score: -714400.062500 Penalty: 856.757019 Iteration 68Q: 3 clusters Score -714400.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11930 members Mstep: Class 2 contains 340 members Entering Unmasked Estep Score: -714401.750000 Penalty: 856.757019 Iteration 69Q: 3 clusters Score -714401.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11933 members Mstep: Class 2 contains 337 members Entering Unmasked Estep Score: -714404.062500 Penalty: 856.757019 Iteration 70Q: 3 clusters Score -714404.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11936 members Mstep: Class 2 contains 334 members Entering Unmasked Estep Score: -714404.187500 Penalty: 856.757019 Iteration 71Q: 3 clusters Score -714404.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11941 members Mstep: Class 2 contains 329 members Entering Unmasked Estep Score: -714405.562500 Penalty: 856.757019 Iteration 72Q: 3 clusters Score -714405.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11946 members Mstep: Class 2 contains 324 members Entering Unmasked Estep Score: -714407.875000 Penalty: 856.757019 Iteration 73Q: 3 clusters Score -714407.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11953 members Mstep: Class 2 contains 317 members Entering Unmasked Estep Score: -714408.625000 Penalty: 856.757019 Iteration 74Q: 3 clusters Score -714408.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11956 members Mstep: Class 2 contains 314 members Entering Unmasked Estep Score: -714409.875000 Penalty: 856.757019 Iteration 75Q: 3 clusters Score -714409.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11960 members Mstep: Class 2 contains 310 members Entering Unmasked Estep Score: -714412.875000 Penalty: 856.757019 Iteration 76Q: 3 clusters Score -714412.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11963 members Mstep: Class 2 contains 307 members Entering Unmasked Estep Score: -714414.312500 Penalty: 856.757019 Iteration 77Q: 3 clusters Score -714414.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11971 members Mstep: Class 2 contains 299 members Entering Unmasked Estep Score: -714416.937500 Penalty: 856.757019 Iteration 78Q: 3 clusters Score -714416.9 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11979 members Mstep: Class 2 contains 291 members Entering Unmasked Estep Score: -714421.375000 Penalty: 856.757019 Iteration 79Q: 3 clusters Score -714421.4 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11986 members Mstep: Class 2 contains 284 members Entering Unmasked Estep Score: -714425.125000 Penalty: 856.757019 Iteration 80F: 3 clusters Score -714425.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11989 members Mstep: Class 2 contains 281 members Entering Unmasked Estep Score: -714425.875000 Penalty: 856.757019 Iteration 81Q: 3 clusters Score -714425.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11993 members Mstep: Class 2 contains 277 members Entering Unmasked Estep Score: -714427.187500 Penalty: 856.757019 Iteration 82Q: 3 clusters Score -714427.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11993 members Mstep: Class 2 contains 277 members Entering Unmasked Estep Score: -714427.437500 Penalty: 856.757019 Iteration 83Q: 3 clusters Score -714427.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11993 members Mstep: Class 2 contains 277 members Entering Unmasked Estep Score: -714427.437500 Penalty: 856.757019 Iteration 84F: 3 clusters Score -714427.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (10441 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10441 members Entering Unmasked Estep Score: -587323.000000 Penalty: 421.034027 Iteration 0F: 2 clusters Score -587323 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5160 members Mstep: Class 2 contains 5281 members Entering Unmasked Estep Score: -580366.875000 Penalty: 842.068054 Iteration 0F: 3 clusters Score -580366.9 nChanged 4842 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4348 members Mstep: Class 2 contains 6093 members Entering Unmasked Estep Score: -583296.750000 Penalty: 842.068054 Iteration 1F: 3 clusters Score -583296.8 nChanged 752 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3876 members Mstep: Class 2 contains 6565 members Entering Unmasked Estep Score: -583812.500000 Penalty: 842.068054 Iteration 2F: 3 clusters Score -583812.5 nChanged 894 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3262 members Mstep: Class 2 contains 7179 members Entering Unmasked Estep Score: -584580.250000 Penalty: 842.068054 Iteration 3F: 3 clusters Score -584580.2 nChanged 914 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2612 members Mstep: Class 2 contains 7829 members Entering Unmasked Estep Score: -585412.500000 Penalty: 842.068054 Iteration 4F: 3 clusters Score -585412.5 nChanged 721 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2103 members Mstep: Class 2 contains 8338 members Entering Unmasked Estep Score: -586065.062500 Penalty: 842.068054 Iteration 5F: 3 clusters Score -586065.1 nChanged 475 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1796 members Mstep: Class 2 contains 8645 members Entering Unmasked Estep Score: -586494.437500 Penalty: 842.068054 Iteration 6Q: 3 clusters Score -586494.4 nChanged 272 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1622 members Mstep: Class 2 contains 8819 members Entering Unmasked Estep Score: -586711.937500 Penalty: 842.068054 Iteration 7Q: 3 clusters Score -586711.9 nChanged 159 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1511 members Mstep: Class 2 contains 8930 members Entering Unmasked Estep Score: -586817.375000 Penalty: 842.068054 Iteration 8Q: 3 clusters Score -586817.4 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1420 members Mstep: Class 2 contains 9021 members Entering Unmasked Estep Score: -586892.250000 Penalty: 842.068054 Iteration 9Q: 3 clusters Score -586892.2 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1353 members Mstep: Class 2 contains 9088 members Entering Unmasked Estep Score: -586935.375000 Penalty: 842.068054 Iteration 10Q: 3 clusters Score -586935.4 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1298 members Mstep: Class 2 contains 9143 members Entering Unmasked Estep Score: -586966.187500 Penalty: 842.068054 Iteration 11Q: 3 clusters Score -586966.2 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1246 members Mstep: Class 2 contains 9195 members Entering Unmasked Estep Score: -586988.562500 Penalty: 842.068054 Iteration 12Q: 3 clusters Score -586988.6 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1190 members Mstep: Class 2 contains 9251 members Entering Unmasked Estep Score: -587009.687500 Penalty: 842.068054 Iteration 13Q: 3 clusters Score -587009.7 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1143 members Mstep: Class 2 contains 9298 members Entering Unmasked Estep Score: -587027.250000 Penalty: 842.068054 Iteration 14Q: 3 clusters Score -587027.2 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1116 members Mstep: Class 2 contains 9325 members Entering Unmasked Estep Score: -587035.812500 Penalty: 842.068054 Iteration 15Q: 3 clusters Score -587035.8 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1091 members Mstep: Class 2 contains 9350 members Entering Unmasked Estep Score: -587045.187500 Penalty: 842.068054 Iteration 16Q: 3 clusters Score -587045.2 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1072 members Mstep: Class 2 contains 9369 members Entering Unmasked Estep Score: -587058.500000 Penalty: 842.068054 Iteration 17Q: 3 clusters Score -587058.5 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1053 members Mstep: Class 2 contains 9388 members Entering Unmasked Estep Score: -587067.375000 Penalty: 842.068054 Iteration 18Q: 3 clusters Score -587067.4 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1040 members Mstep: Class 2 contains 9401 members Entering Unmasked Estep Score: -587073.937500 Penalty: 842.068054 Iteration 19Q: 3 clusters Score -587073.9 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1036 members Mstep: Class 2 contains 9405 members Entering Unmasked Estep Score: -587078.375000 Penalty: 842.068054 Iteration 20F: 3 clusters Score -587078.4 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1035 members Mstep: Class 2 contains 9406 members Entering Unmasked Estep Score: -587082.437500 Penalty: 842.068054 Iteration 21Q: 3 clusters Score -587082.4 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1040 members Mstep: Class 2 contains 9401 members Entering Unmasked Estep Score: -587086.375000 Penalty: 842.068054 Iteration 22Q: 3 clusters Score -587086.4 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1041 members Mstep: Class 2 contains 9400 members Entering Unmasked Estep Score: -587090.625000 Penalty: 842.068054 Iteration 23Q: 3 clusters Score -587090.6 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1046 members Mstep: Class 2 contains 9395 members Entering Unmasked Estep Score: -587091.437500 Penalty: 842.068054 Iteration 24Q: 3 clusters Score -587091.4 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1056 members Mstep: Class 2 contains 9385 members Entering Unmasked Estep Score: -587095.625000 Penalty: 842.068054 Iteration 25Q: 3 clusters Score -587095.6 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1068 members Mstep: Class 2 contains 9373 members Entering Unmasked Estep Score: -587096.187500 Penalty: 842.068054 Iteration 26Q: 3 clusters Score -587096.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1075 members Mstep: Class 2 contains 9366 members Entering Unmasked Estep Score: -587097.062500 Penalty: 842.068054 Iteration 27Q: 3 clusters Score -587097.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1075 members Mstep: Class 2 contains 9366 members Entering Unmasked Estep Score: -587097.625000 Penalty: 842.068054 Iteration 28Q: 3 clusters Score -587097.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1077 members Mstep: Class 2 contains 9364 members Entering Unmasked Estep Score: -587098.937500 Penalty: 842.068054 Iteration 29Q: 3 clusters Score -587098.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1081 members Mstep: Class 2 contains 9360 members Entering Unmasked Estep Score: -587098.750000 Penalty: 842.068054 Iteration 30Q: 3 clusters Score -587098.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1082 members Mstep: Class 2 contains 9359 members Entering Unmasked Estep Score: -587099.187500 Penalty: 842.068054 Iteration 31Q: 3 clusters Score -587099.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1084 members Mstep: Class 2 contains 9357 members Entering Unmasked Estep Score: -587097.125000 Penalty: 842.068054 Iteration 32Q: 3 clusters Score -587097.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1084 members Mstep: Class 2 contains 9357 members Entering Unmasked Estep Score: -587097.937500 Penalty: 842.068054 Iteration 33Q: 3 clusters Score -587097.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1084 members Mstep: Class 2 contains 9357 members Entering Unmasked Estep Score: -587097.937500 Penalty: 842.068054 Iteration 34F: 3 clusters Score -587097.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (12285 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12285 members Entering Unmasked Estep Score: -667599.375000 Penalty: 428.434082 Iteration 0F: 2 clusters Score -667599.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6172 members Mstep: Class 2 contains 6113 members Entering Unmasked Estep Score: -659402.125000 Penalty: 856.868164 Iteration 0F: 3 clusters Score -659402.1 nChanged 5801 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6295 members Mstep: Class 2 contains 5990 members Entering Unmasked Estep Score: -662997.375000 Penalty: 856.868164 Iteration 1F: 3 clusters Score -662997.4 nChanged 766 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6235 members Mstep: Class 2 contains 6050 members Entering Unmasked Estep Score: -663390.000000 Penalty: 856.868164 Iteration 2F: 3 clusters Score -663390 nChanged 769 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6158 members Mstep: Class 2 contains 6127 members Entering Unmasked Estep Score: -663860.437500 Penalty: 856.868164 Iteration 3F: 3 clusters Score -663860.4 nChanged 796 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6092 members Mstep: Class 2 contains 6193 members Entering Unmasked Estep Score: -664423.687500 Penalty: 856.868164 Iteration 4F: 3 clusters Score -664423.7 nChanged 810 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6052 members Mstep: Class 2 contains 6233 members Entering Unmasked Estep Score: -665030.750000 Penalty: 856.868164 Iteration 5F: 3 clusters Score -665030.8 nChanged 698 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5982 members Mstep: Class 2 contains 6303 members Entering Unmasked Estep Score: -665440.562500 Penalty: 856.868164 Iteration 6F: 3 clusters Score -665440.6 nChanged 480 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5904 members Mstep: Class 2 contains 6381 members Entering Unmasked Estep Score: -665598.562500 Penalty: 856.868164 Iteration 7Q: 3 clusters Score -665598.6 nChanged 277 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5825 members Mstep: Class 2 contains 6460 members Entering Unmasked Estep Score: -665663.937500 Penalty: 856.868164 Iteration 8Q: 3 clusters Score -665663.9 nChanged 183 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5730 members Mstep: Class 2 contains 6555 members Entering Unmasked Estep Score: -665702.937500 Penalty: 856.868164 Iteration 9Q: 3 clusters Score -665702.9 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5624 members Mstep: Class 2 contains 6661 members Entering Unmasked Estep Score: -665741.750000 Penalty: 856.868164 Iteration 10Q: 3 clusters Score -665741.8 nChanged 168 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5484 members Mstep: Class 2 contains 6801 members Entering Unmasked Estep Score: -665779.625000 Penalty: 856.868164 Iteration 11Q: 3 clusters Score -665779.6 nChanged 160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5346 members Mstep: Class 2 contains 6939 members Entering Unmasked Estep Score: -665819.062500 Penalty: 856.868164 Iteration 12Q: 3 clusters Score -665819.1 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5202 members Mstep: Class 2 contains 7083 members Entering Unmasked Estep Score: -665857.625000 Penalty: 856.868164 Iteration 13Q: 3 clusters Score -665857.6 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5055 members Mstep: Class 2 contains 7230 members Entering Unmasked Estep Score: -665898.562500 Penalty: 856.868164 Iteration 14Q: 3 clusters Score -665898.6 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4909 members Mstep: Class 2 contains 7376 members Entering Unmasked Estep Score: -665934.937500 Penalty: 856.868164 Iteration 15Q: 3 clusters Score -665934.9 nChanged 171 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4742 members Mstep: Class 2 contains 7543 members Entering Unmasked Estep Score: -665982.187500 Penalty: 856.868164 Iteration 16Q: 3 clusters Score -665982.2 nChanged 170 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4576 members Mstep: Class 2 contains 7709 members Entering Unmasked Estep Score: -666032.750000 Penalty: 856.868164 Iteration 17Q: 3 clusters Score -666032.8 nChanged 191 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4391 members Mstep: Class 2 contains 7894 members Entering Unmasked Estep Score: -666104.437500 Penalty: 856.868164 Iteration 18Q: 3 clusters Score -666104.4 nChanged 184 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4209 members Mstep: Class 2 contains 8076 members Entering Unmasked Estep Score: -666173.875000 Penalty: 856.868164 Iteration 19Q: 3 clusters Score -666173.9 nChanged 187 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4028 members Mstep: Class 2 contains 8257 members Entering Unmasked Estep Score: -666251.937500 Penalty: 856.868164 Iteration 20F: 3 clusters Score -666251.9 nChanged 195 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3859 members Mstep: Class 2 contains 8426 members Entering Unmasked Estep Score: -666334.812500 Penalty: 856.868164 Iteration 21Q: 3 clusters Score -666334.8 nChanged 197 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3682 members Mstep: Class 2 contains 8603 members Entering Unmasked Estep Score: -666420.875000 Penalty: 856.868164 Iteration 22Q: 3 clusters Score -666420.9 nChanged 175 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3517 members Mstep: Class 2 contains 8768 members Entering Unmasked Estep Score: -666486.000000 Penalty: 856.868164 Iteration 23Q: 3 clusters Score -666486 nChanged 159 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3362 members Mstep: Class 2 contains 8923 members Entering Unmasked Estep Score: -666540.437500 Penalty: 856.868164 Iteration 24Q: 3 clusters Score -666540.4 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3229 members Mstep: Class 2 contains 9056 members Entering Unmasked Estep Score: -666583.812500 Penalty: 856.868164 Iteration 25Q: 3 clusters Score -666583.8 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3090 members Mstep: Class 2 contains 9195 members Entering Unmasked Estep Score: -666631.875000 Penalty: 856.868164 Iteration 26Q: 3 clusters Score -666631.9 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2944 members Mstep: Class 2 contains 9341 members Entering Unmasked Estep Score: -666685.062500 Penalty: 856.868164 Iteration 27Q: 3 clusters Score -666685.1 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2801 members Mstep: Class 2 contains 9484 members Entering Unmasked Estep Score: -666729.937500 Penalty: 856.868164 Iteration 28Q: 3 clusters Score -666729.9 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2690 members Mstep: Class 2 contains 9595 members Entering Unmasked Estep Score: -666757.375000 Penalty: 856.868164 Iteration 29Q: 3 clusters Score -666757.4 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2603 members Mstep: Class 2 contains 9682 members Entering Unmasked Estep Score: -666781.187500 Penalty: 856.868164 Iteration 30Q: 3 clusters Score -666781.2 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2513 members Mstep: Class 2 contains 9772 members Entering Unmasked Estep Score: -666800.875000 Penalty: 856.868164 Iteration 31Q: 3 clusters Score -666800.9 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2433 members Mstep: Class 2 contains 9852 members Entering Unmasked Estep Score: -666816.937500 Penalty: 856.868164 Iteration 32Q: 3 clusters Score -666816.9 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2358 members Mstep: Class 2 contains 9927 members Entering Unmasked Estep Score: -666834.937500 Penalty: 856.868164 Iteration 33Q: 3 clusters Score -666834.9 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2281 members Mstep: Class 2 contains 10004 members Entering Unmasked Estep Score: -666859.062500 Penalty: 856.868164 Iteration 34Q: 3 clusters Score -666859.1 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2197 members Mstep: Class 2 contains 10088 members Entering Unmasked Estep Score: -666885.812500 Penalty: 856.868164 Iteration 35Q: 3 clusters Score -666885.8 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2118 members Mstep: Class 2 contains 10167 members Entering Unmasked Estep Score: -666911.375000 Penalty: 856.868164 Iteration 36Q: 3 clusters Score -666911.4 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2034 members Mstep: Class 2 contains 10251 members Entering Unmasked Estep Score: -666938.125000 Penalty: 856.868164 Iteration 37Q: 3 clusters Score -666938.1 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1955 members Mstep: Class 2 contains 10330 members Entering Unmasked Estep Score: -666964.500000 Penalty: 856.868164 Iteration 38Q: 3 clusters Score -666964.5 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1882 members Mstep: Class 2 contains 10403 members Entering Unmasked Estep Score: -666983.625000 Penalty: 856.868164 Iteration 39Q: 3 clusters Score -666983.6 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1818 members Mstep: Class 2 contains 10467 members Entering Unmasked Estep Score: -666997.562500 Penalty: 856.868164 Iteration 40F: 3 clusters Score -666997.6 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1747 members Mstep: Class 2 contains 10538 members Entering Unmasked Estep Score: -667017.687500 Penalty: 856.868164 Iteration 41Q: 3 clusters Score -667017.7 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1673 members Mstep: Class 2 contains 10612 members Entering Unmasked Estep Score: -667038.687500 Penalty: 856.868164 Iteration 42Q: 3 clusters Score -667038.7 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1603 members Mstep: Class 2 contains 10682 members Entering Unmasked Estep Score: -667056.750000 Penalty: 856.868164 Iteration 43Q: 3 clusters Score -667056.8 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1548 members Mstep: Class 2 contains 10737 members Entering Unmasked Estep Score: -667069.687500 Penalty: 856.868164 Iteration 44Q: 3 clusters Score -667069.7 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1498 members Mstep: Class 2 contains 10787 members Entering Unmasked Estep Score: -667081.562500 Penalty: 856.868164 Iteration 45Q: 3 clusters Score -667081.6 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1440 members Mstep: Class 2 contains 10845 members Entering Unmasked Estep Score: -667098.125000 Penalty: 856.868164 Iteration 46Q: 3 clusters Score -667098.1 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1385 members Mstep: Class 2 contains 10900 members Entering Unmasked Estep Score: -667111.187500 Penalty: 856.868164 Iteration 47Q: 3 clusters Score -667111.2 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1337 members Mstep: Class 2 contains 10948 members Entering Unmasked Estep Score: -667122.687500 Penalty: 856.868164 Iteration 48Q: 3 clusters Score -667122.7 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1296 members Mstep: Class 2 contains 10989 members Entering Unmasked Estep Score: -667132.187500 Penalty: 856.868164 Iteration 49Q: 3 clusters Score -667132.2 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1251 members Mstep: Class 2 contains 11034 members Entering Unmasked Estep Score: -667139.187500 Penalty: 856.868164 Iteration 50Q: 3 clusters Score -667139.2 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1211 members Mstep: Class 2 contains 11074 members Entering Unmasked Estep Score: -667146.000000 Penalty: 856.868164 Iteration 51Q: 3 clusters Score -667146 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1179 members Mstep: Class 2 contains 11106 members Entering Unmasked Estep Score: -667152.500000 Penalty: 856.868164 Iteration 52Q: 3 clusters Score -667152.5 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1150 members Mstep: Class 2 contains 11135 members Entering Unmasked Estep Score: -667159.625000 Penalty: 856.868164 Iteration 53Q: 3 clusters Score -667159.6 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1124 members Mstep: Class 2 contains 11161 members Entering Unmasked Estep Score: -667164.500000 Penalty: 856.868164 Iteration 54Q: 3 clusters Score -667164.5 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1097 members Mstep: Class 2 contains 11188 members Entering Unmasked Estep Score: -667167.312500 Penalty: 856.868164 Iteration 55Q: 3 clusters Score -667167.3 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1082 members Mstep: Class 2 contains 11203 members Entering Unmasked Estep Score: -667170.875000 Penalty: 856.868164 Iteration 56Q: 3 clusters Score -667170.9 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1060 members Mstep: Class 2 contains 11225 members Entering Unmasked Estep Score: -667175.312500 Penalty: 856.868164 Iteration 57Q: 3 clusters Score -667175.3 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1033 members Mstep: Class 2 contains 11252 members Entering Unmasked Estep Score: -667178.812500 Penalty: 856.868164 Iteration 58Q: 3 clusters Score -667178.8 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1015 members Mstep: Class 2 contains 11270 members Entering Unmasked Estep Score: -667181.500000 Penalty: 856.868164 Iteration 59Q: 3 clusters Score -667181.5 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 998 members Mstep: Class 2 contains 11287 members Entering Unmasked Estep Score: -667184.375000 Penalty: 856.868164 Iteration 60F: 3 clusters Score -667184.4 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 977 members Mstep: Class 2 contains 11308 members Entering Unmasked Estep Score: -667189.250000 Penalty: 856.868164 Iteration 61Q: 3 clusters Score -667189.2 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 953 members Mstep: Class 2 contains 11332 members Entering Unmasked Estep Score: -667191.375000 Penalty: 856.868164 Iteration 62Q: 3 clusters Score -667191.4 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 928 members Mstep: Class 2 contains 11357 members Entering Unmasked Estep Score: -667196.437500 Penalty: 856.868164 Iteration 63Q: 3 clusters Score -667196.4 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 898 members Mstep: Class 2 contains 11387 members Entering Unmasked Estep Score: -667202.125000 Penalty: 856.868164 Iteration 64Q: 3 clusters Score -667202.1 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 878 members Mstep: Class 2 contains 11407 members Entering Unmasked Estep Score: -667202.750000 Penalty: 856.868164 Iteration 65Q: 3 clusters Score -667202.8 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 863 members Mstep: Class 2 contains 11422 members Entering Unmasked Estep Score: -667205.500000 Penalty: 856.868164 Iteration 66Q: 3 clusters Score -667205.5 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 850 members Mstep: Class 2 contains 11435 members Entering Unmasked Estep Score: -667208.125000 Penalty: 856.868164 Iteration 67Q: 3 clusters Score -667208.1 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 833 members Mstep: Class 2 contains 11452 members Entering Unmasked Estep Score: -667211.500000 Penalty: 856.868164 Iteration 68Q: 3 clusters Score -667211.5 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 823 members Mstep: Class 2 contains 11462 members Entering Unmasked Estep Score: -667213.750000 Penalty: 856.868164 Iteration 69Q: 3 clusters Score -667213.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 811 members Mstep: Class 2 contains 11474 members Entering Unmasked Estep Score: -667217.812500 Penalty: 856.868164 Iteration 70Q: 3 clusters Score -667217.8 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 800 members Mstep: Class 2 contains 11485 members Entering Unmasked Estep Score: -667220.500000 Penalty: 856.868164 Iteration 71Q: 3 clusters Score -667220.5 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 786 members Mstep: Class 2 contains 11499 members Entering Unmasked Estep Score: -667222.750000 Penalty: 856.868164 Iteration 72Q: 3 clusters Score -667222.8 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 773 members Mstep: Class 2 contains 11512 members Entering Unmasked Estep Score: -667224.875000 Penalty: 856.868164 Iteration 73Q: 3 clusters Score -667224.9 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 758 members Mstep: Class 2 contains 11527 members Entering Unmasked Estep Score: -667227.875000 Penalty: 856.868164 Iteration 74Q: 3 clusters Score -667227.9 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 735 members Mstep: Class 2 contains 11550 members Entering Unmasked Estep Score: -667233.500000 Penalty: 856.868164 Iteration 75Q: 3 clusters Score -667233.5 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 719 members Mstep: Class 2 contains 11566 members Entering Unmasked Estep Score: -667237.625000 Penalty: 856.868164 Iteration 76Q: 3 clusters Score -667237.6 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 703 members Mstep: Class 2 contains 11582 members Entering Unmasked Estep Score: -667242.375000 Penalty: 856.868164 Iteration 77Q: 3 clusters Score -667242.4 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 691 members Mstep: Class 2 contains 11594 members Entering Unmasked Estep Score: -667244.625000 Penalty: 856.868164 Iteration 78Q: 3 clusters Score -667244.6 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 675 members Mstep: Class 2 contains 11610 members Entering Unmasked Estep Score: -667246.500000 Penalty: 856.868164 Iteration 79Q: 3 clusters Score -667246.5 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 662 members Mstep: Class 2 contains 11623 members Entering Unmasked Estep Score: -667246.875000 Penalty: 856.868164 Iteration 80F: 3 clusters Score -667246.9 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 644 members Mstep: Class 2 contains 11641 members Entering Unmasked Estep Score: -667251.500000 Penalty: 856.868164 Iteration 81Q: 3 clusters Score -667251.5 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 624 members Mstep: Class 2 contains 11661 members Entering Unmasked Estep Score: -667257.437500 Penalty: 856.868164 Iteration 82Q: 3 clusters Score -667257.4 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 606 members Mstep: Class 2 contains 11679 members Entering Unmasked Estep Score: -667262.312500 Penalty: 856.868164 Iteration 83Q: 3 clusters Score -667262.3 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 591 members Mstep: Class 2 contains 11694 members Entering Unmasked Estep Score: -667264.312500 Penalty: 856.868164 Iteration 84Q: 3 clusters Score -667264.3 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 574 members Mstep: Class 2 contains 11711 members Entering Unmasked Estep Score: -667266.812500 Penalty: 856.868164 Iteration 85Q: 3 clusters Score -667266.8 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 559 members Mstep: Class 2 contains 11726 members Entering Unmasked Estep Score: -667272.812500 Penalty: 856.868164 Iteration 86Q: 3 clusters Score -667272.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 550 members Mstep: Class 2 contains 11735 members Entering Unmasked Estep Score: -667274.875000 Penalty: 856.868164 Iteration 87Q: 3 clusters Score -667274.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 541 members Mstep: Class 2 contains 11744 members Entering Unmasked Estep Score: -667277.812500 Penalty: 856.868164 Iteration 88Q: 3 clusters Score -667277.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 535 members Mstep: Class 2 contains 11750 members Entering Unmasked Estep Score: -667281.062500 Penalty: 856.868164 Iteration 89Q: 3 clusters Score -667281.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 525 members Mstep: Class 2 contains 11760 members Entering Unmasked Estep Score: -667283.000000 Penalty: 856.868164 Iteration 90Q: 3 clusters Score -667283 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 519 members Mstep: Class 2 contains 11766 members Entering Unmasked Estep Score: -667284.312500 Penalty: 856.868164 Iteration 91Q: 3 clusters Score -667284.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 514 members Mstep: Class 2 contains 11771 members Entering Unmasked Estep Score: -667284.187500 Penalty: 856.868164 Iteration 92Q: 3 clusters Score -667284.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 511 members Mstep: Class 2 contains 11774 members Entering Unmasked Estep Score: -667285.687500 Penalty: 856.868164 Iteration 93Q: 3 clusters Score -667285.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 509 members Mstep: Class 2 contains 11776 members Entering Unmasked Estep Score: -667286.000000 Penalty: 856.868164 Iteration 94Q: 3 clusters Score -667286 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 509 members Mstep: Class 2 contains 11776 members Entering Unmasked Estep Score: -667286.000000 Penalty: 856.868164 Iteration 95F: 3 clusters Score -667286 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (8078 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8078 members Entering Unmasked Estep Score: -445500.656250 Penalty: 409.358917 Iteration 0F: 2 clusters Score -445500.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4069 members Mstep: Class 2 contains 4009 members Entering Unmasked Estep Score: -440102.718750 Penalty: 818.717834 Iteration 0F: 3 clusters Score -440102.7 nChanged 3725 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4294 members Mstep: Class 2 contains 3784 members Entering Unmasked Estep Score: -442121.500000 Penalty: 818.717834 Iteration 1F: 3 clusters Score -442121.5 nChanged 418 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4394 members Mstep: Class 2 contains 3684 members Entering Unmasked Estep Score: -442294.406250 Penalty: 818.717834 Iteration 2F: 3 clusters Score -442294.4 nChanged 419 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4525 members Mstep: Class 2 contains 3553 members Entering Unmasked Estep Score: -442493.406250 Penalty: 818.717834 Iteration 3F: 3 clusters Score -442493.4 nChanged 454 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4697 members Mstep: Class 2 contains 3381 members Entering Unmasked Estep Score: -442793.656250 Penalty: 818.717834 Iteration 4F: 3 clusters Score -442793.7 nChanged 496 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4919 members Mstep: Class 2 contains 3159 members Entering Unmasked Estep Score: -443250.031250 Penalty: 818.717834 Iteration 5F: 3 clusters Score -443250 nChanged 501 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5098 members Mstep: Class 2 contains 2980 members Entering Unmasked Estep Score: -443710.781250 Penalty: 818.717834 Iteration 6F: 3 clusters Score -443710.8 nChanged 456 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5230 members Mstep: Class 2 contains 2848 members Entering Unmasked Estep Score: -444057.625000 Penalty: 818.717834 Iteration 7F: 3 clusters Score -444057.6 nChanged 337 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5327 members Mstep: Class 2 contains 2751 members Entering Unmasked Estep Score: -444237.250000 Penalty: 818.717834 Iteration 8Q: 3 clusters Score -444237.2 nChanged 204 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5409 members Mstep: Class 2 contains 2669 members Entering Unmasked Estep Score: -444334.750000 Penalty: 818.717834 Iteration 9Q: 3 clusters Score -444334.8 nChanged 180 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5491 members Mstep: Class 2 contains 2587 members Entering Unmasked Estep Score: -444414.531250 Penalty: 818.717834 Iteration 10Q: 3 clusters Score -444414.5 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5561 members Mstep: Class 2 contains 2517 members Entering Unmasked Estep Score: -444481.625000 Penalty: 818.717834 Iteration 11Q: 3 clusters Score -444481.6 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5630 members Mstep: Class 2 contains 2448 members Entering Unmasked Estep Score: -444545.000000 Penalty: 818.717834 Iteration 12Q: 3 clusters Score -444545 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5689 members Mstep: Class 2 contains 2389 members Entering Unmasked Estep Score: -444593.281250 Penalty: 818.717834 Iteration 13Q: 3 clusters Score -444593.3 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5742 members Mstep: Class 2 contains 2336 members Entering Unmasked Estep Score: -444635.656250 Penalty: 818.717834 Iteration 14Q: 3 clusters Score -444635.7 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5778 members Mstep: Class 2 contains 2300 members Entering Unmasked Estep Score: -444657.250000 Penalty: 818.717834 Iteration 15Q: 3 clusters Score -444657.2 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5821 members Mstep: Class 2 contains 2257 members Entering Unmasked Estep Score: -444673.750000 Penalty: 818.717834 Iteration 16Q: 3 clusters Score -444673.8 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5862 members Mstep: Class 2 contains 2216 members Entering Unmasked Estep Score: -444685.156250 Penalty: 818.717834 Iteration 17Q: 3 clusters Score -444685.2 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5890 members Mstep: Class 2 contains 2188 members Entering Unmasked Estep Score: -444694.531250 Penalty: 818.717834 Iteration 18Q: 3 clusters Score -444694.5 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5910 members Mstep: Class 2 contains 2168 members Entering Unmasked Estep Score: -444703.875000 Penalty: 818.717834 Iteration 19Q: 3 clusters Score -444703.9 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5939 members Mstep: Class 2 contains 2139 members Entering Unmasked Estep Score: -444712.593750 Penalty: 818.717834 Iteration 20F: 3 clusters Score -444712.6 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5975 members Mstep: Class 2 contains 2103 members Entering Unmasked Estep Score: -444720.531250 Penalty: 818.717834 Iteration 21Q: 3 clusters Score -444720.5 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6008 members Mstep: Class 2 contains 2070 members Entering Unmasked Estep Score: -444730.937500 Penalty: 818.717834 Iteration 22Q: 3 clusters Score -444730.9 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6048 members Mstep: Class 2 contains 2030 members Entering Unmasked Estep Score: -444740.093750 Penalty: 818.717834 Iteration 23Q: 3 clusters Score -444740.1 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6079 members Mstep: Class 2 contains 1999 members Entering Unmasked Estep Score: -444748.125000 Penalty: 818.717834 Iteration 24Q: 3 clusters Score -444748.1 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6124 members Mstep: Class 2 contains 1954 members Entering Unmasked Estep Score: -444761.750000 Penalty: 818.717834 Iteration 25Q: 3 clusters Score -444761.8 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6184 members Mstep: Class 2 contains 1894 members Entering Unmasked Estep Score: -444779.031250 Penalty: 818.717834 Iteration 26Q: 3 clusters Score -444779 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6228 members Mstep: Class 2 contains 1850 members Entering Unmasked Estep Score: -444789.093750 Penalty: 818.717834 Iteration 27Q: 3 clusters Score -444789.1 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6281 members Mstep: Class 2 contains 1797 members Entering Unmasked Estep Score: -444801.812500 Penalty: 818.717834 Iteration 28Q: 3 clusters Score -444801.8 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6326 members Mstep: Class 2 contains 1752 members Entering Unmasked Estep Score: -444811.406250 Penalty: 818.717834 Iteration 29Q: 3 clusters Score -444811.4 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6377 members Mstep: Class 2 contains 1701 members Entering Unmasked Estep Score: -444825.093750 Penalty: 818.717834 Iteration 30Q: 3 clusters Score -444825.1 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6430 members Mstep: Class 2 contains 1648 members Entering Unmasked Estep Score: -444837.187500 Penalty: 818.717834 Iteration 31Q: 3 clusters Score -444837.2 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6467 members Mstep: Class 2 contains 1611 members Entering Unmasked Estep Score: -444844.375000 Penalty: 818.717834 Iteration 32Q: 3 clusters Score -444844.4 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6505 members Mstep: Class 2 contains 1573 members Entering Unmasked Estep Score: -444852.500000 Penalty: 818.717834 Iteration 33Q: 3 clusters Score -444852.5 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6530 members Mstep: Class 2 contains 1548 members Entering Unmasked Estep Score: -444857.656250 Penalty: 818.717834 Iteration 34Q: 3 clusters Score -444857.7 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6562 members Mstep: Class 2 contains 1516 members Entering Unmasked Estep Score: -444863.562500 Penalty: 818.717834 Iteration 35Q: 3 clusters Score -444863.6 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6590 members Mstep: Class 2 contains 1488 members Entering Unmasked Estep Score: -444867.750000 Penalty: 818.717834 Iteration 36Q: 3 clusters Score -444867.8 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6621 members Mstep: Class 2 contains 1457 members Entering Unmasked Estep Score: -444874.218750 Penalty: 818.717834 Iteration 37Q: 3 clusters Score -444874.2 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6650 members Mstep: Class 2 contains 1428 members Entering Unmasked Estep Score: -444881.906250 Penalty: 818.717834 Iteration 38Q: 3 clusters Score -444881.9 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6688 members Mstep: Class 2 contains 1390 members Entering Unmasked Estep Score: -444891.437500 Penalty: 818.717834 Iteration 39Q: 3 clusters Score -444891.4 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6732 members Mstep: Class 2 contains 1346 members Entering Unmasked Estep Score: -444902.937500 Penalty: 818.717834 Iteration 40F: 3 clusters Score -444902.9 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6776 members Mstep: Class 2 contains 1302 members Entering Unmasked Estep Score: -444910.531250 Penalty: 818.717834 Iteration 41Q: 3 clusters Score -444910.5 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6824 members Mstep: Class 2 contains 1254 members Entering Unmasked Estep Score: -444923.750000 Penalty: 818.717834 Iteration 42Q: 3 clusters Score -444923.8 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6869 members Mstep: Class 2 contains 1209 members Entering Unmasked Estep Score: -444934.281250 Penalty: 818.717834 Iteration 43Q: 3 clusters Score -444934.3 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6919 members Mstep: Class 2 contains 1159 members Entering Unmasked Estep Score: -444948.062500 Penalty: 818.717834 Iteration 44Q: 3 clusters Score -444948.1 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6977 members Mstep: Class 2 contains 1101 members Entering Unmasked Estep Score: -444963.875000 Penalty: 818.717834 Iteration 45Q: 3 clusters Score -444963.9 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7018 members Mstep: Class 2 contains 1060 members Entering Unmasked Estep Score: -444977.000000 Penalty: 818.717834 Iteration 46Q: 3 clusters Score -444977 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7066 members Mstep: Class 2 contains 1012 members Entering Unmasked Estep Score: -444994.312500 Penalty: 818.717834 Iteration 47Q: 3 clusters Score -444994.3 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7116 members Mstep: Class 2 contains 962 members Entering Unmasked Estep Score: -445011.593750 Penalty: 818.717834 Iteration 48Q: 3 clusters Score -445011.6 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7157 members Mstep: Class 2 contains 921 members Entering Unmasked Estep Score: -445028.781250 Penalty: 818.717834 Iteration 49Q: 3 clusters Score -445028.8 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7206 members Mstep: Class 2 contains 872 members Entering Unmasked Estep Score: -445045.687500 Penalty: 818.717834 Iteration 50Q: 3 clusters Score -445045.7 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7251 members Mstep: Class 2 contains 827 members Entering Unmasked Estep Score: -445062.031250 Penalty: 818.717834 Iteration 51Q: 3 clusters Score -445062 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7291 members Mstep: Class 2 contains 787 members Entering Unmasked Estep Score: -445076.593750 Penalty: 818.717834 Iteration 52Q: 3 clusters Score -445076.6 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7325 members Mstep: Class 2 contains 753 members Entering Unmasked Estep Score: -445089.781250 Penalty: 818.717834 Iteration 53Q: 3 clusters Score -445089.8 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7356 members Mstep: Class 2 contains 722 members Entering Unmasked Estep Score: -445101.406250 Penalty: 818.717834 Iteration 54Q: 3 clusters Score -445101.4 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7387 members Mstep: Class 2 contains 691 members Entering Unmasked Estep Score: -445116.625000 Penalty: 818.717834 Iteration 55Q: 3 clusters Score -445116.6 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7411 members Mstep: Class 2 contains 667 members Entering Unmasked Estep Score: -445129.000000 Penalty: 818.717834 Iteration 56Q: 3 clusters Score -445129 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7438 members Mstep: Class 2 contains 640 members Entering Unmasked Estep Score: -445139.812500 Penalty: 818.717834 Iteration 57Q: 3 clusters Score -445139.8 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7455 members Mstep: Class 2 contains 623 members Entering Unmasked Estep Score: -445142.625000 Penalty: 818.717834 Iteration 58Q: 3 clusters Score -445142.6 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7468 members Mstep: Class 2 contains 610 members Entering Unmasked Estep Score: -445144.468750 Penalty: 818.717834 Iteration 59Q: 3 clusters Score -445144.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7473 members Mstep: Class 2 contains 605 members Entering Unmasked Estep Score: -445145.031250 Penalty: 818.717834 Iteration 60F: 3 clusters Score -445145 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7476 members Mstep: Class 2 contains 602 members Entering Unmasked Estep Score: -445146.687500 Penalty: 818.717834 Iteration 61Q: 3 clusters Score -445146.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7483 members Mstep: Class 2 contains 595 members Entering Unmasked Estep Score: -445148.343750 Penalty: 818.717834 Iteration 62Q: 3 clusters Score -445148.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7491 members Mstep: Class 2 contains 587 members Entering Unmasked Estep Score: -445150.000000 Penalty: 818.717834 Iteration 63Q: 3 clusters Score -445150 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7495 members Mstep: Class 2 contains 583 members Entering Unmasked Estep Score: -445150.375000 Penalty: 818.717834 Iteration 64Q: 3 clusters Score -445150.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7498 members Mstep: Class 2 contains 580 members Entering Unmasked Estep Score: -445151.031250 Penalty: 818.717834 Iteration 65Q: 3 clusters Score -445151 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7504 members Mstep: Class 2 contains 574 members Entering Unmasked Estep Score: -445152.343750 Penalty: 818.717834 Iteration 66Q: 3 clusters Score -445152.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7508 members Mstep: Class 2 contains 570 members Entering Unmasked Estep Score: -445152.593750 Penalty: 818.717834 Iteration 67Q: 3 clusters Score -445152.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7512 members Mstep: Class 2 contains 566 members Entering Unmasked Estep Score: -445153.906250 Penalty: 818.717834 Iteration 68Q: 3 clusters Score -445153.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7520 members Mstep: Class 2 contains 558 members Entering Unmasked Estep Score: -445155.250000 Penalty: 818.717834 Iteration 69Q: 3 clusters Score -445155.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7526 members Mstep: Class 2 contains 552 members Entering Unmasked Estep Score: -445156.437500 Penalty: 818.717834 Iteration 70Q: 3 clusters Score -445156.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7532 members Mstep: Class 2 contains 546 members Entering Unmasked Estep Score: -445157.531250 Penalty: 818.717834 Iteration 71Q: 3 clusters Score -445157.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7539 members Mstep: Class 2 contains 539 members Entering Unmasked Estep Score: -445158.500000 Penalty: 818.717834 Iteration 72Q: 3 clusters Score -445158.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7543 members Mstep: Class 2 contains 535 members Entering Unmasked Estep Score: -445158.093750 Penalty: 818.717834 Iteration 73Q: 3 clusters Score -445158.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7550 members Mstep: Class 2 contains 528 members Entering Unmasked Estep Score: -445160.000000 Penalty: 818.717834 Iteration 74Q: 3 clusters Score -445160 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7557 members Mstep: Class 2 contains 521 members Entering Unmasked Estep Score: -445162.687500 Penalty: 818.717834 Iteration 75Q: 3 clusters Score -445162.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7562 members Mstep: Class 2 contains 516 members Entering Unmasked Estep Score: -445164.437500 Penalty: 818.717834 Iteration 76Q: 3 clusters Score -445164.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7567 members Mstep: Class 2 contains 511 members Entering Unmasked Estep Score: -445164.562500 Penalty: 818.717834 Iteration 77Q: 3 clusters Score -445164.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7572 members Mstep: Class 2 contains 506 members Entering Unmasked Estep Score: -445167.468750 Penalty: 818.717834 Iteration 78Q: 3 clusters Score -445167.5 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7578 members Mstep: Class 2 contains 500 members Entering Unmasked Estep Score: -445169.843750 Penalty: 818.717834 Iteration 79Q: 3 clusters Score -445169.8 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7588 members Mstep: Class 2 contains 490 members Entering Unmasked Estep Score: -445173.187500 Penalty: 818.717834 Iteration 80F: 3 clusters Score -445173.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7597 members Mstep: Class 2 contains 481 members Entering Unmasked Estep Score: -445177.093750 Penalty: 818.717834 Iteration 81Q: 3 clusters Score -445177.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7606 members Mstep: Class 2 contains 472 members Entering Unmasked Estep Score: -445179.812500 Penalty: 818.717834 Iteration 82Q: 3 clusters Score -445179.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7616 members Mstep: Class 2 contains 462 members Entering Unmasked Estep Score: -445184.562500 Penalty: 818.717834 Iteration 83Q: 3 clusters Score -445184.6 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7627 members Mstep: Class 2 contains 451 members Entering Unmasked Estep Score: -445187.281250 Penalty: 818.717834 Iteration 84Q: 3 clusters Score -445187.3 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7636 members Mstep: Class 2 contains 442 members Entering Unmasked Estep Score: -445189.093750 Penalty: 818.717834 Iteration 85Q: 3 clusters Score -445189.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7646 members Mstep: Class 2 contains 432 members Entering Unmasked Estep Score: -445191.687500 Penalty: 818.717834 Iteration 86Q: 3 clusters Score -445191.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7654 members Mstep: Class 2 contains 424 members Entering Unmasked Estep Score: -445194.625000 Penalty: 818.717834 Iteration 87Q: 3 clusters Score -445194.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7661 members Mstep: Class 2 contains 417 members Entering Unmasked Estep Score: -445196.718750 Penalty: 818.717834 Iteration 88Q: 3 clusters Score -445196.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7666 members Mstep: Class 2 contains 412 members Entering Unmasked Estep Score: -445197.375000 Penalty: 818.717834 Iteration 89Q: 3 clusters Score -445197.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7670 members Mstep: Class 2 contains 408 members Entering Unmasked Estep Score: -445198.406250 Penalty: 818.717834 Iteration 90Q: 3 clusters Score -445198.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7675 members Mstep: Class 2 contains 403 members Entering Unmasked Estep Score: -445200.937500 Penalty: 818.717834 Iteration 91Q: 3 clusters Score -445200.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7681 members Mstep: Class 2 contains 397 members Entering Unmasked Estep Score: -445202.812500 Penalty: 818.717834 Iteration 92Q: 3 clusters Score -445202.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7685 members Mstep: Class 2 contains 393 members Entering Unmasked Estep Score: -445205.718750 Penalty: 818.717834 Iteration 93Q: 3 clusters Score -445205.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7691 members Mstep: Class 2 contains 387 members Entering Unmasked Estep Score: -445206.062500 Penalty: 818.717834 Iteration 94Q: 3 clusters Score -445206.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7700 members Mstep: Class 2 contains 378 members Entering Unmasked Estep Score: -445209.968750 Penalty: 818.717834 Iteration 95Q: 3 clusters Score -445210 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7705 members Mstep: Class 2 contains 373 members Entering Unmasked Estep Score: -445211.968750 Penalty: 818.717834 Iteration 96Q: 3 clusters Score -445212 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7713 members Mstep: Class 2 contains 365 members Entering Unmasked Estep Score: -445213.187500 Penalty: 818.717834 Iteration 97Q: 3 clusters Score -445213.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7716 members Mstep: Class 2 contains 362 members Entering Unmasked Estep Score: -445213.937500 Penalty: 818.717834 Iteration 98Q: 3 clusters Score -445213.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7717 members Mstep: Class 2 contains 361 members Entering Unmasked Estep Score: -445214.187500 Penalty: 818.717834 Iteration 99Q: 3 clusters Score -445214.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7718 members Mstep: Class 2 contains 360 members Entering Unmasked Estep Score: -445213.875000 Penalty: 818.717834 Iteration 100F: 3 clusters Score -445213.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7719 members Mstep: Class 2 contains 359 members Entering Unmasked Estep Score: -445214.312500 Penalty: 818.717834 Iteration 101Q: 3 clusters Score -445214.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7721 members Mstep: Class 2 contains 357 members Entering Unmasked Estep Score: -445214.687500 Penalty: 818.717834 Iteration 102Q: 3 clusters Score -445214.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7722 members Mstep: Class 2 contains 356 members Entering Unmasked Estep Score: -445215.187500 Penalty: 818.717834 Iteration 103Q: 3 clusters Score -445215.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7723 members Mstep: Class 2 contains 355 members Entering Unmasked Estep Score: -445214.812500 Penalty: 818.717834 Iteration 104Q: 3 clusters Score -445214.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7723 members Mstep: Class 2 contains 355 members Entering Unmasked Estep Score: -445214.812500 Penalty: 818.717834 Iteration 105F: 3 clusters Score -445214.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (8069 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8069 members Entering Unmasked Estep Score: -450774.375000 Penalty: 409.308197 Iteration 0F: 2 clusters Score -450774.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4050 members Mstep: Class 2 contains 4019 members Entering Unmasked Estep Score: -445457.218750 Penalty: 818.616394 Iteration 0F: 3 clusters Score -445457.2 nChanged 3677 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4117 members Mstep: Class 2 contains 3952 members Entering Unmasked Estep Score: -447412.812500 Penalty: 818.616394 Iteration 1F: 3 clusters Score -447412.8 nChanged 405 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4170 members Mstep: Class 2 contains 3899 members Entering Unmasked Estep Score: -447579.781250 Penalty: 818.616394 Iteration 2F: 3 clusters Score -447579.8 nChanged 413 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4223 members Mstep: Class 2 contains 3846 members Entering Unmasked Estep Score: -447786.656250 Penalty: 818.616394 Iteration 3F: 3 clusters Score -447786.7 nChanged 467 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4324 members Mstep: Class 2 contains 3745 members Entering Unmasked Estep Score: -448081.406250 Penalty: 818.616394 Iteration 4F: 3 clusters Score -448081.4 nChanged 544 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4448 members Mstep: Class 2 contains 3621 members Entering Unmasked Estep Score: -448457.093750 Penalty: 818.616394 Iteration 5F: 3 clusters Score -448457.1 nChanged 479 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4545 members Mstep: Class 2 contains 3524 members Entering Unmasked Estep Score: -448788.562500 Penalty: 818.616394 Iteration 6F: 3 clusters Score -448788.6 nChanged 459 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4562 members Mstep: Class 2 contains 3507 members Entering Unmasked Estep Score: -449085.468750 Penalty: 818.616394 Iteration 7F: 3 clusters Score -449085.5 nChanged 393 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4489 members Mstep: Class 2 contains 3580 members Entering Unmasked Estep Score: -449286.406250 Penalty: 818.616394 Iteration 8Q: 3 clusters Score -449286.4 nChanged 292 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4331 members Mstep: Class 2 contains 3738 members Entering Unmasked Estep Score: -449434.343750 Penalty: 818.616394 Iteration 9Q: 3 clusters Score -449434.3 nChanged 258 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4143 members Mstep: Class 2 contains 3926 members Entering Unmasked Estep Score: -449545.000000 Penalty: 818.616394 Iteration 10Q: 3 clusters Score -449545 nChanged 227 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3954 members Mstep: Class 2 contains 4115 members Entering Unmasked Estep Score: -449636.093750 Penalty: 818.616394 Iteration 11Q: 3 clusters Score -449636.1 nChanged 232 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3734 members Mstep: Class 2 contains 4335 members Entering Unmasked Estep Score: -449745.031250 Penalty: 818.616394 Iteration 12Q: 3 clusters Score -449745 nChanged 221 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3517 members Mstep: Class 2 contains 4552 members Entering Unmasked Estep Score: -449850.718750 Penalty: 818.616394 Iteration 13Q: 3 clusters Score -449850.7 nChanged 226 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3295 members Mstep: Class 2 contains 4774 members Entering Unmasked Estep Score: -449966.812500 Penalty: 818.616394 Iteration 14Q: 3 clusters Score -449966.8 nChanged 222 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3079 members Mstep: Class 2 contains 4990 members Entering Unmasked Estep Score: -450071.281250 Penalty: 818.616394 Iteration 15Q: 3 clusters Score -450071.3 nChanged 166 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2915 members Mstep: Class 2 contains 5154 members Entering Unmasked Estep Score: -450135.312500 Penalty: 818.616394 Iteration 16Q: 3 clusters Score -450135.3 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2775 members Mstep: Class 2 contains 5294 members Entering Unmasked Estep Score: -450176.687500 Penalty: 818.616394 Iteration 17Q: 3 clusters Score -450176.7 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2647 members Mstep: Class 2 contains 5422 members Entering Unmasked Estep Score: -450212.281250 Penalty: 818.616394 Iteration 18Q: 3 clusters Score -450212.3 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2529 members Mstep: Class 2 contains 5540 members Entering Unmasked Estep Score: -450241.968750 Penalty: 818.616394 Iteration 19Q: 3 clusters Score -450242 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2414 members Mstep: Class 2 contains 5655 members Entering Unmasked Estep Score: -450269.750000 Penalty: 818.616394 Iteration 20F: 3 clusters Score -450269.8 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2321 members Mstep: Class 2 contains 5748 members Entering Unmasked Estep Score: -450290.281250 Penalty: 818.616394 Iteration 21Q: 3 clusters Score -450290.3 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2233 members Mstep: Class 2 contains 5836 members Entering Unmasked Estep Score: -450310.156250 Penalty: 818.616394 Iteration 22Q: 3 clusters Score -450310.2 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2136 members Mstep: Class 2 contains 5933 members Entering Unmasked Estep Score: -450335.500000 Penalty: 818.616394 Iteration 23Q: 3 clusters Score -450335.5 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2044 members Mstep: Class 2 contains 6025 members Entering Unmasked Estep Score: -450361.781250 Penalty: 818.616394 Iteration 24Q: 3 clusters Score -450361.8 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1954 members Mstep: Class 2 contains 6115 members Entering Unmasked Estep Score: -450387.000000 Penalty: 818.616394 Iteration 25Q: 3 clusters Score -450387 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1857 members Mstep: Class 2 contains 6212 members Entering Unmasked Estep Score: -450417.406250 Penalty: 818.616394 Iteration 26Q: 3 clusters Score -450417.4 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1770 members Mstep: Class 2 contains 6299 members Entering Unmasked Estep Score: -450441.687500 Penalty: 818.616394 Iteration 27Q: 3 clusters Score -450441.7 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1698 members Mstep: Class 2 contains 6371 members Entering Unmasked Estep Score: -450459.312500 Penalty: 818.616394 Iteration 28Q: 3 clusters Score -450459.3 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1635 members Mstep: Class 2 contains 6434 members Entering Unmasked Estep Score: -450473.656250 Penalty: 818.616394 Iteration 29Q: 3 clusters Score -450473.7 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1587 members Mstep: Class 2 contains 6482 members Entering Unmasked Estep Score: -450480.937500 Penalty: 818.616394 Iteration 30Q: 3 clusters Score -450480.9 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1549 members Mstep: Class 2 contains 6520 members Entering Unmasked Estep Score: -450487.156250 Penalty: 818.616394 Iteration 31Q: 3 clusters Score -450487.2 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1515 members Mstep: Class 2 contains 6554 members Entering Unmasked Estep Score: -450491.531250 Penalty: 818.616394 Iteration 32Q: 3 clusters Score -450491.5 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1472 members Mstep: Class 2 contains 6597 members Entering Unmasked Estep Score: -450498.343750 Penalty: 818.616394 Iteration 33Q: 3 clusters Score -450498.3 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1436 members Mstep: Class 2 contains 6633 members Entering Unmasked Estep Score: -450503.375000 Penalty: 818.616394 Iteration 34Q: 3 clusters Score -450503.4 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1405 members Mstep: Class 2 contains 6664 members Entering Unmasked Estep Score: -450509.593750 Penalty: 818.616394 Iteration 35Q: 3 clusters Score -450509.6 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1376 members Mstep: Class 2 contains 6693 members Entering Unmasked Estep Score: -450516.750000 Penalty: 818.616394 Iteration 36Q: 3 clusters Score -450516.8 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1351 members Mstep: Class 2 contains 6718 members Entering Unmasked Estep Score: -450519.531250 Penalty: 818.616394 Iteration 37Q: 3 clusters Score -450519.5 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1331 members Mstep: Class 2 contains 6738 members Entering Unmasked Estep Score: -450522.906250 Penalty: 818.616394 Iteration 38Q: 3 clusters Score -450522.9 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1314 members Mstep: Class 2 contains 6755 members Entering Unmasked Estep Score: -450524.468750 Penalty: 818.616394 Iteration 39Q: 3 clusters Score -450524.5 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1299 members Mstep: Class 2 contains 6770 members Entering Unmasked Estep Score: -450526.812500 Penalty: 818.616394 Iteration 40F: 3 clusters Score -450526.8 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1288 members Mstep: Class 2 contains 6781 members Entering Unmasked Estep Score: -450527.906250 Penalty: 818.616394 Iteration 41Q: 3 clusters Score -450527.9 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1277 members Mstep: Class 2 contains 6792 members Entering Unmasked Estep Score: -450529.937500 Penalty: 818.616394 Iteration 42Q: 3 clusters Score -450529.9 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1261 members Mstep: Class 2 contains 6808 members Entering Unmasked Estep Score: -450532.718750 Penalty: 818.616394 Iteration 43Q: 3 clusters Score -450532.7 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1244 members Mstep: Class 2 contains 6825 members Entering Unmasked Estep Score: -450533.468750 Penalty: 818.616394 Iteration 44Q: 3 clusters Score -450533.5 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1233 members Mstep: Class 2 contains 6836 members Entering Unmasked Estep Score: -450535.843750 Penalty: 818.616394 Iteration 45Q: 3 clusters Score -450535.8 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1220 members Mstep: Class 2 contains 6849 members Entering Unmasked Estep Score: -450539.468750 Penalty: 818.616394 Iteration 46Q: 3 clusters Score -450539.5 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1206 members Mstep: Class 2 contains 6863 members Entering Unmasked Estep Score: -450541.312500 Penalty: 818.616394 Iteration 47Q: 3 clusters Score -450541.3 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1189 members Mstep: Class 2 contains 6880 members Entering Unmasked Estep Score: -450545.718750 Penalty: 818.616394 Iteration 48Q: 3 clusters Score -450545.7 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1175 members Mstep: Class 2 contains 6894 members Entering Unmasked Estep Score: -450549.125000 Penalty: 818.616394 Iteration 49Q: 3 clusters Score -450549.1 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1156 members Mstep: Class 2 contains 6913 members Entering Unmasked Estep Score: -450553.156250 Penalty: 818.616394 Iteration 50Q: 3 clusters Score -450553.2 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1143 members Mstep: Class 2 contains 6926 members Entering Unmasked Estep Score: -450557.375000 Penalty: 818.616394 Iteration 51Q: 3 clusters Score -450557.4 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1127 members Mstep: Class 2 contains 6942 members Entering Unmasked Estep Score: -450560.343750 Penalty: 818.616394 Iteration 52Q: 3 clusters Score -450560.3 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1107 members Mstep: Class 2 contains 6962 members Entering Unmasked Estep Score: -450563.281250 Penalty: 818.616394 Iteration 53Q: 3 clusters Score -450563.3 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1093 members Mstep: Class 2 contains 6976 members Entering Unmasked Estep Score: -450564.437500 Penalty: 818.616394 Iteration 54Q: 3 clusters Score -450564.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1085 members Mstep: Class 2 contains 6984 members Entering Unmasked Estep Score: -450565.625000 Penalty: 818.616394 Iteration 55Q: 3 clusters Score -450565.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1079 members Mstep: Class 2 contains 6990 members Entering Unmasked Estep Score: -450566.000000 Penalty: 818.616394 Iteration 56Q: 3 clusters Score -450566 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1073 members Mstep: Class 2 contains 6996 members Entering Unmasked Estep Score: -450566.562500 Penalty: 818.616394 Iteration 57Q: 3 clusters Score -450566.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1069 members Mstep: Class 2 contains 7000 members Entering Unmasked Estep Score: -450565.437500 Penalty: 818.616394 Iteration 58Q: 3 clusters Score -450565.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1064 members Mstep: Class 2 contains 7005 members Entering Unmasked Estep Score: -450565.156250 Penalty: 818.616394 Iteration 59Q: 3 clusters Score -450565.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1061 members Mstep: Class 2 contains 7008 members Entering Unmasked Estep Score: -450567.093750 Penalty: 818.616394 Iteration 60F: 3 clusters Score -450567.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1056 members Mstep: Class 2 contains 7013 members Entering Unmasked Estep Score: -450567.531250 Penalty: 818.616394 Iteration 61Q: 3 clusters Score -450567.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1053 members Mstep: Class 2 contains 7016 members Entering Unmasked Estep Score: -450567.843750 Penalty: 818.616394 Iteration 62Q: 3 clusters Score -450567.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1051 members Mstep: Class 2 contains 7018 members Entering Unmasked Estep Score: -450567.500000 Penalty: 818.616394 Iteration 63Q: 3 clusters Score -450567.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1050 members Mstep: Class 2 contains 7019 members Entering Unmasked Estep Score: -450567.000000 Penalty: 818.616394 Iteration 64Q: 3 clusters Score -450567 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1048 members Mstep: Class 2 contains 7021 members Entering Unmasked Estep Score: -450567.031250 Penalty: 818.616394 Iteration 65Q: 3 clusters Score -450567 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1045 members Mstep: Class 2 contains 7024 members Entering Unmasked Estep Score: -450567.843750 Penalty: 818.616394 Iteration 66Q: 3 clusters Score -450567.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1043 members Mstep: Class 2 contains 7026 members Entering Unmasked Estep Score: -450567.562500 Penalty: 818.616394 Iteration 67Q: 3 clusters Score -450567.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1041 members Mstep: Class 2 contains 7028 members Entering Unmasked Estep Score: -450568.406250 Penalty: 818.616394 Iteration 68Q: 3 clusters Score -450568.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1039 members Mstep: Class 2 contains 7030 members Entering Unmasked Estep Score: -450568.250000 Penalty: 818.616394 Iteration 69Q: 3 clusters Score -450568.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1036 members Mstep: Class 2 contains 7033 members Entering Unmasked Estep Score: -450568.968750 Penalty: 818.616394 Iteration 70Q: 3 clusters Score -450569 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1033 members Mstep: Class 2 contains 7036 members Entering Unmasked Estep Score: -450569.000000 Penalty: 818.616394 Iteration 71Q: 3 clusters Score -450569 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1032 members Mstep: Class 2 contains 7037 members Entering Unmasked Estep Score: -450569.062500 Penalty: 818.616394 Iteration 72Q: 3 clusters Score -450569.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1032 members Mstep: Class 2 contains 7037 members Entering Unmasked Estep Score: -450569.062500 Penalty: 818.616394 Iteration 73F: 3 clusters Score -450569.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (24290 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24290 members Entering Unmasked Estep Score: -1347813.750000 Penalty: 459.450836 Iteration 0F: 2 clusters Score -1347814 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12026 members Mstep: Class 2 contains 12264 members Entering Unmasked Estep Score: -1331518.500000 Penalty: 918.901672 Iteration 0F: 3 clusters Score -1331518 nChanged 11664 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9504 members Mstep: Class 2 contains 14786 members Entering Unmasked Estep Score: -1339130.625000 Penalty: 918.901672 Iteration 1F: 3 clusters Score -1339131 nChanged 1790 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8164 members Mstep: Class 2 contains 16126 members Entering Unmasked Estep Score: -1340440.000000 Penalty: 918.901672 Iteration 2F: 3 clusters Score -1340440 nChanged 1954 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6576 members Mstep: Class 2 contains 17714 members Entering Unmasked Estep Score: -1342058.250000 Penalty: 918.901672 Iteration 3F: 3 clusters Score -1342058 nChanged 1750 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5042 members Mstep: Class 2 contains 19248 members Entering Unmasked Estep Score: -1343649.750000 Penalty: 918.901672 Iteration 4F: 3 clusters Score -1343650 nChanged 1404 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3766 members Mstep: Class 2 contains 20524 members Entering Unmasked Estep Score: -1344841.125000 Penalty: 918.901672 Iteration 5F: 3 clusters Score -1344841 nChanged 1019 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2783 members Mstep: Class 2 contains 21507 members Entering Unmasked Estep Score: -1345691.500000 Penalty: 918.901672 Iteration 6Q: 3 clusters Score -1345692 nChanged 765 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2024 members Mstep: Class 2 contains 22266 members Entering Unmasked Estep Score: -1346280.875000 Penalty: 918.901672 Iteration 7Q: 3 clusters Score -1346281 nChanged 528 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1500 members Mstep: Class 2 contains 22790 members Entering Unmasked Estep Score: -1346649.750000 Penalty: 918.901672 Iteration 8Q: 3 clusters Score -1346650 nChanged 386 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1114 members Mstep: Class 2 contains 23176 members Entering Unmasked Estep Score: -1346914.750000 Penalty: 918.901672 Iteration 9Q: 3 clusters Score -1346915 nChanged 293 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 823 members Mstep: Class 2 contains 23467 members Entering Unmasked Estep Score: -1347126.625000 Penalty: 918.901672 Iteration 10Q: 3 clusters Score -1347127 nChanged 198 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 629 members Mstep: Class 2 contains 23661 members Entering Unmasked Estep Score: -1347273.625000 Penalty: 918.901672 Iteration 11Q: 3 clusters Score -1347274 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 516 members Mstep: Class 2 contains 23774 members Entering Unmasked Estep Score: -1347362.125000 Penalty: 918.901672 Iteration 12Q: 3 clusters Score -1347362 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 452 members Mstep: Class 2 contains 23838 members Entering Unmasked Estep Score: -1347410.000000 Penalty: 918.901672 Iteration 13Q: 3 clusters Score -1347410 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 414 members Mstep: Class 2 contains 23876 members Entering Unmasked Estep Score: -1347445.000000 Penalty: 918.901672 Iteration 14Q: 3 clusters Score -1347445 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 387 members Mstep: Class 2 contains 23903 members Entering Unmasked Estep Score: -1347467.500000 Penalty: 918.901672 Iteration 15Q: 3 clusters Score -1347468 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 368 members Mstep: Class 2 contains 23922 members Entering Unmasked Estep Score: -1347481.625000 Penalty: 918.901672 Iteration 16Q: 3 clusters Score -1347482 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 363 members Mstep: Class 2 contains 23927 members Entering Unmasked Estep Score: -1347494.625000 Penalty: 918.901672 Iteration 17Q: 3 clusters Score -1347495 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 354 members Mstep: Class 2 contains 23936 members Entering Unmasked Estep Score: -1347505.125000 Penalty: 918.901672 Iteration 18Q: 3 clusters Score -1347505 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 342 members Mstep: Class 2 contains 23948 members Entering Unmasked Estep Score: -1347520.875000 Penalty: 918.901672 Iteration 19Q: 3 clusters Score -1347521 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 329 members Mstep: Class 2 contains 23961 members Entering Unmasked Estep Score: -1347531.500000 Penalty: 918.901672 Iteration 20F: 3 clusters Score -1347532 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 325 members Mstep: Class 2 contains 23965 members Entering Unmasked Estep Score: -1347543.250000 Penalty: 918.901672 Iteration 21Q: 3 clusters Score -1347543 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 325 members Mstep: Class 2 contains 23965 members Entering Unmasked Estep Score: -1347548.000000 Penalty: 918.901672 Iteration 22Q: 3 clusters Score -1347548 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 328 members Mstep: Class 2 contains 23962 members Entering Unmasked Estep Score: -1347552.500000 Penalty: 918.901672 Iteration 23Q: 3 clusters Score -1347552 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 331 members Mstep: Class 2 contains 23959 members Entering Unmasked Estep Score: -1347562.250000 Penalty: 918.901672 Iteration 24Q: 3 clusters Score -1347562 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 338 members Mstep: Class 2 contains 23952 members Entering Unmasked Estep Score: -1347567.375000 Penalty: 918.901672 Iteration 25Q: 3 clusters Score -1347567 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 337 members Mstep: Class 2 contains 23953 members Entering Unmasked Estep Score: -1347570.500000 Penalty: 918.901672 Iteration 26Q: 3 clusters Score -1347570 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 338 members Mstep: Class 2 contains 23952 members Entering Unmasked Estep Score: -1347569.500000 Penalty: 918.901672 Iteration 27Q: 3 clusters Score -1347570 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 336 members Mstep: Class 2 contains 23954 members Entering Unmasked Estep Score: -1347570.000000 Penalty: 918.901672 Iteration 28Q: 3 clusters Score -1347570 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 334 members Mstep: Class 2 contains 23956 members Entering Unmasked Estep Score: -1347571.750000 Penalty: 918.901672 Iteration 29Q: 3 clusters Score -1347572 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 334 members Mstep: Class 2 contains 23956 members Entering Unmasked Estep Score: -1347571.500000 Penalty: 918.901672 Iteration 30Q: 3 clusters Score -1347572 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 335 members Mstep: Class 2 contains 23955 members Entering Unmasked Estep Score: -1347575.375000 Penalty: 918.901672 Iteration 31Q: 3 clusters Score -1347575 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 337 members Mstep: Class 2 contains 23953 members Entering Unmasked Estep Score: -1347578.375000 Penalty: 918.901672 Iteration 32Q: 3 clusters Score -1347578 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 338 members Mstep: Class 2 contains 23952 members Entering Unmasked Estep Score: -1347588.875000 Penalty: 918.901672 Iteration 33Q: 3 clusters Score -1347589 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 342 members Mstep: Class 2 contains 23948 members Entering Unmasked Estep Score: -1347605.375000 Penalty: 918.901672 Iteration 34Q: 3 clusters Score -1347605 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 348 members Mstep: Class 2 contains 23942 members Entering Unmasked Estep Score: -1347620.875000 Penalty: 918.901672 Iteration 35Q: 3 clusters Score -1347621 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 362 members Mstep: Class 2 contains 23928 members Entering Unmasked Estep Score: -1347642.125000 Penalty: 918.901672 Iteration 36Q: 3 clusters Score -1347642 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 385 members Mstep: Class 2 contains 23905 members Entering Unmasked Estep Score: -1347657.500000 Penalty: 918.901672 Iteration 37Q: 3 clusters Score -1347658 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 402 members Mstep: Class 2 contains 23888 members Entering Unmasked Estep Score: -1347667.875000 Penalty: 918.901672 Iteration 38Q: 3 clusters Score -1347668 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 417 members Mstep: Class 2 contains 23873 members Entering Unmasked Estep Score: -1347678.750000 Penalty: 918.901672 Iteration 39Q: 3 clusters Score -1347679 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 438 members Mstep: Class 2 contains 23852 members Entering Unmasked Estep Score: -1347692.375000 Penalty: 918.901672 Iteration 40F: 3 clusters Score -1347692 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 464 members Mstep: Class 2 contains 23826 members Entering Unmasked Estep Score: -1347715.625000 Penalty: 918.901672 Iteration 41Q: 3 clusters Score -1347716 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 482 members Mstep: Class 2 contains 23808 members Entering Unmasked Estep Score: -1347732.875000 Penalty: 918.901672 Iteration 42Q: 3 clusters Score -1347733 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 506 members Mstep: Class 2 contains 23784 members Entering Unmasked Estep Score: -1347745.000000 Penalty: 918.901672 Iteration 43Q: 3 clusters Score -1347745 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 540 members Mstep: Class 2 contains 23750 members Entering Unmasked Estep Score: -1347759.500000 Penalty: 918.901672 Iteration 44Q: 3 clusters Score -1347760 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 574 members Mstep: Class 2 contains 23716 members Entering Unmasked Estep Score: -1347780.500000 Penalty: 918.901672 Iteration 45Q: 3 clusters Score -1347780 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 606 members Mstep: Class 2 contains 23684 members Entering Unmasked Estep Score: -1347790.375000 Penalty: 918.901672 Iteration 46Q: 3 clusters Score -1347790 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 621 members Mstep: Class 2 contains 23669 members Entering Unmasked Estep Score: -1347798.250000 Penalty: 918.901672 Iteration 47Q: 3 clusters Score -1347798 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 633 members Mstep: Class 2 contains 23657 members Entering Unmasked Estep Score: -1347797.000000 Penalty: 918.901672 Iteration 48Q: 3 clusters Score -1347797 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 644 members Mstep: Class 2 contains 23646 members Entering Unmasked Estep Score: -1347799.125000 Penalty: 918.901672 Iteration 49Q: 3 clusters Score -1347799 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 656 members Mstep: Class 2 contains 23634 members Entering Unmasked Estep Score: -1347803.625000 Penalty: 918.901672 Iteration 50Q: 3 clusters Score -1347804 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 665 members Mstep: Class 2 contains 23625 members Entering Unmasked Estep Score: -1347808.000000 Penalty: 918.901672 Iteration 51Q: 3 clusters Score -1347808 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 675 members Mstep: Class 2 contains 23615 members Entering Unmasked Estep Score: -1347809.750000 Penalty: 918.901672 Iteration 52Q: 3 clusters Score -1347810 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 683 members Mstep: Class 2 contains 23607 members Entering Unmasked Estep Score: -1347810.000000 Penalty: 918.901672 Iteration 53Q: 3 clusters Score -1347810 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 693 members Mstep: Class 2 contains 23597 members Entering Unmasked Estep Score: -1347812.875000 Penalty: 918.901672 Iteration 54Q: 3 clusters Score -1347813 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 702 members Mstep: Class 2 contains 23588 members Entering Unmasked Estep Score: -1347816.250000 Penalty: 918.901672 Iteration 55Q: 3 clusters Score -1347816 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 710 members Mstep: Class 2 contains 23580 members Entering Unmasked Estep Score: -1347816.875000 Penalty: 918.901672 Iteration 56Q: 3 clusters Score -1347817 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 715 members Mstep: Class 2 contains 23575 members Entering Unmasked Estep Score: -1347816.500000 Penalty: 918.901672 Iteration 57Q: 3 clusters Score -1347816 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 721 members Mstep: Class 2 contains 23569 members Entering Unmasked Estep Score: -1347817.125000 Penalty: 918.901672 Iteration 58Q: 3 clusters Score -1347817 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 726 members Mstep: Class 2 contains 23564 members Entering Unmasked Estep Score: -1347818.000000 Penalty: 918.901672 Iteration 59Q: 3 clusters Score -1347818 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 732 members Mstep: Class 2 contains 23558 members Entering Unmasked Estep Score: -1347816.750000 Penalty: 918.901672 Iteration 60F: 3 clusters Score -1347817 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 736 members Mstep: Class 2 contains 23554 members Entering Unmasked Estep Score: -1347818.875000 Penalty: 918.901672 Iteration 61Q: 3 clusters Score -1347819 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 737 members Mstep: Class 2 contains 23553 members Entering Unmasked Estep Score: -1347820.500000 Penalty: 918.901672 Iteration 62Q: 3 clusters Score -1347820 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 740 members Mstep: Class 2 contains 23550 members Entering Unmasked Estep Score: -1347821.125000 Penalty: 918.901672 Iteration 63Q: 3 clusters Score -1347821 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 743 members Mstep: Class 2 contains 23547 members Entering Unmasked Estep Score: -1347820.750000 Penalty: 918.901672 Iteration 64Q: 3 clusters Score -1347821 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 746 members Mstep: Class 2 contains 23544 members Entering Unmasked Estep Score: -1347821.000000 Penalty: 918.901672 Iteration 65Q: 3 clusters Score -1347821 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 750 members Mstep: Class 2 contains 23540 members Entering Unmasked Estep Score: -1347822.125000 Penalty: 918.901672 Iteration 66Q: 3 clusters Score -1347822 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 754 members Mstep: Class 2 contains 23536 members Entering Unmasked Estep Score: -1347821.500000 Penalty: 918.901672 Iteration 67Q: 3 clusters Score -1347822 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 757 members Mstep: Class 2 contains 23533 members Entering Unmasked Estep Score: -1347821.500000 Penalty: 918.901672 Iteration 68Q: 3 clusters Score -1347822 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 762 members Mstep: Class 2 contains 23528 members Entering Unmasked Estep Score: -1347822.250000 Penalty: 918.901672 Iteration 69Q: 3 clusters Score -1347822 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 764 members Mstep: Class 2 contains 23526 members Entering Unmasked Estep Score: -1347824.750000 Penalty: 918.901672 Iteration 70Q: 3 clusters Score -1347825 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 767 members Mstep: Class 2 contains 23523 members Entering Unmasked Estep Score: -1347823.750000 Penalty: 918.901672 Iteration 71Q: 3 clusters Score -1347824 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 769 members Mstep: Class 2 contains 23521 members Entering Unmasked Estep Score: -1347822.625000 Penalty: 918.901672 Iteration 72Q: 3 clusters Score -1347823 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 770 members Mstep: Class 2 contains 23520 members Entering Unmasked Estep Score: -1347823.000000 Penalty: 918.901672 Iteration 73Q: 3 clusters Score -1347823 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 770 members Mstep: Class 2 contains 23520 members Entering Unmasked Estep Score: -1347821.750000 Penalty: 918.901672 Iteration 74Q: 3 clusters Score -1347822 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 771 members Mstep: Class 2 contains 23519 members Entering Unmasked Estep Score: -1347822.250000 Penalty: 918.901672 Iteration 75Q: 3 clusters Score -1347822 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 770 members Mstep: Class 2 contains 23520 members Entering Unmasked Estep Score: -1347823.000000 Penalty: 918.901672 Iteration 76Q: 3 clusters Score -1347823 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 771 members Mstep: Class 2 contains 23519 members Entering Unmasked Estep Score: -1347823.625000 Penalty: 918.901672 Iteration 77Q: 3 clusters Score -1347824 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 771 members Mstep: Class 2 contains 23519 members Entering Unmasked Estep Score: -1347825.000000 Penalty: 918.901672 Iteration 78Q: 3 clusters Score -1347825 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 770 members Mstep: Class 2 contains 23520 members Entering Unmasked Estep Score: -1347825.375000 Penalty: 918.901672 Iteration 79Q: 3 clusters Score -1347825 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 770 members Mstep: Class 2 contains 23520 members Entering Unmasked Estep Score: -1347825.375000 Penalty: 918.901672 Iteration 80F: 3 clusters Score -1347825 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 24 members Mstep: Class 1 contains 602 members Mstep: Class 2 contains 38143 members Mstep: Class 3 contains 19045 members Mstep: Class 4 contains 1782 members Mstep: Class 5 contains 5305 members Mstep: Class 6 contains 1649 members Mstep: Class 7 contains 3598 members Mstep: Class 8 contains 2121 members Mstep: Class 9 contains 1042 members Mstep: Class 10 contains 93 members Mstep: Class 11 contains 3472 members Mstep: Class 12 contains 22217 members Mstep: Class 13 contains 22654 members Mstep: Class 14 contains 12270 members Mstep: Class 15 contains 10441 members Mstep: Class 16 contains 12285 members Mstep: Class 17 contains 8078 members Mstep: Class 18 contains 8069 members Mstep: Class 19 contains 770 members Mstep: Class 20 contains 2419 members Mstep: Class 21 contains 2319 members Mstep: Class 22 contains 95 members Mstep: Class 23 contains 284 members Mstep: Class 24 contains 6361 members Mstep: Class 25 contains 142558 members Mstep: Class 26 contains 28688 members Mstep: Class 27 contains 12274 members Mstep: Class 28 contains 10908 members Mstep: Class 29 contains 3937 members Mstep: Class 30 contains 900 members Mstep: Class 31 contains 390 members Mstep: Class 32 contains 5796 members Mstep: Class 33 contains 213 members Mstep: Class 34 contains 3914 members Mstep: Class 35 contains 1335 members Mstep: Class 36 contains 12688 members Mstep: Class 37 contains 23520 members Entering Unmasked Estep Score: -22976608.000000 Penalty: 21846.408203 Splitting cluster 19 changes total score from -22976702.000000 to -22976608.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 20 (2419 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2419 members Entering Unmasked Estep Score: -142330.593750 Penalty: 354.495483 Iteration 0F: 2 clusters Score -142330.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1183 members Mstep: Class 2 contains 1236 members Entering Unmasked Estep Score: -140639.734375 Penalty: 708.990967 Iteration 0F: 3 clusters Score -140639.7 nChanged 1030 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1001 members Mstep: Class 2 contains 1418 members Entering Unmasked Estep Score: -141302.593750 Penalty: 708.990967 Iteration 1F: 3 clusters Score -141302.6 nChanged 177 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 918 members Mstep: Class 2 contains 1501 members Entering Unmasked Estep Score: -141405.562500 Penalty: 708.990967 Iteration 2F: 3 clusters Score -141405.6 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 841 members Mstep: Class 2 contains 1578 members Entering Unmasked Estep Score: -141488.734375 Penalty: 708.990967 Iteration 3F: 3 clusters Score -141488.7 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 763 members Mstep: Class 2 contains 1656 members Entering Unmasked Estep Score: -141569.218750 Penalty: 708.990967 Iteration 4Q: 3 clusters Score -141569.2 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 692 members Mstep: Class 2 contains 1727 members Entering Unmasked Estep Score: -141651.484375 Penalty: 708.990967 Iteration 5Q: 3 clusters Score -141651.5 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 624 members Mstep: Class 2 contains 1795 members Entering Unmasked Estep Score: -141727.921875 Penalty: 708.990967 Iteration 6Q: 3 clusters Score -141727.9 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 576 members Mstep: Class 2 contains 1843 members Entering Unmasked Estep Score: -141777.265625 Penalty: 708.990967 Iteration 7Q: 3 clusters Score -141777.3 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 537 members Mstep: Class 2 contains 1882 members Entering Unmasked Estep Score: -141815.640625 Penalty: 708.990967 Iteration 8Q: 3 clusters Score -141815.6 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 502 members Mstep: Class 2 contains 1917 members Entering Unmasked Estep Score: -141838.703125 Penalty: 708.990967 Iteration 9Q: 3 clusters Score -141838.7 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 482 members Mstep: Class 2 contains 1937 members Entering Unmasked Estep Score: -141847.390625 Penalty: 708.990967 Iteration 10Q: 3 clusters Score -141847.4 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 468 members Mstep: Class 2 contains 1951 members Entering Unmasked Estep Score: -141854.328125 Penalty: 708.990967 Iteration 11Q: 3 clusters Score -141854.3 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 446 members Mstep: Class 2 contains 1973 members Entering Unmasked Estep Score: -141860.812500 Penalty: 708.990967 Iteration 12Q: 3 clusters Score -141860.8 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 430 members Mstep: Class 2 contains 1989 members Entering Unmasked Estep Score: -141865.625000 Penalty: 708.990967 Iteration 13Q: 3 clusters Score -141865.6 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 421 members Mstep: Class 2 contains 1998 members Entering Unmasked Estep Score: -141869.812500 Penalty: 708.990967 Iteration 14Q: 3 clusters Score -141869.8 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 410 members Mstep: Class 2 contains 2009 members Entering Unmasked Estep Score: -141873.796875 Penalty: 708.990967 Iteration 15Q: 3 clusters Score -141873.8 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 394 members Mstep: Class 2 contains 2025 members Entering Unmasked Estep Score: -141880.546875 Penalty: 708.990967 Iteration 16Q: 3 clusters Score -141880.5 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 380 members Mstep: Class 2 contains 2039 members Entering Unmasked Estep Score: -141887.140625 Penalty: 708.990967 Iteration 17Q: 3 clusters Score -141887.1 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 367 members Mstep: Class 2 contains 2052 members Entering Unmasked Estep Score: -141892.625000 Penalty: 708.990967 Iteration 18Q: 3 clusters Score -141892.6 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 355 members Mstep: Class 2 contains 2064 members Entering Unmasked Estep Score: -141896.625000 Penalty: 708.990967 Iteration 19Q: 3 clusters Score -141896.6 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 348 members Mstep: Class 2 contains 2071 members Entering Unmasked Estep Score: -141901.031250 Penalty: 708.990967 Iteration 20F: 3 clusters Score -141901 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 346 members Mstep: Class 2 contains 2073 members Entering Unmasked Estep Score: -141906.296875 Penalty: 708.990967 Iteration 21Q: 3 clusters Score -141906.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 346 members Mstep: Class 2 contains 2073 members Entering Unmasked Estep Score: -141910.187500 Penalty: 708.990967 Iteration 22Q: 3 clusters Score -141910.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 346 members Mstep: Class 2 contains 2073 members Entering Unmasked Estep Score: -141915.156250 Penalty: 708.990967 Iteration 23Q: 3 clusters Score -141915.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 343 members Mstep: Class 2 contains 2076 members Entering Unmasked Estep Score: -141918.796875 Penalty: 708.990967 Iteration 24Q: 3 clusters Score -141918.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 334 members Mstep: Class 2 contains 2085 members Entering Unmasked Estep Score: -141921.031250 Penalty: 708.990967 Iteration 25Q: 3 clusters Score -141921 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 328 members Mstep: Class 2 contains 2091 members Entering Unmasked Estep Score: -141922.312500 Penalty: 708.990967 Iteration 26Q: 3 clusters Score -141922.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 324 members Mstep: Class 2 contains 2095 members Entering Unmasked Estep Score: -141923.031250 Penalty: 708.990967 Iteration 27Q: 3 clusters Score -141923 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 318 members Mstep: Class 2 contains 2101 members Entering Unmasked Estep Score: -141924.078125 Penalty: 708.990967 Iteration 28Q: 3 clusters Score -141924.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 311 members Mstep: Class 2 contains 2108 members Entering Unmasked Estep Score: -141926.343750 Penalty: 708.990967 Iteration 29Q: 3 clusters Score -141926.3 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 300 members Mstep: Class 2 contains 2119 members Entering Unmasked Estep Score: -141929.984375 Penalty: 708.990967 Iteration 30Q: 3 clusters Score -141930 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 292 members Mstep: Class 2 contains 2127 members Entering Unmasked Estep Score: -141932.968750 Penalty: 708.990967 Iteration 31Q: 3 clusters Score -141933 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 288 members Mstep: Class 2 contains 2131 members Entering Unmasked Estep Score: -141934.078125 Penalty: 708.990967 Iteration 32Q: 3 clusters Score -141934.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 286 members Mstep: Class 2 contains 2133 members Entering Unmasked Estep Score: -141936.046875 Penalty: 708.990967 Iteration 33Q: 3 clusters Score -141936 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 285 members Mstep: Class 2 contains 2134 members Entering Unmasked Estep Score: -141936.500000 Penalty: 708.990967 Iteration 34Q: 3 clusters Score -141936.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 286 members Mstep: Class 2 contains 2133 members Entering Unmasked Estep Score: -141937.718750 Penalty: 708.990967 Iteration 35Q: 3 clusters Score -141937.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 286 members Mstep: Class 2 contains 2133 members Entering Unmasked Estep Score: -141938.812500 Penalty: 708.990967 Iteration 36Q: 3 clusters Score -141938.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 282 members Mstep: Class 2 contains 2137 members Entering Unmasked Estep Score: -141939.750000 Penalty: 708.990967 Iteration 37Q: 3 clusters Score -141939.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 277 members Mstep: Class 2 contains 2142 members Entering Unmasked Estep Score: -141941.703125 Penalty: 708.990967 Iteration 38Q: 3 clusters Score -141941.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 270 members Mstep: Class 2 contains 2149 members Entering Unmasked Estep Score: -141944.875000 Penalty: 708.990967 Iteration 39Q: 3 clusters Score -141944.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 263 members Mstep: Class 2 contains 2156 members Entering Unmasked Estep Score: -141946.109375 Penalty: 708.990967 Iteration 40F: 3 clusters Score -141946.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 257 members Mstep: Class 2 contains 2162 members Entering Unmasked Estep Score: -141948.953125 Penalty: 708.990967 Iteration 41Q: 3 clusters Score -141949 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 251 members Mstep: Class 2 contains 2168 members Entering Unmasked Estep Score: -141951.578125 Penalty: 708.990967 Iteration 42Q: 3 clusters Score -141951.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 247 members Mstep: Class 2 contains 2172 members Entering Unmasked Estep Score: -141953.031250 Penalty: 708.990967 Iteration 43Q: 3 clusters Score -141953 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 242 members Mstep: Class 2 contains 2177 members Entering Unmasked Estep Score: -141955.312500 Penalty: 708.990967 Iteration 44Q: 3 clusters Score -141955.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 240 members Mstep: Class 2 contains 2179 members Entering Unmasked Estep Score: -141955.781250 Penalty: 708.990967 Iteration 45Q: 3 clusters Score -141955.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 238 members Mstep: Class 2 contains 2181 members Entering Unmasked Estep Score: -141958.203125 Penalty: 708.990967 Iteration 46Q: 3 clusters Score -141958.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 235 members Mstep: Class 2 contains 2184 members Entering Unmasked Estep Score: -141960.140625 Penalty: 708.990967 Iteration 47Q: 3 clusters Score -141960.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 230 members Mstep: Class 2 contains 2189 members Entering Unmasked Estep Score: -141962.406250 Penalty: 708.990967 Iteration 48Q: 3 clusters Score -141962.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 226 members Mstep: Class 2 contains 2193 members Entering Unmasked Estep Score: -141964.515625 Penalty: 708.990967 Iteration 49Q: 3 clusters Score -141964.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 224 members Mstep: Class 2 contains 2195 members Entering Unmasked Estep Score: -141966.765625 Penalty: 708.990967 Iteration 50Q: 3 clusters Score -141966.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 225 members Mstep: Class 2 contains 2194 members Entering Unmasked Estep Score: -141967.062500 Penalty: 708.990967 Iteration 51Q: 3 clusters Score -141967.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 225 members Mstep: Class 2 contains 2194 members Entering Unmasked Estep Score: -141967.062500 Penalty: 708.990967 Iteration 52F: 3 clusters Score -141967.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 21 (2319 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2319 members Entering Unmasked Estep Score: -130429.656250 Penalty: 352.574554 Iteration 0F: 2 clusters Score -130429.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1219 members Mstep: Class 2 contains 1100 members Entering Unmasked Estep Score: -128766.296875 Penalty: 705.149109 Iteration 0F: 3 clusters Score -128766.3 nChanged 1002 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1503 members Mstep: Class 2 contains 816 members Entering Unmasked Estep Score: -129370.031250 Penalty: 705.149109 Iteration 1F: 3 clusters Score -129370 nChanged 191 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1648 members Mstep: Class 2 contains 671 members Entering Unmasked Estep Score: -129521.343750 Penalty: 705.149109 Iteration 2F: 3 clusters Score -129521.3 nChanged 200 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1800 members Mstep: Class 2 contains 519 members Entering Unmasked Estep Score: -129710.492188 Penalty: 705.149109 Iteration 3F: 3 clusters Score -129710.5 nChanged 161 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1937 members Mstep: Class 2 contains 382 members Entering Unmasked Estep Score: -129879.718750 Penalty: 705.149109 Iteration 4F: 3 clusters Score -129879.7 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2048 members Mstep: Class 2 contains 271 members Entering Unmasked Estep Score: -130004.476562 Penalty: 705.149109 Iteration 5F: 3 clusters Score -130004.5 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2104 members Mstep: Class 2 contains 215 members Entering Unmasked Estep Score: -130065.773438 Penalty: 705.149109 Iteration 6Q: 3 clusters Score -130065.8 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2140 members Mstep: Class 2 contains 179 members Entering Unmasked Estep Score: -130101.640625 Penalty: 705.149109 Iteration 7Q: 3 clusters Score -130101.6 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2155 members Mstep: Class 2 contains 164 members Entering Unmasked Estep Score: -130120.734375 Penalty: 705.149109 Iteration 8Q: 3 clusters Score -130120.7 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2164 members Mstep: Class 2 contains 155 members Entering Unmasked Estep Score: -130135.273438 Penalty: 705.149109 Iteration 9Q: 3 clusters Score -130135.3 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2174 members Mstep: Class 2 contains 145 members Entering Unmasked Estep Score: -130143.968750 Penalty: 705.149109 Iteration 10Q: 3 clusters Score -130144 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2184 members Mstep: Class 2 contains 135 members Entering Unmasked Estep Score: -130156.703125 Penalty: 705.149109 Iteration 11Q: 3 clusters Score -130156.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2191 members Mstep: Class 2 contains 128 members Entering Unmasked Estep Score: -130163.359375 Penalty: 705.149109 Iteration 12Q: 3 clusters Score -130163.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2194 members Mstep: Class 2 contains 125 members Entering Unmasked Estep Score: -130166.710938 Penalty: 705.149109 Iteration 13Q: 3 clusters Score -130166.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2194 members Mstep: Class 2 contains 125 members Entering Unmasked Estep Score: -130169.601562 Penalty: 705.149109 Iteration 14Q: 3 clusters Score -130169.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2193 members Mstep: Class 2 contains 126 members Entering Unmasked Estep Score: -130172.312500 Penalty: 705.149109 Iteration 15Q: 3 clusters Score -130172.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2195 members Mstep: Class 2 contains 124 members Entering Unmasked Estep Score: -130175.593750 Penalty: 705.149109 Iteration 16Q: 3 clusters Score -130175.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2194 members Mstep: Class 2 contains 125 members Entering Unmasked Estep Score: -130176.953125 Penalty: 705.149109 Iteration 17Q: 3 clusters Score -130177 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2194 members Mstep: Class 2 contains 125 members Entering Unmasked Estep Score: -130177.929688 Penalty: 705.149109 Iteration 18Q: 3 clusters Score -130177.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2193 members Mstep: Class 2 contains 126 members Entering Unmasked Estep Score: -130178.507812 Penalty: 705.149109 Iteration 19Q: 3 clusters Score -130178.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2192 members Mstep: Class 2 contains 127 members Entering Unmasked Estep Score: -130178.789062 Penalty: 705.149109 Iteration 20F: 3 clusters Score -130178.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 22 (95 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95 members Entering Unmasked Estep Score: -3783.810303 Penalty: 207.201401 Iteration 0F: 2 clusters Score -3783.81 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39 members Mstep: Class 2 contains 56 members Entering Unmasked Estep Score: -3647.591553 Penalty: 414.402802 Iteration 0F: 3 clusters Score -3647.592 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54 members Mstep: Class 2 contains 41 members Entering Unmasked Estep Score: -3693.715332 Penalty: 414.402802 Iteration 1F: 3 clusters Score -3693.715 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57 members Mstep: Class 2 contains 38 members Entering Unmasked Estep Score: -3697.402588 Penalty: 414.402802 Iteration 2Q: 3 clusters Score -3697.403 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57 members Mstep: Class 2 contains 38 members Entering Unmasked Estep Score: -3697.402588 Penalty: 414.402802 Iteration 3F: 3 clusters Score -3697.403 nChanged 0 Entering ConstructFrom: Trying to split cluster 23 (284 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 284 members Entering Unmasked Estep Score: -14877.337891 Penalty: 257.028351 Iteration 0F: 2 clusters Score -14877.34 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 140 members Mstep: Class 2 contains 144 members Entering Unmasked Estep Score: -14532.033203 Penalty: 514.056702 Iteration 0F: 3 clusters Score -14532.03 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 129 members Mstep: Class 2 contains 155 members Entering Unmasked Estep Score: -14599.439453 Penalty: 514.056702 Iteration 1F: 3 clusters Score -14599.44 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 118 members Mstep: Class 2 contains 166 members Entering Unmasked Estep Score: -14628.851562 Penalty: 514.056702 Iteration 2F: 3 clusters Score -14628.85 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 109 members Mstep: Class 2 contains 175 members Entering Unmasked Estep Score: -14644.386719 Penalty: 514.056702 Iteration 3F: 3 clusters Score -14644.39 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 108 members Mstep: Class 2 contains 176 members Entering Unmasked Estep Score: -14651.467773 Penalty: 514.056702 Iteration 4Q: 3 clusters Score -14651.47 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 110 members Mstep: Class 2 contains 174 members Entering Unmasked Estep Score: -14655.515625 Penalty: 514.056702 Iteration 5Q: 3 clusters Score -14655.52 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 109 members Mstep: Class 2 contains 175 members Entering Unmasked Estep Score: -14657.084961 Penalty: 514.056702 Iteration 6Q: 3 clusters Score -14657.08 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 106 members Mstep: Class 2 contains 178 members Entering Unmasked Estep Score: -14661.420898 Penalty: 514.056702 Iteration 7Q: 3 clusters Score -14661.42 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 103 members Mstep: Class 2 contains 181 members Entering Unmasked Estep Score: -14669.287109 Penalty: 514.056702 Iteration 8Q: 3 clusters Score -14669.29 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 103 members Mstep: Class 2 contains 181 members Entering Unmasked Estep Score: -14672.083984 Penalty: 514.056702 Iteration 9Q: 3 clusters Score -14672.08 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 104 members Mstep: Class 2 contains 180 members Entering Unmasked Estep Score: -14672.789062 Penalty: 514.056702 Iteration 10Q: 3 clusters Score -14672.79 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 103 members Mstep: Class 2 contains 181 members Entering Unmasked Estep Score: -14674.783203 Penalty: 514.056702 Iteration 11Q: 3 clusters Score -14674.78 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 104 members Mstep: Class 2 contains 180 members Entering Unmasked Estep Score: -14675.225586 Penalty: 514.056702 Iteration 12Q: 3 clusters Score -14675.23 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 104 members Mstep: Class 2 contains 180 members Entering Unmasked Estep Score: -14675.225586 Penalty: 514.056702 Iteration 13F: 3 clusters Score -14675.23 nChanged 0 Entering ConstructFrom: Trying to split cluster 24 (6361 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6361 members Entering Unmasked Estep Score: -327935.000000 Penalty: 398.486328 Iteration 0F: 2 clusters Score -327935 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3191 members Mstep: Class 2 contains 3170 members Entering Unmasked Estep Score: -323668.843750 Penalty: 796.972656 Iteration 0F: 3 clusters Score -323668.8 nChanged 2866 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2967 members Mstep: Class 2 contains 3394 members Entering Unmasked Estep Score: -325426.906250 Penalty: 796.972656 Iteration 1F: 3 clusters Score -325426.9 nChanged 421 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2842 members Mstep: Class 2 contains 3519 members Entering Unmasked Estep Score: -325695.031250 Penalty: 796.972656 Iteration 2F: 3 clusters Score -325695 nChanged 419 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2737 members Mstep: Class 2 contains 3624 members Entering Unmasked Estep Score: -326016.875000 Penalty: 796.972656 Iteration 3F: 3 clusters Score -326016.9 nChanged 387 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2646 members Mstep: Class 2 contains 3715 members Entering Unmasked Estep Score: -326346.781250 Penalty: 796.972656 Iteration 4F: 3 clusters Score -326346.8 nChanged 347 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2579 members Mstep: Class 2 contains 3782 members Entering Unmasked Estep Score: -326639.593750 Penalty: 796.972656 Iteration 5F: 3 clusters Score -326639.6 nChanged 269 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2516 members Mstep: Class 2 contains 3845 members Entering Unmasked Estep Score: -326798.156250 Penalty: 796.972656 Iteration 6Q: 3 clusters Score -326798.2 nChanged 226 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2442 members Mstep: Class 2 contains 3919 members Entering Unmasked Estep Score: -326899.718750 Penalty: 796.972656 Iteration 7Q: 3 clusters Score -326899.7 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2393 members Mstep: Class 2 contains 3968 members Entering Unmasked Estep Score: -326954.875000 Penalty: 796.972656 Iteration 8Q: 3 clusters Score -326954.9 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2328 members Mstep: Class 2 contains 4033 members Entering Unmasked Estep Score: -327005.968750 Penalty: 796.972656 Iteration 9Q: 3 clusters Score -327006 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2265 members Mstep: Class 2 contains 4096 members Entering Unmasked Estep Score: -327060.156250 Penalty: 796.972656 Iteration 10Q: 3 clusters Score -327060.2 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2206 members Mstep: Class 2 contains 4155 members Entering Unmasked Estep Score: -327124.218750 Penalty: 796.972656 Iteration 11Q: 3 clusters Score -327124.2 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2135 members Mstep: Class 2 contains 4226 members Entering Unmasked Estep Score: -327196.437500 Penalty: 796.972656 Iteration 12Q: 3 clusters Score -327196.4 nChanged 151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2072 members Mstep: Class 2 contains 4289 members Entering Unmasked Estep Score: -327285.593750 Penalty: 796.972656 Iteration 13Q: 3 clusters Score -327285.6 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2001 members Mstep: Class 2 contains 4360 members Entering Unmasked Estep Score: -327383.156250 Penalty: 796.972656 Iteration 14Q: 3 clusters Score -327383.2 nChanged 151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1932 members Mstep: Class 2 contains 4429 members Entering Unmasked Estep Score: -327489.968750 Penalty: 796.972656 Iteration 15Q: 3 clusters Score -327490 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1856 members Mstep: Class 2 contains 4505 members Entering Unmasked Estep Score: -327572.687500 Penalty: 796.972656 Iteration 16Q: 3 clusters Score -327572.7 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1815 members Mstep: Class 2 contains 4546 members Entering Unmasked Estep Score: -327616.031250 Penalty: 796.972656 Iteration 17Q: 3 clusters Score -327616 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1785 members Mstep: Class 2 contains 4576 members Entering Unmasked Estep Score: -327655.281250 Penalty: 796.972656 Iteration 18Q: 3 clusters Score -327655.3 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1767 members Mstep: Class 2 contains 4594 members Entering Unmasked Estep Score: -327677.343750 Penalty: 796.972656 Iteration 19Q: 3 clusters Score -327677.3 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1747 members Mstep: Class 2 contains 4614 members Entering Unmasked Estep Score: -327690.687500 Penalty: 796.972656 Iteration 20F: 3 clusters Score -327690.7 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1726 members Mstep: Class 2 contains 4635 members Entering Unmasked Estep Score: -327703.656250 Penalty: 796.972656 Iteration 21Q: 3 clusters Score -327703.7 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1698 members Mstep: Class 2 contains 4663 members Entering Unmasked Estep Score: -327716.125000 Penalty: 796.972656 Iteration 22Q: 3 clusters Score -327716.1 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1669 members Mstep: Class 2 contains 4692 members Entering Unmasked Estep Score: -327727.250000 Penalty: 796.972656 Iteration 23Q: 3 clusters Score -327727.2 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1638 members Mstep: Class 2 contains 4723 members Entering Unmasked Estep Score: -327734.812500 Penalty: 796.972656 Iteration 24Q: 3 clusters Score -327734.8 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1610 members Mstep: Class 2 contains 4751 members Entering Unmasked Estep Score: -327740.343750 Penalty: 796.972656 Iteration 25Q: 3 clusters Score -327740.3 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1591 members Mstep: Class 2 contains 4770 members Entering Unmasked Estep Score: -327743.968750 Penalty: 796.972656 Iteration 26Q: 3 clusters Score -327744 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1575 members Mstep: Class 2 contains 4786 members Entering Unmasked Estep Score: -327746.187500 Penalty: 796.972656 Iteration 27Q: 3 clusters Score -327746.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1567 members Mstep: Class 2 contains 4794 members Entering Unmasked Estep Score: -327747.593750 Penalty: 796.972656 Iteration 28Q: 3 clusters Score -327747.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1559 members Mstep: Class 2 contains 4802 members Entering Unmasked Estep Score: -327748.125000 Penalty: 796.972656 Iteration 29Q: 3 clusters Score -327748.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1550 members Mstep: Class 2 contains 4811 members Entering Unmasked Estep Score: -327749.875000 Penalty: 796.972656 Iteration 30Q: 3 clusters Score -327749.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1542 members Mstep: Class 2 contains 4819 members Entering Unmasked Estep Score: -327750.968750 Penalty: 796.972656 Iteration 31Q: 3 clusters Score -327751 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1536 members Mstep: Class 2 contains 4825 members Entering Unmasked Estep Score: -327751.437500 Penalty: 796.972656 Iteration 32Q: 3 clusters Score -327751.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1528 members Mstep: Class 2 contains 4833 members Entering Unmasked Estep Score: -327751.343750 Penalty: 796.972656 Iteration 33Q: 3 clusters Score -327751.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1521 members Mstep: Class 2 contains 4840 members Entering Unmasked Estep Score: -327752.468750 Penalty: 796.972656 Iteration 34Q: 3 clusters Score -327752.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1517 members Mstep: Class 2 contains 4844 members Entering Unmasked Estep Score: -327753.125000 Penalty: 796.972656 Iteration 35Q: 3 clusters Score -327753.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1510 members Mstep: Class 2 contains 4851 members Entering Unmasked Estep Score: -327754.250000 Penalty: 796.972656 Iteration 36Q: 3 clusters Score -327754.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1505 members Mstep: Class 2 contains 4856 members Entering Unmasked Estep Score: -327755.250000 Penalty: 796.972656 Iteration 37Q: 3 clusters Score -327755.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1499 members Mstep: Class 2 contains 4862 members Entering Unmasked Estep Score: -327756.500000 Penalty: 796.972656 Iteration 38Q: 3 clusters Score -327756.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1493 members Mstep: Class 2 contains 4868 members Entering Unmasked Estep Score: -327756.843750 Penalty: 796.972656 Iteration 39Q: 3 clusters Score -327756.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1487 members Mstep: Class 2 contains 4874 members Entering Unmasked Estep Score: -327757.906250 Penalty: 796.972656 Iteration 40F: 3 clusters Score -327757.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1478 members Mstep: Class 2 contains 4883 members Entering Unmasked Estep Score: -327758.593750 Penalty: 796.972656 Iteration 41Q: 3 clusters Score -327758.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1471 members Mstep: Class 2 contains 4890 members Entering Unmasked Estep Score: -327759.656250 Penalty: 796.972656 Iteration 42Q: 3 clusters Score -327759.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1468 members Mstep: Class 2 contains 4893 members Entering Unmasked Estep Score: -327759.343750 Penalty: 796.972656 Iteration 43Q: 3 clusters Score -327759.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1466 members Mstep: Class 2 contains 4895 members Entering Unmasked Estep Score: -327759.312500 Penalty: 796.972656 Iteration 44Q: 3 clusters Score -327759.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1464 members Mstep: Class 2 contains 4897 members Entering Unmasked Estep Score: -327759.156250 Penalty: 796.972656 Iteration 45Q: 3 clusters Score -327759.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1462 members Mstep: Class 2 contains 4899 members Entering Unmasked Estep Score: -327759.406250 Penalty: 796.972656 Iteration 46Q: 3 clusters Score -327759.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1461 members Mstep: Class 2 contains 4900 members Entering Unmasked Estep Score: -327759.250000 Penalty: 796.972656 Iteration 47Q: 3 clusters Score -327759.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1461 members Mstep: Class 2 contains 4900 members Entering Unmasked Estep Score: -327759.250000 Penalty: 796.972656 Iteration 48F: 3 clusters Score -327759.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 25 (142558 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 142558 members Entering Unmasked Estep Score: -7975271.500000 Penalty: 539.971436 Iteration 0F: 2 clusters Score -7975272 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71091 members Mstep: Class 2 contains 71467 members Entering Unmasked Estep Score: -7878461.500000 Penalty: 1079.942871 Iteration 0F: 3 clusters Score -7878462 nChanged 70307 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61808 members Mstep: Class 2 contains 80750 members Entering Unmasked Estep Score: -7925449.500000 Penalty: 1079.942871 Iteration 1F: 3 clusters Score -7925450 nChanged 8902 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55964 members Mstep: Class 2 contains 86594 members Entering Unmasked Estep Score: -7930263.000000 Penalty: 1079.942871 Iteration 2F: 3 clusters Score -7930263 nChanged 9863 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48945 members Mstep: Class 2 contains 93613 members Entering Unmasked Estep Score: -7936711.000000 Penalty: 1079.942871 Iteration 3F: 3 clusters Score -7936711 nChanged 9880 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41735 members Mstep: Class 2 contains 100823 members Entering Unmasked Estep Score: -7944487.500000 Penalty: 1079.942871 Iteration 4F: 3 clusters Score -7944488 nChanged 8793 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35584 members Mstep: Class 2 contains 106974 members Entering Unmasked Estep Score: -7952323.500000 Penalty: 1079.942871 Iteration 5F: 3 clusters Score -7952324 nChanged 6867 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31383 members Mstep: Class 2 contains 111175 members Entering Unmasked Estep Score: -7957988.000000 Penalty: 1079.942871 Iteration 6Q: 3 clusters Score -7957988 nChanged 4999 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28564 members Mstep: Class 2 contains 113994 members Entering Unmasked Estep Score: -7961088.000000 Penalty: 1079.942871 Iteration 7Q: 3 clusters Score -7961088 nChanged 3264 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26188 members Mstep: Class 2 contains 116370 members Entering Unmasked Estep Score: -7962598.000000 Penalty: 1079.942871 Iteration 8Q: 3 clusters Score -7962598 nChanged 2488 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23922 members Mstep: Class 2 contains 118636 members Entering Unmasked Estep Score: -7963661.000000 Penalty: 1079.942871 Iteration 9Q: 3 clusters Score -7963661 nChanged 2252 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21704 members Mstep: Class 2 contains 120854 members Entering Unmasked Estep Score: -7964628.000000 Penalty: 1079.942871 Iteration 10Q: 3 clusters Score -7964628 nChanged 2264 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19452 members Mstep: Class 2 contains 123106 members Entering Unmasked Estep Score: -7965609.000000 Penalty: 1079.942871 Iteration 11Q: 3 clusters Score -7965609 nChanged 2185 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17267 members Mstep: Class 2 contains 125291 members Entering Unmasked Estep Score: -7966532.000000 Penalty: 1079.942871 Iteration 12Q: 3 clusters Score -7966532 nChanged 2166 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15101 members Mstep: Class 2 contains 127457 members Entering Unmasked Estep Score: -7967461.000000 Penalty: 1079.942871 Iteration 13Q: 3 clusters Score -7967461 nChanged 2105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12996 members Mstep: Class 2 contains 129562 members Entering Unmasked Estep Score: -7968435.000000 Penalty: 1079.942871 Iteration 14Q: 3 clusters Score -7968435 nChanged 1952 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11044 members Mstep: Class 2 contains 131514 members Entering Unmasked Estep Score: -7969326.000000 Penalty: 1079.942871 Iteration 15Q: 3 clusters Score -7969326 nChanged 1832 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9212 members Mstep: Class 2 contains 133346 members Entering Unmasked Estep Score: -7970184.500000 Penalty: 1079.942871 Iteration 16Q: 3 clusters Score -7970184 nChanged 1701 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7511 members Mstep: Class 2 contains 135047 members Entering Unmasked Estep Score: -7971076.000000 Penalty: 1079.942871 Iteration 17Q: 3 clusters Score -7971076 nChanged 1501 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6010 members Mstep: Class 2 contains 136548 members Entering Unmasked Estep Score: -7971795.000000 Penalty: 1079.942871 Iteration 18Q: 3 clusters Score -7971795 nChanged 1288 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4722 members Mstep: Class 2 contains 137836 members Entering Unmasked Estep Score: -7972521.500000 Penalty: 1079.942871 Iteration 19Q: 3 clusters Score -7972522 nChanged 1159 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3563 members Mstep: Class 2 contains 138995 members Entering Unmasked Estep Score: -7973229.000000 Penalty: 1079.942871 Iteration 20F: 3 clusters Score -7973229 nChanged 931 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2632 members Mstep: Class 2 contains 139926 members Entering Unmasked Estep Score: -7973742.000000 Penalty: 1079.942871 Iteration 21Q: 3 clusters Score -7973742 nChanged 723 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1911 members Mstep: Class 2 contains 140647 members Entering Unmasked Estep Score: -7974141.000000 Penalty: 1079.942871 Iteration 22Q: 3 clusters Score -7974141 nChanged 498 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1413 members Mstep: Class 2 contains 141145 members Entering Unmasked Estep Score: -7974399.000000 Penalty: 1079.942871 Iteration 23Q: 3 clusters Score -7974399 nChanged 318 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1095 members Mstep: Class 2 contains 141463 members Entering Unmasked Estep Score: -7974526.000000 Penalty: 1079.942871 Iteration 24Q: 3 clusters Score -7974526 nChanged 214 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 885 members Mstep: Class 2 contains 141673 members Entering Unmasked Estep Score: -7974611.000000 Penalty: 1079.942871 Iteration 25Q: 3 clusters Score -7974611 nChanged 155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 730 members Mstep: Class 2 contains 141828 members Entering Unmasked Estep Score: -7974678.000000 Penalty: 1079.942871 Iteration 26Q: 3 clusters Score -7974678 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 621 members Mstep: Class 2 contains 141937 members Entering Unmasked Estep Score: -7974717.500000 Penalty: 1079.942871 Iteration 27Q: 3 clusters Score -7974718 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 529 members Mstep: Class 2 contains 142029 members Entering Unmasked Estep Score: -7974746.500000 Penalty: 1079.942871 Iteration 28Q: 3 clusters Score -7974746 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 464 members Mstep: Class 2 contains 142094 members Entering Unmasked Estep Score: -7974764.000000 Penalty: 1079.942871 Iteration 29Q: 3 clusters Score -7974764 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 422 members Mstep: Class 2 contains 142136 members Entering Unmasked Estep Score: -7974781.000000 Penalty: 1079.942871 Iteration 30Q: 3 clusters Score -7974781 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 385 members Mstep: Class 2 contains 142173 members Entering Unmasked Estep Score: -7974788.000000 Penalty: 1079.942871 Iteration 31Q: 3 clusters Score -7974788 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 361 members Mstep: Class 2 contains 142197 members Entering Unmasked Estep Score: -7974805.000000 Penalty: 1079.942871 Iteration 32Q: 3 clusters Score -7974805 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 348 members Mstep: Class 2 contains 142210 members Entering Unmasked Estep Score: -7974805.000000 Penalty: 1079.942871 Iteration 33Q: 3 clusters Score -7974805 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 334 members Mstep: Class 2 contains 142224 members Entering Unmasked Estep Score: -7974812.500000 Penalty: 1079.942871 Iteration 34Q: 3 clusters Score -7974812 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 310 members Mstep: Class 2 contains 142248 members Entering Unmasked Estep Score: -7974828.500000 Penalty: 1079.942871 Iteration 35Q: 3 clusters Score -7974828 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 293 members Mstep: Class 2 contains 142265 members Entering Unmasked Estep Score: -7974824.500000 Penalty: 1079.942871 Iteration 36Q: 3 clusters Score -7974824 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 280 members Mstep: Class 2 contains 142278 members Entering Unmasked Estep Score: -7974837.500000 Penalty: 1079.942871 Iteration 37Q: 3 clusters Score -7974838 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 271 members Mstep: Class 2 contains 142287 members Entering Unmasked Estep Score: -7974843.000000 Penalty: 1079.942871 Iteration 38Q: 3 clusters Score -7974843 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 264 members Mstep: Class 2 contains 142294 members Entering Unmasked Estep Score: -7974843.000000 Penalty: 1079.942871 Iteration 39Q: 3 clusters Score -7974843 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 260 members Mstep: Class 2 contains 142298 members Entering Unmasked Estep Score: -7974853.000000 Penalty: 1079.942871 Iteration 40F: 3 clusters Score -7974853 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 258 members Mstep: Class 2 contains 142300 members Entering Unmasked Estep Score: -7974856.500000 Penalty: 1079.942871 Iteration 41Q: 3 clusters Score -7974856 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 254 members Mstep: Class 2 contains 142304 members Entering Unmasked Estep Score: -7974857.000000 Penalty: 1079.942871 Iteration 42Q: 3 clusters Score -7974857 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 253 members Mstep: Class 2 contains 142305 members Entering Unmasked Estep Score: -7974858.500000 Penalty: 1079.942871 Iteration 43Q: 3 clusters Score -7974858 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 251 members Mstep: Class 2 contains 142307 members Entering Unmasked Estep Score: -7974861.500000 Penalty: 1079.942871 Iteration 44Q: 3 clusters Score -7974862 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 251 members Mstep: Class 2 contains 142307 members Entering Unmasked Estep Score: -7974861.500000 Penalty: 1079.942871 Iteration 45F: 3 clusters Score -7974862 nChanged 0 Entering ConstructFrom: Trying to split cluster 26 (28688 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28688 members Entering Unmasked Estep Score: -1649511.750000 Penalty: 467.022675 Iteration 0F: 2 clusters Score -1649512 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14300 members Mstep: Class 2 contains 14388 members Entering Unmasked Estep Score: -1630324.250000 Penalty: 934.045349 Iteration 0F: 3 clusters Score -1630324 nChanged 13824 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14672 members Mstep: Class 2 contains 14016 members Entering Unmasked Estep Score: -1639202.500000 Penalty: 934.045349 Iteration 1F: 3 clusters Score -1639202 nChanged 1607 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15063 members Mstep: Class 2 contains 13625 members Entering Unmasked Estep Score: -1639990.500000 Penalty: 934.045349 Iteration 2F: 3 clusters Score -1639990 nChanged 1721 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15536 members Mstep: Class 2 contains 13152 members Entering Unmasked Estep Score: -1640892.500000 Penalty: 934.045349 Iteration 3F: 3 clusters Score -1640892 nChanged 1647 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16015 members Mstep: Class 2 contains 12673 members Entering Unmasked Estep Score: -1641742.625000 Penalty: 934.045349 Iteration 4F: 3 clusters Score -1641743 nChanged 1531 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16520 members Mstep: Class 2 contains 12168 members Entering Unmasked Estep Score: -1642573.625000 Penalty: 934.045349 Iteration 5F: 3 clusters Score -1642574 nChanged 1373 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17013 members Mstep: Class 2 contains 11675 members Entering Unmasked Estep Score: -1643391.375000 Penalty: 934.045349 Iteration 6Q: 3 clusters Score -1643391 nChanged 1243 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17482 members Mstep: Class 2 contains 11206 members Entering Unmasked Estep Score: -1644134.500000 Penalty: 934.045349 Iteration 7Q: 3 clusters Score -1644134 nChanged 1047 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17921 members Mstep: Class 2 contains 10767 members Entering Unmasked Estep Score: -1644697.750000 Penalty: 934.045349 Iteration 8Q: 3 clusters Score -1644698 nChanged 816 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18309 members Mstep: Class 2 contains 10379 members Entering Unmasked Estep Score: -1645026.125000 Penalty: 934.045349 Iteration 9Q: 3 clusters Score -1645026 nChanged 605 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18710 members Mstep: Class 2 contains 9978 members Entering Unmasked Estep Score: -1645216.750000 Penalty: 934.045349 Iteration 10Q: 3 clusters Score -1645217 nChanged 475 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19129 members Mstep: Class 2 contains 9559 members Entering Unmasked Estep Score: -1645355.625000 Penalty: 934.045349 Iteration 11Q: 3 clusters Score -1645356 nChanged 401 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19504 members Mstep: Class 2 contains 9184 members Entering Unmasked Estep Score: -1645460.250000 Penalty: 934.045349 Iteration 12Q: 3 clusters Score -1645460 nChanged 447 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19939 members Mstep: Class 2 contains 8749 members Entering Unmasked Estep Score: -1645581.125000 Penalty: 934.045349 Iteration 13Q: 3 clusters Score -1645581 nChanged 469 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20408 members Mstep: Class 2 contains 8280 members Entering Unmasked Estep Score: -1645732.125000 Penalty: 934.045349 Iteration 14Q: 3 clusters Score -1645732 nChanged 507 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20909 members Mstep: Class 2 contains 7779 members Entering Unmasked Estep Score: -1645886.000000 Penalty: 934.045349 Iteration 15Q: 3 clusters Score -1645886 nChanged 517 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21424 members Mstep: Class 2 contains 7264 members Entering Unmasked Estep Score: -1646049.125000 Penalty: 934.045349 Iteration 16Q: 3 clusters Score -1646049 nChanged 559 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21981 members Mstep: Class 2 contains 6707 members Entering Unmasked Estep Score: -1646238.250000 Penalty: 934.045349 Iteration 17Q: 3 clusters Score -1646238 nChanged 521 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22502 members Mstep: Class 2 contains 6186 members Entering Unmasked Estep Score: -1646410.875000 Penalty: 934.045349 Iteration 18Q: 3 clusters Score -1646411 nChanged 503 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23003 members Mstep: Class 2 contains 5685 members Entering Unmasked Estep Score: -1646580.625000 Penalty: 934.045349 Iteration 19Q: 3 clusters Score -1646581 nChanged 478 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23479 members Mstep: Class 2 contains 5209 members Entering Unmasked Estep Score: -1646757.125000 Penalty: 934.045349 Iteration 20F: 3 clusters Score -1646757 nChanged 474 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23953 members Mstep: Class 2 contains 4735 members Entering Unmasked Estep Score: -1646932.000000 Penalty: 934.045349 Iteration 21Q: 3 clusters Score -1646932 nChanged 484 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24437 members Mstep: Class 2 contains 4251 members Entering Unmasked Estep Score: -1647135.000000 Penalty: 934.045349 Iteration 22Q: 3 clusters Score -1647135 nChanged 491 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24928 members Mstep: Class 2 contains 3760 members Entering Unmasked Estep Score: -1647351.375000 Penalty: 934.045349 Iteration 23Q: 3 clusters Score -1647351 nChanged 466 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25394 members Mstep: Class 2 contains 3294 members Entering Unmasked Estep Score: -1647566.125000 Penalty: 934.045349 Iteration 24Q: 3 clusters Score -1647566 nChanged 457 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25851 members Mstep: Class 2 contains 2837 members Entering Unmasked Estep Score: -1647785.875000 Penalty: 934.045349 Iteration 25Q: 3 clusters Score -1647786 nChanged 418 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26269 members Mstep: Class 2 contains 2419 members Entering Unmasked Estep Score: -1647999.625000 Penalty: 934.045349 Iteration 26Q: 3 clusters Score -1648000 nChanged 401 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26668 members Mstep: Class 2 contains 2020 members Entering Unmasked Estep Score: -1648200.250000 Penalty: 934.045349 Iteration 27Q: 3 clusters Score -1648200 nChanged 335 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27003 members Mstep: Class 2 contains 1685 members Entering Unmasked Estep Score: -1648377.500000 Penalty: 934.045349 Iteration 28Q: 3 clusters Score -1648378 nChanged 308 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27311 members Mstep: Class 2 contains 1377 members Entering Unmasked Estep Score: -1648537.125000 Penalty: 934.045349 Iteration 29Q: 3 clusters Score -1648537 nChanged 264 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27575 members Mstep: Class 2 contains 1113 members Entering Unmasked Estep Score: -1648673.625000 Penalty: 934.045349 Iteration 30Q: 3 clusters Score -1648674 nChanged 192 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27767 members Mstep: Class 2 contains 921 members Entering Unmasked Estep Score: -1648773.625000 Penalty: 934.045349 Iteration 31Q: 3 clusters Score -1648774 nChanged 159 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27926 members Mstep: Class 2 contains 762 members Entering Unmasked Estep Score: -1648853.625000 Penalty: 934.045349 Iteration 32Q: 3 clusters Score -1648854 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28039 members Mstep: Class 2 contains 649 members Entering Unmasked Estep Score: -1648903.875000 Penalty: 934.045349 Iteration 33Q: 3 clusters Score -1648904 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28129 members Mstep: Class 2 contains 559 members Entering Unmasked Estep Score: -1648945.125000 Penalty: 934.045349 Iteration 34Q: 3 clusters Score -1648945 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28198 members Mstep: Class 2 contains 490 members Entering Unmasked Estep Score: -1648989.250000 Penalty: 934.045349 Iteration 35Q: 3 clusters Score -1648989 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28247 members Mstep: Class 2 contains 441 members Entering Unmasked Estep Score: -1649007.375000 Penalty: 934.045349 Iteration 36Q: 3 clusters Score -1649007 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28289 members Mstep: Class 2 contains 399 members Entering Unmasked Estep Score: -1649026.250000 Penalty: 934.045349 Iteration 37Q: 3 clusters Score -1649026 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28320 members Mstep: Class 2 contains 368 members Entering Unmasked Estep Score: -1649037.250000 Penalty: 934.045349 Iteration 38Q: 3 clusters Score -1649037 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28354 members Mstep: Class 2 contains 334 members Entering Unmasked Estep Score: -1649056.250000 Penalty: 934.045349 Iteration 39Q: 3 clusters Score -1649056 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28385 members Mstep: Class 2 contains 303 members Entering Unmasked Estep Score: -1649070.250000 Penalty: 934.045349 Iteration 40F: 3 clusters Score -1649070 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28411 members Mstep: Class 2 contains 277 members Entering Unmasked Estep Score: -1649083.750000 Penalty: 934.045349 Iteration 41Q: 3 clusters Score -1649084 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28430 members Mstep: Class 2 contains 258 members Entering Unmasked Estep Score: -1649089.250000 Penalty: 934.045349 Iteration 42Q: 3 clusters Score -1649089 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28447 members Mstep: Class 2 contains 241 members Entering Unmasked Estep Score: -1649101.500000 Penalty: 934.045349 Iteration 43Q: 3 clusters Score -1649102 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28464 members Mstep: Class 2 contains 224 members Entering Unmasked Estep Score: -1649113.000000 Penalty: 934.045349 Iteration 44Q: 3 clusters Score -1649113 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28470 members Mstep: Class 2 contains 218 members Entering Unmasked Estep Score: -1649115.375000 Penalty: 934.045349 Iteration 45Q: 3 clusters Score -1649115 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28477 members Mstep: Class 2 contains 211 members Entering Unmasked Estep Score: -1649114.875000 Penalty: 934.045349 Iteration 46Q: 3 clusters Score -1649115 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28480 members Mstep: Class 2 contains 208 members Entering Unmasked Estep Score: -1649114.500000 Penalty: 934.045349 Iteration 47Q: 3 clusters Score -1649114 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28481 members Mstep: Class 2 contains 207 members Entering Unmasked Estep Score: -1649113.750000 Penalty: 934.045349 Iteration 48Q: 3 clusters Score -1649114 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28484 members Mstep: Class 2 contains 204 members Entering Unmasked Estep Score: -1649120.250000 Penalty: 934.045349 Iteration 49Q: 3 clusters Score -1649120 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28487 members Mstep: Class 2 contains 201 members Entering Unmasked Estep Score: -1649121.750000 Penalty: 934.045349 Iteration 50Q: 3 clusters Score -1649122 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28490 members Mstep: Class 2 contains 198 members Entering Unmasked Estep Score: -1649123.500000 Penalty: 934.045349 Iteration 51Q: 3 clusters Score -1649124 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28492 members Mstep: Class 2 contains 196 members Entering Unmasked Estep Score: -1649124.500000 Penalty: 934.045349 Iteration 52Q: 3 clusters Score -1649124 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28494 members Mstep: Class 2 contains 194 members Entering Unmasked Estep Score: -1649125.000000 Penalty: 934.045349 Iteration 53Q: 3 clusters Score -1649125 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28494 members Mstep: Class 2 contains 194 members Entering Unmasked Estep Score: -1649126.125000 Penalty: 934.045349 Iteration 54Q: 3 clusters Score -1649126 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28495 members Mstep: Class 2 contains 193 members Entering Unmasked Estep Score: -1649127.125000 Penalty: 934.045349 Iteration 55Q: 3 clusters Score -1649127 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28495 members Mstep: Class 2 contains 193 members Entering Unmasked Estep Score: -1649127.125000 Penalty: 934.045349 Iteration 56F: 3 clusters Score -1649127 nChanged 0 Entering ConstructFrom: Trying to split cluster 27 (12274 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12274 members Entering Unmasked Estep Score: -709010.750000 Penalty: 428.393341 Iteration 0F: 2 clusters Score -709010.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6172 members Mstep: Class 2 contains 6102 members Entering Unmasked Estep Score: -700762.187500 Penalty: 856.786682 Iteration 0F: 3 clusters Score -700762.2 nChanged 5773 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6741 members Mstep: Class 2 contains 5533 members Entering Unmasked Estep Score: -704317.500000 Penalty: 856.786682 Iteration 1F: 3 clusters Score -704317.5 nChanged 804 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7097 members Mstep: Class 2 contains 5177 members Entering Unmasked Estep Score: -704817.562500 Penalty: 856.786682 Iteration 2F: 3 clusters Score -704817.6 nChanged 788 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7479 members Mstep: Class 2 contains 4795 members Entering Unmasked Estep Score: -705315.625000 Penalty: 856.786682 Iteration 3F: 3 clusters Score -705315.6 nChanged 765 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7882 members Mstep: Class 2 contains 4392 members Entering Unmasked Estep Score: -705827.812500 Penalty: 856.786682 Iteration 4F: 3 clusters Score -705827.8 nChanged 710 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8260 members Mstep: Class 2 contains 4014 members Entering Unmasked Estep Score: -706365.375000 Penalty: 856.786682 Iteration 5F: 3 clusters Score -706365.4 nChanged 644 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8628 members Mstep: Class 2 contains 3646 members Entering Unmasked Estep Score: -706826.000000 Penalty: 856.786682 Iteration 6F: 3 clusters Score -706826 nChanged 514 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8918 members Mstep: Class 2 contains 3356 members Entering Unmasked Estep Score: -707130.875000 Penalty: 856.786682 Iteration 7Q: 3 clusters Score -707130.9 nChanged 393 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9155 members Mstep: Class 2 contains 3119 members Entering Unmasked Estep Score: -707317.375000 Penalty: 856.786682 Iteration 8Q: 3 clusters Score -707317.4 nChanged 304 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9359 members Mstep: Class 2 contains 2915 members Entering Unmasked Estep Score: -707448.562500 Penalty: 856.786682 Iteration 9Q: 3 clusters Score -707448.6 nChanged 256 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9563 members Mstep: Class 2 contains 2711 members Entering Unmasked Estep Score: -707570.500000 Penalty: 856.786682 Iteration 10Q: 3 clusters Score -707570.5 nChanged 238 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9755 members Mstep: Class 2 contains 2519 members Entering Unmasked Estep Score: -707681.437500 Penalty: 856.786682 Iteration 11Q: 3 clusters Score -707681.4 nChanged 205 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9938 members Mstep: Class 2 contains 2336 members Entering Unmasked Estep Score: -707777.000000 Penalty: 856.786682 Iteration 12Q: 3 clusters Score -707777 nChanged 179 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10091 members Mstep: Class 2 contains 2183 members Entering Unmasked Estep Score: -707844.812500 Penalty: 856.786682 Iteration 13Q: 3 clusters Score -707844.8 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10230 members Mstep: Class 2 contains 2044 members Entering Unmasked Estep Score: -707898.062500 Penalty: 856.786682 Iteration 14Q: 3 clusters Score -707898.1 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10359 members Mstep: Class 2 contains 1915 members Entering Unmasked Estep Score: -707943.937500 Penalty: 856.786682 Iteration 15Q: 3 clusters Score -707943.9 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10481 members Mstep: Class 2 contains 1793 members Entering Unmasked Estep Score: -707988.812500 Penalty: 856.786682 Iteration 16Q: 3 clusters Score -707988.8 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10617 members Mstep: Class 2 contains 1657 members Entering Unmasked Estep Score: -708038.875000 Penalty: 856.786682 Iteration 17Q: 3 clusters Score -708038.9 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10746 members Mstep: Class 2 contains 1528 members Entering Unmasked Estep Score: -708087.375000 Penalty: 856.786682 Iteration 18Q: 3 clusters Score -708087.4 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10890 members Mstep: Class 2 contains 1384 members Entering Unmasked Estep Score: -708144.875000 Penalty: 856.786682 Iteration 19Q: 3 clusters Score -708144.9 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11038 members Mstep: Class 2 contains 1236 members Entering Unmasked Estep Score: -708210.000000 Penalty: 856.786682 Iteration 20F: 3 clusters Score -708210 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11181 members Mstep: Class 2 contains 1093 members Entering Unmasked Estep Score: -708274.312500 Penalty: 856.786682 Iteration 21Q: 3 clusters Score -708274.3 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11293 members Mstep: Class 2 contains 981 members Entering Unmasked Estep Score: -708329.125000 Penalty: 856.786682 Iteration 22Q: 3 clusters Score -708329.1 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11414 members Mstep: Class 2 contains 860 members Entering Unmasked Estep Score: -708388.562500 Penalty: 856.786682 Iteration 23Q: 3 clusters Score -708388.6 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11517 members Mstep: Class 2 contains 757 members Entering Unmasked Estep Score: -708443.312500 Penalty: 856.786682 Iteration 24Q: 3 clusters Score -708443.3 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11603 members Mstep: Class 2 contains 671 members Entering Unmasked Estep Score: -708483.625000 Penalty: 856.786682 Iteration 25Q: 3 clusters Score -708483.6 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11666 members Mstep: Class 2 contains 608 members Entering Unmasked Estep Score: -708511.625000 Penalty: 856.786682 Iteration 26Q: 3 clusters Score -708511.6 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11719 members Mstep: Class 2 contains 555 members Entering Unmasked Estep Score: -708531.875000 Penalty: 856.786682 Iteration 27Q: 3 clusters Score -708531.9 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11769 members Mstep: Class 2 contains 505 members Entering Unmasked Estep Score: -708555.375000 Penalty: 856.786682 Iteration 28Q: 3 clusters Score -708555.4 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11805 members Mstep: Class 2 contains 469 members Entering Unmasked Estep Score: -708568.312500 Penalty: 856.786682 Iteration 29Q: 3 clusters Score -708568.3 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11832 members Mstep: Class 2 contains 442 members Entering Unmasked Estep Score: -708582.437500 Penalty: 856.786682 Iteration 30Q: 3 clusters Score -708582.4 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11857 members Mstep: Class 2 contains 417 members Entering Unmasked Estep Score: -708597.187500 Penalty: 856.786682 Iteration 31Q: 3 clusters Score -708597.2 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11875 members Mstep: Class 2 contains 399 members Entering Unmasked Estep Score: -708603.562500 Penalty: 856.786682 Iteration 32Q: 3 clusters Score -708603.6 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11890 members Mstep: Class 2 contains 384 members Entering Unmasked Estep Score: -708613.562500 Penalty: 856.786682 Iteration 33Q: 3 clusters Score -708613.6 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11904 members Mstep: Class 2 contains 370 members Entering Unmasked Estep Score: -708623.062500 Penalty: 856.786682 Iteration 34Q: 3 clusters Score -708623.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11914 members Mstep: Class 2 contains 360 members Entering Unmasked Estep Score: -708627.125000 Penalty: 856.786682 Iteration 35Q: 3 clusters Score -708627.1 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11919 members Mstep: Class 2 contains 355 members Entering Unmasked Estep Score: -708632.500000 Penalty: 856.786682 Iteration 36Q: 3 clusters Score -708632.5 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11928 members Mstep: Class 2 contains 346 members Entering Unmasked Estep Score: -708637.000000 Penalty: 856.786682 Iteration 37Q: 3 clusters Score -708637 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11937 members Mstep: Class 2 contains 337 members Entering Unmasked Estep Score: -708639.937500 Penalty: 856.786682 Iteration 38Q: 3 clusters Score -708639.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11944 members Mstep: Class 2 contains 330 members Entering Unmasked Estep Score: -708643.625000 Penalty: 856.786682 Iteration 39Q: 3 clusters Score -708643.6 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11958 members Mstep: Class 2 contains 316 members Entering Unmasked Estep Score: -708651.937500 Penalty: 856.786682 Iteration 40F: 3 clusters Score -708651.9 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11972 members Mstep: Class 2 contains 302 members Entering Unmasked Estep Score: -708661.250000 Penalty: 856.786682 Iteration 41Q: 3 clusters Score -708661.2 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11988 members Mstep: Class 2 contains 286 members Entering Unmasked Estep Score: -708677.375000 Penalty: 856.786682 Iteration 42Q: 3 clusters Score -708677.4 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12000 members Mstep: Class 2 contains 274 members Entering Unmasked Estep Score: -708684.500000 Penalty: 856.786682 Iteration 43Q: 3 clusters Score -708684.5 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12013 members Mstep: Class 2 contains 261 members Entering Unmasked Estep Score: -708691.625000 Penalty: 856.786682 Iteration 44Q: 3 clusters Score -708691.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12018 members Mstep: Class 2 contains 256 members Entering Unmasked Estep Score: -708694.500000 Penalty: 856.786682 Iteration 45Q: 3 clusters Score -708694.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12021 members Mstep: Class 2 contains 253 members Entering Unmasked Estep Score: -708697.000000 Penalty: 856.786682 Iteration 46Q: 3 clusters Score -708697 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12022 members Mstep: Class 2 contains 252 members Entering Unmasked Estep Score: -708699.000000 Penalty: 856.786682 Iteration 47Q: 3 clusters Score -708699 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12024 members Mstep: Class 2 contains 250 members Entering Unmasked Estep Score: -708700.687500 Penalty: 856.786682 Iteration 48Q: 3 clusters Score -708700.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12025 members Mstep: Class 2 contains 249 members Entering Unmasked Estep Score: -708705.437500 Penalty: 856.786682 Iteration 49Q: 3 clusters Score -708705.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12024 members Mstep: Class 2 contains 250 members Entering Unmasked Estep Score: -708707.500000 Penalty: 856.786682 Iteration 50Q: 3 clusters Score -708707.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12023 members Mstep: Class 2 contains 251 members Entering Unmasked Estep Score: -708708.312500 Penalty: 856.786682 Iteration 51Q: 3 clusters Score -708708.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12025 members Mstep: Class 2 contains 249 members Entering Unmasked Estep Score: -708708.937500 Penalty: 856.786682 Iteration 52Q: 3 clusters Score -708708.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12025 members Mstep: Class 2 contains 249 members Entering Unmasked Estep Score: -708708.937500 Penalty: 856.786682 Iteration 53F: 3 clusters Score -708708.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 28 (10908 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10908 members Entering Unmasked Estep Score: -620865.062500 Penalty: 423.024963 Iteration 0F: 2 clusters Score -620865.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5464 members Mstep: Class 2 contains 5444 members Entering Unmasked Estep Score: -613550.500000 Penalty: 846.049927 Iteration 0F: 3 clusters Score -613550.5 nChanged 5081 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5455 members Mstep: Class 2 contains 5453 members Entering Unmasked Estep Score: -616520.812500 Penalty: 846.049927 Iteration 1F: 3 clusters Score -616520.8 nChanged 615 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5454 members Mstep: Class 2 contains 5454 members Entering Unmasked Estep Score: -616844.937500 Penalty: 846.049927 Iteration 2F: 3 clusters Score -616844.9 nChanged 659 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5489 members Mstep: Class 2 contains 5419 members Entering Unmasked Estep Score: -617263.062500 Penalty: 846.049927 Iteration 3F: 3 clusters Score -617263.1 nChanged 694 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5601 members Mstep: Class 2 contains 5307 members Entering Unmasked Estep Score: -617798.437500 Penalty: 846.049927 Iteration 4F: 3 clusters Score -617798.4 nChanged 733 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5738 members Mstep: Class 2 contains 5170 members Entering Unmasked Estep Score: -618405.937500 Penalty: 846.049927 Iteration 5F: 3 clusters Score -618405.9 nChanged 705 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5899 members Mstep: Class 2 contains 5009 members Entering Unmasked Estep Score: -618904.125000 Penalty: 846.049927 Iteration 6F: 3 clusters Score -618904.1 nChanged 543 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6016 members Mstep: Class 2 contains 4892 members Entering Unmasked Estep Score: -619188.250000 Penalty: 846.049927 Iteration 7Q: 3 clusters Score -619188.2 nChanged 376 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6114 members Mstep: Class 2 contains 4794 members Entering Unmasked Estep Score: -619346.125000 Penalty: 846.049927 Iteration 8Q: 3 clusters Score -619346.1 nChanged 260 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6220 members Mstep: Class 2 contains 4688 members Entering Unmasked Estep Score: -619435.375000 Penalty: 846.049927 Iteration 9Q: 3 clusters Score -619435.4 nChanged 215 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6323 members Mstep: Class 2 contains 4585 members Entering Unmasked Estep Score: -619506.562500 Penalty: 846.049927 Iteration 10Q: 3 clusters Score -619506.6 nChanged 217 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6410 members Mstep: Class 2 contains 4498 members Entering Unmasked Estep Score: -619577.750000 Penalty: 846.049927 Iteration 11Q: 3 clusters Score -619577.8 nChanged 208 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6498 members Mstep: Class 2 contains 4410 members Entering Unmasked Estep Score: -619643.375000 Penalty: 846.049927 Iteration 12Q: 3 clusters Score -619643.4 nChanged 195 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6599 members Mstep: Class 2 contains 4309 members Entering Unmasked Estep Score: -619709.500000 Penalty: 846.049927 Iteration 13Q: 3 clusters Score -619709.5 nChanged 196 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6697 members Mstep: Class 2 contains 4211 members Entering Unmasked Estep Score: -619772.187500 Penalty: 846.049927 Iteration 14Q: 3 clusters Score -619772.2 nChanged 167 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6788 members Mstep: Class 2 contains 4120 members Entering Unmasked Estep Score: -619822.625000 Penalty: 846.049927 Iteration 15Q: 3 clusters Score -619822.6 nChanged 156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6866 members Mstep: Class 2 contains 4042 members Entering Unmasked Estep Score: -619865.500000 Penalty: 846.049927 Iteration 16Q: 3 clusters Score -619865.5 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6932 members Mstep: Class 2 contains 3976 members Entering Unmasked Estep Score: -619893.812500 Penalty: 846.049927 Iteration 17Q: 3 clusters Score -619893.8 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7006 members Mstep: Class 2 contains 3902 members Entering Unmasked Estep Score: -619923.187500 Penalty: 846.049927 Iteration 18Q: 3 clusters Score -619923.2 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7073 members Mstep: Class 2 contains 3835 members Entering Unmasked Estep Score: -619946.750000 Penalty: 846.049927 Iteration 19Q: 3 clusters Score -619946.8 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7132 members Mstep: Class 2 contains 3776 members Entering Unmasked Estep Score: -619970.000000 Penalty: 846.049927 Iteration 20F: 3 clusters Score -619970 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7195 members Mstep: Class 2 contains 3713 members Entering Unmasked Estep Score: -619989.750000 Penalty: 846.049927 Iteration 21Q: 3 clusters Score -619989.8 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7252 members Mstep: Class 2 contains 3656 members Entering Unmasked Estep Score: -620004.125000 Penalty: 846.049927 Iteration 22Q: 3 clusters Score -620004.1 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7312 members Mstep: Class 2 contains 3596 members Entering Unmasked Estep Score: -620022.937500 Penalty: 846.049927 Iteration 23Q: 3 clusters Score -620022.9 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7369 members Mstep: Class 2 contains 3539 members Entering Unmasked Estep Score: -620033.250000 Penalty: 846.049927 Iteration 24Q: 3 clusters Score -620033.2 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7422 members Mstep: Class 2 contains 3486 members Entering Unmasked Estep Score: -620043.437500 Penalty: 846.049927 Iteration 25Q: 3 clusters Score -620043.4 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7478 members Mstep: Class 2 contains 3430 members Entering Unmasked Estep Score: -620052.562500 Penalty: 846.049927 Iteration 26Q: 3 clusters Score -620052.6 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7535 members Mstep: Class 2 contains 3373 members Entering Unmasked Estep Score: -620061.437500 Penalty: 846.049927 Iteration 27Q: 3 clusters Score -620061.4 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7592 members Mstep: Class 2 contains 3316 members Entering Unmasked Estep Score: -620070.250000 Penalty: 846.049927 Iteration 28Q: 3 clusters Score -620070.2 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7649 members Mstep: Class 2 contains 3259 members Entering Unmasked Estep Score: -620078.437500 Penalty: 846.049927 Iteration 29Q: 3 clusters Score -620078.4 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7703 members Mstep: Class 2 contains 3205 members Entering Unmasked Estep Score: -620087.750000 Penalty: 846.049927 Iteration 30Q: 3 clusters Score -620087.8 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7769 members Mstep: Class 2 contains 3139 members Entering Unmasked Estep Score: -620103.000000 Penalty: 846.049927 Iteration 31Q: 3 clusters Score -620103 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7821 members Mstep: Class 2 contains 3087 members Entering Unmasked Estep Score: -620108.000000 Penalty: 846.049927 Iteration 32Q: 3 clusters Score -620108 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7866 members Mstep: Class 2 contains 3042 members Entering Unmasked Estep Score: -620113.812500 Penalty: 846.049927 Iteration 33Q: 3 clusters Score -620113.8 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7920 members Mstep: Class 2 contains 2988 members Entering Unmasked Estep Score: -620123.875000 Penalty: 846.049927 Iteration 34Q: 3 clusters Score -620123.9 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7966 members Mstep: Class 2 contains 2942 members Entering Unmasked Estep Score: -620129.812500 Penalty: 846.049927 Iteration 35Q: 3 clusters Score -620129.8 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8002 members Mstep: Class 2 contains 2906 members Entering Unmasked Estep Score: -620132.937500 Penalty: 846.049927 Iteration 36Q: 3 clusters Score -620132.9 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8044 members Mstep: Class 2 contains 2864 members Entering Unmasked Estep Score: -620136.750000 Penalty: 846.049927 Iteration 37Q: 3 clusters Score -620136.8 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8080 members Mstep: Class 2 contains 2828 members Entering Unmasked Estep Score: -620140.000000 Penalty: 846.049927 Iteration 38Q: 3 clusters Score -620140 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8113 members Mstep: Class 2 contains 2795 members Entering Unmasked Estep Score: -620143.500000 Penalty: 846.049927 Iteration 39Q: 3 clusters Score -620143.5 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8152 members Mstep: Class 2 contains 2756 members Entering Unmasked Estep Score: -620147.562500 Penalty: 846.049927 Iteration 40F: 3 clusters Score -620147.6 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8194 members Mstep: Class 2 contains 2714 members Entering Unmasked Estep Score: -620152.062500 Penalty: 846.049927 Iteration 41Q: 3 clusters Score -620152.1 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8235 members Mstep: Class 2 contains 2673 members Entering Unmasked Estep Score: -620160.187500 Penalty: 846.049927 Iteration 42Q: 3 clusters Score -620160.2 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8277 members Mstep: Class 2 contains 2631 members Entering Unmasked Estep Score: -620165.562500 Penalty: 846.049927 Iteration 43Q: 3 clusters Score -620165.6 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8320 members Mstep: Class 2 contains 2588 members Entering Unmasked Estep Score: -620171.937500 Penalty: 846.049927 Iteration 44Q: 3 clusters Score -620171.9 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8359 members Mstep: Class 2 contains 2549 members Entering Unmasked Estep Score: -620174.500000 Penalty: 846.049927 Iteration 45Q: 3 clusters Score -620174.5 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8400 members Mstep: Class 2 contains 2508 members Entering Unmasked Estep Score: -620180.375000 Penalty: 846.049927 Iteration 46Q: 3 clusters Score -620180.4 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8431 members Mstep: Class 2 contains 2477 members Entering Unmasked Estep Score: -620184.437500 Penalty: 846.049927 Iteration 47Q: 3 clusters Score -620184.4 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8461 members Mstep: Class 2 contains 2447 members Entering Unmasked Estep Score: -620188.625000 Penalty: 846.049927 Iteration 48Q: 3 clusters Score -620188.6 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8504 members Mstep: Class 2 contains 2404 members Entering Unmasked Estep Score: -620194.187500 Penalty: 846.049927 Iteration 49Q: 3 clusters Score -620194.2 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8546 members Mstep: Class 2 contains 2362 members Entering Unmasked Estep Score: -620200.437500 Penalty: 846.049927 Iteration 50Q: 3 clusters Score -620200.4 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8586 members Mstep: Class 2 contains 2322 members Entering Unmasked Estep Score: -620205.875000 Penalty: 846.049927 Iteration 51Q: 3 clusters Score -620205.9 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8628 members Mstep: Class 2 contains 2280 members Entering Unmasked Estep Score: -620211.250000 Penalty: 846.049927 Iteration 52Q: 3 clusters Score -620211.2 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8669 members Mstep: Class 2 contains 2239 members Entering Unmasked Estep Score: -620217.187500 Penalty: 846.049927 Iteration 53Q: 3 clusters Score -620217.2 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8712 members Mstep: Class 2 contains 2196 members Entering Unmasked Estep Score: -620223.562500 Penalty: 846.049927 Iteration 54Q: 3 clusters Score -620223.6 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8764 members Mstep: Class 2 contains 2144 members Entering Unmasked Estep Score: -620234.312500 Penalty: 846.049927 Iteration 55Q: 3 clusters Score -620234.3 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8818 members Mstep: Class 2 contains 2090 members Entering Unmasked Estep Score: -620244.625000 Penalty: 846.049927 Iteration 56Q: 3 clusters Score -620244.6 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8880 members Mstep: Class 2 contains 2028 members Entering Unmasked Estep Score: -620259.187500 Penalty: 846.049927 Iteration 57Q: 3 clusters Score -620259.2 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8947 members Mstep: Class 2 contains 1961 members Entering Unmasked Estep Score: -620275.062500 Penalty: 846.049927 Iteration 58Q: 3 clusters Score -620275.1 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9013 members Mstep: Class 2 contains 1895 members Entering Unmasked Estep Score: -620289.937500 Penalty: 846.049927 Iteration 59Q: 3 clusters Score -620289.9 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9079 members Mstep: Class 2 contains 1829 members Entering Unmasked Estep Score: -620300.687500 Penalty: 846.049927 Iteration 60F: 3 clusters Score -620300.7 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9138 members Mstep: Class 2 contains 1770 members Entering Unmasked Estep Score: -620312.500000 Penalty: 846.049927 Iteration 61Q: 3 clusters Score -620312.5 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9184 members Mstep: Class 2 contains 1724 members Entering Unmasked Estep Score: -620319.937500 Penalty: 846.049927 Iteration 62Q: 3 clusters Score -620319.9 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9223 members Mstep: Class 2 contains 1685 members Entering Unmasked Estep Score: -620323.750000 Penalty: 846.049927 Iteration 63Q: 3 clusters Score -620323.8 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9255 members Mstep: Class 2 contains 1653 members Entering Unmasked Estep Score: -620329.187500 Penalty: 846.049927 Iteration 64Q: 3 clusters Score -620329.2 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9289 members Mstep: Class 2 contains 1619 members Entering Unmasked Estep Score: -620333.187500 Penalty: 846.049927 Iteration 65Q: 3 clusters Score -620333.2 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9322 members Mstep: Class 2 contains 1586 members Entering Unmasked Estep Score: -620338.625000 Penalty: 846.049927 Iteration 66Q: 3 clusters Score -620338.6 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9355 members Mstep: Class 2 contains 1553 members Entering Unmasked Estep Score: -620346.312500 Penalty: 846.049927 Iteration 67Q: 3 clusters Score -620346.3 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9389 members Mstep: Class 2 contains 1519 members Entering Unmasked Estep Score: -620352.812500 Penalty: 846.049927 Iteration 68Q: 3 clusters Score -620352.8 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9420 members Mstep: Class 2 contains 1488 members Entering Unmasked Estep Score: -620364.375000 Penalty: 846.049927 Iteration 69Q: 3 clusters Score -620364.4 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9458 members Mstep: Class 2 contains 1450 members Entering Unmasked Estep Score: -620374.125000 Penalty: 846.049927 Iteration 70Q: 3 clusters Score -620374.1 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9495 members Mstep: Class 2 contains 1413 members Entering Unmasked Estep Score: -620384.125000 Penalty: 846.049927 Iteration 71Q: 3 clusters Score -620384.1 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9536 members Mstep: Class 2 contains 1372 members Entering Unmasked Estep Score: -620393.312500 Penalty: 846.049927 Iteration 72Q: 3 clusters Score -620393.3 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9581 members Mstep: Class 2 contains 1327 members Entering Unmasked Estep Score: -620406.062500 Penalty: 846.049927 Iteration 73Q: 3 clusters Score -620406.1 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9629 members Mstep: Class 2 contains 1279 members Entering Unmasked Estep Score: -620421.125000 Penalty: 846.049927 Iteration 74Q: 3 clusters Score -620421.1 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9661 members Mstep: Class 2 contains 1247 members Entering Unmasked Estep Score: -620428.875000 Penalty: 846.049927 Iteration 75Q: 3 clusters Score -620428.9 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9691 members Mstep: Class 2 contains 1217 members Entering Unmasked Estep Score: -620438.062500 Penalty: 846.049927 Iteration 76Q: 3 clusters Score -620438.1 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9720 members Mstep: Class 2 contains 1188 members Entering Unmasked Estep Score: -620447.625000 Penalty: 846.049927 Iteration 77Q: 3 clusters Score -620447.6 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9742 members Mstep: Class 2 contains 1166 members Entering Unmasked Estep Score: -620454.625000 Penalty: 846.049927 Iteration 78Q: 3 clusters Score -620454.6 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9764 members Mstep: Class 2 contains 1144 members Entering Unmasked Estep Score: -620462.812500 Penalty: 846.049927 Iteration 79Q: 3 clusters Score -620462.8 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9779 members Mstep: Class 2 contains 1129 members Entering Unmasked Estep Score: -620467.937500 Penalty: 846.049927 Iteration 80F: 3 clusters Score -620467.9 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9793 members Mstep: Class 2 contains 1115 members Entering Unmasked Estep Score: -620470.125000 Penalty: 846.049927 Iteration 81Q: 3 clusters Score -620470.1 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9811 members Mstep: Class 2 contains 1097 members Entering Unmasked Estep Score: -620475.937500 Penalty: 846.049927 Iteration 82Q: 3 clusters Score -620475.9 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9832 members Mstep: Class 2 contains 1076 members Entering Unmasked Estep Score: -620482.687500 Penalty: 846.049927 Iteration 83Q: 3 clusters Score -620482.7 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9846 members Mstep: Class 2 contains 1062 members Entering Unmasked Estep Score: -620490.812500 Penalty: 846.049927 Iteration 84Q: 3 clusters Score -620490.8 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9865 members Mstep: Class 2 contains 1043 members Entering Unmasked Estep Score: -620495.062500 Penalty: 846.049927 Iteration 85Q: 3 clusters Score -620495.1 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9886 members Mstep: Class 2 contains 1022 members Entering Unmasked Estep Score: -620500.312500 Penalty: 846.049927 Iteration 86Q: 3 clusters Score -620500.3 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9908 members Mstep: Class 2 contains 1000 members Entering Unmasked Estep Score: -620513.375000 Penalty: 846.049927 Iteration 87Q: 3 clusters Score -620513.4 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9930 members Mstep: Class 2 contains 978 members Entering Unmasked Estep Score: -620522.750000 Penalty: 846.049927 Iteration 88Q: 3 clusters Score -620522.8 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9954 members Mstep: Class 2 contains 954 members Entering Unmasked Estep Score: -620534.562500 Penalty: 846.049927 Iteration 89Q: 3 clusters Score -620534.6 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9975 members Mstep: Class 2 contains 933 members Entering Unmasked Estep Score: -620542.187500 Penalty: 846.049927 Iteration 90Q: 3 clusters Score -620542.2 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9992 members Mstep: Class 2 contains 916 members Entering Unmasked Estep Score: -620550.375000 Penalty: 846.049927 Iteration 91Q: 3 clusters Score -620550.4 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10009 members Mstep: Class 2 contains 899 members Entering Unmasked Estep Score: -620554.375000 Penalty: 846.049927 Iteration 92Q: 3 clusters Score -620554.4 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10015 members Mstep: Class 2 contains 893 members Entering Unmasked Estep Score: -620555.750000 Penalty: 846.049927 Iteration 93Q: 3 clusters Score -620555.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10017 members Mstep: Class 2 contains 891 members Entering Unmasked Estep Score: -620556.062500 Penalty: 846.049927 Iteration 94Q: 3 clusters Score -620556.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10024 members Mstep: Class 2 contains 884 members Entering Unmasked Estep Score: -620557.500000 Penalty: 846.049927 Iteration 95Q: 3 clusters Score -620557.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10031 members Mstep: Class 2 contains 877 members Entering Unmasked Estep Score: -620558.750000 Penalty: 846.049927 Iteration 96Q: 3 clusters Score -620558.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10031 members Mstep: Class 2 contains 877 members Entering Unmasked Estep Score: -620558.000000 Penalty: 846.049927 Iteration 97Q: 3 clusters Score -620558 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10033 members Mstep: Class 2 contains 875 members Entering Unmasked Estep Score: -620559.187500 Penalty: 846.049927 Iteration 98Q: 3 clusters Score -620559.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10035 members Mstep: Class 2 contains 873 members Entering Unmasked Estep Score: -620559.125000 Penalty: 846.049927 Iteration 99Q: 3 clusters Score -620559.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10036 members Mstep: Class 2 contains 872 members Entering Unmasked Estep Score: -620559.625000 Penalty: 846.049927 Iteration 100F: 3 clusters Score -620559.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 29 (3937 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3937 members Entering Unmasked Estep Score: -234438.968750 Penalty: 376.656921 Iteration 0F: 2 clusters Score -234439 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1991 members Mstep: Class 2 contains 1946 members Entering Unmasked Estep Score: -231750.734375 Penalty: 753.313843 Iteration 0F: 3 clusters Score -231750.7 nChanged 1763 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2034 members Mstep: Class 2 contains 1903 members Entering Unmasked Estep Score: -232774.234375 Penalty: 753.313843 Iteration 1F: 3 clusters Score -232774.2 nChanged 255 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2039 members Mstep: Class 2 contains 1898 members Entering Unmasked Estep Score: -232917.187500 Penalty: 753.313843 Iteration 2F: 3 clusters Score -232917.2 nChanged 243 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2042 members Mstep: Class 2 contains 1895 members Entering Unmasked Estep Score: -233071.562500 Penalty: 753.313843 Iteration 3F: 3 clusters Score -233071.6 nChanged 227 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2041 members Mstep: Class 2 contains 1896 members Entering Unmasked Estep Score: -233213.812500 Penalty: 753.313843 Iteration 4F: 3 clusters Score -233213.8 nChanged 223 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2048 members Mstep: Class 2 contains 1889 members Entering Unmasked Estep Score: -233347.468750 Penalty: 753.313843 Iteration 5F: 3 clusters Score -233347.5 nChanged 188 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2048 members Mstep: Class 2 contains 1889 members Entering Unmasked Estep Score: -233458.171875 Penalty: 753.313843 Iteration 6Q: 3 clusters Score -233458.2 nChanged 181 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2061 members Mstep: Class 2 contains 1876 members Entering Unmasked Estep Score: -233568.750000 Penalty: 753.313843 Iteration 7Q: 3 clusters Score -233568.8 nChanged 163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2110 members Mstep: Class 2 contains 1827 members Entering Unmasked Estep Score: -233670.328125 Penalty: 753.313843 Iteration 8Q: 3 clusters Score -233670.3 nChanged 170 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2154 members Mstep: Class 2 contains 1783 members Entering Unmasked Estep Score: -233770.703125 Penalty: 753.313843 Iteration 9Q: 3 clusters Score -233770.7 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2195 members Mstep: Class 2 contains 1742 members Entering Unmasked Estep Score: -233859.453125 Penalty: 753.313843 Iteration 10Q: 3 clusters Score -233859.5 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2229 members Mstep: Class 2 contains 1708 members Entering Unmasked Estep Score: -233921.531250 Penalty: 753.313843 Iteration 11Q: 3 clusters Score -233921.5 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2263 members Mstep: Class 2 contains 1674 members Entering Unmasked Estep Score: -233959.968750 Penalty: 753.313843 Iteration 12Q: 3 clusters Score -233960 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2281 members Mstep: Class 2 contains 1656 members Entering Unmasked Estep Score: -233976.875000 Penalty: 753.313843 Iteration 13Q: 3 clusters Score -233976.9 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2301 members Mstep: Class 2 contains 1636 members Entering Unmasked Estep Score: -233987.562500 Penalty: 753.313843 Iteration 14Q: 3 clusters Score -233987.6 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2317 members Mstep: Class 2 contains 1620 members Entering Unmasked Estep Score: -233991.843750 Penalty: 753.313843 Iteration 15Q: 3 clusters Score -233991.8 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2336 members Mstep: Class 2 contains 1601 members Entering Unmasked Estep Score: -233995.593750 Penalty: 753.313843 Iteration 16Q: 3 clusters Score -233995.6 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2346 members Mstep: Class 2 contains 1591 members Entering Unmasked Estep Score: -233997.906250 Penalty: 753.313843 Iteration 17Q: 3 clusters Score -233997.9 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2357 members Mstep: Class 2 contains 1580 members Entering Unmasked Estep Score: -233999.625000 Penalty: 753.313843 Iteration 18Q: 3 clusters Score -233999.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2364 members Mstep: Class 2 contains 1573 members Entering Unmasked Estep Score: -234000.328125 Penalty: 753.313843 Iteration 19Q: 3 clusters Score -234000.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2369 members Mstep: Class 2 contains 1568 members Entering Unmasked Estep Score: -234001.468750 Penalty: 753.313843 Iteration 20F: 3 clusters Score -234001.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2375 members Mstep: Class 2 contains 1562 members Entering Unmasked Estep Score: -234002.312500 Penalty: 753.313843 Iteration 21Q: 3 clusters Score -234002.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2381 members Mstep: Class 2 contains 1556 members Entering Unmasked Estep Score: -234002.984375 Penalty: 753.313843 Iteration 22Q: 3 clusters Score -234003 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2387 members Mstep: Class 2 contains 1550 members Entering Unmasked Estep Score: -234004.296875 Penalty: 753.313843 Iteration 23Q: 3 clusters Score -234004.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2391 members Mstep: Class 2 contains 1546 members Entering Unmasked Estep Score: -234004.500000 Penalty: 753.313843 Iteration 24Q: 3 clusters Score -234004.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2392 members Mstep: Class 2 contains 1545 members Entering Unmasked Estep Score: -234004.281250 Penalty: 753.313843 Iteration 25Q: 3 clusters Score -234004.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2392 members Mstep: Class 2 contains 1545 members Entering Unmasked Estep Score: -234004.281250 Penalty: 753.313843 Iteration 26F: 3 clusters Score -234004.3 nChanged 0 Entering ConstructFrom: Trying to split cluster 30 (900 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 900 members Entering Unmasked Estep Score: -43816.332031 Penalty: 309.508972 Iteration 0F: 2 clusters Score -43816.33 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 466 members Entering Unmasked Estep Score: -43083.492188 Penalty: 619.017944 Iteration 0F: 3 clusters Score -43083.49 nChanged 347 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 465 members Mstep: Class 2 contains 435 members Entering Unmasked Estep Score: -43360.625000 Penalty: 619.017944 Iteration 1F: 3 clusters Score -43360.62 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 482 members Mstep: Class 2 contains 418 members Entering Unmasked Estep Score: -43456.964844 Penalty: 619.017944 Iteration 2F: 3 clusters Score -43456.96 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 484 members Mstep: Class 2 contains 416 members Entering Unmasked Estep Score: -43522.402344 Penalty: 619.017944 Iteration 3F: 3 clusters Score -43522.4 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 474 members Mstep: Class 2 contains 426 members Entering Unmasked Estep Score: -43583.847656 Penalty: 619.017944 Iteration 4Q: 3 clusters Score -43583.85 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 460 members Mstep: Class 2 contains 440 members Entering Unmasked Estep Score: -43630.445312 Penalty: 619.017944 Iteration 5Q: 3 clusters Score -43630.45 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 453 members Mstep: Class 2 contains 447 members Entering Unmasked Estep Score: -43653.425781 Penalty: 619.017944 Iteration 6Q: 3 clusters Score -43653.43 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 442 members Mstep: Class 2 contains 458 members Entering Unmasked Estep Score: -43673.476562 Penalty: 619.017944 Iteration 7Q: 3 clusters Score -43673.48 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 435 members Mstep: Class 2 contains 465 members Entering Unmasked Estep Score: -43684.492188 Penalty: 619.017944 Iteration 8Q: 3 clusters Score -43684.49 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 431 members Mstep: Class 2 contains 469 members Entering Unmasked Estep Score: -43689.328125 Penalty: 619.017944 Iteration 9Q: 3 clusters Score -43689.33 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 428 members Mstep: Class 2 contains 472 members Entering Unmasked Estep Score: -43697.269531 Penalty: 619.017944 Iteration 10Q: 3 clusters Score -43697.27 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 425 members Mstep: Class 2 contains 475 members Entering Unmasked Estep Score: -43701.394531 Penalty: 619.017944 Iteration 11Q: 3 clusters Score -43701.39 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 425 members Mstep: Class 2 contains 475 members Entering Unmasked Estep Score: -43701.785156 Penalty: 619.017944 Iteration 12Q: 3 clusters Score -43701.79 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 424 members Mstep: Class 2 contains 476 members Entering Unmasked Estep Score: -43702.292969 Penalty: 619.017944 Iteration 13Q: 3 clusters Score -43702.29 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 424 members Mstep: Class 2 contains 476 members Entering Unmasked Estep Score: -43702.292969 Penalty: 619.017944 Iteration 14F: 3 clusters Score -43702.29 nChanged 0 Entering ConstructFrom: Trying to split cluster 31 (390 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 390 members Entering Unmasked Estep Score: -15203.875977 Penalty: 271.459686 Iteration 0F: 2 clusters Score -15203.88 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 194 members Mstep: Class 2 contains 196 members Entering Unmasked Estep Score: -14798.110352 Penalty: 542.919373 Iteration 0F: 3 clusters Score -14798.11 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 169 members Mstep: Class 2 contains 221 members Entering Unmasked Estep Score: -14947.803711 Penalty: 542.919373 Iteration 1F: 3 clusters Score -14947.8 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 159 members Mstep: Class 2 contains 231 members Entering Unmasked Estep Score: -14990.291016 Penalty: 542.919373 Iteration 2F: 3 clusters Score -14990.29 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 150 members Mstep: Class 2 contains 240 members Entering Unmasked Estep Score: -15005.143555 Penalty: 542.919373 Iteration 3Q: 3 clusters Score -15005.14 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141 members Mstep: Class 2 contains 249 members Entering Unmasked Estep Score: -15019.934570 Penalty: 542.919373 Iteration 4Q: 3 clusters Score -15019.93 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 134 members Mstep: Class 2 contains 256 members Entering Unmasked Estep Score: -15027.289062 Penalty: 542.919373 Iteration 5Q: 3 clusters Score -15027.29 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 133 members Mstep: Class 2 contains 257 members Entering Unmasked Estep Score: -15035.124023 Penalty: 542.919373 Iteration 6Q: 3 clusters Score -15035.12 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 136 members Mstep: Class 2 contains 254 members Entering Unmasked Estep Score: -15041.833984 Penalty: 542.919373 Iteration 7Q: 3 clusters Score -15041.83 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 136 members Mstep: Class 2 contains 254 members Entering Unmasked Estep Score: -15043.156250 Penalty: 542.919373 Iteration 8Q: 3 clusters Score -15043.16 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 137 members Mstep: Class 2 contains 253 members Entering Unmasked Estep Score: -15043.625977 Penalty: 542.919373 Iteration 9Q: 3 clusters Score -15043.63 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139 members Mstep: Class 2 contains 251 members Entering Unmasked Estep Score: -15046.234375 Penalty: 542.919373 Iteration 10Q: 3 clusters Score -15046.23 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139 members Mstep: Class 2 contains 251 members Entering Unmasked Estep Score: -15047.029297 Penalty: 542.919373 Iteration 11Q: 3 clusters Score -15047.03 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 140 members Mstep: Class 2 contains 250 members Entering Unmasked Estep Score: -15047.472656 Penalty: 542.919373 Iteration 12Q: 3 clusters Score -15047.47 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141 members Mstep: Class 2 contains 249 members Entering Unmasked Estep Score: -15047.758789 Penalty: 542.919373 Iteration 13Q: 3 clusters Score -15047.76 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141 members Mstep: Class 2 contains 249 members Entering Unmasked Estep Score: -15047.758789 Penalty: 542.919373 Iteration 14F: 3 clusters Score -15047.76 nChanged 0 Entering ConstructFrom: Trying to split cluster 32 (5796 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5796 members Entering Unmasked Estep Score: -315243.781250 Penalty: 394.254028 Iteration 0F: 2 clusters Score -315243.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2914 members Mstep: Class 2 contains 2882 members Entering Unmasked Estep Score: -311327.750000 Penalty: 788.508057 Iteration 0F: 3 clusters Score -311327.8 nChanged 2696 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2948 members Mstep: Class 2 contains 2848 members Entering Unmasked Estep Score: -312925.218750 Penalty: 788.508057 Iteration 1F: 3 clusters Score -312925.2 nChanged 371 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2927 members Mstep: Class 2 contains 2869 members Entering Unmasked Estep Score: -313112.906250 Penalty: 788.508057 Iteration 2F: 3 clusters Score -313112.9 nChanged 358 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2889 members Mstep: Class 2 contains 2907 members Entering Unmasked Estep Score: -313337.062500 Penalty: 788.508057 Iteration 3F: 3 clusters Score -313337.1 nChanged 381 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2842 members Mstep: Class 2 contains 2954 members Entering Unmasked Estep Score: -313605.656250 Penalty: 788.508057 Iteration 4F: 3 clusters Score -313605.7 nChanged 371 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2767 members Mstep: Class 2 contains 3029 members Entering Unmasked Estep Score: -313908.062500 Penalty: 788.508057 Iteration 5F: 3 clusters Score -313908.1 nChanged 354 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2697 members Mstep: Class 2 contains 3099 members Entering Unmasked Estep Score: -314190.343750 Penalty: 788.508057 Iteration 6F: 3 clusters Score -314190.3 nChanged 283 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2666 members Mstep: Class 2 contains 3130 members Entering Unmasked Estep Score: -314378.187500 Penalty: 788.508057 Iteration 7Q: 3 clusters Score -314378.2 nChanged 211 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2653 members Mstep: Class 2 contains 3143 members Entering Unmasked Estep Score: -314493.843750 Penalty: 788.508057 Iteration 8Q: 3 clusters Score -314493.8 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2645 members Mstep: Class 2 contains 3151 members Entering Unmasked Estep Score: -314553.125000 Penalty: 788.508057 Iteration 9Q: 3 clusters Score -314553.1 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2639 members Mstep: Class 2 contains 3157 members Entering Unmasked Estep Score: -314587.812500 Penalty: 788.508057 Iteration 10Q: 3 clusters Score -314587.8 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2637 members Mstep: Class 2 contains 3159 members Entering Unmasked Estep Score: -314610.375000 Penalty: 788.508057 Iteration 11Q: 3 clusters Score -314610.4 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2623 members Mstep: Class 2 contains 3173 members Entering Unmasked Estep Score: -314623.562500 Penalty: 788.508057 Iteration 12Q: 3 clusters Score -314623.6 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2610 members Mstep: Class 2 contains 3186 members Entering Unmasked Estep Score: -314634.781250 Penalty: 788.508057 Iteration 13Q: 3 clusters Score -314634.8 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2594 members Mstep: Class 2 contains 3202 members Entering Unmasked Estep Score: -314647.156250 Penalty: 788.508057 Iteration 14Q: 3 clusters Score -314647.2 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2569 members Mstep: Class 2 contains 3227 members Entering Unmasked Estep Score: -314665.718750 Penalty: 788.508057 Iteration 15Q: 3 clusters Score -314665.7 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2550 members Mstep: Class 2 contains 3246 members Entering Unmasked Estep Score: -314681.156250 Penalty: 788.508057 Iteration 16Q: 3 clusters Score -314681.2 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2531 members Mstep: Class 2 contains 3265 members Entering Unmasked Estep Score: -314708.187500 Penalty: 788.508057 Iteration 17Q: 3 clusters Score -314708.2 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2502 members Mstep: Class 2 contains 3294 members Entering Unmasked Estep Score: -314749.812500 Penalty: 788.508057 Iteration 18Q: 3 clusters Score -314749.8 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2460 members Mstep: Class 2 contains 3336 members Entering Unmasked Estep Score: -314813.843750 Penalty: 788.508057 Iteration 19Q: 3 clusters Score -314813.8 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2416 members Mstep: Class 2 contains 3380 members Entering Unmasked Estep Score: -314880.687500 Penalty: 788.508057 Iteration 20F: 3 clusters Score -314880.7 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2364 members Mstep: Class 2 contains 3432 members Entering Unmasked Estep Score: -314937.781250 Penalty: 788.508057 Iteration 21Q: 3 clusters Score -314937.8 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2324 members Mstep: Class 2 contains 3472 members Entering Unmasked Estep Score: -314965.312500 Penalty: 788.508057 Iteration 22Q: 3 clusters Score -314965.3 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2290 members Mstep: Class 2 contains 3506 members Entering Unmasked Estep Score: -314982.375000 Penalty: 788.508057 Iteration 23Q: 3 clusters Score -314982.4 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2268 members Mstep: Class 2 contains 3528 members Entering Unmasked Estep Score: -314989.875000 Penalty: 788.508057 Iteration 24Q: 3 clusters Score -314989.9 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2243 members Mstep: Class 2 contains 3553 members Entering Unmasked Estep Score: -314995.812500 Penalty: 788.508057 Iteration 25Q: 3 clusters Score -314995.8 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2221 members Mstep: Class 2 contains 3575 members Entering Unmasked Estep Score: -314999.968750 Penalty: 788.508057 Iteration 26Q: 3 clusters Score -315000 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2202 members Mstep: Class 2 contains 3594 members Entering Unmasked Estep Score: -315002.156250 Penalty: 788.508057 Iteration 27Q: 3 clusters Score -315002.2 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2185 members Mstep: Class 2 contains 3611 members Entering Unmasked Estep Score: -315004.656250 Penalty: 788.508057 Iteration 28Q: 3 clusters Score -315004.7 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2169 members Mstep: Class 2 contains 3627 members Entering Unmasked Estep Score: -315006.093750 Penalty: 788.508057 Iteration 29Q: 3 clusters Score -315006.1 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2151 members Mstep: Class 2 contains 3645 members Entering Unmasked Estep Score: -315008.250000 Penalty: 788.508057 Iteration 30Q: 3 clusters Score -315008.2 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2136 members Mstep: Class 2 contains 3660 members Entering Unmasked Estep Score: -315011.156250 Penalty: 788.508057 Iteration 31Q: 3 clusters Score -315011.2 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2117 members Mstep: Class 2 contains 3679 members Entering Unmasked Estep Score: -315013.656250 Penalty: 788.508057 Iteration 32Q: 3 clusters Score -315013.7 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2099 members Mstep: Class 2 contains 3697 members Entering Unmasked Estep Score: -315017.156250 Penalty: 788.508057 Iteration 33Q: 3 clusters Score -315017.2 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2081 members Mstep: Class 2 contains 3715 members Entering Unmasked Estep Score: -315019.500000 Penalty: 788.508057 Iteration 34Q: 3 clusters Score -315019.5 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2067 members Mstep: Class 2 contains 3729 members Entering Unmasked Estep Score: -315020.406250 Penalty: 788.508057 Iteration 35Q: 3 clusters Score -315020.4 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2055 members Mstep: Class 2 contains 3741 members Entering Unmasked Estep Score: -315022.187500 Penalty: 788.508057 Iteration 36Q: 3 clusters Score -315022.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2045 members Mstep: Class 2 contains 3751 members Entering Unmasked Estep Score: -315022.281250 Penalty: 788.508057 Iteration 37Q: 3 clusters Score -315022.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2039 members Mstep: Class 2 contains 3757 members Entering Unmasked Estep Score: -315022.218750 Penalty: 788.508057 Iteration 38Q: 3 clusters Score -315022.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2035 members Mstep: Class 2 contains 3761 members Entering Unmasked Estep Score: -315022.937500 Penalty: 788.508057 Iteration 39Q: 3 clusters Score -315022.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2027 members Mstep: Class 2 contains 3769 members Entering Unmasked Estep Score: -315023.750000 Penalty: 788.508057 Iteration 40F: 3 clusters Score -315023.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2024 members Mstep: Class 2 contains 3772 members Entering Unmasked Estep Score: -315024.531250 Penalty: 788.508057 Iteration 41Q: 3 clusters Score -315024.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2020 members Mstep: Class 2 contains 3776 members Entering Unmasked Estep Score: -315024.218750 Penalty: 788.508057 Iteration 42Q: 3 clusters Score -315024.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2017 members Mstep: Class 2 contains 3779 members Entering Unmasked Estep Score: -315024.531250 Penalty: 788.508057 Iteration 43Q: 3 clusters Score -315024.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2015 members Mstep: Class 2 contains 3781 members Entering Unmasked Estep Score: -315023.968750 Penalty: 788.508057 Iteration 44Q: 3 clusters Score -315024 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2013 members Mstep: Class 2 contains 3783 members Entering Unmasked Estep Score: -315024.625000 Penalty: 788.508057 Iteration 45Q: 3 clusters Score -315024.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2012 members Mstep: Class 2 contains 3784 members Entering Unmasked Estep Score: -315025.000000 Penalty: 788.508057 Iteration 46Q: 3 clusters Score -315025 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2012 members Mstep: Class 2 contains 3784 members Entering Unmasked Estep Score: -315025.000000 Penalty: 788.508057 Iteration 47F: 3 clusters Score -315025 nChanged 0 Entering ConstructFrom: Trying to split cluster 33 (213 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 213 members Entering Unmasked Estep Score: -12231.200195 Penalty: 243.938797 Iteration 0F: 2 clusters Score -12231.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 109 members Mstep: Class 2 contains 104 members Entering Unmasked Estep Score: -11923.991211 Penalty: 487.877594 Iteration 0F: 3 clusters Score -11923.99 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 132 members Mstep: Class 2 contains 81 members Entering Unmasked Estep Score: -11995.400391 Penalty: 487.877594 Iteration 1F: 3 clusters Score -11995.4 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143 members Mstep: Class 2 contains 70 members Entering Unmasked Estep Score: -12015.186523 Penalty: 487.877594 Iteration 2F: 3 clusters Score -12015.19 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 145 members Mstep: Class 2 contains 68 members Entering Unmasked Estep Score: -12018.765625 Penalty: 487.877594 Iteration 3Q: 3 clusters Score -12018.77 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 144 members Mstep: Class 2 contains 69 members Entering Unmasked Estep Score: -12021.005859 Penalty: 487.877594 Iteration 4Q: 3 clusters Score -12021.01 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 144 members Mstep: Class 2 contains 69 members Entering Unmasked Estep Score: -12021.005859 Penalty: 487.877594 Iteration 5F: 3 clusters Score -12021.01 nChanged 0 Entering ConstructFrom: Trying to split cluster 34 (3914 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3914 members Entering Unmasked Estep Score: -236529.906250 Penalty: 376.390320 Iteration 0F: 2 clusters Score -236529.9 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 2007 members Entering Unmasked Estep Score: -233856.312500 Penalty: 752.780640 Iteration 0F: 3 clusters Score -233856.3 nChanged 1711 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1564 members Mstep: Class 2 contains 2350 members Entering Unmasked Estep Score: -234861.265625 Penalty: 752.780640 Iteration 1F: 3 clusters Score -234861.3 nChanged 323 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1379 members Mstep: Class 2 contains 2535 members Entering Unmasked Estep Score: -235124.156250 Penalty: 752.780640 Iteration 2F: 3 clusters Score -235124.2 nChanged 330 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1179 members Mstep: Class 2 contains 2735 members Entering Unmasked Estep Score: -235452.828125 Penalty: 752.780640 Iteration 3F: 3 clusters Score -235452.8 nChanged 306 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1001 members Mstep: Class 2 contains 2913 members Entering Unmasked Estep Score: -235763.140625 Penalty: 752.780640 Iteration 4F: 3 clusters Score -235763.1 nChanged 221 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 894 members Mstep: Class 2 contains 3020 members Entering Unmasked Estep Score: -235967.078125 Penalty: 752.780640 Iteration 5F: 3 clusters Score -235967.1 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 837 members Mstep: Class 2 contains 3077 members Entering Unmasked Estep Score: -236053.640625 Penalty: 752.780640 Iteration 6Q: 3 clusters Score -236053.6 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 790 members Mstep: Class 2 contains 3124 members Entering Unmasked Estep Score: -236095.796875 Penalty: 752.780640 Iteration 7Q: 3 clusters Score -236095.8 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 758 members Mstep: Class 2 contains 3156 members Entering Unmasked Estep Score: -236117.625000 Penalty: 752.780640 Iteration 8Q: 3 clusters Score -236117.6 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 727 members Mstep: Class 2 contains 3187 members Entering Unmasked Estep Score: -236133.078125 Penalty: 752.780640 Iteration 9Q: 3 clusters Score -236133.1 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 696 members Mstep: Class 2 contains 3218 members Entering Unmasked Estep Score: -236147.015625 Penalty: 752.780640 Iteration 10Q: 3 clusters Score -236147 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 659 members Mstep: Class 2 contains 3255 members Entering Unmasked Estep Score: -236160.453125 Penalty: 752.780640 Iteration 11Q: 3 clusters Score -236160.5 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 639 members Mstep: Class 2 contains 3275 members Entering Unmasked Estep Score: -236165.890625 Penalty: 752.780640 Iteration 12Q: 3 clusters Score -236165.9 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 624 members Mstep: Class 2 contains 3290 members Entering Unmasked Estep Score: -236169.734375 Penalty: 752.780640 Iteration 13Q: 3 clusters Score -236169.7 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 613 members Mstep: Class 2 contains 3301 members Entering Unmasked Estep Score: -236171.203125 Penalty: 752.780640 Iteration 14Q: 3 clusters Score -236171.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 607 members Mstep: Class 2 contains 3307 members Entering Unmasked Estep Score: -236173.375000 Penalty: 752.780640 Iteration 15Q: 3 clusters Score -236173.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 600 members Mstep: Class 2 contains 3314 members Entering Unmasked Estep Score: -236175.687500 Penalty: 752.780640 Iteration 16Q: 3 clusters Score -236175.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 592 members Mstep: Class 2 contains 3322 members Entering Unmasked Estep Score: -236178.281250 Penalty: 752.780640 Iteration 17Q: 3 clusters Score -236178.3 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 582 members Mstep: Class 2 contains 3332 members Entering Unmasked Estep Score: -236182.984375 Penalty: 752.780640 Iteration 18Q: 3 clusters Score -236183 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 571 members Mstep: Class 2 contains 3343 members Entering Unmasked Estep Score: -236185.812500 Penalty: 752.780640 Iteration 19Q: 3 clusters Score -236185.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 563 members Mstep: Class 2 contains 3351 members Entering Unmasked Estep Score: -236187.406250 Penalty: 752.780640 Iteration 20F: 3 clusters Score -236187.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 563 members Mstep: Class 2 contains 3351 members Entering Unmasked Estep Score: -236188.937500 Penalty: 752.780640 Iteration 21Q: 3 clusters Score -236188.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 560 members Mstep: Class 2 contains 3354 members Entering Unmasked Estep Score: -236190.078125 Penalty: 752.780640 Iteration 22Q: 3 clusters Score -236190.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 556 members Mstep: Class 2 contains 3358 members Entering Unmasked Estep Score: -236190.343750 Penalty: 752.780640 Iteration 23Q: 3 clusters Score -236190.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 553 members Mstep: Class 2 contains 3361 members Entering Unmasked Estep Score: -236190.953125 Penalty: 752.780640 Iteration 24Q: 3 clusters Score -236191 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 551 members Mstep: Class 2 contains 3363 members Entering Unmasked Estep Score: -236191.453125 Penalty: 752.780640 Iteration 25Q: 3 clusters Score -236191.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 547 members Mstep: Class 2 contains 3367 members Entering Unmasked Estep Score: -236192.406250 Penalty: 752.780640 Iteration 26Q: 3 clusters Score -236192.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 545 members Mstep: Class 2 contains 3369 members Entering Unmasked Estep Score: -236192.656250 Penalty: 752.780640 Iteration 27Q: 3 clusters Score -236192.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 544 members Mstep: Class 2 contains 3370 members Entering Unmasked Estep Score: -236192.765625 Penalty: 752.780640 Iteration 28Q: 3 clusters Score -236192.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 543 members Mstep: Class 2 contains 3371 members Entering Unmasked Estep Score: -236192.812500 Penalty: 752.780640 Iteration 29Q: 3 clusters Score -236192.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 541 members Mstep: Class 2 contains 3373 members Entering Unmasked Estep Score: -236193.031250 Penalty: 752.780640 Iteration 30Q: 3 clusters Score -236193 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 538 members Mstep: Class 2 contains 3376 members Entering Unmasked Estep Score: -236194.109375 Penalty: 752.780640 Iteration 31Q: 3 clusters Score -236194.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 536 members Mstep: Class 2 contains 3378 members Entering Unmasked Estep Score: -236194.703125 Penalty: 752.780640 Iteration 32Q: 3 clusters Score -236194.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 534 members Mstep: Class 2 contains 3380 members Entering Unmasked Estep Score: -236194.890625 Penalty: 752.780640 Iteration 33Q: 3 clusters Score -236194.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 532 members Mstep: Class 2 contains 3382 members Entering Unmasked Estep Score: -236194.640625 Penalty: 752.780640 Iteration 34Q: 3 clusters Score -236194.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 530 members Mstep: Class 2 contains 3384 members Entering Unmasked Estep Score: -236195.093750 Penalty: 752.780640 Iteration 35Q: 3 clusters Score -236195.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 529 members Mstep: Class 2 contains 3385 members Entering Unmasked Estep Score: -236195.343750 Penalty: 752.780640 Iteration 36Q: 3 clusters Score -236195.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 529 members Mstep: Class 2 contains 3385 members Entering Unmasked Estep Score: -236195.343750 Penalty: 752.780640 Iteration 37F: 3 clusters Score -236195.3 nChanged 0 Entering ConstructFrom: Trying to split cluster 35 (1335 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1335 members Entering Unmasked Estep Score: -62422.167969 Penalty: 327.449249 Iteration 0F: 2 clusters Score -62422.17 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 638 members Mstep: Class 2 contains 697 members Entering Unmasked Estep Score: -61387.011719 Penalty: 654.898499 Iteration 0F: 3 clusters Score -61387.01 nChanged 562 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 550 members Mstep: Class 2 contains 785 members Entering Unmasked Estep Score: -61705.902344 Penalty: 654.898499 Iteration 1F: 3 clusters Score -61705.9 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 483 members Mstep: Class 2 contains 852 members Entering Unmasked Estep Score: -61791.097656 Penalty: 654.898499 Iteration 2F: 3 clusters Score -61791.1 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 421 members Mstep: Class 2 contains 914 members Entering Unmasked Estep Score: -61864.250000 Penalty: 654.898499 Iteration 3F: 3 clusters Score -61864.25 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 347 members Mstep: Class 2 contains 988 members Entering Unmasked Estep Score: -61953.835938 Penalty: 654.898499 Iteration 4F: 3 clusters Score -61953.84 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 283 members Mstep: Class 2 contains 1052 members Entering Unmasked Estep Score: -62039.140625 Penalty: 654.898499 Iteration 5F: 3 clusters Score -62039.14 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 237 members Mstep: Class 2 contains 1098 members Entering Unmasked Estep Score: -62106.589844 Penalty: 654.898499 Iteration 6Q: 3 clusters Score -62106.59 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 212 members Mstep: Class 2 contains 1123 members Entering Unmasked Estep Score: -62149.460938 Penalty: 654.898499 Iteration 7Q: 3 clusters Score -62149.46 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 205 members Mstep: Class 2 contains 1130 members Entering Unmasked Estep Score: -62182.886719 Penalty: 654.898499 Iteration 8Q: 3 clusters Score -62182.89 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 199 members Mstep: Class 2 contains 1136 members Entering Unmasked Estep Score: -62201.988281 Penalty: 654.898499 Iteration 9Q: 3 clusters Score -62201.99 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 195 members Mstep: Class 2 contains 1140 members Entering Unmasked Estep Score: -62207.050781 Penalty: 654.898499 Iteration 10Q: 3 clusters Score -62207.05 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 189 members Mstep: Class 2 contains 1146 members Entering Unmasked Estep Score: -62213.164062 Penalty: 654.898499 Iteration 11Q: 3 clusters Score -62213.16 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 185 members Mstep: Class 2 contains 1150 members Entering Unmasked Estep Score: -62220.019531 Penalty: 654.898499 Iteration 12Q: 3 clusters Score -62220.02 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 179 members Mstep: Class 2 contains 1156 members Entering Unmasked Estep Score: -62223.312500 Penalty: 654.898499 Iteration 13Q: 3 clusters Score -62223.31 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 176 members Mstep: Class 2 contains 1159 members Entering Unmasked Estep Score: -62225.714844 Penalty: 654.898499 Iteration 14Q: 3 clusters Score -62225.71 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 175 members Mstep: Class 2 contains 1160 members Entering Unmasked Estep Score: -62226.050781 Penalty: 654.898499 Iteration 15Q: 3 clusters Score -62226.05 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 175 members Mstep: Class 2 contains 1160 members Entering Unmasked Estep Score: -62226.050781 Penalty: 654.898499 Iteration 16F: 3 clusters Score -62226.05 nChanged 0 Entering ConstructFrom: Trying to split cluster 36 (12688 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12688 members Entering Unmasked Estep Score: -704410.500000 Penalty: 429.902740 Iteration 0F: 2 clusters Score -704410.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6402 members Mstep: Class 2 contains 6286 members Entering Unmasked Estep Score: -695983.125000 Penalty: 859.805481 Iteration 0F: 3 clusters Score -695983.1 nChanged 5913 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7147 members Mstep: Class 2 contains 5541 members Entering Unmasked Estep Score: -699493.750000 Penalty: 859.805481 Iteration 1F: 3 clusters Score -699493.8 nChanged 770 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7521 members Mstep: Class 2 contains 5167 members Entering Unmasked Estep Score: -699922.875000 Penalty: 859.805481 Iteration 2F: 3 clusters Score -699922.9 nChanged 836 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7971 members Mstep: Class 2 contains 4717 members Entering Unmasked Estep Score: -700522.937500 Penalty: 859.805481 Iteration 3F: 3 clusters Score -700522.9 nChanged 864 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8473 members Mstep: Class 2 contains 4215 members Entering Unmasked Estep Score: -701246.875000 Penalty: 859.805481 Iteration 4F: 3 clusters Score -701246.9 nChanged 745 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8912 members Mstep: Class 2 contains 3776 members Entering Unmasked Estep Score: -701851.500000 Penalty: 859.805481 Iteration 5F: 3 clusters Score -701851.5 nChanged 572 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9228 members Mstep: Class 2 contains 3460 members Entering Unmasked Estep Score: -702187.312500 Penalty: 859.805481 Iteration 6Q: 3 clusters Score -702187.3 nChanged 380 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9486 members Mstep: Class 2 contains 3202 members Entering Unmasked Estep Score: -702380.625000 Penalty: 859.805481 Iteration 7Q: 3 clusters Score -702380.6 nChanged 329 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9733 members Mstep: Class 2 contains 2955 members Entering Unmasked Estep Score: -702516.437500 Penalty: 859.805481 Iteration 8Q: 3 clusters Score -702516.4 nChanged 265 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9972 members Mstep: Class 2 contains 2716 members Entering Unmasked Estep Score: -702625.750000 Penalty: 859.805481 Iteration 9Q: 3 clusters Score -702625.8 nChanged 245 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10213 members Mstep: Class 2 contains 2475 members Entering Unmasked Estep Score: -702750.125000 Penalty: 859.805481 Iteration 10Q: 3 clusters Score -702750.1 nChanged 267 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10472 members Mstep: Class 2 contains 2216 members Entering Unmasked Estep Score: -702894.125000 Penalty: 859.805481 Iteration 11Q: 3 clusters Score -702894.1 nChanged 264 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10730 members Mstep: Class 2 contains 1958 members Entering Unmasked Estep Score: -703041.812500 Penalty: 859.805481 Iteration 12Q: 3 clusters Score -703041.8 nChanged 252 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10972 members Mstep: Class 2 contains 1716 members Entering Unmasked Estep Score: -703172.375000 Penalty: 859.805481 Iteration 13Q: 3 clusters Score -703172.4 nChanged 235 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11201 members Mstep: Class 2 contains 1487 members Entering Unmasked Estep Score: -703300.375000 Penalty: 859.805481 Iteration 14Q: 3 clusters Score -703300.4 nChanged 210 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11405 members Mstep: Class 2 contains 1283 members Entering Unmasked Estep Score: -703423.375000 Penalty: 859.805481 Iteration 15Q: 3 clusters Score -703423.4 nChanged 197 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11598 members Mstep: Class 2 contains 1090 members Entering Unmasked Estep Score: -703545.750000 Penalty: 859.805481 Iteration 16Q: 3 clusters Score -703545.8 nChanged 182 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11774 members Mstep: Class 2 contains 914 members Entering Unmasked Estep Score: -703660.250000 Penalty: 859.805481 Iteration 17Q: 3 clusters Score -703660.2 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11916 members Mstep: Class 2 contains 772 members Entering Unmasked Estep Score: -703747.687500 Penalty: 859.805481 Iteration 18Q: 3 clusters Score -703747.7 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12037 members Mstep: Class 2 contains 651 members Entering Unmasked Estep Score: -703826.437500 Penalty: 859.805481 Iteration 19Q: 3 clusters Score -703826.4 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12140 members Mstep: Class 2 contains 548 members Entering Unmasked Estep Score: -703894.000000 Penalty: 859.805481 Iteration 20F: 3 clusters Score -703894 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12214 members Mstep: Class 2 contains 474 members Entering Unmasked Estep Score: -703941.437500 Penalty: 859.805481 Iteration 21Q: 3 clusters Score -703941.4 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12269 members Mstep: Class 2 contains 419 members Entering Unmasked Estep Score: -703972.625000 Penalty: 859.805481 Iteration 22Q: 3 clusters Score -703972.6 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12306 members Mstep: Class 2 contains 382 members Entering Unmasked Estep Score: -703990.687500 Penalty: 859.805481 Iteration 23Q: 3 clusters Score -703990.7 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12342 members Mstep: Class 2 contains 346 members Entering Unmasked Estep Score: -704007.812500 Penalty: 859.805481 Iteration 24Q: 3 clusters Score -704007.8 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12366 members Mstep: Class 2 contains 322 members Entering Unmasked Estep Score: -704020.625000 Penalty: 859.805481 Iteration 25Q: 3 clusters Score -704020.6 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12384 members Mstep: Class 2 contains 304 members Entering Unmasked Estep Score: -704030.937500 Penalty: 859.805481 Iteration 26Q: 3 clusters Score -704030.9 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12400 members Mstep: Class 2 contains 288 members Entering Unmasked Estep Score: -704038.250000 Penalty: 859.805481 Iteration 27Q: 3 clusters Score -704038.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12411 members Mstep: Class 2 contains 277 members Entering Unmasked Estep Score: -704044.812500 Penalty: 859.805481 Iteration 28Q: 3 clusters Score -704044.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12418 members Mstep: Class 2 contains 270 members Entering Unmasked Estep Score: -704046.875000 Penalty: 859.805481 Iteration 29Q: 3 clusters Score -704046.9 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12424 members Mstep: Class 2 contains 264 members Entering Unmasked Estep Score: -704049.812500 Penalty: 859.805481 Iteration 30Q: 3 clusters Score -704049.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12426 members Mstep: Class 2 contains 262 members Entering Unmasked Estep Score: -704051.187500 Penalty: 859.805481 Iteration 31Q: 3 clusters Score -704051.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12431 members Mstep: Class 2 contains 257 members Entering Unmasked Estep Score: -704053.625000 Penalty: 859.805481 Iteration 32Q: 3 clusters Score -704053.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12435 members Mstep: Class 2 contains 253 members Entering Unmasked Estep Score: -704054.500000 Penalty: 859.805481 Iteration 33Q: 3 clusters Score -704054.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12438 members Mstep: Class 2 contains 250 members Entering Unmasked Estep Score: -704054.125000 Penalty: 859.805481 Iteration 34Q: 3 clusters Score -704054.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12443 members Mstep: Class 2 contains 245 members Entering Unmasked Estep Score: -704061.000000 Penalty: 859.805481 Iteration 35Q: 3 clusters Score -704061 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12447 members Mstep: Class 2 contains 241 members Entering Unmasked Estep Score: -704063.000000 Penalty: 859.805481 Iteration 36Q: 3 clusters Score -704063 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12452 members Mstep: Class 2 contains 236 members Entering Unmasked Estep Score: -704064.500000 Penalty: 859.805481 Iteration 37Q: 3 clusters Score -704064.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12457 members Mstep: Class 2 contains 231 members Entering Unmasked Estep Score: -704066.187500 Penalty: 859.805481 Iteration 38Q: 3 clusters Score -704066.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12463 members Mstep: Class 2 contains 225 members Entering Unmasked Estep Score: -704070.750000 Penalty: 859.805481 Iteration 39Q: 3 clusters Score -704070.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12469 members Mstep: Class 2 contains 219 members Entering Unmasked Estep Score: -704073.937500 Penalty: 859.805481 Iteration 40F: 3 clusters Score -704073.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12474 members Mstep: Class 2 contains 214 members Entering Unmasked Estep Score: -704076.437500 Penalty: 859.805481 Iteration 41Q: 3 clusters Score -704076.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12476 members Mstep: Class 2 contains 212 members Entering Unmasked Estep Score: -704077.062500 Penalty: 859.805481 Iteration 42Q: 3 clusters Score -704077.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12477 members Mstep: Class 2 contains 211 members Entering Unmasked Estep Score: -704078.000000 Penalty: 859.805481 Iteration 43Q: 3 clusters Score -704078 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12477 members Mstep: Class 2 contains 211 members Entering Unmasked Estep Score: -704078.000000 Penalty: 859.805481 Iteration 44F: 3 clusters Score -704078 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 24 members Mstep: Class 1 contains 602 members Mstep: Class 2 contains 38143 members Mstep: Class 3 contains 19045 members Mstep: Class 4 contains 1782 members Mstep: Class 5 contains 5305 members Mstep: Class 6 contains 1649 members Mstep: Class 7 contains 3598 members Mstep: Class 8 contains 2121 members Mstep: Class 9 contains 1042 members Mstep: Class 10 contains 93 members Mstep: Class 11 contains 3472 members Mstep: Class 12 contains 22217 members Mstep: Class 13 contains 22654 members Mstep: Class 14 contains 12270 members Mstep: Class 15 contains 10441 members Mstep: Class 16 contains 12285 members Mstep: Class 17 contains 8078 members Mstep: Class 18 contains 8069 members Mstep: Class 19 contains 24290 members Mstep: Class 20 contains 2419 members Mstep: Class 21 contains 2319 members Mstep: Class 22 contains 95 members Mstep: Class 23 contains 284 members Mstep: Class 24 contains 6361 members Mstep: Class 25 contains 142558 members Mstep: Class 26 contains 28688 members Mstep: Class 27 contains 12274 members Mstep: Class 28 contains 10908 members Mstep: Class 29 contains 3937 members Mstep: Class 30 contains 900 members Mstep: Class 31 contains 390 members Mstep: Class 32 contains 5796 members Mstep: Class 33 contains 213 members Mstep: Class 34 contains 3914 members Mstep: Class 35 contains 1335 members Mstep: Class 36 contains 12688 members Entering Unmasked Estep ConsiderDeletion Score: -22976700.000000 Penalty: 21255.964844 Iteration 199Q: 37 clusters Score -2.29767e+07 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 24 members Mstep: Class 1 contains 602 members Mstep: Class 2 contains 38134 members Mstep: Class 3 contains 19046 members Mstep: Class 4 contains 1781 members Mstep: Class 5 contains 5303 members Mstep: Class 6 contains 1649 members Mstep: Class 7 contains 3598 members Mstep: Class 8 contains 2121 members Mstep: Class 9 contains 1043 members Mstep: Class 10 contains 93 members Mstep: Class 11 contains 3472 members Mstep: Class 12 contains 22213 members Mstep: Class 13 contains 22655 members Mstep: Class 14 contains 12270 members Mstep: Class 15 contains 10442 members Mstep: Class 16 contains 12285 members Mstep: Class 17 contains 8081 members Mstep: Class 18 contains 8066 members Mstep: Class 19 contains 24293 members Mstep: Class 20 contains 2419 members Mstep: Class 21 contains 2319 members Mstep: Class 22 contains 95 members Mstep: Class 23 contains 284 members Mstep: Class 24 contains 6377 members Mstep: Class 25 contains 142554 members Mstep: Class 26 contains 28685 members Mstep: Class 27 contains 12276 members Mstep: Class 28 contains 10908 members Mstep: Class 29 contains 3937 members Mstep: Class 30 contains 900 members Mstep: Class 31 contains 390 members Mstep: Class 32 contains 5796 members Mstep: Class 33 contains 213 members Mstep: Class 34 contains 3914 members Mstep: Class 35 contains 1333 members Mstep: Class 36 contains 12688 members Entering Unmasked Estep ConsiderDeletion Score: -22976692.000000 Penalty: 21255.964844 Iteration 200F: 37 clusters Score -2.297669e+07 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 24 members Mstep: Class 1 contains 602 members Mstep: Class 2 contains 38122 members Mstep: Class 3 contains 19047 members Mstep: Class 4 contains 1780 members Mstep: Class 5 contains 5305 members Mstep: Class 6 contains 1649 members Mstep: Class 7 contains 3598 members Mstep: Class 8 contains 2121 members Mstep: Class 9 contains 1044 members Mstep: Class 10 contains 93 members Mstep: Class 11 contains 3473 members Mstep: Class 12 contains 22207 members Mstep: Class 13 contains 22655 members Mstep: Class 14 contains 12270 members Mstep: Class 15 contains 10443 members Mstep: Class 16 contains 12284 members Mstep: Class 17 contains 8086 members Mstep: Class 18 contains 8063 members Mstep: Class 19 contains 24298 members Mstep: Class 20 contains 2419 members Mstep: Class 21 contains 2319 members Mstep: Class 22 contains 95 members Mstep: Class 23 contains 284 members Mstep: Class 24 contains 6387 members Mstep: Class 25 contains 142550 members Mstep: Class 26 contains 28680 members Mstep: Class 27 contains 12281 members Mstep: Class 28 contains 10909 members Mstep: Class 29 contains 3937 members Mstep: Class 30 contains 900 members Mstep: Class 31 contains 390 members Mstep: Class 32 contains 5796 members Mstep: Class 33 contains 213 members Mstep: Class 34 contains 3914 members Mstep: Class 35 contains 1333 members Mstep: Class 36 contains 12688 members Entering Unmasked Estep ConsiderDeletion Score: -22976698.000000 Penalty: 21255.964844 Iteration 201Q: 37 clusters Score -2.29767e+07 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 24 members Mstep: Class 1 contains 602 members Mstep: Class 2 contains 38118 members Mstep: Class 3 contains 19048 members Mstep: Class 4 contains 1779 members Mstep: Class 5 contains 5304 members Mstep: Class 6 contains 1649 members Mstep: Class 7 contains 3598 members Mstep: Class 8 contains 2121 members Mstep: Class 9 contains 1045 members Mstep: Class 10 contains 93 members Mstep: Class 11 contains 3473 members Mstep: Class 12 contains 22208 members Mstep: Class 13 contains 22655 members Mstep: Class 14 contains 12270 members Mstep: Class 15 contains 10446 members Mstep: Class 16 contains 12284 members Mstep: Class 17 contains 8088 members Mstep: Class 18 contains 8058 members Mstep: Class 19 contains 24303 members Mstep: Class 20 contains 2419 members Mstep: Class 21 contains 2319 members Mstep: Class 22 contains 95 members Mstep: Class 23 contains 284 members Mstep: Class 24 contains 6390 members Mstep: Class 25 contains 142544 members Mstep: Class 26 contains 28675 members Mstep: Class 27 contains 12287 members Mstep: Class 28 contains 10910 members Mstep: Class 29 contains 3937 members Mstep: Class 30 contains 900 members Mstep: Class 31 contains 390 members Mstep: Class 32 contains 5796 members Mstep: Class 33 contains 213 members Mstep: Class 34 contains 3914 members Mstep: Class 35 contains 1332 members Mstep: Class 36 contains 12688 members Entering Unmasked Estep ConsiderDeletion Score: -22976688.000000 Penalty: 21255.964844 Iteration 202Q: 37 clusters Score -2.297669e+07 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 24 members Mstep: Class 1 contains 602 members Mstep: Class 2 contains 38118 members Mstep: Class 3 contains 19049 members Mstep: Class 4 contains 1778 members Mstep: Class 5 contains 5304 members Mstep: Class 6 contains 1649 members Mstep: Class 7 contains 3598 members Mstep: Class 8 contains 2121 members Mstep: Class 9 contains 1048 members Mstep: Class 10 contains 93 members Mstep: Class 11 contains 3474 members Mstep: Class 12 contains 22214 members Mstep: Class 13 contains 22655 members Mstep: Class 14 contains 12272 members Mstep: Class 15 contains 10446 members Mstep: Class 16 contains 12282 members Mstep: Class 17 contains 8086 members Mstep: Class 18 contains 8053 members Mstep: Class 19 contains 24307 members Mstep: Class 20 contains 2419 members Mstep: Class 21 contains 2319 members Mstep: Class 22 contains 95 members Mstep: Class 23 contains 284 members Mstep: Class 24 contains 6390 members Mstep: Class 25 contains 142540 members Mstep: Class 26 contains 28669 members Mstep: Class 27 contains 12292 members Mstep: Class 28 contains 10910 members Mstep: Class 29 contains 3937 members Mstep: Class 30 contains 900 members Mstep: Class 31 contains 390 members Mstep: Class 32 contains 5796 members Mstep: Class 33 contains 213 members Mstep: Class 34 contains 3914 members Mstep: Class 35 contains 1330 members Mstep: Class 36 contains 12688 members Entering Unmasked Estep ConsiderDeletion Score: -22976662.000000 Penalty: 21255.964844 Iteration 203Q: 37 clusters Score -2.297666e+07 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 24 members Mstep: Class 1 contains 602 members Mstep: Class 2 contains 38114 members Mstep: Class 3 contains 19050 members Mstep: Class 4 contains 1778 members Mstep: Class 5 contains 5306 members Mstep: Class 6 contains 1649 members Mstep: Class 7 contains 3598 members Mstep: Class 8 contains 2121 members Mstep: Class 9 contains 1052 members Mstep: Class 10 contains 93 members Mstep: Class 11 contains 3474 members Mstep: Class 12 contains 22216 members Mstep: Class 13 contains 22656 members Mstep: Class 14 contains 12270 members Mstep: Class 15 contains 10446 members Mstep: Class 16 contains 12283 members Mstep: Class 17 contains 8084 members Mstep: Class 18 contains 8052 members Mstep: Class 19 contains 24308 members Mstep: Class 20 contains 2419 members Mstep: Class 21 contains 2319 members Mstep: Class 22 contains 95 members Mstep: Class 23 contains 284 members Mstep: Class 24 contains 6388 members Mstep: Class 25 contains 142539 members Mstep: Class 26 contains 28667 members Mstep: Class 27 contains 12292 members Mstep: Class 28 contains 10910 members Mstep: Class 29 contains 3937 members Mstep: Class 30 contains 901 members Mstep: Class 31 contains 390 members Mstep: Class 32 contains 5798 members Mstep: Class 33 contains 213 members Mstep: Class 34 contains 3914 members Mstep: Class 35 contains 1329 members Mstep: Class 36 contains 12688 members Entering Unmasked Estep ConsiderDeletion Score: -22976650.000000 Penalty: 21255.964844 Iteration 204Q: 37 clusters Score -2.297665e+07 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 24 members Mstep: Class 1 contains 602 members Mstep: Class 2 contains 38112 members Mstep: Class 3 contains 19050 members Mstep: Class 4 contains 1777 members Mstep: Class 5 contains 5308 members Mstep: Class 6 contains 1649 members Mstep: Class 7 contains 3599 members Mstep: Class 8 contains 2121 members Mstep: Class 9 contains 1054 members Mstep: Class 10 contains 93 members Mstep: Class 11 contains 3474 members Mstep: Class 12 contains 22222 members Mstep: Class 13 contains 22656 members Mstep: Class 14 contains 12270 members Mstep: Class 15 contains 10447 members Mstep: Class 16 contains 12282 members Mstep: Class 17 contains 8079 members Mstep: Class 18 contains 8050 members Mstep: Class 19 contains 24313 members Mstep: Class 20 contains 2419 members Mstep: Class 21 contains 2319 members Mstep: Class 22 contains 95 members Mstep: Class 23 contains 284 members Mstep: Class 24 contains 6389 members Mstep: Class 25 contains 142537 members Mstep: Class 26 contains 28662 members Mstep: Class 27 contains 12294 members Mstep: Class 28 contains 10910 members Mstep: Class 29 contains 3937 members Mstep: Class 30 contains 901 members Mstep: Class 31 contains 390 members Mstep: Class 32 contains 5798 members Mstep: Class 33 contains 213 members Mstep: Class 34 contains 3914 members Mstep: Class 35 contains 1327 members Mstep: Class 36 contains 12688 members Entering Unmasked Estep ConsiderDeletion Score: -22976702.000000 Penalty: 21255.964844 Iteration 205Q: 37 clusters Score -2.29767e+07 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 24 members Mstep: Class 1 contains 602 members Mstep: Class 2 contains 38107 members Mstep: Class 3 contains 19051 members Mstep: Class 4 contains 1776 members Mstep: Class 5 contains 5308 members Mstep: Class 6 contains 1649 members Mstep: Class 7 contains 3598 members Mstep: Class 8 contains 2121 members Mstep: Class 9 contains 1054 members Mstep: Class 10 contains 93 members Mstep: Class 11 contains 3474 members Mstep: Class 12 contains 22225 members Mstep: Class 13 contains 22656 members Mstep: Class 14 contains 12270 members Mstep: Class 15 contains 10447 members Mstep: Class 16 contains 12282 members Mstep: Class 17 contains 8079 members Mstep: Class 18 contains 8047 members Mstep: Class 19 contains 24317 members Mstep: Class 20 contains 2419 members Mstep: Class 21 contains 2319 members Mstep: Class 22 contains 95 members Mstep: Class 23 contains 284 members Mstep: Class 24 contains 6390 members Mstep: Class 25 contains 142537 members Mstep: Class 26 contains 28658 members Mstep: Class 27 contains 12297 members Mstep: Class 28 contains 10910 members Mstep: Class 29 contains 3938 members Mstep: Class 30 contains 901 members Mstep: Class 31 contains 391 members Mstep: Class 32 contains 5798 members Mstep: Class 33 contains 213 members Mstep: Class 34 contains 3914 members Mstep: Class 35 contains 1327 members Mstep: Class 36 contains 12688 members Entering Unmasked Estep ConsiderDeletion Score: -22976694.000000 Penalty: 21255.964844 Iteration 206Q: 37 clusters Score -2.297669e+07 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 24 members Mstep: Class 1 contains 602 members Mstep: Class 2 contains 38103 members Mstep: Class 3 contains 19052 members Mstep: Class 4 contains 1776 members Mstep: Class 5 contains 5308 members Mstep: Class 6 contains 1649 members Mstep: Class 7 contains 3598 members Mstep: Class 8 contains 2121 members Mstep: Class 9 contains 1054 members Mstep: Class 10 contains 93 members Mstep: Class 11 contains 3475 members Mstep: Class 12 contains 22232 members Mstep: Class 13 contains 22656 members Mstep: Class 14 contains 12269 members Mstep: Class 15 contains 10447 members Mstep: Class 16 contains 12282 members Mstep: Class 17 contains 8077 members Mstep: Class 18 contains 8044 members Mstep: Class 19 contains 24324 members Mstep: Class 20 contains 2419 members Mstep: Class 21 contains 2319 members Mstep: Class 22 contains 95 members Mstep: Class 23 contains 284 members Mstep: Class 24 contains 6390 members Mstep: Class 25 contains 142534 members Mstep: Class 26 contains 28652 members Mstep: Class 27 contains 12300 members Mstep: Class 28 contains 10910 members Mstep: Class 29 contains 3938 members Mstep: Class 30 contains 901 members Mstep: Class 31 contains 391 members Mstep: Class 32 contains 5798 members Mstep: Class 33 contains 213 members Mstep: Class 34 contains 3914 members Mstep: Class 35 contains 1327 members Mstep: Class 36 contains 12688 members Entering Unmasked Estep ConsiderDeletion Score: -22976676.000000 Penalty: 21255.964844 Iteration 207Q: 37 clusters Score -2.297668e+07 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 24 members Mstep: Class 1 contains 602 members Mstep: Class 2 contains 38099 members Mstep: Class 3 contains 19052 members Mstep: Class 4 contains 1776 members Mstep: Class 5 contains 5307 members Mstep: Class 6 contains 1649 members Mstep: Class 7 contains 3598 members Mstep: Class 8 contains 2121 members Mstep: Class 9 contains 1054 members Mstep: Class 10 contains 93 members Mstep: Class 11 contains 3476 members Mstep: Class 12 contains 22242 members Mstep: Class 13 contains 22656 members Mstep: Class 14 contains 12269 members Mstep: Class 15 contains 10448 members Mstep: Class 16 contains 12282 members Mstep: Class 17 contains 8075 members Mstep: Class 18 contains 8041 members Mstep: Class 19 contains 24329 members Mstep: Class 20 contains 2419 members Mstep: Class 21 contains 2319 members Mstep: Class 22 contains 95 members Mstep: Class 23 contains 284 members Mstep: Class 24 contains 6390 members Mstep: Class 25 contains 142529 members Mstep: Class 26 contains 28647 members Mstep: Class 27 contains 12303 members Mstep: Class 28 contains 10910 members Mstep: Class 29 contains 3938 members Mstep: Class 30 contains 901 members Mstep: Class 31 contains 391 members Mstep: Class 32 contains 5798 members Mstep: Class 33 contains 213 members Mstep: Class 34 contains 3914 members Mstep: Class 35 contains 1327 members Mstep: Class 36 contains 12688 members Entering Unmasked Estep ConsiderDeletion Score: -22976696.000000 Penalty: 21255.964844 Iteration 208Q: 37 clusters Score -2.29767e+07 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 24 members Mstep: Class 1 contains 602 members Mstep: Class 2 contains 38091 members Mstep: Class 3 contains 19052 members Mstep: Class 4 contains 1776 members Mstep: Class 5 contains 5309 members Mstep: Class 6 contains 1649 members Mstep: Class 7 contains 3598 members Mstep: Class 8 contains 2121 members Mstep: Class 9 contains 1054 members Mstep: Class 10 contains 93 members Mstep: Class 11 contains 3477 members Mstep: Class 12 contains 22247 members Mstep: Class 13 contains 22656 members Mstep: Class 14 contains 12269 members Mstep: Class 15 contains 10448 members Mstep: Class 16 contains 12282 members Mstep: Class 17 contains 8076 members Mstep: Class 18 contains 8038 members Mstep: Class 19 contains 24328 members Mstep: Class 20 contains 2419 members Mstep: Class 21 contains 2319 members Mstep: Class 22 contains 95 members Mstep: Class 23 contains 284 members Mstep: Class 24 contains 6390 members Mstep: Class 25 contains 142531 members Mstep: Class 26 contains 28648 members Mstep: Class 27 contains 12304 members Mstep: Class 28 contains 10910 members Mstep: Class 29 contains 3938 members Mstep: Class 30 contains 901 members Mstep: Class 31 contains 391 members Mstep: Class 32 contains 5798 members Mstep: Class 33 contains 213 members Mstep: Class 34 contains 3914 members Mstep: Class 35 contains 1327 members Mstep: Class 36 contains 12687 members Entering Unmasked Estep ConsiderDeletion Score: -22976716.000000 Penalty: 21255.964844 Iteration 209Q: 37 clusters Score -2.297672e+07 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 24 members Mstep: Class 1 contains 602 members Mstep: Class 2 contains 38081 members Mstep: Class 3 contains 19053 members Mstep: Class 4 contains 1776 members Mstep: Class 5 contains 5309 members Mstep: Class 6 contains 1649 members Mstep: Class 7 contains 3598 members Mstep: Class 8 contains 2120 members Mstep: Class 9 contains 1054 members Mstep: Class 10 contains 93 members Mstep: Class 11 contains 3478 members Mstep: Class 12 contains 22253 members Mstep: Class 13 contains 22656 members Mstep: Class 14 contains 12269 members Mstep: Class 15 contains 10448 members Mstep: Class 16 contains 12282 members Mstep: Class 17 contains 8078 members Mstep: Class 18 contains 8039 members Mstep: Class 19 contains 24329 members Mstep: Class 20 contains 2419 members Mstep: Class 21 contains 2319 members Mstep: Class 22 contains 95 members Mstep: Class 23 contains 284 members Mstep: Class 24 contains 6390 members Mstep: Class 25 contains 142529 members Mstep: Class 26 contains 28648 members Mstep: Class 27 contains 12305 members Mstep: Class 28 contains 10910 members Mstep: Class 29 contains 3938 members Mstep: Class 30 contains 901 members Mstep: Class 31 contains 391 members Mstep: Class 32 contains 5798 members Mstep: Class 33 contains 213 members Mstep: Class 34 contains 3914 members Mstep: Class 35 contains 1327 members Mstep: Class 36 contains 12687 members Entering Unmasked Estep ConsiderDeletion Score: -22976720.000000 Penalty: 21255.964844 Iteration 210Q: 37 clusters Score -2.297672e+07 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 24 members Mstep: Class 1 contains 602 members Mstep: Class 2 contains 38073 members Mstep: Class 3 contains 19053 members Mstep: Class 4 contains 1776 members Mstep: Class 5 contains 5309 members Mstep: Class 6 contains 1649 members Mstep: Class 7 contains 3598 members Mstep: Class 8 contains 2120 members Mstep: Class 9 contains 1054 members Mstep: Class 10 contains 93 members Mstep: Class 11 contains 3477 members Mstep: Class 12 contains 22262 members Mstep: Class 13 contains 22656 members Mstep: Class 14 contains 12269 members Mstep: Class 15 contains 10449 members Mstep: Class 16 contains 12283 members Mstep: Class 17 contains 8079 members Mstep: Class 18 contains 8036 members Mstep: Class 19 contains 24329 members Mstep: Class 20 contains 2419 members Mstep: Class 21 contains 2319 members Mstep: Class 22 contains 95 members Mstep: Class 23 contains 284 members Mstep: Class 24 contains 6390 members Mstep: Class 25 contains 142530 members Mstep: Class 26 contains 28648 members Mstep: Class 27 contains 12304 members Mstep: Class 28 contains 10910 members Mstep: Class 29 contains 3938 members Mstep: Class 30 contains 901 members Mstep: Class 31 contains 391 members Mstep: Class 32 contains 5798 members Mstep: Class 33 contains 213 members Mstep: Class 34 contains 3914 members Mstep: Class 35 contains 1327 members Mstep: Class 36 contains 12687 members Entering Unmasked Estep ConsiderDeletion Score: -22976718.000000 Penalty: 21255.964844 Iteration 211Q: 37 clusters Score -2.297672e+07 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 24 members Mstep: Class 1 contains 602 members Mstep: Class 2 contains 38069 members Mstep: Class 3 contains 19053 members Mstep: Class 4 contains 1776 members Mstep: Class 5 contains 5311 members Mstep: Class 6 contains 1649 members Mstep: Class 7 contains 3598 members Mstep: Class 8 contains 2120 members Mstep: Class 9 contains 1054 members Mstep: Class 10 contains 93 members Mstep: Class 11 contains 3477 members Mstep: Class 12 contains 22269 members Mstep: Class 13 contains 22656 members Mstep: Class 14 contains 12269 members Mstep: Class 15 contains 10449 members Mstep: Class 16 contains 12284 members Mstep: Class 17 contains 8078 members Mstep: Class 18 contains 8034 members Mstep: Class 19 contains 24329 members Mstep: Class 20 contains 2419 members Mstep: Class 21 contains 2319 members Mstep: Class 22 contains 95 members Mstep: Class 23 contains 284 members Mstep: Class 24 contains 6390 members Mstep: Class 25 contains 142527 members Mstep: Class 26 contains 28648 members Mstep: Class 27 contains 12304 members Mstep: Class 28 contains 10910 members Mstep: Class 29 contains 3938 members Mstep: Class 30 contains 901 members Mstep: Class 31 contains 391 members Mstep: Class 32 contains 5798 members Mstep: Class 33 contains 213 members Mstep: Class 34 contains 3914 members Mstep: Class 35 contains 1327 members Mstep: Class 36 contains 12687 members Entering Unmasked Estep ConsiderDeletion Score: -22976734.000000 Penalty: 21255.964844 Iteration 212Q: 37 clusters Score -2.297673e+07 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 24 members Mstep: Class 1 contains 602 members Mstep: Class 2 contains 38062 members Mstep: Class 3 contains 19053 members Mstep: Class 4 contains 1776 members Mstep: Class 5 contains 5312 members Mstep: Class 6 contains 1649 members Mstep: Class 7 contains 3598 members Mstep: Class 8 contains 2120 members Mstep: Class 9 contains 1054 members Mstep: Class 10 contains 93 members Mstep: Class 11 contains 3478 members Mstep: Class 12 contains 22274 members Mstep: Class 13 contains 22656 members Mstep: Class 14 contains 12269 members Mstep: Class 15 contains 10449 members Mstep: Class 16 contains 12285 members Mstep: Class 17 contains 8081 members Mstep: Class 18 contains 8030 members Mstep: Class 19 contains 24329 members Mstep: Class 20 contains 2419 members Mstep: Class 21 contains 2319 members Mstep: Class 22 contains 95 members Mstep: Class 23 contains 284 members Mstep: Class 24 contains 6391 members Mstep: Class 25 contains 142527 members Mstep: Class 26 contains 28648 members Mstep: Class 27 contains 12304 members Mstep: Class 28 contains 10910 members Mstep: Class 29 contains 3938 members Mstep: Class 30 contains 901 members Mstep: Class 31 contains 391 members Mstep: Class 32 contains 5798 members Mstep: Class 33 contains 213 members Mstep: Class 34 contains 3914 members Mstep: Class 35 contains 1326 members Mstep: Class 36 contains 12687 members Entering Unmasked Estep ConsiderDeletion Score: -22976718.000000 Penalty: 21255.964844 Iteration 213Q: 37 clusters Score -2.297672e+07 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 24 members Mstep: Class 1 contains 602 members Mstep: Class 2 contains 38054 members Mstep: Class 3 contains 19054 members Mstep: Class 4 contains 1776 members Mstep: Class 5 contains 5314 members Mstep: Class 6 contains 1649 members Mstep: Class 7 contains 3598 members Mstep: Class 8 contains 2120 members Mstep: Class 9 contains 1054 members Mstep: Class 10 contains 93 members Mstep: Class 11 contains 3479 members Mstep: Class 12 contains 22276 members Mstep: Class 13 contains 22656 members Mstep: Class 14 contains 12269 members Mstep: Class 15 contains 10449 members Mstep: Class 16 contains 12288 members Mstep: Class 17 contains 8083 members Mstep: Class 18 contains 8025 members Mstep: Class 19 contains 24329 members Mstep: Class 20 contains 2419 members Mstep: Class 21 contains 2319 members Mstep: Class 22 contains 95 members Mstep: Class 23 contains 284 members Mstep: Class 24 contains 6393 members Mstep: Class 25 contains 142526 members Mstep: Class 26 contains 28648 members Mstep: Class 27 contains 12305 members Mstep: Class 28 contains 10910 members Mstep: Class 29 contains 3939 members Mstep: Class 30 contains 901 members Mstep: Class 31 contains 391 members Mstep: Class 32 contains 5798 members Mstep: Class 33 contains 213 members Mstep: Class 34 contains 3914 members Mstep: Class 35 contains 1326 members Mstep: Class 36 contains 12686 members Entering Unmasked Estep ConsiderDeletion Score: -22976704.000000 Penalty: 21255.964844 Iteration 214Q: 37 clusters Score -2.29767e+07 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 24 members Mstep: Class 1 contains 602 members Mstep: Class 2 contains 38055 members Mstep: Class 3 contains 19055 members Mstep: Class 4 contains 1776 members Mstep: Class 5 contains 5315 members Mstep: Class 6 contains 1649 members Mstep: Class 7 contains 3598 members Mstep: Class 8 contains 2120 members Mstep: Class 9 contains 1054 members Mstep: Class 10 contains 93 members Mstep: Class 11 contains 3479 members Mstep: Class 12 contains 22277 members Mstep: Class 13 contains 22657 members Mstep: Class 14 contains 12269 members Mstep: Class 15 contains 10449 members Mstep: Class 16 contains 12288 members Mstep: Class 17 contains 8081 members Mstep: Class 18 contains 8022 members Mstep: Class 19 contains 24329 members Mstep: Class 20 contains 2419 members Mstep: Class 21 contains 2319 members Mstep: Class 22 contains 95 members Mstep: Class 23 contains 284 members Mstep: Class 24 contains 6395 members Mstep: Class 25 contains 142523 members Mstep: Class 26 contains 28648 members Mstep: Class 27 contains 12306 members Mstep: Class 28 contains 10910 members Mstep: Class 29 contains 3939 members Mstep: Class 30 contains 901 members Mstep: Class 31 contains 391 members Mstep: Class 32 contains 5798 members Mstep: Class 33 contains 213 members Mstep: Class 34 contains 3914 members Mstep: Class 35 contains 1326 members Mstep: Class 36 contains 12686 members Entering Unmasked Estep ConsiderDeletion Score: -22976706.000000 Penalty: 21255.964844 Iteration 215Q: 37 clusters Score -2.297671e+07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 24 members Mstep: Class 1 contains 602 members Mstep: Class 2 contains 38055 members Mstep: Class 3 contains 19056 members Mstep: Class 4 contains 1776 members Mstep: Class 5 contains 5314 members Mstep: Class 6 contains 1649 members Mstep: Class 7 contains 3598 members Mstep: Class 8 contains 2120 members Mstep: Class 9 contains 1054 members Mstep: Class 10 contains 93 members Mstep: Class 11 contains 3479 members Mstep: Class 12 contains 22276 members Mstep: Class 13 contains 22657 members Mstep: Class 14 contains 12269 members Mstep: Class 15 contains 10450 members Mstep: Class 16 contains 12288 members Mstep: Class 17 contains 8079 members Mstep: Class 18 contains 8021 members Mstep: Class 19 contains 24329 members Mstep: Class 20 contains 2419 members Mstep: Class 21 contains 2319 members Mstep: Class 22 contains 95 members Mstep: Class 23 contains 284 members Mstep: Class 24 contains 6399 members Mstep: Class 25 contains 142519 members Mstep: Class 26 contains 28648 members Mstep: Class 27 contains 12308 members Mstep: Class 28 contains 10911 members Mstep: Class 29 contains 3939 members Mstep: Class 30 contains 901 members Mstep: Class 31 contains 391 members Mstep: Class 32 contains 5798 members Mstep: Class 33 contains 213 members Mstep: Class 34 contains 3914 members Mstep: Class 35 contains 1326 members Mstep: Class 36 contains 12686 members Entering Unmasked Estep ConsiderDeletion Score: -22976694.000000 Penalty: 21255.964844 Iteration 216Q: 37 clusters Score -2.297669e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 24 members Mstep: Class 1 contains 602 members Mstep: Class 2 contains 38056 members Mstep: Class 3 contains 19057 members Mstep: Class 4 contains 1776 members Mstep: Class 5 contains 5314 members Mstep: Class 6 contains 1649 members Mstep: Class 7 contains 3598 members Mstep: Class 8 contains 2120 members Mstep: Class 9 contains 1054 members Mstep: Class 10 contains 93 members Mstep: Class 11 contains 3479 members Mstep: Class 12 contains 22275 members Mstep: Class 13 contains 22657 members Mstep: Class 14 contains 12269 members Mstep: Class 15 contains 10449 members Mstep: Class 16 contains 12287 members Mstep: Class 17 contains 8079 members Mstep: Class 18 contains 8019 members Mstep: Class 19 contains 24329 members Mstep: Class 20 contains 2419 members Mstep: Class 21 contains 2319 members Mstep: Class 22 contains 95 members Mstep: Class 23 contains 284 members Mstep: Class 24 contains 6400 members Mstep: Class 25 contains 142516 members Mstep: Class 26 contains 28648 members Mstep: Class 27 contains 12311 members Mstep: Class 28 contains 10913 members Mstep: Class 29 contains 3939 members Mstep: Class 30 contains 901 members Mstep: Class 31 contains 391 members Mstep: Class 32 contains 5798 members Mstep: Class 33 contains 213 members Mstep: Class 34 contains 3914 members Mstep: Class 35 contains 1326 members Mstep: Class 36 contains 12686 members Entering Unmasked Estep ConsiderDeletion Score: -22976704.000000 Penalty: 21255.964844 Iteration 217Q: 37 clusters Score -2.29767e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 24 members Mstep: Class 1 contains 602 members Mstep: Class 2 contains 38058 members Mstep: Class 3 contains 19057 members Mstep: Class 4 contains 1775 members Mstep: Class 5 contains 5314 members Mstep: Class 6 contains 1649 members Mstep: Class 7 contains 3598 members Mstep: Class 8 contains 2120 members Mstep: Class 9 contains 1054 members Mstep: Class 10 contains 93 members Mstep: Class 11 contains 3479 members Mstep: Class 12 contains 22273 members Mstep: Class 13 contains 22657 members Mstep: Class 14 contains 12269 members Mstep: Class 15 contains 10448 members Mstep: Class 16 contains 12286 members Mstep: Class 17 contains 8079 members Mstep: Class 18 contains 8018 members Mstep: Class 19 contains 24329 members Mstep: Class 20 contains 2419 members Mstep: Class 21 contains 2319 members Mstep: Class 22 contains 95 members Mstep: Class 23 contains 284 members Mstep: Class 24 contains 6400 members Mstep: Class 25 contains 142513 members Mstep: Class 26 contains 28648 members Mstep: Class 27 contains 12315 members Mstep: Class 28 contains 10914 members Mstep: Class 29 contains 3939 members Mstep: Class 30 contains 901 members Mstep: Class 31 contains 391 members Mstep: Class 32 contains 5798 members Mstep: Class 33 contains 213 members Mstep: Class 34 contains 3915 members Mstep: Class 35 contains 1327 members Mstep: Class 36 contains 12686 members Entering Unmasked Estep ConsiderDeletion Score: -22976698.000000 Penalty: 21255.964844 Iteration 218Q: 37 clusters Score -2.29767e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 24 members Mstep: Class 1 contains 602 members Mstep: Class 2 contains 38061 members Mstep: Class 3 contains 19057 members Mstep: Class 4 contains 1775 members Mstep: Class 5 contains 5314 members Mstep: Class 6 contains 1649 members Mstep: Class 7 contains 3598 members Mstep: Class 8 contains 2120 members Mstep: Class 9 contains 1054 members Mstep: Class 10 contains 93 members Mstep: Class 11 contains 3479 members Mstep: Class 12 contains 22273 members Mstep: Class 13 contains 22658 members Mstep: Class 14 contains 12269 members Mstep: Class 15 contains 10448 members Mstep: Class 16 contains 12286 members Mstep: Class 17 contains 8079 members Mstep: Class 18 contains 8017 members Mstep: Class 19 contains 24329 members Mstep: Class 20 contains 2419 members Mstep: Class 21 contains 2319 members Mstep: Class 22 contains 95 members Mstep: Class 23 contains 284 members Mstep: Class 24 contains 6400 members Mstep: Class 25 contains 142507 members Mstep: Class 26 contains 28648 members Mstep: Class 27 contains 12318 members Mstep: Class 28 contains 10914 members Mstep: Class 29 contains 3939 members Mstep: Class 30 contains 901 members Mstep: Class 31 contains 391 members Mstep: Class 32 contains 5798 members Mstep: Class 33 contains 213 members Mstep: Class 34 contains 3915 members Mstep: Class 35 contains 1327 members Mstep: Class 36 contains 12686 members Entering Unmasked Estep ConsiderDeletion Score: -22976702.000000 Penalty: 21255.964844 Iteration 219Q: 37 clusters Score -2.29767e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 24 members Mstep: Class 1 contains 602 members Mstep: Class 2 contains 38061 members Mstep: Class 3 contains 19058 members Mstep: Class 4 contains 1775 members Mstep: Class 5 contains 5314 members Mstep: Class 6 contains 1649 members Mstep: Class 7 contains 3598 members Mstep: Class 8 contains 2120 members Mstep: Class 9 contains 1054 members Mstep: Class 10 contains 93 members Mstep: Class 11 contains 3479 members Mstep: Class 12 contains 22273 members Mstep: Class 13 contains 22660 members Mstep: Class 14 contains 12269 members Mstep: Class 15 contains 10448 members Mstep: Class 16 contains 12286 members Mstep: Class 17 contains 8079 members Mstep: Class 18 contains 8017 members Mstep: Class 19 contains 24329 members Mstep: Class 20 contains 2419 members Mstep: Class 21 contains 2319 members Mstep: Class 22 contains 95 members Mstep: Class 23 contains 284 members Mstep: Class 24 contains 6400 members Mstep: Class 25 contains 142500 members Mstep: Class 26 contains 28648 members Mstep: Class 27 contains 12323 members Mstep: Class 28 contains 10914 members Mstep: Class 29 contains 3939 members Mstep: Class 30 contains 901 members Mstep: Class 31 contains 391 members Mstep: Class 32 contains 5798 members Mstep: Class 33 contains 213 members Mstep: Class 34 contains 3915 members Mstep: Class 35 contains 1326 members Mstep: Class 36 contains 12686 members Entering Unmasked Estep ConsiderDeletion Score: -22976686.000000 Penalty: 21255.964844 Iteration 220F: 37 clusters Score -2.297669e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 24 members Mstep: Class 1 contains 602 members Mstep: Class 2 contains 38063 members Mstep: Class 3 contains 19058 members Mstep: Class 4 contains 1775 members Mstep: Class 5 contains 5314 members Mstep: Class 6 contains 1649 members Mstep: Class 7 contains 3598 members Mstep: Class 8 contains 2120 members Mstep: Class 9 contains 1054 members Mstep: Class 10 contains 93 members Mstep: Class 11 contains 3479 members Mstep: Class 12 contains 22273 members Mstep: Class 13 contains 22661 members Mstep: Class 14 contains 12269 members Mstep: Class 15 contains 10448 members Mstep: Class 16 contains 12285 members Mstep: Class 17 contains 8079 members Mstep: Class 18 contains 8017 members Mstep: Class 19 contains 24329 members Mstep: Class 20 contains 2419 members Mstep: Class 21 contains 2319 members Mstep: Class 22 contains 95 members Mstep: Class 23 contains 284 members Mstep: Class 24 contains 6401 members Mstep: Class 25 contains 142495 members Mstep: Class 26 contains 28648 members Mstep: Class 27 contains 12326 members Mstep: Class 28 contains 10914 members Mstep: Class 29 contains 3939 members Mstep: Class 30 contains 901 members Mstep: Class 31 contains 391 members Mstep: Class 32 contains 5798 members Mstep: Class 33 contains 213 members Mstep: Class 34 contains 3915 members Mstep: Class 35 contains 1325 members Mstep: Class 36 contains 12686 members Entering Unmasked Estep ConsiderDeletion Score: -22976682.000000 Penalty: 21255.964844 Iteration 221Q: 37 clusters Score -2.297668e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 24 members Mstep: Class 1 contains 602 members Mstep: Class 2 contains 38065 members Mstep: Class 3 contains 19058 members Mstep: Class 4 contains 1775 members Mstep: Class 5 contains 5314 members Mstep: Class 6 contains 1649 members Mstep: Class 7 contains 3598 members Mstep: Class 8 contains 2120 members Mstep: Class 9 contains 1054 members Mstep: Class 10 contains 93 members Mstep: Class 11 contains 3479 members Mstep: Class 12 contains 22272 members Mstep: Class 13 contains 22663 members Mstep: Class 14 contains 12269 members Mstep: Class 15 contains 10448 members Mstep: Class 16 contains 12285 members Mstep: Class 17 contains 8079 members Mstep: Class 18 contains 8017 members Mstep: Class 19 contains 24329 members Mstep: Class 20 contains 2419 members Mstep: Class 21 contains 2319 members Mstep: Class 22 contains 95 members Mstep: Class 23 contains 284 members Mstep: Class 24 contains 6402 members Mstep: Class 25 contains 142491 members Mstep: Class 26 contains 28648 members Mstep: Class 27 contains 12327 members Mstep: Class 28 contains 10913 members Mstep: Class 29 contains 3939 members Mstep: Class 30 contains 901 members Mstep: Class 31 contains 391 members Mstep: Class 32 contains 5798 members Mstep: Class 33 contains 213 members Mstep: Class 34 contains 3915 members Mstep: Class 35 contains 1325 members Mstep: Class 36 contains 12686 members Entering Unmasked Estep ConsiderDeletion Score: -22976694.000000 Penalty: 21255.964844 Iteration 222Q: 37 clusters Score -2.297669e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 24 members Mstep: Class 1 contains 602 members Mstep: Class 2 contains 38066 members Mstep: Class 3 contains 19058 members Mstep: Class 4 contains 1775 members Mstep: Class 5 contains 5314 members Mstep: Class 6 contains 1649 members Mstep: Class 7 contains 3598 members Mstep: Class 8 contains 2120 members Mstep: Class 9 contains 1054 members Mstep: Class 10 contains 93 members Mstep: Class 11 contains 3479 members Mstep: Class 12 contains 22272 members Mstep: Class 13 contains 22665 members Mstep: Class 14 contains 12269 members Mstep: Class 15 contains 10448 members Mstep: Class 16 contains 12286 members Mstep: Class 17 contains 8079 members Mstep: Class 18 contains 8017 members Mstep: Class 19 contains 24329 members Mstep: Class 20 contains 2419 members Mstep: Class 21 contains 2319 members Mstep: Class 22 contains 95 members Mstep: Class 23 contains 284 members Mstep: Class 24 contains 6402 members Mstep: Class 25 contains 142486 members Mstep: Class 26 contains 28648 members Mstep: Class 27 contains 12328 members Mstep: Class 28 contains 10913 members Mstep: Class 29 contains 3939 members Mstep: Class 30 contains 901 members Mstep: Class 31 contains 391 members Mstep: Class 32 contains 5798 members Mstep: Class 33 contains 213 members Mstep: Class 34 contains 3915 members Mstep: Class 35 contains 1325 members Mstep: Class 36 contains 12686 members Entering Unmasked Estep ConsiderDeletion Score: -22976696.000000 Penalty: 21255.964844 Iteration 223Q: 37 clusters Score -2.29767e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 24 members Mstep: Class 1 contains 602 members Mstep: Class 2 contains 38067 members Mstep: Class 3 contains 19058 members Mstep: Class 4 contains 1775 members Mstep: Class 5 contains 5314 members Mstep: Class 6 contains 1649 members Mstep: Class 7 contains 3598 members Mstep: Class 8 contains 2120 members Mstep: Class 9 contains 1054 members Mstep: Class 10 contains 93 members Mstep: Class 11 contains 3479 members Mstep: Class 12 contains 22272 members Mstep: Class 13 contains 22665 members Mstep: Class 14 contains 12269 members Mstep: Class 15 contains 10449 members Mstep: Class 16 contains 12288 members Mstep: Class 17 contains 8079 members Mstep: Class 18 contains 8016 members Mstep: Class 19 contains 24329 members Mstep: Class 20 contains 2419 members Mstep: Class 21 contains 2319 members Mstep: Class 22 contains 95 members Mstep: Class 23 contains 284 members Mstep: Class 24 contains 6402 members Mstep: Class 25 contains 142479 members Mstep: Class 26 contains 28648 members Mstep: Class 27 contains 12332 members Mstep: Class 28 contains 10913 members Mstep: Class 29 contains 3939 members Mstep: Class 30 contains 901 members Mstep: Class 31 contains 391 members Mstep: Class 32 contains 5798 members Mstep: Class 33 contains 213 members Mstep: Class 34 contains 3915 members Mstep: Class 35 contains 1325 members Mstep: Class 36 contains 12686 members Entering Unmasked Estep ConsiderDeletion Score: -22976706.000000 Penalty: 21255.964844 Iteration 224Q: 37 clusters Score -2.297671e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 24 members Mstep: Class 1 contains 602 members Mstep: Class 2 contains 38070 members Mstep: Class 3 contains 19058 members Mstep: Class 4 contains 1775 members Mstep: Class 5 contains 5314 members Mstep: Class 6 contains 1649 members Mstep: Class 7 contains 3598 members Mstep: Class 8 contains 2120 members Mstep: Class 9 contains 1054 members Mstep: Class 10 contains 93 members Mstep: Class 11 contains 3479 members Mstep: Class 12 contains 22272 members Mstep: Class 13 contains 22665 members Mstep: Class 14 contains 12269 members Mstep: Class 15 contains 10450 members Mstep: Class 16 contains 12288 members Mstep: Class 17 contains 8079 members Mstep: Class 18 contains 8014 members Mstep: Class 19 contains 24329 members Mstep: Class 20 contains 2419 members Mstep: Class 21 contains 2319 members Mstep: Class 22 contains 95 members Mstep: Class 23 contains 284 members Mstep: Class 24 contains 6402 members Mstep: Class 25 contains 142472 members Mstep: Class 26 contains 28648 members Mstep: Class 27 contains 12337 members Mstep: Class 28 contains 10913 members Mstep: Class 29 contains 3939 members Mstep: Class 30 contains 901 members Mstep: Class 31 contains 391 members Mstep: Class 32 contains 5798 members Mstep: Class 33 contains 213 members Mstep: Class 34 contains 3915 members Mstep: Class 35 contains 1325 members Mstep: Class 36 contains 12686 members Entering Unmasked Estep ConsiderDeletion Score: -22976696.000000 Penalty: 21255.964844 Iteration 225Q: 37 clusters Score -2.29767e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 24 members Mstep: Class 1 contains 602 members Mstep: Class 2 contains 38073 members Mstep: Class 3 contains 19058 members Mstep: Class 4 contains 1774 members Mstep: Class 5 contains 5314 members Mstep: Class 6 contains 1649 members Mstep: Class 7 contains 3598 members Mstep: Class 8 contains 2120 members Mstep: Class 9 contains 1054 members Mstep: Class 10 contains 93 members Mstep: Class 11 contains 3479 members Mstep: Class 12 contains 22271 members Mstep: Class 13 contains 22665 members Mstep: Class 14 contains 12269 members Mstep: Class 15 contains 10451 members Mstep: Class 16 contains 12288 members Mstep: Class 17 contains 8079 members Mstep: Class 18 contains 8011 members Mstep: Class 19 contains 24329 members Mstep: Class 20 contains 2419 members Mstep: Class 21 contains 2319 members Mstep: Class 22 contains 95 members Mstep: Class 23 contains 284 members Mstep: Class 24 contains 6402 members Mstep: Class 25 contains 142468 members Mstep: Class 26 contains 28648 members Mstep: Class 27 contains 12341 members Mstep: Class 28 contains 10914 members Mstep: Class 29 contains 3939 members Mstep: Class 30 contains 901 members Mstep: Class 31 contains 391 members Mstep: Class 32 contains 5798 members Mstep: Class 33 contains 213 members Mstep: Class 34 contains 3915 members Mstep: Class 35 contains 1325 members Mstep: Class 36 contains 12686 members Entering Unmasked Estep ConsiderDeletion Score: -22976674.000000 Penalty: 21255.964844 Iteration 226Q: 37 clusters Score -2.297667e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 24 members Mstep: Class 1 contains 602 members Mstep: Class 2 contains 38077 members Mstep: Class 3 contains 19058 members Mstep: Class 4 contains 1774 members Mstep: Class 5 contains 5314 members Mstep: Class 6 contains 1649 members Mstep: Class 7 contains 3598 members Mstep: Class 8 contains 2120 members Mstep: Class 9 contains 1054 members Mstep: Class 10 contains 93 members Mstep: Class 11 contains 3479 members Mstep: Class 12 contains 22270 members Mstep: Class 13 contains 22666 members Mstep: Class 14 contains 12269 members Mstep: Class 15 contains 10453 members Mstep: Class 16 contains 12289 members Mstep: Class 17 contains 8079 members Mstep: Class 18 contains 8008 members Mstep: Class 19 contains 24329 members Mstep: Class 20 contains 2419 members Mstep: Class 21 contains 2319 members Mstep: Class 22 contains 95 members Mstep: Class 23 contains 284 members Mstep: Class 24 contains 6402 members Mstep: Class 25 contains 142466 members Mstep: Class 26 contains 28648 members Mstep: Class 27 contains 12340 members Mstep: Class 28 contains 10914 members Mstep: Class 29 contains 3938 members Mstep: Class 30 contains 901 members Mstep: Class 31 contains 391 members Mstep: Class 32 contains 5798 members Mstep: Class 33 contains 213 members Mstep: Class 34 contains 3915 members Mstep: Class 35 contains 1325 members Mstep: Class 36 contains 12686 members Entering Unmasked Estep ConsiderDeletion Score: -22976690.000000 Penalty: 21255.964844 Iteration 227Q: 37 clusters Score -2.297669e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 24 members Mstep: Class 1 contains 602 members Mstep: Class 2 contains 38082 members Mstep: Class 3 contains 19059 members Mstep: Class 4 contains 1774 members Mstep: Class 5 contains 5314 members Mstep: Class 6 contains 1649 members Mstep: Class 7 contains 3598 members Mstep: Class 8 contains 2120 members Mstep: Class 9 contains 1054 members Mstep: Class 10 contains 93 members Mstep: Class 11 contains 3479 members Mstep: Class 12 contains 22267 members Mstep: Class 13 contains 22667 members Mstep: Class 14 contains 12269 members Mstep: Class 15 contains 10454 members Mstep: Class 16 contains 12289 members Mstep: Class 17 contains 8079 members Mstep: Class 18 contains 8004 members Mstep: Class 19 contains 24329 members Mstep: Class 20 contains 2419 members Mstep: Class 21 contains 2319 members Mstep: Class 22 contains 95 members Mstep: Class 23 contains 284 members Mstep: Class 24 contains 6402 members Mstep: Class 25 contains 142465 members Mstep: Class 26 contains 28648 members Mstep: Class 27 contains 12339 members Mstep: Class 28 contains 10914 members Mstep: Class 29 contains 3939 members Mstep: Class 30 contains 901 members Mstep: Class 31 contains 391 members Mstep: Class 32 contains 5798 members Mstep: Class 33 contains 213 members Mstep: Class 34 contains 3915 members Mstep: Class 35 contains 1325 members Mstep: Class 36 contains 12686 members Entering Unmasked Estep ConsiderDeletion Score: -22976678.000000 Penalty: 21255.964844 Iteration 228Q: 37 clusters Score -2.297668e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 24 members Mstep: Class 1 contains 602 members Mstep: Class 2 contains 38085 members Mstep: Class 3 contains 19061 members Mstep: Class 4 contains 1774 members Mstep: Class 5 contains 5313 members Mstep: Class 6 contains 1649 members Mstep: Class 7 contains 3598 members Mstep: Class 8 contains 2120 members Mstep: Class 9 contains 1054 members Mstep: Class 10 contains 93 members Mstep: Class 11 contains 3480 members Mstep: Class 12 contains 22266 members Mstep: Class 13 contains 22669 members Mstep: Class 14 contains 12269 members Mstep: Class 15 contains 10455 members Mstep: Class 16 contains 12289 members Mstep: Class 17 contains 8079 members Mstep: Class 18 contains 8005 members Mstep: Class 19 contains 24329 members Mstep: Class 20 contains 2419 members Mstep: Class 21 contains 2319 members Mstep: Class 22 contains 95 members Mstep: Class 23 contains 284 members Mstep: Class 24 contains 6402 members Mstep: Class 25 contains 142457 members Mstep: Class 26 contains 28648 members Mstep: Class 27 contains 12339 members Mstep: Class 28 contains 10915 members Mstep: Class 29 contains 3938 members Mstep: Class 30 contains 901 members Mstep: Class 31 contains 391 members Mstep: Class 32 contains 5798 members Mstep: Class 33 contains 213 members Mstep: Class 34 contains 3915 members Mstep: Class 35 contains 1325 members Mstep: Class 36 contains 12686 members Entering Unmasked Estep ConsiderDeletion Score: -22976692.000000 Penalty: 21255.964844 Iteration 229Q: 37 clusters Score -2.297669e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 24 members Mstep: Class 1 contains 602 members Mstep: Class 2 contains 38086 members Mstep: Class 3 contains 19062 members Mstep: Class 4 contains 1774 members Mstep: Class 5 contains 5313 members Mstep: Class 6 contains 1649 members Mstep: Class 7 contains 3598 members Mstep: Class 8 contains 2120 members Mstep: Class 9 contains 1054 members Mstep: Class 10 contains 93 members Mstep: Class 11 contains 3481 members Mstep: Class 12 contains 22265 members Mstep: Class 13 contains 22670 members Mstep: Class 14 contains 12269 members Mstep: Class 15 contains 10455 members Mstep: Class 16 contains 12289 members Mstep: Class 17 contains 8079 members Mstep: Class 18 contains 8002 members Mstep: Class 19 contains 24329 members Mstep: Class 20 contains 2419 members Mstep: Class 21 contains 2319 members Mstep: Class 22 contains 95 members Mstep: Class 23 contains 284 members Mstep: Class 24 contains 6402 members Mstep: Class 25 contains 142454 members Mstep: Class 26 contains 28648 members Mstep: Class 27 contains 12340 members Mstep: Class 28 contains 10916 members Mstep: Class 29 contains 3938 members Mstep: Class 30 contains 901 members Mstep: Class 31 contains 391 members Mstep: Class 32 contains 5798 members Mstep: Class 33 contains 213 members Mstep: Class 34 contains 3916 members Mstep: Class 35 contains 1325 members Mstep: Class 36 contains 12686 members Entering Unmasked Estep ConsiderDeletion Score: -22976684.000000 Penalty: 21255.964844 Iteration 230Q: 37 clusters Score -2.297668e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 24 members Mstep: Class 1 contains 602 members Mstep: Class 2 contains 38087 members Mstep: Class 3 contains 19064 members Mstep: Class 4 contains 1773 members Mstep: Class 5 contains 5313 members Mstep: Class 6 contains 1649 members Mstep: Class 7 contains 3598 members Mstep: Class 8 contains 2120 members Mstep: Class 9 contains 1054 members Mstep: Class 10 contains 93 members Mstep: Class 11 contains 3481 members Mstep: Class 12 contains 22265 members Mstep: Class 13 contains 22672 members Mstep: Class 14 contains 12269 members Mstep: Class 15 contains 10455 members Mstep: Class 16 contains 12290 members Mstep: Class 17 contains 8079 members Mstep: Class 18 contains 7998 members Mstep: Class 19 contains 24329 members Mstep: Class 20 contains 2419 members Mstep: Class 21 contains 2319 members Mstep: Class 22 contains 95 members Mstep: Class 23 contains 284 members Mstep: Class 24 contains 6402 members Mstep: Class 25 contains 142452 members Mstep: Class 26 contains 28648 members Mstep: Class 27 contains 12340 members Mstep: Class 28 contains 10917 members Mstep: Class 29 contains 3938 members Mstep: Class 30 contains 901 members Mstep: Class 31 contains 391 members Mstep: Class 32 contains 5798 members Mstep: Class 33 contains 213 members Mstep: Class 34 contains 3916 members Mstep: Class 35 contains 1325 members Mstep: Class 36 contains 12686 members Entering Unmasked Estep ConsiderDeletion Score: -22976674.000000 Penalty: 21255.964844 Iteration 231Q: 37 clusters Score -2.297667e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 24 members Mstep: Class 1 contains 602 members Mstep: Class 2 contains 38088 members Mstep: Class 3 contains 19064 members Mstep: Class 4 contains 1773 members Mstep: Class 5 contains 5313 members Mstep: Class 6 contains 1649 members Mstep: Class 7 contains 3598 members Mstep: Class 8 contains 2120 members Mstep: Class 9 contains 1054 members Mstep: Class 10 contains 93 members Mstep: Class 11 contains 3481 members Mstep: Class 12 contains 22265 members Mstep: Class 13 contains 22672 members Mstep: Class 14 contains 12269 members Mstep: Class 15 contains 10455 members Mstep: Class 16 contains 12290 members Mstep: Class 17 contains 8079 members Mstep: Class 18 contains 7994 members Mstep: Class 19 contains 24329 members Mstep: Class 20 contains 2419 members Mstep: Class 21 contains 2319 members Mstep: Class 22 contains 95 members Mstep: Class 23 contains 284 members Mstep: Class 24 contains 6402 members Mstep: Class 25 contains 142455 members Mstep: Class 26 contains 28648 members Mstep: Class 27 contains 12340 members Mstep: Class 28 contains 10917 members Mstep: Class 29 contains 3938 members Mstep: Class 30 contains 901 members Mstep: Class 31 contains 391 members Mstep: Class 32 contains 5798 members Mstep: Class 33 contains 213 members Mstep: Class 34 contains 3916 members Mstep: Class 35 contains 1325 members Mstep: Class 36 contains 12686 members Entering Unmasked Estep ConsiderDeletion Score: -22976678.000000 Penalty: 21255.964844 Iteration 232Q: 37 clusters Score -2.297668e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 24 members Mstep: Class 1 contains 602 members Mstep: Class 2 contains 38092 members Mstep: Class 3 contains 19064 members Mstep: Class 4 contains 1773 members Mstep: Class 5 contains 5313 members Mstep: Class 6 contains 1649 members Mstep: Class 7 contains 3598 members Mstep: Class 8 contains 2120 members Mstep: Class 9 contains 1054 members Mstep: Class 10 contains 93 members Mstep: Class 11 contains 3481 members Mstep: Class 12 contains 22264 members Mstep: Class 13 contains 22672 members Mstep: Class 14 contains 12269 members Mstep: Class 15 contains 10455 members Mstep: Class 16 contains 12290 members Mstep: Class 17 contains 8079 members Mstep: Class 18 contains 7988 members Mstep: Class 19 contains 24329 members Mstep: Class 20 contains 2419 members Mstep: Class 21 contains 2319 members Mstep: Class 22 contains 95 members Mstep: Class 23 contains 284 members Mstep: Class 24 contains 6402 members Mstep: Class 25 contains 142458 members Mstep: Class 26 contains 28648 members Mstep: Class 27 contains 12340 members Mstep: Class 28 contains 10917 members Mstep: Class 29 contains 3938 members Mstep: Class 30 contains 901 members Mstep: Class 31 contains 391 members Mstep: Class 32 contains 5798 members Mstep: Class 33 contains 213 members Mstep: Class 34 contains 3916 members Mstep: Class 35 contains 1325 members Mstep: Class 36 contains 12686 members Entering Unmasked Estep ConsiderDeletion Score: -22976690.000000 Penalty: 21255.964844 Iteration 233Q: 37 clusters Score -2.297669e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 24 members Mstep: Class 1 contains 602 members Mstep: Class 2 contains 38094 members Mstep: Class 3 contains 19064 members Mstep: Class 4 contains 1773 members Mstep: Class 5 contains 5313 members Mstep: Class 6 contains 1649 members Mstep: Class 7 contains 3598 members Mstep: Class 8 contains 2120 members Mstep: Class 9 contains 1054 members Mstep: Class 10 contains 93 members Mstep: Class 11 contains 3481 members Mstep: Class 12 contains 22264 members Mstep: Class 13 contains 22673 members Mstep: Class 14 contains 12269 members Mstep: Class 15 contains 10455 members Mstep: Class 16 contains 12290 members Mstep: Class 17 contains 8079 members Mstep: Class 18 contains 7982 members Mstep: Class 19 contains 24329 members Mstep: Class 20 contains 2419 members Mstep: Class 21 contains 2319 members Mstep: Class 22 contains 95 members Mstep: Class 23 contains 284 members Mstep: Class 24 contains 6402 members Mstep: Class 25 contains 142461 members Mstep: Class 26 contains 28648 members Mstep: Class 27 contains 12340 members Mstep: Class 28 contains 10917 members Mstep: Class 29 contains 3938 members Mstep: Class 30 contains 901 members Mstep: Class 31 contains 391 members Mstep: Class 32 contains 5798 members Mstep: Class 33 contains 213 members Mstep: Class 34 contains 3916 members Mstep: Class 35 contains 1325 members Mstep: Class 36 contains 12686 members Entering Unmasked Estep ConsiderDeletion Score: -22976682.000000 Penalty: 21255.964844 Iteration 234Q: 37 clusters Score -2.297668e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 24 members Mstep: Class 1 contains 602 members Mstep: Class 2 contains 38097 members Mstep: Class 3 contains 19064 members Mstep: Class 4 contains 1773 members Mstep: Class 5 contains 5313 members Mstep: Class 6 contains 1649 members Mstep: Class 7 contains 3598 members Mstep: Class 8 contains 2120 members Mstep: Class 9 contains 1054 members Mstep: Class 10 contains 93 members Mstep: Class 11 contains 3481 members Mstep: Class 12 contains 22264 members Mstep: Class 13 contains 22674 members Mstep: Class 14 contains 12269 members Mstep: Class 15 contains 10455 members Mstep: Class 16 contains 12290 members Mstep: Class 17 contains 8079 members Mstep: Class 18 contains 7977 members Mstep: Class 19 contains 24329 members Mstep: Class 20 contains 2419 members Mstep: Class 21 contains 2319 members Mstep: Class 22 contains 95 members Mstep: Class 23 contains 284 members Mstep: Class 24 contains 6402 members Mstep: Class 25 contains 142461 members Mstep: Class 26 contains 28648 members Mstep: Class 27 contains 12341 members Mstep: Class 28 contains 10917 members Mstep: Class 29 contains 3938 members Mstep: Class 30 contains 901 members Mstep: Class 31 contains 391 members Mstep: Class 32 contains 5798 members Mstep: Class 33 contains 213 members Mstep: Class 34 contains 3916 members Mstep: Class 35 contains 1325 members Mstep: Class 36 contains 12686 members Entering Unmasked Estep ConsiderDeletion Score: -22976682.000000 Penalty: 21255.964844 Iteration 235Q: 37 clusters Score -2.297668e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 24 members Mstep: Class 1 contains 602 members Mstep: Class 2 contains 38099 members Mstep: Class 3 contains 19064 members Mstep: Class 4 contains 1773 members Mstep: Class 5 contains 5313 members Mstep: Class 6 contains 1649 members Mstep: Class 7 contains 3598 members Mstep: Class 8 contains 2120 members Mstep: Class 9 contains 1054 members Mstep: Class 10 contains 93 members Mstep: Class 11 contains 3481 members Mstep: Class 12 contains 22264 members Mstep: Class 13 contains 22674 members Mstep: Class 14 contains 12269 members Mstep: Class 15 contains 10455 members Mstep: Class 16 contains 12289 members Mstep: Class 17 contains 8079 members Mstep: Class 18 contains 7971 members Mstep: Class 19 contains 24329 members Mstep: Class 20 contains 2419 members Mstep: Class 21 contains 2319 members Mstep: Class 22 contains 95 members Mstep: Class 23 contains 284 members Mstep: Class 24 contains 6402 members Mstep: Class 25 contains 142466 members Mstep: Class 26 contains 28648 members Mstep: Class 27 contains 12341 members Mstep: Class 28 contains 10917 members Mstep: Class 29 contains 3938 members Mstep: Class 30 contains 901 members Mstep: Class 31 contains 391 members Mstep: Class 32 contains 5798 members Mstep: Class 33 contains 213 members Mstep: Class 34 contains 3916 members Mstep: Class 35 contains 1325 members Mstep: Class 36 contains 12686 members Entering Unmasked Estep ConsiderDeletion Score: -22976702.000000 Penalty: 21255.964844 Iteration 236Q: 37 clusters Score -2.29767e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 24 members Mstep: Class 1 contains 602 members Mstep: Class 2 contains 38100 members Mstep: Class 3 contains 19064 members Mstep: Class 4 contains 1773 members Mstep: Class 5 contains 5313 members Mstep: Class 6 contains 1649 members Mstep: Class 7 contains 3598 members Mstep: Class 8 contains 2120 members Mstep: Class 9 contains 1054 members Mstep: Class 10 contains 93 members Mstep: Class 11 contains 3481 members Mstep: Class 12 contains 22264 members Mstep: Class 13 contains 22674 members Mstep: Class 14 contains 12269 members Mstep: Class 15 contains 10455 members Mstep: Class 16 contains 12288 members Mstep: Class 17 contains 8079 members Mstep: Class 18 contains 7967 members Mstep: Class 19 contains 24329 members Mstep: Class 20 contains 2419 members Mstep: Class 21 contains 2319 members Mstep: Class 22 contains 95 members Mstep: Class 23 contains 284 members Mstep: Class 24 contains 6402 members Mstep: Class 25 contains 142470 members Mstep: Class 26 contains 28648 members Mstep: Class 27 contains 12341 members Mstep: Class 28 contains 10917 members Mstep: Class 29 contains 3938 members Mstep: Class 30 contains 901 members Mstep: Class 31 contains 391 members Mstep: Class 32 contains 5798 members Mstep: Class 33 contains 213 members Mstep: Class 34 contains 3916 members Mstep: Class 35 contains 1325 members Mstep: Class 36 contains 12686 members Entering Unmasked Estep ConsiderDeletion Score: -22976694.000000 Penalty: 21255.964844 Iteration 237Q: 37 clusters Score -2.297669e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 24 members Mstep: Class 1 contains 602 members Mstep: Class 2 contains 38102 members Mstep: Class 3 contains 19064 members Mstep: Class 4 contains 1773 members Mstep: Class 5 contains 5312 members Mstep: Class 6 contains 1649 members Mstep: Class 7 contains 3598 members Mstep: Class 8 contains 2120 members Mstep: Class 9 contains 1054 members Mstep: Class 10 contains 93 members Mstep: Class 11 contains 3481 members Mstep: Class 12 contains 22264 members Mstep: Class 13 contains 22675 members Mstep: Class 14 contains 12269 members Mstep: Class 15 contains 10454 members Mstep: Class 16 contains 12288 members Mstep: Class 17 contains 8079 members Mstep: Class 18 contains 7963 members Mstep: Class 19 contains 24329 members Mstep: Class 20 contains 2419 members Mstep: Class 21 contains 2319 members Mstep: Class 22 contains 95 members Mstep: Class 23 contains 284 members Mstep: Class 24 contains 6402 members Mstep: Class 25 contains 142474 members Mstep: Class 26 contains 28648 members Mstep: Class 27 contains 12341 members Mstep: Class 28 contains 10917 members Mstep: Class 29 contains 3938 members Mstep: Class 30 contains 901 members Mstep: Class 31 contains 391 members Mstep: Class 32 contains 5798 members Mstep: Class 33 contains 213 members Mstep: Class 34 contains 3916 members Mstep: Class 35 contains 1325 members Mstep: Class 36 contains 12685 members Entering Unmasked Estep ConsiderDeletion Score: -22976694.000000 Penalty: 21255.964844 Iteration 238Q: 37 clusters Score -2.297669e+07 nChanged 7 Entering ConstructFrom: Score: -22976694.000000 Penalty: 21255.964844 Entering ConstructFrom: Trying to split cluster 1 (602 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 602 members Entering Unmasked Estep Score: -27482.675781 Penalty: 291.211731 Iteration 0F: 2 clusters Score -27482.68 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 291 members Mstep: Class 2 contains 311 members Entering Unmasked Estep Score: -26955.787109 Penalty: 582.423462 Iteration 0F: 3 clusters Score -26955.79 nChanged 212 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 311 members Mstep: Class 2 contains 291 members Entering Unmasked Estep Score: -27202.949219 Penalty: 582.423462 Iteration 1F: 3 clusters Score -27202.95 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 330 members Mstep: Class 2 contains 272 members Entering Unmasked Estep Score: -27304.496094 Penalty: 582.423462 Iteration 2F: 3 clusters Score -27304.5 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 344 members Mstep: Class 2 contains 258 members Entering Unmasked Estep Score: -27353.859375 Penalty: 582.423462 Iteration 3F: 3 clusters Score -27353.86 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 346 members Mstep: Class 2 contains 256 members Entering Unmasked Estep Score: -27375.935547 Penalty: 582.423462 Iteration 4Q: 3 clusters Score -27375.94 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 349 members Mstep: Class 2 contains 253 members Entering Unmasked Estep Score: -27385.802734 Penalty: 582.423462 Iteration 5Q: 3 clusters Score -27385.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 345 members Mstep: Class 2 contains 257 members Entering Unmasked Estep Score: -27395.853516 Penalty: 582.423462 Iteration 6Q: 3 clusters Score -27395.85 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 338 members Mstep: Class 2 contains 264 members Entering Unmasked Estep Score: -27401.185547 Penalty: 582.423462 Iteration 7Q: 3 clusters Score -27401.19 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 334 members Mstep: Class 2 contains 268 members Entering Unmasked Estep Score: -27402.414062 Penalty: 582.423462 Iteration 8Q: 3 clusters Score -27402.41 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 332 members Mstep: Class 2 contains 270 members Entering Unmasked Estep Score: -27411.208984 Penalty: 582.423462 Iteration 9Q: 3 clusters Score -27411.21 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 328 members Mstep: Class 2 contains 274 members Entering Unmasked Estep Score: -27412.210938 Penalty: 582.423462 Iteration 10Q: 3 clusters Score -27412.21 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 327 members Mstep: Class 2 contains 275 members Entering Unmasked Estep Score: -27412.761719 Penalty: 582.423462 Iteration 11Q: 3 clusters Score -27412.76 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 327 members Mstep: Class 2 contains 275 members Entering Unmasked Estep Score: -27412.761719 Penalty: 582.423462 Iteration 12F: 3 clusters Score -27412.76 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (38104 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38104 members Entering Unmasked Estep Score: -2110450.500000 Penalty: 479.937408 Iteration 0F: 2 clusters Score -2110450 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19015 members Mstep: Class 2 contains 19089 members Entering Unmasked Estep Score: -2085009.500000 Penalty: 959.874817 Iteration 0F: 3 clusters Score -2085010 nChanged 18217 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18136 members Mstep: Class 2 contains 19968 members Entering Unmasked Estep Score: -2096068.375000 Penalty: 959.874817 Iteration 1F: 3 clusters Score -2096068 nChanged 2057 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17669 members Mstep: Class 2 contains 20435 members Entering Unmasked Estep Score: -2097126.125000 Penalty: 959.874817 Iteration 2F: 3 clusters Score -2097126 nChanged 2362 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17247 members Mstep: Class 2 contains 20857 members Entering Unmasked Estep Score: -2098693.500000 Penalty: 959.874817 Iteration 3F: 3 clusters Score -2098694 nChanged 2628 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16811 members Mstep: Class 2 contains 21293 members Entering Unmasked Estep Score: -2100714.000000 Penalty: 959.874817 Iteration 4F: 3 clusters Score -2100714 nChanged 2587 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16432 members Mstep: Class 2 contains 21672 members Entering Unmasked Estep Score: -2102712.000000 Penalty: 959.874817 Iteration 5F: 3 clusters Score -2102712 nChanged 2157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16249 members Mstep: Class 2 contains 21855 members Entering Unmasked Estep Score: -2103949.750000 Penalty: 959.874817 Iteration 6F: 3 clusters Score -2103950 nChanged 1400 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16097 members Mstep: Class 2 contains 22007 members Entering Unmasked Estep Score: -2104505.500000 Penalty: 959.874817 Iteration 7Q: 3 clusters Score -2104506 nChanged 903 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15984 members Mstep: Class 2 contains 22120 members Entering Unmasked Estep Score: -2104835.250000 Penalty: 959.874817 Iteration 8Q: 3 clusters Score -2104835 nChanged 735 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15883 members Mstep: Class 2 contains 22221 members Entering Unmasked Estep Score: -2105126.000000 Penalty: 959.874817 Iteration 9Q: 3 clusters Score -2105126 nChanged 764 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15801 members Mstep: Class 2 contains 22303 members Entering Unmasked Estep Score: -2105453.250000 Penalty: 959.874817 Iteration 10Q: 3 clusters Score -2105453 nChanged 757 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15730 members Mstep: Class 2 contains 22374 members Entering Unmasked Estep Score: -2105803.750000 Penalty: 959.874817 Iteration 11Q: 3 clusters Score -2105804 nChanged 818 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15756 members Mstep: Class 2 contains 22348 members Entering Unmasked Estep Score: -2106221.750000 Penalty: 959.874817 Iteration 12Q: 3 clusters Score -2106222 nChanged 890 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15866 members Mstep: Class 2 contains 22238 members Entering Unmasked Estep Score: -2106661.500000 Penalty: 959.874817 Iteration 13Q: 3 clusters Score -2106662 nChanged 901 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16025 members Mstep: Class 2 contains 22079 members Entering Unmasked Estep Score: -2107121.750000 Penalty: 959.874817 Iteration 14Q: 3 clusters Score -2107122 nChanged 938 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16307 members Mstep: Class 2 contains 21797 members Entering Unmasked Estep Score: -2107610.250000 Penalty: 959.874817 Iteration 15Q: 3 clusters Score -2107610 nChanged 868 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16559 members Mstep: Class 2 contains 21545 members Entering Unmasked Estep Score: -2108050.750000 Penalty: 959.874817 Iteration 16Q: 3 clusters Score -2108051 nChanged 772 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16827 members Mstep: Class 2 contains 21277 members Entering Unmasked Estep Score: -2108418.750000 Penalty: 959.874817 Iteration 17Q: 3 clusters Score -2108419 nChanged 707 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17084 members Mstep: Class 2 contains 21020 members Entering Unmasked Estep Score: -2108675.500000 Penalty: 959.874817 Iteration 18Q: 3 clusters Score -2108676 nChanged 522 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17300 members Mstep: Class 2 contains 20804 members Entering Unmasked Estep Score: -2108841.500000 Penalty: 959.874817 Iteration 19Q: 3 clusters Score -2108842 nChanged 387 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17499 members Mstep: Class 2 contains 20605 members Entering Unmasked Estep Score: -2108955.500000 Penalty: 959.874817 Iteration 20F: 3 clusters Score -2108956 nChanged 318 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17687 members Mstep: Class 2 contains 20417 members Entering Unmasked Estep Score: -2109045.000000 Penalty: 959.874817 Iteration 21Q: 3 clusters Score -2109045 nChanged 295 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17870 members Mstep: Class 2 contains 20234 members Entering Unmasked Estep Score: -2109098.750000 Penalty: 959.874817 Iteration 22Q: 3 clusters Score -2109099 nChanged 235 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18045 members Mstep: Class 2 contains 20059 members Entering Unmasked Estep Score: -2109130.000000 Penalty: 959.874817 Iteration 23Q: 3 clusters Score -2109130 nChanged 214 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18217 members Mstep: Class 2 contains 19887 members Entering Unmasked Estep Score: -2109168.750000 Penalty: 959.874817 Iteration 24Q: 3 clusters Score -2109169 nChanged 195 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18388 members Mstep: Class 2 contains 19716 members Entering Unmasked Estep Score: -2109189.000000 Penalty: 959.874817 Iteration 25Q: 3 clusters Score -2109189 nChanged 160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18534 members Mstep: Class 2 contains 19570 members Entering Unmasked Estep Score: -2109203.500000 Penalty: 959.874817 Iteration 26Q: 3 clusters Score -2109204 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18655 members Mstep: Class 2 contains 19449 members Entering Unmasked Estep Score: -2109223.500000 Penalty: 959.874817 Iteration 27Q: 3 clusters Score -2109224 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18773 members Mstep: Class 2 contains 19331 members Entering Unmasked Estep Score: -2109228.000000 Penalty: 959.874817 Iteration 28Q: 3 clusters Score -2109228 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18901 members Mstep: Class 2 contains 19203 members Entering Unmasked Estep Score: -2109245.750000 Penalty: 959.874817 Iteration 29Q: 3 clusters Score -2109246 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19016 members Mstep: Class 2 contains 19088 members Entering Unmasked Estep Score: -2109251.250000 Penalty: 959.874817 Iteration 30Q: 3 clusters Score -2109251 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19114 members Mstep: Class 2 contains 18990 members Entering Unmasked Estep Score: -2109260.500000 Penalty: 959.874817 Iteration 31Q: 3 clusters Score -2109260 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19204 members Mstep: Class 2 contains 18900 members Entering Unmasked Estep Score: -2109264.500000 Penalty: 959.874817 Iteration 32Q: 3 clusters Score -2109264 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19298 members Mstep: Class 2 contains 18806 members Entering Unmasked Estep Score: -2109271.750000 Penalty: 959.874817 Iteration 33Q: 3 clusters Score -2109272 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19400 members Mstep: Class 2 contains 18704 members Entering Unmasked Estep Score: -2109280.500000 Penalty: 959.874817 Iteration 34Q: 3 clusters Score -2109280 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19494 members Mstep: Class 2 contains 18610 members Entering Unmasked Estep Score: -2109290.750000 Penalty: 959.874817 Iteration 35Q: 3 clusters Score -2109291 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19582 members Mstep: Class 2 contains 18522 members Entering Unmasked Estep Score: -2109295.750000 Penalty: 959.874817 Iteration 36Q: 3 clusters Score -2109296 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19660 members Mstep: Class 2 contains 18444 members Entering Unmasked Estep Score: -2109295.250000 Penalty: 959.874817 Iteration 37Q: 3 clusters Score -2109295 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19742 members Mstep: Class 2 contains 18362 members Entering Unmasked Estep Score: -2109301.750000 Penalty: 959.874817 Iteration 38Q: 3 clusters Score -2109302 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19845 members Mstep: Class 2 contains 18259 members Entering Unmasked Estep Score: -2109310.250000 Penalty: 959.874817 Iteration 39Q: 3 clusters Score -2109310 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19926 members Mstep: Class 2 contains 18178 members Entering Unmasked Estep Score: -2109314.000000 Penalty: 959.874817 Iteration 40F: 3 clusters Score -2109314 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20006 members Mstep: Class 2 contains 18098 members Entering Unmasked Estep Score: -2109315.000000 Penalty: 959.874817 Iteration 41Q: 3 clusters Score -2109315 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20082 members Mstep: Class 2 contains 18022 members Entering Unmasked Estep Score: -2109326.000000 Penalty: 959.874817 Iteration 42Q: 3 clusters Score -2109326 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20154 members Mstep: Class 2 contains 17950 members Entering Unmasked Estep Score: -2109323.250000 Penalty: 959.874817 Iteration 43Q: 3 clusters Score -2109323 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20223 members Mstep: Class 2 contains 17881 members Entering Unmasked Estep Score: -2109333.500000 Penalty: 959.874817 Iteration 44Q: 3 clusters Score -2109334 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20304 members Mstep: Class 2 contains 17800 members Entering Unmasked Estep Score: -2109336.500000 Penalty: 959.874817 Iteration 45Q: 3 clusters Score -2109336 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20376 members Mstep: Class 2 contains 17728 members Entering Unmasked Estep Score: -2109336.250000 Penalty: 959.874817 Iteration 46Q: 3 clusters Score -2109336 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20447 members Mstep: Class 2 contains 17657 members Entering Unmasked Estep Score: -2109344.000000 Penalty: 959.874817 Iteration 47Q: 3 clusters Score -2109344 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20504 members Mstep: Class 2 contains 17600 members Entering Unmasked Estep Score: -2109350.000000 Penalty: 959.874817 Iteration 48Q: 3 clusters Score -2109350 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20562 members Mstep: Class 2 contains 17542 members Entering Unmasked Estep Score: -2109350.000000 Penalty: 959.874817 Iteration 49Q: 3 clusters Score -2109350 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20624 members Mstep: Class 2 contains 17480 members Entering Unmasked Estep Score: -2109351.000000 Penalty: 959.874817 Iteration 50Q: 3 clusters Score -2109351 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20678 members Mstep: Class 2 contains 17426 members Entering Unmasked Estep Score: -2109354.500000 Penalty: 959.874817 Iteration 51Q: 3 clusters Score -2109354 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20735 members Mstep: Class 2 contains 17369 members Entering Unmasked Estep Score: -2109354.750000 Penalty: 959.874817 Iteration 52Q: 3 clusters Score -2109355 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20780 members Mstep: Class 2 contains 17324 members Entering Unmasked Estep Score: -2109351.000000 Penalty: 959.874817 Iteration 53Q: 3 clusters Score -2109351 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20827 members Mstep: Class 2 contains 17277 members Entering Unmasked Estep Score: -2109347.750000 Penalty: 959.874817 Iteration 54Q: 3 clusters Score -2109348 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20868 members Mstep: Class 2 contains 17236 members Entering Unmasked Estep Score: -2109351.250000 Penalty: 959.874817 Iteration 55Q: 3 clusters Score -2109351 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20909 members Mstep: Class 2 contains 17195 members Entering Unmasked Estep Score: -2109348.500000 Penalty: 959.874817 Iteration 56Q: 3 clusters Score -2109348 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20955 members Mstep: Class 2 contains 17149 members Entering Unmasked Estep Score: -2109348.250000 Penalty: 959.874817 Iteration 57Q: 3 clusters Score -2109348 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20997 members Mstep: Class 2 contains 17107 members Entering Unmasked Estep Score: -2109353.250000 Penalty: 959.874817 Iteration 58Q: 3 clusters Score -2109353 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21044 members Mstep: Class 2 contains 17060 members Entering Unmasked Estep Score: -2109353.250000 Penalty: 959.874817 Iteration 59Q: 3 clusters Score -2109353 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21094 members Mstep: Class 2 contains 17010 members Entering Unmasked Estep Score: -2109363.750000 Penalty: 959.874817 Iteration 60F: 3 clusters Score -2109364 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21143 members Mstep: Class 2 contains 16961 members Entering Unmasked Estep Score: -2109365.750000 Penalty: 959.874817 Iteration 61Q: 3 clusters Score -2109366 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21182 members Mstep: Class 2 contains 16922 members Entering Unmasked Estep Score: 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Unmasked Estep Score: -2109379.500000 Penalty: 959.874817 Iteration 66Q: 3 clusters Score -2109380 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21439 members Mstep: Class 2 contains 16665 members Entering Unmasked Estep Score: -2109390.750000 Penalty: 959.874817 Iteration 67Q: 3 clusters Score -2109391 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21509 members Mstep: Class 2 contains 16595 members Entering Unmasked Estep Score: -2109390.000000 Penalty: 959.874817 Iteration 68Q: 3 clusters Score -2109390 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21584 members Mstep: Class 2 contains 16520 members Entering Unmasked Estep Score: -2109397.250000 Penalty: 959.874817 Iteration 69Q: 3 clusters Score -2109397 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21661 members Mstep: Class 2 contains 16443 members Entering Unmasked Estep Score: -2109399.500000 Penalty: 959.874817 Iteration 70Q: 3 clusters Score -2109400 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21743 members Mstep: Class 2 contains 16361 members Entering Unmasked Estep Score: -2109404.000000 Penalty: 959.874817 Iteration 71Q: 3 clusters Score -2109404 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21819 members Mstep: Class 2 contains 16285 members Entering Unmasked Estep Score: -2109402.000000 Penalty: 959.874817 Iteration 72Q: 3 clusters Score -2109402 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21902 members Mstep: Class 2 contains 16202 members Entering Unmasked Estep Score: -2109400.500000 Penalty: 959.874817 Iteration 73Q: 3 clusters Score -2109400 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21986 members Mstep: Class 2 contains 16118 members Entering Unmasked Estep Score: -2109409.500000 Penalty: 959.874817 Iteration 74Q: 3 clusters Score -2109410 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22058 members Mstep: Class 2 contains 16046 members Entering Unmasked Estep Score: -2109413.500000 Penalty: 959.874817 Iteration 75Q: 3 clusters Score -2109414 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22125 members Mstep: Class 2 contains 15979 members Entering Unmasked Estep Score: -2109410.500000 Penalty: 959.874817 Iteration 76Q: 3 clusters Score -2109410 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22197 members Mstep: Class 2 contains 15907 members Entering Unmasked Estep Score: -2109415.750000 Penalty: 959.874817 Iteration 77Q: 3 clusters Score -2109416 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22271 members Mstep: Class 2 contains 15833 members Entering Unmasked Estep Score: -2109427.500000 Penalty: 959.874817 Iteration 78Q: 3 clusters Score -2109428 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22355 members Mstep: Class 2 contains 15749 members Entering Unmasked Estep Score: -2109433.500000 Penalty: 959.874817 Iteration 79Q: 3 clusters Score -2109434 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22442 members Mstep: Class 2 contains 15662 members Entering Unmasked Estep Score: -2109436.500000 Penalty: 959.874817 Iteration 80F: 3 clusters Score -2109436 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22521 members Mstep: Class 2 contains 15583 members Entering Unmasked Estep Score: -2109441.000000 Penalty: 959.874817 Iteration 81Q: 3 clusters Score -2109441 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22598 members Mstep: Class 2 contains 15506 members Entering Unmasked Estep Score: -2109446.250000 Penalty: 959.874817 Iteration 82Q: 3 clusters Score -2109446 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22667 members Mstep: Class 2 contains 15437 members Entering Unmasked Estep Score: -2109444.750000 Penalty: 959.874817 Iteration 83Q: 3 clusters Score -2109445 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22732 members Mstep: Class 2 contains 15372 members Entering Unmasked Estep Score: -2109455.000000 Penalty: 959.874817 Iteration 84Q: 3 clusters Score -2109455 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22780 members Mstep: Class 2 contains 15324 members Entering Unmasked Estep Score: -2109452.500000 Penalty: 959.874817 Iteration 85Q: 3 clusters Score -2109452 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members 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contains 0 members Mstep: Class 1 contains 23071 members Mstep: Class 2 contains 15033 members Entering Unmasked Estep Score: -2109478.750000 Penalty: 959.874817 Iteration 90Q: 3 clusters Score -2109479 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23130 members Mstep: Class 2 contains 14974 members Entering Unmasked Estep Score: -2109486.250000 Penalty: 959.874817 Iteration 91Q: 3 clusters Score -2109486 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23190 members Mstep: Class 2 contains 14914 members Entering Unmasked Estep Score: -2109478.250000 Penalty: 959.874817 Iteration 92Q: 3 clusters Score -2109478 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23243 members Mstep: Class 2 contains 14861 members Entering Unmasked Estep Score: -2109476.250000 Penalty: 959.874817 Iteration 93Q: 3 clusters Score -2109476 nChanged 67 Entering Unmasked Mstep 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clusters Score -2109514 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23891 members Mstep: Class 2 contains 14213 members Entering Unmasked Estep Score: -2109511.500000 Penalty: 959.874817 Iteration 106Q: 3 clusters Score -2109512 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23926 members Mstep: Class 2 contains 14178 members Entering Unmasked Estep Score: -2109510.250000 Penalty: 959.874817 Iteration 107Q: 3 clusters Score -2109510 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23967 members Mstep: Class 2 contains 14137 members Entering Unmasked Estep Score: -2109508.500000 Penalty: 959.874817 Iteration 108Q: 3 clusters Score -2109508 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24011 members Mstep: Class 2 contains 14093 members Entering Unmasked Estep Score: -2109516.250000 Penalty: 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clusters Score -2109598 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25646 members Mstep: Class 2 contains 12458 members Entering Unmasked Estep Score: -2109600.250000 Penalty: 959.874817 Iteration 149Q: 3 clusters Score -2109600 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25661 members Mstep: Class 2 contains 12443 members Entering Unmasked Estep Score: -2109604.500000 Penalty: 959.874817 Iteration 150Q: 3 clusters Score -2109604 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25675 members Mstep: Class 2 contains 12429 members Entering Unmasked Estep Score: -2109602.250000 Penalty: 959.874817 Iteration 151Q: 3 clusters Score -2109602 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25685 members Mstep: Class 2 contains 12419 members Entering Unmasked Estep Score: -2109599.500000 Penalty: 959.874817 Iteration 152Q: 3 clusters Score -2109600 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25705 members Mstep: Class 2 contains 12399 members Entering Unmasked Estep Score: -2109598.500000 Penalty: 959.874817 Iteration 153Q: 3 clusters Score -2109598 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25730 members Mstep: Class 2 contains 12374 members Entering Unmasked Estep Score: -2109597.250000 Penalty: 959.874817 Iteration 154Q: 3 clusters Score -2109597 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25752 members Mstep: Class 2 contains 12352 members Entering Unmasked Estep Score: -2109599.000000 Penalty: 959.874817 Iteration 155Q: 3 clusters Score -2109599 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25779 members Mstep: Class 2 contains 12325 members Entering Unmasked Estep Score: 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12161 members Entering Unmasked Estep Score: -2109607.750000 Penalty: 959.874817 Iteration 164Q: 3 clusters Score -2109608 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25984 members Mstep: Class 2 contains 12120 members Entering Unmasked Estep Score: -2109606.750000 Penalty: 959.874817 Iteration 165Q: 3 clusters Score -2109607 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26032 members Mstep: Class 2 contains 12072 members Entering Unmasked Estep Score: -2109606.250000 Penalty: 959.874817 Iteration 166Q: 3 clusters Score -2109606 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26073 members Mstep: Class 2 contains 12031 members Entering Unmasked Estep Score: -2109609.000000 Penalty: 959.874817 Iteration 167Q: 3 clusters Score -2109609 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26112 members Mstep: Class 2 contains 11992 members Entering Unmasked Estep Score: -2109614.250000 Penalty: 959.874817 Iteration 168Q: 3 clusters Score -2109614 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26155 members Mstep: Class 2 contains 11949 members Entering Unmasked Estep Score: -2109616.500000 Penalty: 959.874817 Iteration 169Q: 3 clusters Score -2109616 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26206 members Mstep: Class 2 contains 11898 members Entering Unmasked Estep Score: -2109623.000000 Penalty: 959.874817 Iteration 170Q: 3 clusters Score -2109623 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26263 members Mstep: Class 2 contains 11841 members Entering Unmasked Estep Score: -2109626.250000 Penalty: 959.874817 Iteration 171Q: 3 clusters Score -2109626 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 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Iteration 242Q: 3 clusters Score -2109666 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27668 members Mstep: Class 2 contains 10436 members Entering Unmasked Estep Score: -2109665.250000 Penalty: 959.874817 Iteration 243Q: 3 clusters Score -2109665 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27676 members Mstep: Class 2 contains 10428 members Entering Unmasked Estep Score: -2109667.750000 Penalty: 959.874817 Iteration 244Q: 3 clusters Score -2109668 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27690 members Mstep: Class 2 contains 10414 members Entering Unmasked Estep Score: -2109664.500000 Penalty: 959.874817 Iteration 245Q: 3 clusters Score -2109664 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27706 members Mstep: Class 2 contains 10398 members Entering Unmasked Estep Score: -2109664.250000 Penalty: 959.874817 Iteration 246Q: 3 clusters Score -2109664 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27717 members Mstep: Class 2 contains 10387 members Entering Unmasked Estep Score: -2109662.000000 Penalty: 959.874817 Iteration 247Q: 3 clusters Score -2109662 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27729 members Mstep: Class 2 contains 10375 members Entering Unmasked Estep Score: -2109662.000000 Penalty: 959.874817 Iteration 248Q: 3 clusters Score -2109662 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27739 members Mstep: Class 2 contains 10365 members Entering Unmasked Estep Score: -2109661.250000 Penalty: 959.874817 Iteration 249Q: 3 clusters Score -2109661 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27743 members Mstep: Class 2 contains 10361 members Entering Unmasked Estep Score: -2109661.000000 Penalty: 959.874817 Iteration 250Q: 3 clusters Score -2109661 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27744 members Mstep: Class 2 contains 10360 members Entering Unmasked Estep Score: -2109661.500000 Penalty: 959.874817 Iteration 251Q: 3 clusters Score -2109662 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27744 members Mstep: Class 2 contains 10360 members Entering Unmasked Estep Score: -2109661.500000 Penalty: 959.874817 Iteration 252F: 3 clusters Score -2109662 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (19064 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19064 members Entering Unmasked Estep Score: -1085225.250000 Penalty: 448.427856 Iteration 0F: 2 clusters Score -1085225 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9511 members Mstep: Class 2 contains 9553 members Entering Unmasked Estep Score: -1072443.875000 Penalty: 896.855713 Iteration 0F: 3 clusters Score -1072444 nChanged 9107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8390 members Mstep: Class 2 contains 10674 members Entering Unmasked Estep Score: -1077962.000000 Penalty: 896.855713 Iteration 1F: 3 clusters Score -1077962 nChanged 1292 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7640 members Mstep: Class 2 contains 11424 members Entering Unmasked Estep Score: -1078678.750000 Penalty: 896.855713 Iteration 2F: 3 clusters Score -1078679 nChanged 1419 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6711 members Mstep: Class 2 contains 12353 members Entering Unmasked Estep Score: -1079594.625000 Penalty: 896.855713 Iteration 3F: 3 clusters Score -1079595 nChanged 1471 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5724 members Mstep: Class 2 contains 13340 members Entering Unmasked Estep Score: -1080604.750000 Penalty: 896.855713 Iteration 4F: 3 clusters Score -1080605 nChanged 1382 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4738 members Mstep: Class 2 contains 14326 members Entering Unmasked Estep Score: -1081609.500000 Penalty: 896.855713 Iteration 5F: 3 clusters Score -1081610 nChanged 1125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3853 members Mstep: Class 2 contains 15211 members Entering Unmasked Estep Score: -1082416.750000 Penalty: 896.855713 Iteration 6F: 3 clusters Score -1082417 nChanged 866 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3095 members Mstep: Class 2 contains 15969 members Entering Unmasked Estep Score: -1083034.250000 Penalty: 896.855713 Iteration 7Q: 3 clusters Score -1083034 nChanged 628 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2505 members Mstep: Class 2 contains 16559 members Entering Unmasked Estep Score: -1083516.000000 Penalty: 896.855713 Iteration 8Q: 3 clusters Score -1083516 nChanged 481 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2042 members Mstep: Class 2 contains 17022 members Entering Unmasked Estep Score: -1083891.625000 Penalty: 896.855713 Iteration 9Q: 3 clusters Score -1083892 nChanged 343 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1719 members Mstep: Class 2 contains 17345 members Entering Unmasked Estep Score: -1084123.625000 Penalty: 896.855713 Iteration 10Q: 3 clusters Score -1084124 nChanged 253 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1490 members Mstep: Class 2 contains 17574 members Entering Unmasked Estep Score: -1084307.500000 Penalty: 896.855713 Iteration 11Q: 3 clusters Score -1084308 nChanged 201 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1309 members Mstep: Class 2 contains 17755 members Entering Unmasked Estep Score: -1084435.375000 Penalty: 896.855713 Iteration 12Q: 3 clusters Score -1084435 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1190 members Mstep: Class 2 contains 17874 members Entering Unmasked Estep Score: -1084502.250000 Penalty: 896.855713 Iteration 13Q: 3 clusters Score -1084502 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1094 members Mstep: Class 2 contains 17970 members Entering Unmasked Estep Score: -1084544.875000 Penalty: 896.855713 Iteration 14Q: 3 clusters Score -1084545 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1002 members Mstep: Class 2 contains 18062 members Entering Unmasked Estep Score: -1084582.625000 Penalty: 896.855713 Iteration 15Q: 3 clusters Score -1084583 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 923 members Mstep: Class 2 contains 18141 members Entering Unmasked Estep Score: -1084614.875000 Penalty: 896.855713 Iteration 16Q: 3 clusters Score -1084615 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 840 members Mstep: Class 2 contains 18224 members Entering Unmasked Estep Score: -1084645.625000 Penalty: 896.855713 Iteration 17Q: 3 clusters Score -1084646 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 777 members Mstep: Class 2 contains 18287 members Entering Unmasked Estep Score: -1084669.000000 Penalty: 896.855713 Iteration 18Q: 3 clusters Score -1084669 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 717 members Mstep: Class 2 contains 18347 members Entering Unmasked Estep Score: -1084696.750000 Penalty: 896.855713 Iteration 19Q: 3 clusters Score -1084697 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 666 members Mstep: Class 2 contains 18398 members Entering Unmasked Estep Score: -1084714.375000 Penalty: 896.855713 Iteration 20F: 3 clusters Score -1084714 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 621 members Mstep: Class 2 contains 18443 members Entering Unmasked Estep Score: -1084729.375000 Penalty: 896.855713 Iteration 21Q: 3 clusters Score -1084729 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 581 members Mstep: Class 2 contains 18483 members Entering Unmasked Estep Score: -1084742.375000 Penalty: 896.855713 Iteration 22Q: 3 clusters Score -1084742 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 542 members Mstep: Class 2 contains 18522 members Entering Unmasked Estep Score: -1084756.250000 Penalty: 896.855713 Iteration 23Q: 3 clusters Score -1084756 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 510 members Mstep: Class 2 contains 18554 members Entering Unmasked Estep Score: -1084765.375000 Penalty: 896.855713 Iteration 24Q: 3 clusters Score -1084765 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 489 members Mstep: Class 2 contains 18575 members Entering Unmasked Estep Score: -1084772.000000 Penalty: 896.855713 Iteration 25Q: 3 clusters Score -1084772 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 470 members Mstep: Class 2 contains 18594 members Entering Unmasked Estep Score: -1084776.750000 Penalty: 896.855713 Iteration 26Q: 3 clusters Score -1084777 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 454 members Mstep: Class 2 contains 18610 members Entering Unmasked Estep Score: -1084785.500000 Penalty: 896.855713 Iteration 27Q: 3 clusters Score -1084786 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 439 members Mstep: Class 2 contains 18625 members Entering Unmasked Estep Score: -1084789.750000 Penalty: 896.855713 Iteration 28Q: 3 clusters Score -1084790 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 427 members Mstep: Class 2 contains 18637 members Entering Unmasked Estep Score: -1084798.750000 Penalty: 896.855713 Iteration 29Q: 3 clusters Score -1084799 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 409 members Mstep: Class 2 contains 18655 members Entering Unmasked Estep Score: -1084805.250000 Penalty: 896.855713 Iteration 30Q: 3 clusters Score -1084805 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 393 members Mstep: Class 2 contains 18671 members Entering Unmasked Estep Score: -1084813.000000 Penalty: 896.855713 Iteration 31Q: 3 clusters Score -1084813 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 374 members Mstep: Class 2 contains 18690 members Entering Unmasked Estep Score: -1084819.000000 Penalty: 896.855713 Iteration 32Q: 3 clusters Score -1084819 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 359 members Mstep: Class 2 contains 18705 members Entering Unmasked Estep Score: -1084821.875000 Penalty: 896.855713 Iteration 33Q: 3 clusters Score -1084822 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 352 members Mstep: Class 2 contains 18712 members Entering Unmasked Estep Score: -1084822.625000 Penalty: 896.855713 Iteration 34Q: 3 clusters Score -1084823 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 347 members Mstep: Class 2 contains 18717 members Entering Unmasked Estep Score: -1084825.750000 Penalty: 896.855713 Iteration 35Q: 3 clusters Score -1084826 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 344 members Mstep: Class 2 contains 18720 members Entering Unmasked Estep Score: -1084828.125000 Penalty: 896.855713 Iteration 36Q: 3 clusters Score -1084828 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 341 members Mstep: Class 2 contains 18723 members Entering Unmasked Estep Score: -1084829.375000 Penalty: 896.855713 Iteration 37Q: 3 clusters Score -1084829 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 338 members Mstep: Class 2 contains 18726 members Entering Unmasked Estep Score: -1084829.250000 Penalty: 896.855713 Iteration 38Q: 3 clusters Score -1084829 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 333 members Mstep: Class 2 contains 18731 members Entering Unmasked Estep Score: -1084829.500000 Penalty: 896.855713 Iteration 39Q: 3 clusters Score -1084830 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 330 members Mstep: Class 2 contains 18734 members Entering Unmasked Estep Score: -1084832.500000 Penalty: 896.855713 Iteration 40F: 3 clusters Score -1084832 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 327 members Mstep: Class 2 contains 18737 members Entering Unmasked Estep Score: -1084833.875000 Penalty: 896.855713 Iteration 41Q: 3 clusters Score -1084834 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 327 members Mstep: Class 2 contains 18737 members Entering Unmasked Estep Score: -1084833.875000 Penalty: 896.855713 Iteration 42F: 3 clusters Score -1084834 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (1773 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1773 members Entering Unmasked Estep Score: -84408.351562 Penalty: 340.359497 Iteration 0F: 2 clusters Score -84408.35 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 876 members Mstep: Class 2 contains 897 members Entering Unmasked Estep Score: -83098.929688 Penalty: 680.718994 Iteration 0F: 3 clusters Score -83098.93 nChanged 736 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 836 members Mstep: Class 2 contains 937 members Entering Unmasked Estep Score: -83521.320312 Penalty: 680.718994 Iteration 1F: 3 clusters Score -83521.32 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 801 members Mstep: Class 2 contains 972 members Entering Unmasked Estep Score: -83624.781250 Penalty: 680.718994 Iteration 2F: 3 clusters Score -83624.78 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 774 members Mstep: Class 2 contains 999 members Entering Unmasked Estep Score: -83722.976562 Penalty: 680.718994 Iteration 3F: 3 clusters Score -83722.98 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 745 members Mstep: Class 2 contains 1028 members Entering Unmasked Estep Score: -83815.164062 Penalty: 680.718994 Iteration 4F: 3 clusters Score -83815.16 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 720 members Mstep: Class 2 contains 1053 members Entering Unmasked Estep Score: -83896.687500 Penalty: 680.718994 Iteration 5Q: 3 clusters Score -83896.69 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 693 members Mstep: Class 2 contains 1080 members Entering Unmasked Estep Score: -83975.343750 Penalty: 680.718994 Iteration 6Q: 3 clusters Score -83975.34 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 671 members Mstep: Class 2 contains 1102 members Entering Unmasked Estep Score: -84019.492188 Penalty: 680.718994 Iteration 7Q: 3 clusters Score -84019.49 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 653 members Mstep: Class 2 contains 1120 members Entering Unmasked Estep Score: -84045.906250 Penalty: 680.718994 Iteration 8Q: 3 clusters Score -84045.91 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 639 members Mstep: Class 2 contains 1134 members Entering Unmasked Estep Score: -84065.132812 Penalty: 680.718994 Iteration 9Q: 3 clusters Score -84065.13 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 626 members Mstep: Class 2 contains 1147 members Entering Unmasked Estep Score: -84081.140625 Penalty: 680.718994 Iteration 10Q: 3 clusters Score -84081.14 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 621 members Mstep: Class 2 contains 1152 members Entering Unmasked Estep Score: -84095.585938 Penalty: 680.718994 Iteration 11Q: 3 clusters Score -84095.59 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 615 members Mstep: Class 2 contains 1158 members Entering Unmasked Estep Score: -84105.023438 Penalty: 680.718994 Iteration 12Q: 3 clusters Score -84105.02 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 604 members Mstep: Class 2 contains 1169 members Entering Unmasked Estep Score: -84111.546875 Penalty: 680.718994 Iteration 13Q: 3 clusters Score -84111.55 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 597 members Mstep: Class 2 contains 1176 members Entering Unmasked Estep Score: -84115.937500 Penalty: 680.718994 Iteration 14Q: 3 clusters Score -84115.94 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 590 members Mstep: Class 2 contains 1183 members Entering Unmasked Estep Score: -84119.023438 Penalty: 680.718994 Iteration 15Q: 3 clusters Score -84119.02 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 581 members Mstep: Class 2 contains 1192 members Entering Unmasked Estep Score: -84124.250000 Penalty: 680.718994 Iteration 16Q: 3 clusters Score -84124.25 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 573 members Mstep: Class 2 contains 1200 members Entering Unmasked Estep Score: -84128.960938 Penalty: 680.718994 Iteration 17Q: 3 clusters Score -84128.96 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 564 members Mstep: Class 2 contains 1209 members Entering Unmasked Estep Score: -84134.664062 Penalty: 680.718994 Iteration 18Q: 3 clusters Score -84134.66 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 558 members Mstep: Class 2 contains 1215 members Entering Unmasked Estep Score: -84136.929688 Penalty: 680.718994 Iteration 19Q: 3 clusters Score -84136.93 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 551 members Mstep: Class 2 contains 1222 members Entering Unmasked Estep Score: -84142.179688 Penalty: 680.718994 Iteration 20F: 3 clusters Score -84142.18 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 542 members Mstep: Class 2 contains 1231 members Entering Unmasked Estep Score: -84150.156250 Penalty: 680.718994 Iteration 21Q: 3 clusters Score -84150.16 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 532 members Mstep: Class 2 contains 1241 members Entering Unmasked Estep Score: -84154.640625 Penalty: 680.718994 Iteration 22Q: 3 clusters Score -84154.64 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 525 members Mstep: Class 2 contains 1248 members Entering Unmasked Estep Score: -84159.437500 Penalty: 680.718994 Iteration 23Q: 3 clusters Score -84159.44 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 512 members Mstep: Class 2 contains 1261 members Entering Unmasked Estep Score: -84167.218750 Penalty: 680.718994 Iteration 24Q: 3 clusters Score -84167.22 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 501 members Mstep: Class 2 contains 1272 members Entering Unmasked Estep Score: -84174.531250 Penalty: 680.718994 Iteration 25Q: 3 clusters Score -84174.53 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 492 members Mstep: Class 2 contains 1281 members Entering Unmasked Estep Score: -84180.406250 Penalty: 680.718994 Iteration 26Q: 3 clusters Score -84180.41 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 482 members Mstep: Class 2 contains 1291 members Entering Unmasked Estep Score: -84189.148438 Penalty: 680.718994 Iteration 27Q: 3 clusters Score -84189.15 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 470 members Mstep: Class 2 contains 1303 members Entering Unmasked Estep Score: -84198.054688 Penalty: 680.718994 Iteration 28Q: 3 clusters Score -84198.05 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 461 members Mstep: Class 2 contains 1312 members Entering Unmasked Estep Score: -84209.882812 Penalty: 680.718994 Iteration 29Q: 3 clusters Score -84209.88 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 451 members Mstep: Class 2 contains 1322 members Entering Unmasked Estep Score: -84226.742188 Penalty: 680.718994 Iteration 30Q: 3 clusters Score -84226.74 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 440 members Mstep: Class 2 contains 1333 members Entering Unmasked Estep Score: -84243.343750 Penalty: 680.718994 Iteration 31Q: 3 clusters Score -84243.34 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 429 members Mstep: Class 2 contains 1344 members Entering Unmasked Estep Score: -84257.500000 Penalty: 680.718994 Iteration 32Q: 3 clusters Score -84257.5 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 419 members Mstep: Class 2 contains 1354 members Entering Unmasked Estep Score: -84269.960938 Penalty: 680.718994 Iteration 33Q: 3 clusters Score -84269.96 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 414 members Mstep: Class 2 contains 1359 members Entering Unmasked Estep Score: -84279.476562 Penalty: 680.718994 Iteration 34Q: 3 clusters Score -84279.48 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 406 members Mstep: Class 2 contains 1367 members Entering Unmasked Estep Score: -84291.664062 Penalty: 680.718994 Iteration 35Q: 3 clusters Score -84291.66 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 397 members Mstep: Class 2 contains 1376 members Entering Unmasked Estep Score: -84301.750000 Penalty: 680.718994 Iteration 36Q: 3 clusters Score -84301.75 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 392 members Mstep: Class 2 contains 1381 members Entering Unmasked Estep Score: -84307.335938 Penalty: 680.718994 Iteration 37Q: 3 clusters Score -84307.34 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 388 members Mstep: Class 2 contains 1385 members Entering Unmasked Estep Score: -84314.203125 Penalty: 680.718994 Iteration 38Q: 3 clusters Score -84314.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 386 members Mstep: Class 2 contains 1387 members Entering Unmasked Estep Score: -84316.335938 Penalty: 680.718994 Iteration 39Q: 3 clusters Score -84316.34 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 386 members Mstep: Class 2 contains 1387 members Entering Unmasked Estep Score: -84316.882812 Penalty: 680.718994 Iteration 40F: 3 clusters Score -84316.88 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 385 members Mstep: Class 2 contains 1388 members Entering Unmasked Estep Score: -84317.351562 Penalty: 680.718994 Iteration 41Q: 3 clusters Score -84317.35 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 384 members Mstep: Class 2 contains 1389 members Entering Unmasked Estep Score: -84317.437500 Penalty: 680.718994 Iteration 42Q: 3 clusters Score -84317.44 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 384 members Mstep: Class 2 contains 1389 members Entering Unmasked Estep Score: -84317.437500 Penalty: 680.718994 Iteration 43F: 3 clusters Score -84317.44 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (5312 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5312 members Entering Unmasked Estep Score: -263748.250000 Penalty: 390.286407 Iteration 0F: 2 clusters Score -263748.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2659 members Mstep: Class 2 contains 2653 members Entering Unmasked Estep Score: -260129.937500 Penalty: 780.572815 Iteration 0F: 3 clusters Score -260129.9 nChanged 2399 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2726 members Mstep: Class 2 contains 2586 members Entering Unmasked Estep Score: -261690.656250 Penalty: 780.572815 Iteration 1F: 3 clusters Score -261690.7 nChanged 409 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2733 members Mstep: Class 2 contains 2579 members Entering Unmasked Estep Score: -261946.609375 Penalty: 780.572815 Iteration 2F: 3 clusters Score -261946.6 nChanged 327 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2750 members Mstep: Class 2 contains 2562 members Entering Unmasked Estep Score: -262163.343750 Penalty: 780.572815 Iteration 3F: 3 clusters Score -262163.3 nChanged 279 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2755 members Mstep: Class 2 contains 2557 members Entering Unmasked Estep Score: -262326.281250 Penalty: 780.572815 Iteration 4F: 3 clusters Score -262326.3 nChanged 249 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2778 members Mstep: Class 2 contains 2534 members Entering Unmasked Estep Score: -262453.843750 Penalty: 780.572815 Iteration 5Q: 3 clusters Score -262453.8 nChanged 222 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2810 members Mstep: Class 2 contains 2502 members Entering Unmasked Estep Score: -262574.593750 Penalty: 780.572815 Iteration 6Q: 3 clusters Score -262574.6 nChanged 216 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2862 members Mstep: Class 2 contains 2450 members Entering Unmasked Estep Score: -262682.125000 Penalty: 780.572815 Iteration 7Q: 3 clusters Score -262682.1 nChanged 164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2896 members Mstep: Class 2 contains 2416 members Entering Unmasked Estep Score: -262739.531250 Penalty: 780.572815 Iteration 8Q: 3 clusters Score -262739.5 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2908 members Mstep: Class 2 contains 2404 members Entering Unmasked Estep Score: -262768.906250 Penalty: 780.572815 Iteration 9Q: 3 clusters Score -262768.9 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2915 members Mstep: Class 2 contains 2397 members Entering Unmasked Estep Score: -262791.218750 Penalty: 780.572815 Iteration 10Q: 3 clusters Score -262791.2 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2940 members Mstep: Class 2 contains 2372 members Entering Unmasked Estep Score: -262807.031250 Penalty: 780.572815 Iteration 11Q: 3 clusters Score -262807 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2961 members Mstep: Class 2 contains 2351 members Entering Unmasked Estep Score: -262821.343750 Penalty: 780.572815 Iteration 12Q: 3 clusters Score -262821.3 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2979 members Mstep: Class 2 contains 2333 members Entering Unmasked Estep Score: -262834.031250 Penalty: 780.572815 Iteration 13Q: 3 clusters Score -262834 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3002 members Mstep: Class 2 contains 2310 members Entering Unmasked Estep Score: -262845.968750 Penalty: 780.572815 Iteration 14Q: 3 clusters Score -262846 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3022 members Mstep: Class 2 contains 2290 members Entering Unmasked Estep Score: -262853.875000 Penalty: 780.572815 Iteration 15Q: 3 clusters Score -262853.9 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3040 members Mstep: Class 2 contains 2272 members Entering Unmasked Estep Score: -262862.968750 Penalty: 780.572815 Iteration 16Q: 3 clusters Score -262863 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3064 members Mstep: Class 2 contains 2248 members Entering Unmasked Estep Score: -262872.250000 Penalty: 780.572815 Iteration 17Q: 3 clusters Score -262872.2 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3090 members Mstep: Class 2 contains 2222 members Entering Unmasked Estep Score: -262882.375000 Penalty: 780.572815 Iteration 18Q: 3 clusters Score -262882.4 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3115 members Mstep: Class 2 contains 2197 members Entering Unmasked Estep Score: -262891.687500 Penalty: 780.572815 Iteration 19Q: 3 clusters Score -262891.7 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3140 members Mstep: Class 2 contains 2172 members Entering Unmasked Estep Score: -262902.312500 Penalty: 780.572815 Iteration 20F: 3 clusters Score -262902.3 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3160 members Mstep: Class 2 contains 2152 members Entering Unmasked Estep Score: -262913.250000 Penalty: 780.572815 Iteration 21Q: 3 clusters Score -262913.2 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3183 members Mstep: Class 2 contains 2129 members Entering Unmasked Estep Score: -262920.437500 Penalty: 780.572815 Iteration 22Q: 3 clusters Score -262920.4 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3188 members Mstep: Class 2 contains 2124 members Entering Unmasked Estep Score: -262926.625000 Penalty: 780.572815 Iteration 23Q: 3 clusters Score -262926.6 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3188 members Mstep: Class 2 contains 2124 members Entering Unmasked Estep Score: -262933.531250 Penalty: 780.572815 Iteration 24Q: 3 clusters Score -262933.5 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3193 members Mstep: Class 2 contains 2119 members Entering Unmasked Estep Score: -262938.437500 Penalty: 780.572815 Iteration 25Q: 3 clusters Score -262938.4 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3184 members Mstep: Class 2 contains 2128 members Entering Unmasked Estep Score: -262944.000000 Penalty: 780.572815 Iteration 26Q: 3 clusters Score -262944 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3169 members Mstep: Class 2 contains 2143 members Entering Unmasked Estep Score: -262949.562500 Penalty: 780.572815 Iteration 27Q: 3 clusters Score -262949.6 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3162 members Mstep: Class 2 contains 2150 members Entering Unmasked Estep Score: -262954.593750 Penalty: 780.572815 Iteration 28Q: 3 clusters Score -262954.6 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3155 members Mstep: Class 2 contains 2157 members Entering Unmasked Estep Score: -262961.218750 Penalty: 780.572815 Iteration 29Q: 3 clusters Score -262961.2 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3146 members Mstep: Class 2 contains 2166 members Entering Unmasked Estep Score: -262969.406250 Penalty: 780.572815 Iteration 30Q: 3 clusters Score -262969.4 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3140 members Mstep: Class 2 contains 2172 members Entering Unmasked Estep Score: -262979.156250 Penalty: 780.572815 Iteration 31Q: 3 clusters Score -262979.2 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3138 members Mstep: Class 2 contains 2174 members Entering Unmasked Estep Score: -262988.968750 Penalty: 780.572815 Iteration 32Q: 3 clusters Score -262989 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3131 members Mstep: Class 2 contains 2181 members Entering Unmasked Estep Score: -262998.968750 Penalty: 780.572815 Iteration 33Q: 3 clusters Score -262999 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3137 members Mstep: Class 2 contains 2175 members Entering Unmasked Estep Score: -263011.062500 Penalty: 780.572815 Iteration 34Q: 3 clusters Score -263011.1 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3151 members Mstep: Class 2 contains 2161 members Entering Unmasked Estep Score: -263018.687500 Penalty: 780.572815 Iteration 35Q: 3 clusters Score -263018.7 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3164 members Mstep: Class 2 contains 2148 members Entering Unmasked Estep Score: -263026.937500 Penalty: 780.572815 Iteration 36Q: 3 clusters Score -263026.9 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3184 members Mstep: Class 2 contains 2128 members Entering Unmasked Estep Score: -263037.093750 Penalty: 780.572815 Iteration 37Q: 3 clusters Score -263037.1 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3214 members Mstep: Class 2 contains 2098 members Entering Unmasked Estep Score: -263048.687500 Penalty: 780.572815 Iteration 38Q: 3 clusters Score -263048.7 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3244 members Mstep: Class 2 contains 2068 members Entering Unmasked Estep Score: -263058.437500 Penalty: 780.572815 Iteration 39Q: 3 clusters Score -263058.4 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3268 members Mstep: Class 2 contains 2044 members Entering Unmasked Estep Score: -263066.250000 Penalty: 780.572815 Iteration 40F: 3 clusters Score -263066.2 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3285 members Mstep: Class 2 contains 2027 members Entering Unmasked Estep Score: -263072.750000 Penalty: 780.572815 Iteration 41Q: 3 clusters Score -263072.8 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3302 members Mstep: Class 2 contains 2010 members Entering Unmasked Estep Score: -263079.000000 Penalty: 780.572815 Iteration 42Q: 3 clusters Score -263079 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3318 members Mstep: Class 2 contains 1994 members Entering Unmasked Estep Score: -263082.906250 Penalty: 780.572815 Iteration 43Q: 3 clusters Score -263082.9 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3329 members Mstep: Class 2 contains 1983 members Entering Unmasked Estep Score: -263086.562500 Penalty: 780.572815 Iteration 44Q: 3 clusters Score -263086.6 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3335 members Mstep: Class 2 contains 1977 members Entering Unmasked Estep Score: -263089.875000 Penalty: 780.572815 Iteration 45Q: 3 clusters Score -263089.9 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3336 members Mstep: Class 2 contains 1976 members Entering Unmasked Estep Score: -263090.875000 Penalty: 780.572815 Iteration 46Q: 3 clusters Score -263090.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3341 members Mstep: Class 2 contains 1971 members Entering Unmasked Estep Score: -263092.562500 Penalty: 780.572815 Iteration 47Q: 3 clusters Score -263092.6 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3354 members Mstep: Class 2 contains 1958 members Entering Unmasked Estep Score: -263094.593750 Penalty: 780.572815 Iteration 48Q: 3 clusters Score -263094.6 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3365 members Mstep: Class 2 contains 1947 members Entering Unmasked Estep Score: -263097.593750 Penalty: 780.572815 Iteration 49Q: 3 clusters Score -263097.6 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3377 members Mstep: Class 2 contains 1935 members Entering Unmasked Estep Score: -263101.593750 Penalty: 780.572815 Iteration 50Q: 3 clusters Score -263101.6 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3394 members Mstep: Class 2 contains 1918 members Entering Unmasked Estep Score: -263107.718750 Penalty: 780.572815 Iteration 51Q: 3 clusters Score -263107.7 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3409 members Mstep: Class 2 contains 1903 members Entering Unmasked Estep Score: -263116.468750 Penalty: 780.572815 Iteration 52Q: 3 clusters Score -263116.5 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3431 members Mstep: Class 2 contains 1881 members Entering Unmasked Estep Score: -263127.281250 Penalty: 780.572815 Iteration 53Q: 3 clusters Score -263127.3 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3457 members Mstep: Class 2 contains 1855 members Entering Unmasked Estep Score: -263143.906250 Penalty: 780.572815 Iteration 54Q: 3 clusters Score -263143.9 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3495 members Mstep: Class 2 contains 1817 members Entering Unmasked Estep Score: -263169.625000 Penalty: 780.572815 Iteration 55Q: 3 clusters Score -263169.6 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3523 members Mstep: Class 2 contains 1789 members Entering Unmasked Estep Score: -263201.000000 Penalty: 780.572815 Iteration 56Q: 3 clusters Score -263201 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3569 members Mstep: Class 2 contains 1743 members Entering Unmasked Estep Score: -263242.187500 Penalty: 780.572815 Iteration 57Q: 3 clusters Score -263242.2 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3616 members Mstep: Class 2 contains 1696 members Entering Unmasked Estep Score: -263273.968750 Penalty: 780.572815 Iteration 58Q: 3 clusters Score -263274 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3643 members Mstep: Class 2 contains 1669 members Entering Unmasked Estep Score: -263293.312500 Penalty: 780.572815 Iteration 59Q: 3 clusters Score -263293.3 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3663 members Mstep: Class 2 contains 1649 members Entering Unmasked Estep Score: -263305.406250 Penalty: 780.572815 Iteration 60F: 3 clusters Score -263305.4 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3676 members Mstep: Class 2 contains 1636 members Entering Unmasked Estep Score: -263316.531250 Penalty: 780.572815 Iteration 61Q: 3 clusters Score -263316.5 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3694 members Mstep: Class 2 contains 1618 members Entering Unmasked Estep Score: -263325.062500 Penalty: 780.572815 Iteration 62Q: 3 clusters Score -263325.1 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3713 members Mstep: Class 2 contains 1599 members Entering Unmasked Estep Score: -263331.437500 Penalty: 780.572815 Iteration 63Q: 3 clusters Score -263331.4 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3735 members Mstep: Class 2 contains 1577 members Entering Unmasked Estep Score: -263336.156250 Penalty: 780.572815 Iteration 64Q: 3 clusters Score -263336.2 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3753 members Mstep: Class 2 contains 1559 members Entering Unmasked Estep Score: -263339.187500 Penalty: 780.572815 Iteration 65Q: 3 clusters Score -263339.2 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3767 members Mstep: Class 2 contains 1545 members Entering Unmasked Estep Score: -263341.187500 Penalty: 780.572815 Iteration 66Q: 3 clusters Score -263341.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3777 members Mstep: Class 2 contains 1535 members Entering Unmasked Estep Score: -263342.531250 Penalty: 780.572815 Iteration 67Q: 3 clusters Score -263342.5 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3789 members Mstep: Class 2 contains 1523 members Entering Unmasked Estep Score: -263343.843750 Penalty: 780.572815 Iteration 68Q: 3 clusters Score -263343.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3796 members Mstep: Class 2 contains 1516 members Entering Unmasked Estep Score: -263344.375000 Penalty: 780.572815 Iteration 69Q: 3 clusters Score -263344.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3797 members Mstep: Class 2 contains 1515 members Entering Unmasked Estep Score: -263344.625000 Penalty: 780.572815 Iteration 70Q: 3 clusters Score -263344.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3801 members Mstep: Class 2 contains 1511 members Entering Unmasked Estep Score: -263344.375000 Penalty: 780.572815 Iteration 71Q: 3 clusters Score -263344.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3802 members Mstep: Class 2 contains 1510 members Entering Unmasked Estep Score: -263344.343750 Penalty: 780.572815 Iteration 72Q: 3 clusters Score -263344.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3802 members Mstep: Class 2 contains 1510 members Entering Unmasked Estep Score: -263344.343750 Penalty: 780.572815 Iteration 73F: 3 clusters Score -263344.3 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (1649 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1649 members Entering Unmasked Estep Score: -86756.828125 Penalty: 337.060547 Iteration 0F: 2 clusters Score -86756.83 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 843 members Mstep: Class 2 contains 806 members Entering Unmasked Estep Score: -85518.671875 Penalty: 674.121094 Iteration 0F: 3 clusters Score -85518.67 nChanged 693 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 880 members Mstep: Class 2 contains 769 members Entering Unmasked Estep Score: -85909.375000 Penalty: 674.121094 Iteration 1F: 3 clusters Score -85909.38 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 896 members Mstep: Class 2 contains 753 members Entering Unmasked Estep Score: -85992.812500 Penalty: 674.121094 Iteration 2F: 3 clusters Score -85992.81 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 921 members Mstep: Class 2 contains 728 members Entering Unmasked Estep Score: -86056.351562 Penalty: 674.121094 Iteration 3F: 3 clusters Score -86056.35 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 949 members Mstep: Class 2 contains 700 members Entering Unmasked Estep Score: -86106.382812 Penalty: 674.121094 Iteration 4Q: 3 clusters Score -86106.38 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 977 members Mstep: Class 2 contains 672 members Entering Unmasked Estep Score: -86152.562500 Penalty: 674.121094 Iteration 5Q: 3 clusters Score -86152.56 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1005 members Mstep: Class 2 contains 644 members Entering Unmasked Estep Score: -86197.687500 Penalty: 674.121094 Iteration 6Q: 3 clusters Score -86197.69 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1030 members Mstep: Class 2 contains 619 members Entering Unmasked Estep Score: -86241.687500 Penalty: 674.121094 Iteration 7Q: 3 clusters Score -86241.69 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1041 members Mstep: Class 2 contains 608 members Entering Unmasked Estep Score: -86275.046875 Penalty: 674.121094 Iteration 8Q: 3 clusters Score -86275.05 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1051 members Mstep: Class 2 contains 598 members Entering Unmasked Estep Score: -86306.398438 Penalty: 674.121094 Iteration 9Q: 3 clusters Score -86306.4 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1055 members Mstep: Class 2 contains 594 members Entering Unmasked Estep Score: -86340.179688 Penalty: 674.121094 Iteration 10Q: 3 clusters Score -86340.18 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1051 members Mstep: Class 2 contains 598 members Entering Unmasked Estep Score: -86376.257812 Penalty: 674.121094 Iteration 11Q: 3 clusters Score -86376.26 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1044 members Mstep: Class 2 contains 605 members Entering Unmasked Estep Score: -86411.140625 Penalty: 674.121094 Iteration 12Q: 3 clusters Score -86411.14 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1041 members Mstep: Class 2 contains 608 members Entering Unmasked Estep Score: -86438.312500 Penalty: 674.121094 Iteration 13Q: 3 clusters Score -86438.31 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1035 members Mstep: Class 2 contains 614 members Entering Unmasked Estep Score: -86455.187500 Penalty: 674.121094 Iteration 14Q: 3 clusters Score -86455.19 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1024 members Mstep: Class 2 contains 625 members Entering Unmasked Estep Score: -86472.187500 Penalty: 674.121094 Iteration 15Q: 3 clusters Score -86472.19 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1014 members Mstep: Class 2 contains 635 members Entering Unmasked Estep Score: -86487.000000 Penalty: 674.121094 Iteration 16Q: 3 clusters Score -86487 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1001 members Mstep: Class 2 contains 648 members Entering Unmasked Estep Score: -86494.679688 Penalty: 674.121094 Iteration 17Q: 3 clusters Score -86494.68 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 993 members Mstep: Class 2 contains 656 members Entering Unmasked Estep Score: -86503.570312 Penalty: 674.121094 Iteration 18Q: 3 clusters Score -86503.57 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 982 members Mstep: Class 2 contains 667 members Entering Unmasked Estep Score: -86514.562500 Penalty: 674.121094 Iteration 19Q: 3 clusters Score -86514.56 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 967 members Mstep: Class 2 contains 682 members Entering Unmasked Estep Score: -86528.531250 Penalty: 674.121094 Iteration 20F: 3 clusters Score -86528.53 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 958 members Mstep: Class 2 contains 691 members Entering Unmasked Estep Score: -86540.656250 Penalty: 674.121094 Iteration 21Q: 3 clusters Score -86540.66 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 952 members Mstep: Class 2 contains 697 members Entering Unmasked Estep Score: -86550.289062 Penalty: 674.121094 Iteration 22Q: 3 clusters Score -86550.29 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 938 members Mstep: Class 2 contains 711 members Entering Unmasked Estep Score: -86561.554688 Penalty: 674.121094 Iteration 23Q: 3 clusters Score -86561.55 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 930 members Mstep: Class 2 contains 719 members Entering Unmasked Estep Score: -86575.734375 Penalty: 674.121094 Iteration 24Q: 3 clusters Score -86575.73 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 916 members Mstep: Class 2 contains 733 members Entering Unmasked Estep Score: -86586.546875 Penalty: 674.121094 Iteration 25Q: 3 clusters Score -86586.55 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 906 members Mstep: Class 2 contains 743 members Entering Unmasked Estep Score: -86593.960938 Penalty: 674.121094 Iteration 26Q: 3 clusters Score -86593.96 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 895 members Mstep: Class 2 contains 754 members Entering Unmasked Estep Score: -86597.906250 Penalty: 674.121094 Iteration 27Q: 3 clusters Score -86597.91 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 892 members Mstep: Class 2 contains 757 members Entering Unmasked Estep Score: -86599.250000 Penalty: 674.121094 Iteration 28Q: 3 clusters Score -86599.25 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 886 members Mstep: Class 2 contains 763 members Entering Unmasked Estep Score: -86601.039062 Penalty: 674.121094 Iteration 29Q: 3 clusters Score -86601.04 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 881 members Mstep: Class 2 contains 768 members Entering Unmasked Estep Score: -86602.234375 Penalty: 674.121094 Iteration 30Q: 3 clusters Score -86602.23 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 879 members Mstep: Class 2 contains 770 members Entering Unmasked Estep Score: -86604.265625 Penalty: 674.121094 Iteration 31Q: 3 clusters Score -86604.27 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 876 members Mstep: Class 2 contains 773 members Entering Unmasked Estep Score: -86605.210938 Penalty: 674.121094 Iteration 32Q: 3 clusters Score -86605.21 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 877 members Mstep: Class 2 contains 772 members Entering Unmasked Estep Score: -86605.968750 Penalty: 674.121094 Iteration 33Q: 3 clusters Score -86605.97 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 876 members Mstep: Class 2 contains 773 members Entering Unmasked Estep Score: -86606.187500 Penalty: 674.121094 Iteration 34Q: 3 clusters Score -86606.19 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 876 members Mstep: Class 2 contains 773 members Entering Unmasked Estep Score: -86606.328125 Penalty: 674.121094 Iteration 35Q: 3 clusters Score -86606.33 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 877 members Mstep: Class 2 contains 772 members Entering Unmasked Estep Score: -86606.570312 Penalty: 674.121094 Iteration 36Q: 3 clusters Score -86606.57 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 877 members Mstep: Class 2 contains 772 members Entering Unmasked Estep Score: -86606.570312 Penalty: 674.121094 Iteration 37F: 3 clusters Score -86606.57 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (3598 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3598 members Entering Unmasked Estep Score: -200567.531250 Penalty: 372.560059 Iteration 0F: 2 clusters Score -200567.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1808 members Mstep: Class 2 contains 1790 members Entering Unmasked Estep Score: -198070.250000 Penalty: 745.120117 Iteration 0F: 3 clusters Score -198070.2 nChanged 1605 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1919 members Mstep: Class 2 contains 1679 members Entering Unmasked Estep Score: -198945.921875 Penalty: 745.120117 Iteration 1F: 3 clusters Score -198945.9 nChanged 255 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2032 members Mstep: Class 2 contains 1566 members Entering Unmasked Estep Score: -199075.000000 Penalty: 745.120117 Iteration 2F: 3 clusters Score -199075 nChanged 226 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2150 members Mstep: Class 2 contains 1448 members Entering Unmasked Estep Score: -199191.265625 Penalty: 745.120117 Iteration 3F: 3 clusters Score -199191.3 nChanged 232 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2298 members Mstep: Class 2 contains 1300 members Entering Unmasked Estep Score: -199335.359375 Penalty: 745.120117 Iteration 4F: 3 clusters Score -199335.4 nChanged 233 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2465 members Mstep: Class 2 contains 1133 members Entering Unmasked Estep Score: -199487.546875 Penalty: 745.120117 Iteration 5F: 3 clusters Score -199487.5 nChanged 200 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2611 members Mstep: Class 2 contains 987 members Entering Unmasked Estep Score: -199638.656250 Penalty: 745.120117 Iteration 6F: 3 clusters Score -199638.7 nChanged 172 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2753 members Mstep: Class 2 contains 845 members Entering Unmasked Estep Score: -199775.125000 Penalty: 745.120117 Iteration 7Q: 3 clusters Score -199775.1 nChanged 159 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2886 members Mstep: Class 2 contains 712 members Entering Unmasked Estep Score: -199917.312500 Penalty: 745.120117 Iteration 8Q: 3 clusters Score -199917.3 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2970 members Mstep: Class 2 contains 628 members Entering Unmasked Estep Score: -200010.828125 Penalty: 745.120117 Iteration 9Q: 3 clusters Score -200010.8 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3025 members Mstep: Class 2 contains 573 members Entering Unmasked Estep Score: -200078.921875 Penalty: 745.120117 Iteration 10Q: 3 clusters Score -200078.9 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3060 members Mstep: Class 2 contains 538 members Entering Unmasked Estep Score: -200118.031250 Penalty: 745.120117 Iteration 11Q: 3 clusters Score -200118 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3098 members Mstep: Class 2 contains 500 members Entering Unmasked Estep Score: -200152.781250 Penalty: 745.120117 Iteration 12Q: 3 clusters Score -200152.8 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3123 members Mstep: Class 2 contains 475 members Entering Unmasked Estep Score: -200176.234375 Penalty: 745.120117 Iteration 13Q: 3 clusters Score -200176.2 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3144 members Mstep: Class 2 contains 454 members Entering Unmasked Estep Score: -200199.281250 Penalty: 745.120117 Iteration 14Q: 3 clusters Score -200199.3 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3159 members Mstep: Class 2 contains 439 members Entering Unmasked Estep Score: -200212.640625 Penalty: 745.120117 Iteration 15Q: 3 clusters Score -200212.6 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3174 members Mstep: Class 2 contains 424 members Entering Unmasked Estep Score: -200225.312500 Penalty: 745.120117 Iteration 16Q: 3 clusters Score -200225.3 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3188 members Mstep: Class 2 contains 410 members Entering Unmasked Estep Score: -200231.531250 Penalty: 745.120117 Iteration 17Q: 3 clusters Score -200231.5 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3199 members Mstep: Class 2 contains 399 members Entering Unmasked Estep Score: -200235.484375 Penalty: 745.120117 Iteration 18Q: 3 clusters Score -200235.5 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3216 members Mstep: Class 2 contains 382 members Entering Unmasked Estep Score: -200246.609375 Penalty: 745.120117 Iteration 19Q: 3 clusters Score -200246.6 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3231 members Mstep: Class 2 contains 367 members Entering Unmasked Estep Score: -200256.750000 Penalty: 745.120117 Iteration 20F: 3 clusters Score -200256.8 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3246 members Mstep: Class 2 contains 352 members Entering Unmasked Estep Score: -200267.140625 Penalty: 745.120117 Iteration 21Q: 3 clusters Score -200267.1 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3259 members Mstep: Class 2 contains 339 members Entering Unmasked Estep Score: -200276.015625 Penalty: 745.120117 Iteration 22Q: 3 clusters Score -200276 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3265 members Mstep: Class 2 contains 333 members Entering Unmasked Estep Score: -200281.125000 Penalty: 745.120117 Iteration 23Q: 3 clusters Score -200281.1 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3276 members Mstep: Class 2 contains 322 members Entering Unmasked Estep Score: -200289.000000 Penalty: 745.120117 Iteration 24Q: 3 clusters Score -200289 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3282 members Mstep: Class 2 contains 316 members Entering Unmasked Estep Score: -200293.656250 Penalty: 745.120117 Iteration 25Q: 3 clusters Score -200293.7 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3283 members Mstep: Class 2 contains 315 members Entering Unmasked Estep Score: -200297.250000 Penalty: 745.120117 Iteration 26Q: 3 clusters Score -200297.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3288 members Mstep: Class 2 contains 310 members Entering Unmasked Estep Score: -200300.156250 Penalty: 745.120117 Iteration 27Q: 3 clusters Score -200300.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3290 members Mstep: Class 2 contains 308 members Entering Unmasked Estep Score: -200302.828125 Penalty: 745.120117 Iteration 28Q: 3 clusters Score -200302.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3294 members Mstep: Class 2 contains 304 members Entering Unmasked Estep Score: -200304.406250 Penalty: 745.120117 Iteration 29Q: 3 clusters Score -200304.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3299 members Mstep: Class 2 contains 299 members Entering Unmasked Estep Score: -200306.750000 Penalty: 745.120117 Iteration 30Q: 3 clusters Score -200306.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3301 members Mstep: Class 2 contains 297 members Entering Unmasked Estep Score: -200307.062500 Penalty: 745.120117 Iteration 31Q: 3 clusters Score -200307.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3302 members Mstep: Class 2 contains 296 members Entering Unmasked Estep Score: -200307.015625 Penalty: 745.120117 Iteration 32Q: 3 clusters Score -200307 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3304 members Mstep: Class 2 contains 294 members Entering Unmasked Estep Score: -200307.218750 Penalty: 745.120117 Iteration 33Q: 3 clusters Score -200307.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3304 members Mstep: Class 2 contains 294 members Entering Unmasked Estep Score: -200307.218750 Penalty: 745.120117 Iteration 34F: 3 clusters Score -200307.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (2120 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2120 members Entering Unmasked Estep Score: -117039.632812 Penalty: 348.492310 Iteration 0F: 2 clusters Score -117039.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1095 members Mstep: Class 2 contains 1025 members Entering Unmasked Estep Score: -115515.296875 Penalty: 696.984619 Iteration 0F: 3 clusters Score -115515.3 nChanged 913 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1104 members Mstep: Class 2 contains 1016 members Entering Unmasked Estep Score: -116051.789062 Penalty: 696.984619 Iteration 1F: 3 clusters Score -116051.8 nChanged 179 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1107 members Mstep: Class 2 contains 1013 members Entering Unmasked Estep Score: -116179.726562 Penalty: 696.984619 Iteration 2F: 3 clusters Score -116179.7 nChanged 155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1128 members Mstep: Class 2 contains 992 members Entering Unmasked Estep Score: -116301.937500 Penalty: 696.984619 Iteration 3F: 3 clusters Score -116301.9 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1138 members Mstep: Class 2 contains 982 members Entering Unmasked Estep Score: -116407.843750 Penalty: 696.984619 Iteration 4F: 3 clusters Score -116407.8 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1144 members Mstep: Class 2 contains 976 members Entering Unmasked Estep Score: -116514.328125 Penalty: 696.984619 Iteration 5F: 3 clusters Score -116514.3 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1161 members Mstep: Class 2 contains 959 members Entering Unmasked Estep Score: -116611.757812 Penalty: 696.984619 Iteration 6F: 3 clusters Score -116611.8 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1189 members Mstep: Class 2 contains 931 members Entering Unmasked Estep Score: -116696.382812 Penalty: 696.984619 Iteration 7Q: 3 clusters Score -116696.4 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1216 members Mstep: Class 2 contains 904 members Entering Unmasked Estep Score: -116773.960938 Penalty: 696.984619 Iteration 8Q: 3 clusters Score -116774 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1238 members Mstep: Class 2 contains 882 members Entering Unmasked Estep Score: -116835.859375 Penalty: 696.984619 Iteration 9Q: 3 clusters Score -116835.9 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1268 members Mstep: Class 2 contains 852 members Entering Unmasked Estep Score: -116874.515625 Penalty: 696.984619 Iteration 10Q: 3 clusters Score -116874.5 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1286 members Mstep: Class 2 contains 834 members Entering Unmasked Estep Score: -116900.187500 Penalty: 696.984619 Iteration 11Q: 3 clusters Score -116900.2 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1300 members Mstep: Class 2 contains 820 members Entering Unmasked Estep Score: -116912.007812 Penalty: 696.984619 Iteration 12Q: 3 clusters Score -116912 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1313 members Mstep: Class 2 contains 807 members Entering Unmasked Estep Score: -116920.109375 Penalty: 696.984619 Iteration 13Q: 3 clusters Score -116920.1 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1322 members Mstep: Class 2 contains 798 members Entering Unmasked Estep Score: -116926.781250 Penalty: 696.984619 Iteration 14Q: 3 clusters Score -116926.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1328 members Mstep: Class 2 contains 792 members Entering Unmasked Estep Score: -116930.015625 Penalty: 696.984619 Iteration 15Q: 3 clusters Score -116930 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1331 members Mstep: Class 2 contains 789 members Entering Unmasked Estep Score: -116931.757812 Penalty: 696.984619 Iteration 16Q: 3 clusters Score -116931.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1332 members Mstep: Class 2 contains 788 members Entering Unmasked Estep Score: -116932.593750 Penalty: 696.984619 Iteration 17Q: 3 clusters Score -116932.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1332 members Mstep: Class 2 contains 788 members Entering Unmasked Estep Score: -116932.859375 Penalty: 696.984619 Iteration 18Q: 3 clusters Score -116932.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1331 members Mstep: Class 2 contains 789 members Entering Unmasked Estep Score: -116933.101562 Penalty: 696.984619 Iteration 19Q: 3 clusters Score -116933.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1331 members Mstep: Class 2 contains 789 members Entering Unmasked Estep Score: -116933.101562 Penalty: 696.984619 Iteration 20F: 3 clusters Score -116933.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (1054 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1054 members Entering Unmasked Estep Score: -52323.859375 Penalty: 316.695831 Iteration 0F: 2 clusters Score -52323.86 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 542 members Mstep: Class 2 contains 512 members Entering Unmasked Estep Score: -51509.421875 Penalty: 633.391663 Iteration 0F: 3 clusters Score -51509.42 nChanged 398 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 628 members Mstep: Class 2 contains 426 members Entering Unmasked Estep Score: -51817.691406 Penalty: 633.391663 Iteration 1F: 3 clusters Score -51817.69 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 676 members Mstep: Class 2 contains 378 members Entering Unmasked Estep Score: -51903.492188 Penalty: 633.391663 Iteration 2F: 3 clusters Score -51903.49 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 706 members Mstep: Class 2 contains 348 members Entering Unmasked Estep Score: -51943.976562 Penalty: 633.391663 Iteration 3F: 3 clusters Score -51943.98 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 730 members Mstep: Class 2 contains 324 members Entering Unmasked Estep Score: -51973.566406 Penalty: 633.391663 Iteration 4Q: 3 clusters Score -51973.57 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 753 members Mstep: Class 2 contains 301 members Entering Unmasked Estep Score: -52008.039062 Penalty: 633.391663 Iteration 5Q: 3 clusters Score -52008.04 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 773 members Mstep: Class 2 contains 281 members Entering Unmasked Estep Score: -52033.105469 Penalty: 633.391663 Iteration 6Q: 3 clusters Score -52033.11 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 790 members Mstep: Class 2 contains 264 members Entering Unmasked Estep Score: -52055.015625 Penalty: 633.391663 Iteration 7Q: 3 clusters Score -52055.02 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 807 members Mstep: Class 2 contains 247 members Entering Unmasked Estep Score: -52077.570312 Penalty: 633.391663 Iteration 8Q: 3 clusters Score -52077.57 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 817 members Mstep: Class 2 contains 237 members Entering Unmasked Estep Score: -52100.308594 Penalty: 633.391663 Iteration 9Q: 3 clusters Score -52100.31 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 831 members Mstep: Class 2 contains 223 members Entering Unmasked Estep Score: -52125.468750 Penalty: 633.391663 Iteration 10Q: 3 clusters Score -52125.47 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 838 members Mstep: Class 2 contains 216 members Entering Unmasked Estep Score: -52138.410156 Penalty: 633.391663 Iteration 11Q: 3 clusters Score -52138.41 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 845 members Mstep: Class 2 contains 209 members Entering Unmasked Estep Score: -52146.925781 Penalty: 633.391663 Iteration 12Q: 3 clusters Score -52146.93 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 852 members Mstep: Class 2 contains 202 members Entering Unmasked Estep Score: -52155.390625 Penalty: 633.391663 Iteration 13Q: 3 clusters Score -52155.39 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 857 members Mstep: Class 2 contains 197 members Entering Unmasked Estep Score: -52164.386719 Penalty: 633.391663 Iteration 14Q: 3 clusters Score -52164.39 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 864 members Mstep: Class 2 contains 190 members Entering Unmasked Estep Score: -52180.570312 Penalty: 633.391663 Iteration 15Q: 3 clusters Score -52180.57 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 870 members Mstep: Class 2 contains 184 members Entering Unmasked Estep Score: -52192.507812 Penalty: 633.391663 Iteration 16Q: 3 clusters Score -52192.51 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 877 members Mstep: Class 2 contains 177 members Entering Unmasked Estep Score: -52207.847656 Penalty: 633.391663 Iteration 17Q: 3 clusters Score -52207.85 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 882 members Mstep: Class 2 contains 172 members Entering Unmasked Estep Score: -52216.121094 Penalty: 633.391663 Iteration 18Q: 3 clusters Score -52216.12 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 882 members Mstep: Class 2 contains 172 members Entering Unmasked Estep Score: -52218.515625 Penalty: 633.391663 Iteration 19Q: 3 clusters Score -52218.52 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 885 members Mstep: Class 2 contains 169 members Entering Unmasked Estep Score: -52220.246094 Penalty: 633.391663 Iteration 20F: 3 clusters Score -52220.25 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 885 members Mstep: Class 2 contains 169 members Entering Unmasked Estep Score: -52223.484375 Penalty: 633.391663 Iteration 21Q: 3 clusters Score -52223.48 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 887 members Mstep: Class 2 contains 167 members Entering Unmasked Estep Score: -52230.996094 Penalty: 633.391663 Iteration 22Q: 3 clusters Score -52231 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 887 members Mstep: Class 2 contains 167 members Entering Unmasked Estep Score: -52236.355469 Penalty: 633.391663 Iteration 23Q: 3 clusters Score -52236.36 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 888 members Mstep: Class 2 contains 166 members Entering Unmasked Estep Score: -52238.464844 Penalty: 633.391663 Iteration 24Q: 3 clusters Score -52238.46 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 890 members Mstep: Class 2 contains 164 members Entering Unmasked Estep Score: -52241.308594 Penalty: 633.391663 Iteration 25Q: 3 clusters Score -52241.31 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 892 members Mstep: Class 2 contains 162 members Entering Unmasked Estep Score: -52247.625000 Penalty: 633.391663 Iteration 26Q: 3 clusters Score -52247.62 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 893 members Mstep: Class 2 contains 161 members Entering Unmasked Estep Score: -52256.183594 Penalty: 633.391663 Iteration 27Q: 3 clusters Score -52256.18 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 897 members Mstep: Class 2 contains 157 members Entering Unmasked Estep Score: -52271.503906 Penalty: 633.391663 Iteration 28Q: 3 clusters Score -52271.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 902 members Mstep: Class 2 contains 152 members Entering Unmasked Estep Score: -52291.644531 Penalty: 633.391663 Iteration 29Q: 3 clusters Score -52291.64 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 906 members Mstep: Class 2 contains 148 members Entering Unmasked Estep Score: -52301.875000 Penalty: 633.391663 Iteration 30Q: 3 clusters Score -52301.88 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 909 members Mstep: Class 2 contains 145 members Entering Unmasked Estep Score: -52323.917969 Penalty: 633.391663 Iteration 31Q: 3 clusters Score -52323.92 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 912 members Mstep: Class 2 contains 142 members Entering Unmasked Estep Score: -52330.234375 Penalty: 633.391663 Iteration 32Q: 3 clusters Score -52330.23 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 916 members Mstep: Class 2 contains 138 members Entering Unmasked Estep Score: -52334.730469 Penalty: 633.391663 Iteration 33Q: 3 clusters Score -52334.73 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 920 members Mstep: Class 2 contains 134 members Entering Unmasked Estep Score: -52345.007812 Penalty: 633.391663 Iteration 34Q: 3 clusters Score -52345.01 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 922 members Mstep: Class 2 contains 132 members Entering Unmasked Estep Score: -52348.671875 Penalty: 633.391663 Iteration 35Q: 3 clusters Score -52348.67 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 923 members Mstep: Class 2 contains 131 members Entering Unmasked Estep Score: -52350.097656 Penalty: 633.391663 Iteration 36Q: 3 clusters Score -52350.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 924 members Mstep: Class 2 contains 130 members Entering Unmasked Estep Score: -52350.511719 Penalty: 633.391663 Iteration 37Q: 3 clusters Score -52350.51 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 925 members Mstep: Class 2 contains 129 members Entering Unmasked Estep Score: -52351.261719 Penalty: 633.391663 Iteration 38Q: 3 clusters Score -52351.26 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 925 members Mstep: Class 2 contains 129 members Entering Unmasked Estep Score: -52351.261719 Penalty: 633.391663 Iteration 39F: 3 clusters Score -52351.26 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 24 members Mstep: Class 1 contains 602 members Mstep: Class 2 contains 38104 members Mstep: Class 3 contains 19064 members Mstep: Class 4 contains 1773 members Mstep: Class 5 contains 5312 members Mstep: Class 6 contains 1649 members Mstep: Class 7 contains 3598 members Mstep: Class 8 contains 2120 members Mstep: Class 9 contains 925 members Mstep: Class 10 contains 93 members Mstep: Class 11 contains 3481 members Mstep: Class 12 contains 22263 members Mstep: Class 13 contains 22676 members Mstep: Class 14 contains 12269 members Mstep: Class 15 contains 10454 members Mstep: Class 16 contains 12288 members Mstep: Class 17 contains 8079 members Mstep: Class 18 contains 7959 members Mstep: Class 19 contains 24329 members Mstep: Class 20 contains 2419 members Mstep: Class 21 contains 2319 members Mstep: Class 22 contains 95 members Mstep: Class 23 contains 284 members Mstep: Class 24 contains 6402 members Mstep: Class 25 contains 142477 members Mstep: Class 26 contains 28648 members Mstep: Class 27 contains 12341 members Mstep: Class 28 contains 10917 members Mstep: Class 29 contains 3938 members Mstep: Class 30 contains 901 members Mstep: Class 31 contains 391 members Mstep: Class 32 contains 5798 members Mstep: Class 33 contains 213 members Mstep: Class 34 contains 3916 members Mstep: Class 35 contains 1325 members Mstep: Class 36 contains 12684 members Mstep: Class 37 contains 129 members Entering Unmasked Estep Score: -22976446.000000 Penalty: 21846.408203 Splitting cluster 9 changes total score from -22976694.000000 to -22976446.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 10 (93 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 93 members Entering Unmasked Estep Score: -5131.258301 Penalty: 206.233276 Iteration 0F: 2 clusters Score -5131.258 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41 members Mstep: Class 2 contains 52 members Entering Unmasked Estep Score: -4928.766113 Penalty: 412.466553 Iteration 0F: 3 clusters Score -4928.766 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39 members Mstep: Class 2 contains 54 members Entering Unmasked Estep Score: -4957.222168 Penalty: 412.466553 Iteration 1F: 3 clusters Score -4957.222 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40 members Mstep: Class 2 contains 53 members Entering Unmasked Estep Score: -4960.279297 Penalty: 412.466553 Iteration 2Q: 3 clusters Score -4960.279 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43 members Mstep: Class 2 contains 50 members Entering Unmasked Estep Score: -4966.676758 Penalty: 412.466553 Iteration 3Q: 3 clusters Score -4966.677 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43 members Mstep: Class 2 contains 50 members Entering Unmasked Estep Score: -4966.676758 Penalty: 412.466553 Iteration 4F: 3 clusters Score -4966.677 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (3481 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3481 members Entering Unmasked Estep Score: -195201.687500 Penalty: 371.055908 Iteration 0F: 2 clusters Score -195201.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1717 members Mstep: Class 2 contains 1764 members Entering Unmasked Estep Score: -192794.437500 Penalty: 742.111816 Iteration 0F: 3 clusters Score -192794.4 nChanged 1595 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1810 members Mstep: Class 2 contains 1671 members Entering Unmasked Estep Score: -193793.500000 Penalty: 742.111816 Iteration 1F: 3 clusters Score -193793.5 nChanged 259 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1879 members Mstep: Class 2 contains 1602 members Entering Unmasked Estep Score: -193972.078125 Penalty: 742.111816 Iteration 2F: 3 clusters Score -193972.1 nChanged 234 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1945 members Mstep: Class 2 contains 1536 members Entering Unmasked Estep Score: -194122.078125 Penalty: 742.111816 Iteration 3F: 3 clusters Score -194122.1 nChanged 212 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2011 members Mstep: Class 2 contains 1470 members Entering Unmasked Estep Score: -194257.968750 Penalty: 742.111816 Iteration 4F: 3 clusters Score -194258 nChanged 175 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2070 members Mstep: Class 2 contains 1411 members Entering Unmasked Estep Score: -194363.062500 Penalty: 742.111816 Iteration 5F: 3 clusters Score -194363.1 nChanged 166 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2128 members Mstep: Class 2 contains 1353 members Entering Unmasked Estep Score: -194473.140625 Penalty: 742.111816 Iteration 6Q: 3 clusters Score -194473.1 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2180 members Mstep: Class 2 contains 1301 members Entering Unmasked Estep Score: -194573.109375 Penalty: 742.111816 Iteration 7Q: 3 clusters Score -194573.1 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2215 members Mstep: Class 2 contains 1266 members Entering Unmasked Estep Score: -194656.796875 Penalty: 742.111816 Iteration 8Q: 3 clusters Score -194656.8 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2241 members Mstep: Class 2 contains 1240 members Entering Unmasked Estep Score: -194704.593750 Penalty: 742.111816 Iteration 9Q: 3 clusters Score -194704.6 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2268 members Mstep: Class 2 contains 1213 members Entering Unmasked Estep Score: -194723.750000 Penalty: 742.111816 Iteration 10Q: 3 clusters Score -194723.8 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2288 members Mstep: Class 2 contains 1193 members Entering Unmasked Estep Score: -194733.468750 Penalty: 742.111816 Iteration 11Q: 3 clusters Score -194733.5 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2307 members Mstep: Class 2 contains 1174 members Entering Unmasked Estep Score: -194741.984375 Penalty: 742.111816 Iteration 12Q: 3 clusters Score -194742 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2326 members Mstep: Class 2 contains 1155 members Entering Unmasked Estep Score: -194747.281250 Penalty: 742.111816 Iteration 13Q: 3 clusters Score -194747.3 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2345 members Mstep: Class 2 contains 1136 members Entering Unmasked Estep Score: -194752.562500 Penalty: 742.111816 Iteration 14Q: 3 clusters Score -194752.6 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2363 members Mstep: Class 2 contains 1118 members Entering Unmasked Estep Score: -194757.281250 Penalty: 742.111816 Iteration 15Q: 3 clusters Score -194757.3 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2385 members Mstep: Class 2 contains 1096 members Entering Unmasked Estep Score: -194762.046875 Penalty: 742.111816 Iteration 16Q: 3 clusters Score -194762 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2396 members Mstep: Class 2 contains 1085 members Entering Unmasked Estep Score: -194764.453125 Penalty: 742.111816 Iteration 17Q: 3 clusters Score -194764.5 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2406 members Mstep: Class 2 contains 1075 members Entering Unmasked Estep Score: -194767.078125 Penalty: 742.111816 Iteration 18Q: 3 clusters Score -194767.1 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2418 members Mstep: Class 2 contains 1063 members Entering Unmasked Estep Score: -194769.546875 Penalty: 742.111816 Iteration 19Q: 3 clusters Score -194769.5 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2434 members Mstep: Class 2 contains 1047 members Entering Unmasked Estep Score: -194772.406250 Penalty: 742.111816 Iteration 20F: 3 clusters Score -194772.4 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2449 members Mstep: Class 2 contains 1032 members Entering Unmasked Estep Score: -194775.796875 Penalty: 742.111816 Iteration 21Q: 3 clusters Score -194775.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2458 members Mstep: Class 2 contains 1023 members Entering Unmasked Estep Score: -194777.484375 Penalty: 742.111816 Iteration 22Q: 3 clusters Score -194777.5 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2469 members Mstep: Class 2 contains 1012 members Entering Unmasked Estep Score: -194780.062500 Penalty: 742.111816 Iteration 23Q: 3 clusters Score -194780.1 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2483 members Mstep: Class 2 contains 998 members Entering Unmasked Estep Score: -194782.578125 Penalty: 742.111816 Iteration 24Q: 3 clusters Score -194782.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2492 members Mstep: Class 2 contains 989 members Entering Unmasked Estep Score: -194784.031250 Penalty: 742.111816 Iteration 25Q: 3 clusters Score -194784 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2497 members Mstep: Class 2 contains 984 members Entering Unmasked Estep Score: -194784.734375 Penalty: 742.111816 Iteration 26Q: 3 clusters Score -194784.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2502 members Mstep: Class 2 contains 979 members Entering Unmasked Estep Score: -194785.500000 Penalty: 742.111816 Iteration 27Q: 3 clusters Score -194785.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2509 members Mstep: Class 2 contains 972 members Entering Unmasked Estep Score: -194786.531250 Penalty: 742.111816 Iteration 28Q: 3 clusters Score -194786.5 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2517 members Mstep: Class 2 contains 964 members Entering Unmasked Estep Score: -194788.765625 Penalty: 742.111816 Iteration 29Q: 3 clusters Score -194788.8 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2526 members Mstep: Class 2 contains 955 members Entering Unmasked Estep Score: -194790.390625 Penalty: 742.111816 Iteration 30Q: 3 clusters Score -194790.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2533 members Mstep: Class 2 contains 948 members Entering Unmasked Estep Score: -194791.703125 Penalty: 742.111816 Iteration 31Q: 3 clusters Score -194791.7 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2544 members Mstep: Class 2 contains 937 members Entering Unmasked Estep Score: -194793.000000 Penalty: 742.111816 Iteration 32Q: 3 clusters Score -194793 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2553 members Mstep: Class 2 contains 928 members Entering Unmasked Estep Score: -194793.843750 Penalty: 742.111816 Iteration 33Q: 3 clusters Score -194793.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2560 members Mstep: Class 2 contains 921 members Entering Unmasked Estep Score: -194795.265625 Penalty: 742.111816 Iteration 34Q: 3 clusters Score -194795.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2565 members Mstep: Class 2 contains 916 members Entering Unmasked Estep Score: -194796.015625 Penalty: 742.111816 Iteration 35Q: 3 clusters Score -194796 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2569 members Mstep: Class 2 contains 912 members Entering Unmasked Estep Score: -194796.562500 Penalty: 742.111816 Iteration 36Q: 3 clusters Score -194796.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2571 members Mstep: Class 2 contains 910 members Entering Unmasked Estep Score: -194796.937500 Penalty: 742.111816 Iteration 37Q: 3 clusters Score -194796.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2572 members Mstep: Class 2 contains 909 members Entering Unmasked Estep Score: -194796.906250 Penalty: 742.111816 Iteration 38Q: 3 clusters Score -194796.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2574 members Mstep: Class 2 contains 907 members Entering Unmasked Estep Score: -194797.171875 Penalty: 742.111816 Iteration 39Q: 3 clusters Score -194797.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2576 members Mstep: Class 2 contains 905 members Entering Unmasked Estep Score: -194797.562500 Penalty: 742.111816 Iteration 40F: 3 clusters Score -194797.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2578 members Mstep: Class 2 contains 903 members Entering Unmasked Estep Score: -194797.562500 Penalty: 742.111816 Iteration 41Q: 3 clusters Score -194797.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2580 members Mstep: Class 2 contains 901 members Entering Unmasked Estep Score: -194797.515625 Penalty: 742.111816 Iteration 42Q: 3 clusters Score -194797.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2581 members Mstep: Class 2 contains 900 members Entering Unmasked Estep Score: -194797.906250 Penalty: 742.111816 Iteration 43Q: 3 clusters Score -194797.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2581 members Mstep: Class 2 contains 900 members Entering Unmasked Estep Score: -194797.906250 Penalty: 742.111816 Iteration 44F: 3 clusters Score -194797.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (22263 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22263 members Entering Unmasked Estep Score: -1176256.375000 Penalty: 455.485992 Iteration 0F: 2 clusters Score -1176256 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11278 members Mstep: Class 2 contains 10985 members Entering Unmasked Estep Score: -1161510.625000 Penalty: 910.971985 Iteration 0F: 3 clusters Score -1161511 nChanged 10592 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14030 members Mstep: Class 2 contains 8233 members Entering Unmasked Estep Score: -1168621.125000 Penalty: 910.971985 Iteration 1F: 3 clusters Score -1168621 nChanged 1714 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15538 members Mstep: Class 2 contains 6725 members Entering Unmasked Estep Score: -1169766.500000 Penalty: 910.971985 Iteration 2F: 3 clusters Score -1169766 nChanged 1892 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17312 members Mstep: Class 2 contains 4951 members Entering Unmasked Estep Score: -1171313.875000 Penalty: 910.971985 Iteration 3F: 3 clusters Score -1171314 nChanged 1803 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19033 members Mstep: Class 2 contains 3230 members Entering Unmasked Estep Score: -1172981.500000 Penalty: 910.971985 Iteration 4F: 3 clusters Score -1172982 nChanged 1389 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20382 members Mstep: Class 2 contains 1881 members Entering Unmasked Estep Score: -1174301.250000 Penalty: 910.971985 Iteration 5F: 3 clusters Score -1174301 nChanged 861 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21225 members Mstep: Class 2 contains 1038 members Entering Unmasked Estep Score: -1175105.875000 Penalty: 910.971985 Iteration 6Q: 3 clusters Score -1175106 nChanged 445 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21656 members Mstep: Class 2 contains 607 members Entering Unmasked Estep Score: -1175483.125000 Penalty: 910.971985 Iteration 7Q: 3 clusters Score -1175483 nChanged 201 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21847 members Mstep: Class 2 contains 416 members Entering Unmasked Estep Score: -1175641.750000 Penalty: 910.971985 Iteration 8Q: 3 clusters Score -1175642 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21950 members Mstep: Class 2 contains 313 members Entering Unmasked Estep Score: -1175735.375000 Penalty: 910.971985 Iteration 9Q: 3 clusters Score -1175735 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22013 members Mstep: Class 2 contains 250 members Entering Unmasked Estep Score: -1175808.375000 Penalty: 910.971985 Iteration 10Q: 3 clusters Score -1175808 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22049 members Mstep: Class 2 contains 214 members Entering Unmasked Estep Score: -1175847.375000 Penalty: 910.971985 Iteration 11Q: 3 clusters Score -1175847 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22067 members Mstep: Class 2 contains 196 members Entering Unmasked Estep Score: -1175872.375000 Penalty: 910.971985 Iteration 12Q: 3 clusters Score -1175872 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22077 members Mstep: Class 2 contains 186 members Entering Unmasked Estep Score: -1175882.750000 Penalty: 910.971985 Iteration 13Q: 3 clusters Score -1175883 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22080 members Mstep: Class 2 contains 183 members Entering Unmasked Estep Score: -1175894.750000 Penalty: 910.971985 Iteration 14Q: 3 clusters Score -1175895 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22082 members Mstep: Class 2 contains 181 members Entering Unmasked Estep Score: -1175901.125000 Penalty: 910.971985 Iteration 15Q: 3 clusters Score -1175901 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22082 members Mstep: Class 2 contains 181 members Entering Unmasked Estep Score: -1175904.250000 Penalty: 910.971985 Iteration 16Q: 3 clusters Score -1175904 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22083 members Mstep: Class 2 contains 180 members Entering Unmasked Estep Score: -1175909.500000 Penalty: 910.971985 Iteration 17Q: 3 clusters Score -1175910 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22084 members Mstep: Class 2 contains 179 members Entering Unmasked Estep Score: -1175915.625000 Penalty: 910.971985 Iteration 18Q: 3 clusters Score -1175916 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22088 members Mstep: Class 2 contains 175 members Entering Unmasked Estep Score: -1175921.500000 Penalty: 910.971985 Iteration 19Q: 3 clusters Score -1175922 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22093 members Mstep: Class 2 contains 170 members Entering Unmasked Estep Score: -1175924.875000 Penalty: 910.971985 Iteration 20F: 3 clusters Score -1175925 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22095 members Mstep: Class 2 contains 168 members Entering Unmasked Estep Score: -1175924.875000 Penalty: 910.971985 Iteration 21Q: 3 clusters Score -1175925 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22096 members Mstep: Class 2 contains 167 members Entering Unmasked Estep Score: -1175927.000000 Penalty: 910.971985 Iteration 22Q: 3 clusters Score -1175927 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22098 members Mstep: Class 2 contains 165 members Entering Unmasked Estep Score: -1175926.250000 Penalty: 910.971985 Iteration 23Q: 3 clusters Score -1175926 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22100 members Mstep: Class 2 contains 163 members Entering Unmasked Estep Score: -1175929.625000 Penalty: 910.971985 Iteration 24Q: 3 clusters Score -1175930 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22101 members Mstep: Class 2 contains 162 members Entering Unmasked Estep Score: -1175930.750000 Penalty: 910.971985 Iteration 25Q: 3 clusters Score -1175931 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22101 members Mstep: Class 2 contains 162 members Entering Unmasked Estep Score: -1175930.750000 Penalty: 910.971985 Iteration 26F: 3 clusters Score -1175931 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (22676 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22676 members Entering Unmasked Estep Score: -1313964.000000 Penalty: 456.322327 Iteration 0F: 2 clusters Score -1313964 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11289 members Mstep: Class 2 contains 11387 members Entering Unmasked Estep Score: -1298826.750000 Penalty: 912.644653 Iteration 0F: 3 clusters Score -1298827 nChanged 10838 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11183 members Mstep: Class 2 contains 11493 members Entering Unmasked Estep Score: -1305093.375000 Penalty: 912.644653 Iteration 1F: 3 clusters Score -1305093 nChanged 1197 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11190 members Mstep: Class 2 contains 11486 members Entering Unmasked Estep Score: -1305668.750000 Penalty: 912.644653 Iteration 2F: 3 clusters Score -1305669 nChanged 1358 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11144 members Mstep: Class 2 contains 11532 members Entering Unmasked Estep Score: -1306458.625000 Penalty: 912.644653 Iteration 3F: 3 clusters Score -1306459 nChanged 1414 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11126 members Mstep: Class 2 contains 11550 members Entering Unmasked Estep Score: -1307298.375000 Penalty: 912.644653 Iteration 4F: 3 clusters Score -1307298 nChanged 1366 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11104 members Mstep: Class 2 contains 11572 members Entering Unmasked Estep Score: -1308125.500000 Penalty: 912.644653 Iteration 5F: 3 clusters Score -1308126 nChanged 1303 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11105 members Mstep: Class 2 contains 11571 members Entering Unmasked Estep Score: -1308881.250000 Penalty: 912.644653 Iteration 6F: 3 clusters Score -1308881 nChanged 1136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11121 members Mstep: Class 2 contains 11555 members Entering Unmasked Estep Score: -1309516.875000 Penalty: 912.644653 Iteration 7F: 3 clusters Score -1309517 nChanged 1028 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11171 members Mstep: Class 2 contains 11505 members Entering Unmasked Estep Score: -1310020.125000 Penalty: 912.644653 Iteration 8Q: 3 clusters Score -1310020 nChanged 822 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11271 members Mstep: Class 2 contains 11405 members Entering Unmasked Estep Score: -1310354.875000 Penalty: 912.644653 Iteration 9Q: 3 clusters Score -1310355 nChanged 607 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11362 members Mstep: Class 2 contains 11314 members Entering Unmasked Estep Score: -1310557.750000 Penalty: 912.644653 Iteration 10Q: 3 clusters Score -1310558 nChanged 469 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11445 members Mstep: Class 2 contains 11231 members Entering Unmasked Estep Score: -1310698.875000 Penalty: 912.644653 Iteration 11Q: 3 clusters Score -1310699 nChanged 381 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11498 members Mstep: Class 2 contains 11178 members Entering Unmasked Estep Score: -1310796.000000 Penalty: 912.644653 Iteration 12Q: 3 clusters Score -1310796 nChanged 326 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11592 members Mstep: Class 2 contains 11084 members Entering Unmasked Estep Score: -1310874.750000 Penalty: 912.644653 Iteration 13Q: 3 clusters Score -1310875 nChanged 263 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11691 members Mstep: Class 2 contains 10985 members Entering Unmasked Estep Score: -1310923.875000 Penalty: 912.644653 Iteration 14Q: 3 clusters Score -1310924 nChanged 266 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11813 members Mstep: Class 2 contains 10863 members Entering Unmasked Estep Score: -1310979.375000 Penalty: 912.644653 Iteration 15Q: 3 clusters Score -1310979 nChanged 278 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11961 members Mstep: Class 2 contains 10715 members Entering Unmasked Estep Score: -1311037.375000 Penalty: 912.644653 Iteration 16Q: 3 clusters Score -1311037 nChanged 265 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12110 members Mstep: Class 2 contains 10566 members Entering Unmasked Estep Score: -1311090.375000 Penalty: 912.644653 Iteration 17Q: 3 clusters Score -1311090 nChanged 247 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12271 members Mstep: Class 2 contains 10405 members Entering Unmasked Estep Score: -1311126.875000 Penalty: 912.644653 Iteration 18Q: 3 clusters Score -1311127 nChanged 238 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12435 members Mstep: Class 2 contains 10241 members Entering Unmasked Estep Score: -1311172.125000 Penalty: 912.644653 Iteration 19Q: 3 clusters Score -1311172 nChanged 228 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12601 members Mstep: Class 2 contains 10075 members Entering Unmasked Estep Score: -1311210.625000 Penalty: 912.644653 Iteration 20F: 3 clusters Score -1311211 nChanged 238 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12793 members Mstep: Class 2 contains 9883 members Entering Unmasked Estep Score: -1311260.125000 Penalty: 912.644653 Iteration 21Q: 3 clusters Score -1311260 nChanged 242 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12987 members Mstep: Class 2 contains 9689 members Entering Unmasked Estep Score: -1311319.000000 Penalty: 912.644653 Iteration 22Q: 3 clusters Score -1311319 nChanged 238 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13181 members Mstep: Class 2 contains 9495 members Entering Unmasked Estep Score: -1311369.500000 Penalty: 912.644653 Iteration 23Q: 3 clusters Score -1311370 nChanged 241 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13366 members Mstep: Class 2 contains 9310 members Entering Unmasked Estep Score: -1311419.250000 Penalty: 912.644653 Iteration 24Q: 3 clusters Score -1311419 nChanged 243 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13571 members Mstep: Class 2 contains 9105 members Entering Unmasked Estep Score: -1311483.000000 Penalty: 912.644653 Iteration 25Q: 3 clusters Score -1311483 nChanged 251 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13806 members Mstep: Class 2 contains 8870 members Entering Unmasked Estep Score: -1311552.375000 Penalty: 912.644653 Iteration 26Q: 3 clusters Score -1311552 nChanged 262 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14030 members Mstep: Class 2 contains 8646 members Entering Unmasked Estep Score: -1311628.625000 Penalty: 912.644653 Iteration 27Q: 3 clusters Score -1311629 nChanged 268 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14278 members Mstep: Class 2 contains 8398 members Entering Unmasked Estep Score: -1311697.250000 Penalty: 912.644653 Iteration 28Q: 3 clusters Score -1311697 nChanged 267 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14529 members Mstep: Class 2 contains 8147 members Entering Unmasked Estep Score: -1311764.750000 Penalty: 912.644653 Iteration 29Q: 3 clusters Score -1311765 nChanged 261 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14774 members Mstep: Class 2 contains 7902 members Entering Unmasked Estep Score: -1311824.875000 Penalty: 912.644653 Iteration 30Q: 3 clusters Score -1311825 nChanged 262 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15026 members Mstep: Class 2 contains 7650 members Entering Unmasked Estep Score: -1311891.625000 Penalty: 912.644653 Iteration 31Q: 3 clusters Score -1311892 nChanged 255 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15271 members Mstep: Class 2 contains 7405 members Entering Unmasked Estep Score: -1311943.375000 Penalty: 912.644653 Iteration 32Q: 3 clusters Score -1311943 nChanged 257 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15522 members Mstep: Class 2 contains 7154 members Entering Unmasked Estep Score: -1311995.250000 Penalty: 912.644653 Iteration 33Q: 3 clusters Score -1311995 nChanged 266 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15782 members Mstep: Class 2 contains 6894 members Entering Unmasked Estep Score: -1312048.125000 Penalty: 912.644653 Iteration 34Q: 3 clusters Score -1312048 nChanged 262 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16040 members Mstep: Class 2 contains 6636 members Entering Unmasked Estep Score: -1312103.500000 Penalty: 912.644653 Iteration 35Q: 3 clusters Score -1312104 nChanged 272 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16312 members Mstep: Class 2 contains 6364 members Entering Unmasked Estep Score: -1312165.250000 Penalty: 912.644653 Iteration 36Q: 3 clusters Score -1312165 nChanged 273 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16585 members Mstep: Class 2 contains 6091 members Entering Unmasked Estep Score: -1312224.000000 Penalty: 912.644653 Iteration 37Q: 3 clusters Score -1312224 nChanged 264 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16849 members Mstep: Class 2 contains 5827 members Entering Unmasked Estep Score: -1312281.750000 Penalty: 912.644653 Iteration 38Q: 3 clusters Score -1312282 nChanged 288 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17137 members Mstep: Class 2 contains 5539 members Entering Unmasked Estep Score: -1312348.250000 Penalty: 912.644653 Iteration 39Q: 3 clusters Score -1312348 nChanged 302 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17439 members Mstep: Class 2 contains 5237 members Entering Unmasked Estep Score: -1312426.375000 Penalty: 912.644653 Iteration 40F: 3 clusters Score -1312426 nChanged 311 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17750 members Mstep: Class 2 contains 4926 members Entering Unmasked Estep Score: -1312514.625000 Penalty: 912.644653 Iteration 41Q: 3 clusters Score -1312515 nChanged 285 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18035 members Mstep: Class 2 contains 4641 members Entering Unmasked Estep Score: -1312594.750000 Penalty: 912.644653 Iteration 42Q: 3 clusters Score -1312595 nChanged 282 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18317 members Mstep: Class 2 contains 4359 members Entering Unmasked Estep Score: -1312670.000000 Penalty: 912.644653 Iteration 43Q: 3 clusters Score -1312670 nChanged 288 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18605 members Mstep: Class 2 contains 4071 members Entering Unmasked Estep Score: -1312753.875000 Penalty: 912.644653 Iteration 44Q: 3 clusters Score -1312754 nChanged 269 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18874 members Mstep: Class 2 contains 3802 members Entering Unmasked Estep Score: -1312827.750000 Penalty: 912.644653 Iteration 45Q: 3 clusters Score -1312828 nChanged 274 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19148 members Mstep: Class 2 contains 3528 members Entering Unmasked Estep Score: -1312911.500000 Penalty: 912.644653 Iteration 46Q: 3 clusters Score -1312912 nChanged 254 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19402 members Mstep: Class 2 contains 3274 members Entering Unmasked Estep Score: -1312988.625000 Penalty: 912.644653 Iteration 47Q: 3 clusters Score -1312989 nChanged 244 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19646 members Mstep: Class 2 contains 3030 members Entering Unmasked Estep Score: -1313067.375000 Penalty: 912.644653 Iteration 48Q: 3 clusters Score -1313067 nChanged 224 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19870 members Mstep: Class 2 contains 2806 members Entering Unmasked Estep Score: -1313124.875000 Penalty: 912.644653 Iteration 49Q: 3 clusters Score -1313125 nChanged 196 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20066 members Mstep: Class 2 contains 2610 members Entering Unmasked Estep Score: -1313175.625000 Penalty: 912.644653 Iteration 50Q: 3 clusters Score -1313176 nChanged 192 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20258 members Mstep: Class 2 contains 2418 members Entering Unmasked Estep Score: -1313233.000000 Penalty: 912.644653 Iteration 51Q: 3 clusters Score -1313233 nChanged 172 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20430 members Mstep: Class 2 contains 2246 members Entering Unmasked Estep Score: -1313282.875000 Penalty: 912.644653 Iteration 52Q: 3 clusters Score -1313283 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20575 members Mstep: Class 2 contains 2101 members Entering Unmasked Estep Score: -1313321.375000 Penalty: 912.644653 Iteration 53Q: 3 clusters Score -1313321 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20714 members Mstep: Class 2 contains 1962 members Entering Unmasked Estep Score: -1313362.250000 Penalty: 912.644653 Iteration 54Q: 3 clusters Score -1313362 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20845 members Mstep: Class 2 contains 1831 members Entering Unmasked Estep Score: -1313398.375000 Penalty: 912.644653 Iteration 55Q: 3 clusters Score -1313398 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20966 members Mstep: Class 2 contains 1710 members Entering Unmasked Estep Score: -1313421.875000 Penalty: 912.644653 Iteration 56Q: 3 clusters Score -1313422 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21075 members Mstep: Class 2 contains 1601 members Entering Unmasked Estep Score: -1313458.125000 Penalty: 912.644653 Iteration 57Q: 3 clusters Score -1313458 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21184 members Mstep: Class 2 contains 1492 members Entering Unmasked Estep Score: -1313483.875000 Penalty: 912.644653 Iteration 58Q: 3 clusters Score -1313484 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21294 members Mstep: Class 2 contains 1382 members Entering Unmasked Estep Score: -1313512.750000 Penalty: 912.644653 Iteration 59Q: 3 clusters Score -1313513 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21410 members Mstep: Class 2 contains 1266 members Entering Unmasked Estep Score: -1313550.625000 Penalty: 912.644653 Iteration 60F: 3 clusters Score -1313551 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21525 members Mstep: Class 2 contains 1151 members Entering Unmasked Estep Score: -1313581.000000 Penalty: 912.644653 Iteration 61Q: 3 clusters Score -1313581 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21615 members Mstep: Class 2 contains 1061 members Entering Unmasked Estep Score: -1313611.625000 Penalty: 912.644653 Iteration 62Q: 3 clusters Score -1313612 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21692 members Mstep: Class 2 contains 984 members Entering Unmasked Estep Score: -1313635.500000 Penalty: 912.644653 Iteration 63Q: 3 clusters Score -1313636 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21750 members Mstep: Class 2 contains 926 members Entering Unmasked Estep Score: -1313646.375000 Penalty: 912.644653 Iteration 64Q: 3 clusters Score -1313646 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21796 members Mstep: Class 2 contains 880 members Entering Unmasked Estep Score: -1313653.375000 Penalty: 912.644653 Iteration 65Q: 3 clusters Score -1313653 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21837 members Mstep: Class 2 contains 839 members Entering Unmasked Estep Score: -1313663.250000 Penalty: 912.644653 Iteration 66Q: 3 clusters Score -1313663 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21876 members Mstep: Class 2 contains 800 members Entering Unmasked Estep Score: -1313673.750000 Penalty: 912.644653 Iteration 67Q: 3 clusters Score -1313674 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21911 members Mstep: Class 2 contains 765 members Entering Unmasked Estep Score: -1313682.375000 Penalty: 912.644653 Iteration 68Q: 3 clusters Score -1313682 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21940 members Mstep: Class 2 contains 736 members Entering Unmasked Estep Score: -1313682.375000 Penalty: 912.644653 Iteration 69Q: 3 clusters Score -1313682 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21956 members Mstep: Class 2 contains 720 members Entering Unmasked Estep Score: -1313687.500000 Penalty: 912.644653 Iteration 70Q: 3 clusters Score -1313688 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21978 members Mstep: Class 2 contains 698 members Entering Unmasked Estep Score: -1313687.875000 Penalty: 912.644653 Iteration 71Q: 3 clusters Score -1313688 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21991 members Mstep: Class 2 contains 685 members Entering Unmasked Estep Score: -1313691.500000 Penalty: 912.644653 Iteration 72Q: 3 clusters Score -1313692 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22006 members Mstep: Class 2 contains 670 members Entering Unmasked Estep Score: -1313693.875000 Penalty: 912.644653 Iteration 73Q: 3 clusters Score -1313694 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22022 members Mstep: Class 2 contains 654 members Entering Unmasked Estep Score: -1313696.875000 Penalty: 912.644653 Iteration 74Q: 3 clusters Score -1313697 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22035 members Mstep: Class 2 contains 641 members Entering Unmasked Estep Score: -1313700.375000 Penalty: 912.644653 Iteration 75Q: 3 clusters Score -1313700 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22044 members Mstep: Class 2 contains 632 members Entering Unmasked Estep Score: -1313702.375000 Penalty: 912.644653 Iteration 76Q: 3 clusters Score -1313702 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22052 members Mstep: Class 2 contains 624 members Entering Unmasked Estep Score: -1313703.250000 Penalty: 912.644653 Iteration 77Q: 3 clusters Score -1313703 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22054 members Mstep: Class 2 contains 622 members Entering Unmasked Estep Score: -1313702.750000 Penalty: 912.644653 Iteration 78Q: 3 clusters Score -1313703 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22056 members Mstep: Class 2 contains 620 members Entering Unmasked Estep Score: -1313704.500000 Penalty: 912.644653 Iteration 79Q: 3 clusters Score -1313704 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22060 members Mstep: Class 2 contains 616 members Entering Unmasked Estep Score: -1313705.125000 Penalty: 912.644653 Iteration 80F: 3 clusters Score -1313705 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22062 members Mstep: Class 2 contains 614 members Entering Unmasked Estep Score: -1313706.375000 Penalty: 912.644653 Iteration 81Q: 3 clusters Score -1313706 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22065 members Mstep: Class 2 contains 611 members Entering Unmasked Estep Score: -1313707.000000 Penalty: 912.644653 Iteration 82Q: 3 clusters Score -1313707 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22067 members Mstep: Class 2 contains 609 members Entering Unmasked Estep Score: -1313708.125000 Penalty: 912.644653 Iteration 83Q: 3 clusters Score -1313708 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22069 members Mstep: Class 2 contains 607 members Entering Unmasked Estep Score: -1313709.125000 Penalty: 912.644653 Iteration 84Q: 3 clusters Score -1313709 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22073 members Mstep: Class 2 contains 603 members Entering Unmasked Estep Score: -1313709.500000 Penalty: 912.644653 Iteration 85Q: 3 clusters Score -1313710 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22080 members Mstep: Class 2 contains 596 members Entering Unmasked Estep Score: -1313711.250000 Penalty: 912.644653 Iteration 86Q: 3 clusters Score -1313711 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22086 members Mstep: Class 2 contains 590 members Entering Unmasked Estep Score: -1313711.000000 Penalty: 912.644653 Iteration 87Q: 3 clusters Score -1313711 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22094 members Mstep: Class 2 contains 582 members Entering Unmasked Estep Score: -1313711.250000 Penalty: 912.644653 Iteration 88Q: 3 clusters Score -1313711 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22100 members Mstep: Class 2 contains 576 members Entering Unmasked Estep Score: -1313711.500000 Penalty: 912.644653 Iteration 89Q: 3 clusters Score -1313712 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22103 members Mstep: Class 2 contains 573 members Entering Unmasked Estep Score: -1313711.625000 Penalty: 912.644653 Iteration 90Q: 3 clusters Score -1313712 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22108 members Mstep: Class 2 contains 568 members Entering Unmasked Estep Score: -1313713.500000 Penalty: 912.644653 Iteration 91Q: 3 clusters Score -1313714 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22110 members Mstep: Class 2 contains 566 members Entering Unmasked Estep Score: -1313712.625000 Penalty: 912.644653 Iteration 92Q: 3 clusters Score -1313713 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22112 members Mstep: Class 2 contains 564 members Entering Unmasked Estep Score: -1313714.250000 Penalty: 912.644653 Iteration 93Q: 3 clusters Score -1313714 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22114 members Mstep: Class 2 contains 562 members Entering Unmasked Estep Score: -1313714.125000 Penalty: 912.644653 Iteration 94Q: 3 clusters Score -1313714 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22115 members Mstep: Class 2 contains 561 members Entering Unmasked Estep Score: -1313713.625000 Penalty: 912.644653 Iteration 95Q: 3 clusters Score -1313714 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22115 members Mstep: Class 2 contains 561 members Entering Unmasked Estep Score: -1313713.625000 Penalty: 912.644653 Iteration 96F: 3 clusters Score -1313714 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (12269 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12269 members Entering Unmasked Estep Score: -714717.625000 Penalty: 428.374817 Iteration 0F: 2 clusters Score -714717.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6069 members Mstep: Class 2 contains 6200 members Entering Unmasked Estep Score: -706564.125000 Penalty: 856.749634 Iteration 0F: 3 clusters Score -706564.1 nChanged 5744 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5563 members Mstep: Class 2 contains 6706 members Entering Unmasked Estep Score: -709929.000000 Penalty: 856.749634 Iteration 1F: 3 clusters Score -709929 nChanged 729 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5222 members Mstep: Class 2 contains 7047 members Entering Unmasked Estep Score: -710313.937500 Penalty: 856.749634 Iteration 2F: 3 clusters Score -710313.9 nChanged 738 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4786 members Mstep: Class 2 contains 7483 members Entering Unmasked Estep Score: -710817.437500 Penalty: 856.749634 Iteration 3F: 3 clusters Score -710817.4 nChanged 804 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4308 members Mstep: Class 2 contains 7961 members Entering Unmasked Estep Score: -711431.187500 Penalty: 856.749634 Iteration 4F: 3 clusters Score -711431.2 nChanged 785 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3847 members Mstep: Class 2 contains 8422 members Entering Unmasked Estep Score: -712040.187500 Penalty: 856.749634 Iteration 5F: 3 clusters Score -712040.2 nChanged 663 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3440 members Mstep: Class 2 contains 8829 members Entering Unmasked Estep Score: -712477.812500 Penalty: 856.749634 Iteration 6F: 3 clusters Score -712477.8 nChanged 511 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3083 members Mstep: Class 2 contains 9186 members Entering Unmasked Estep Score: -712767.875000 Penalty: 856.749634 Iteration 7Q: 3 clusters Score -712767.9 nChanged 419 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2752 members Mstep: Class 2 contains 9517 members Entering Unmasked Estep Score: -712993.500000 Penalty: 856.749634 Iteration 8Q: 3 clusters Score -712993.5 nChanged 362 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2454 members Mstep: Class 2 contains 9815 members Entering Unmasked Estep Score: -713179.875000 Penalty: 856.749634 Iteration 9Q: 3 clusters Score -713179.9 nChanged 319 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2169 members Mstep: Class 2 contains 10100 members Entering Unmasked Estep Score: -713345.625000 Penalty: 856.749634 Iteration 10Q: 3 clusters Score -713345.6 nChanged 273 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1920 members Mstep: Class 2 contains 10349 members Entering Unmasked Estep Score: -713489.062500 Penalty: 856.749634 Iteration 11Q: 3 clusters Score -713489.1 nChanged 242 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1698 members Mstep: Class 2 contains 10571 members Entering Unmasked Estep Score: -713621.437500 Penalty: 856.749634 Iteration 12Q: 3 clusters Score -713621.4 nChanged 249 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1469 members Mstep: Class 2 contains 10800 members Entering Unmasked Estep Score: -713771.125000 Penalty: 856.749634 Iteration 13Q: 3 clusters Score -713771.1 nChanged 238 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1255 members Mstep: Class 2 contains 11014 members Entering Unmasked Estep Score: -713918.000000 Penalty: 856.749634 Iteration 14Q: 3 clusters Score -713918 nChanged 184 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1093 members Mstep: Class 2 contains 11176 members Entering Unmasked Estep Score: -714032.500000 Penalty: 856.749634 Iteration 15Q: 3 clusters Score -714032.5 nChanged 165 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 954 members Mstep: Class 2 contains 11315 members Entering Unmasked Estep Score: -714117.125000 Penalty: 856.749634 Iteration 16Q: 3 clusters Score -714117.1 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 847 members Mstep: Class 2 contains 11422 members Entering Unmasked Estep Score: -714195.062500 Penalty: 856.749634 Iteration 17Q: 3 clusters Score -714195.1 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 757 members Mstep: Class 2 contains 11512 members Entering Unmasked Estep Score: -714269.375000 Penalty: 856.749634 Iteration 18Q: 3 clusters Score -714269.4 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 693 members Mstep: Class 2 contains 11576 members Entering Unmasked Estep Score: -714314.687500 Penalty: 856.749634 Iteration 19Q: 3 clusters Score -714314.7 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 652 members Mstep: Class 2 contains 11617 members Entering Unmasked Estep Score: -714345.500000 Penalty: 856.749634 Iteration 20F: 3 clusters Score -714345.5 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 626 members Mstep: Class 2 contains 11643 members Entering Unmasked Estep Score: -714364.187500 Penalty: 856.749634 Iteration 21Q: 3 clusters Score -714364.2 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 596 members Mstep: Class 2 contains 11673 members Entering Unmasked Estep Score: -714388.312500 Penalty: 856.749634 Iteration 22Q: 3 clusters Score -714388.3 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 572 members Mstep: Class 2 contains 11697 members Entering Unmasked Estep Score: -714413.875000 Penalty: 856.749634 Iteration 23Q: 3 clusters Score -714413.9 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 555 members Mstep: Class 2 contains 11714 members Entering Unmasked Estep Score: -714428.562500 Penalty: 856.749634 Iteration 24Q: 3 clusters Score -714428.6 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 537 members Mstep: Class 2 contains 11732 members Entering Unmasked Estep Score: -714445.125000 Penalty: 856.749634 Iteration 25Q: 3 clusters Score -714445.1 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 524 members Mstep: Class 2 contains 11745 members Entering Unmasked Estep Score: -714461.750000 Penalty: 856.749634 Iteration 26Q: 3 clusters Score -714461.8 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 518 members Mstep: Class 2 contains 11751 members Entering Unmasked Estep Score: -714474.125000 Penalty: 856.749634 Iteration 27Q: 3 clusters Score -714474.1 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 507 members Mstep: Class 2 contains 11762 members Entering Unmasked Estep Score: -714487.875000 Penalty: 856.749634 Iteration 28Q: 3 clusters Score -714487.9 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 505 members Mstep: Class 2 contains 11764 members Entering Unmasked Estep Score: -714497.500000 Penalty: 856.749634 Iteration 29Q: 3 clusters Score -714497.5 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 505 members Mstep: Class 2 contains 11764 members Entering Unmasked Estep Score: -714505.750000 Penalty: 856.749634 Iteration 30Q: 3 clusters Score -714505.8 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 509 members Mstep: Class 2 contains 11760 members Entering Unmasked Estep Score: -714513.250000 Penalty: 856.749634 Iteration 31Q: 3 clusters Score -714513.2 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 509 members Mstep: Class 2 contains 11760 members Entering Unmasked Estep Score: -714519.687500 Penalty: 856.749634 Iteration 32Q: 3 clusters Score -714519.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 505 members Mstep: Class 2 contains 11764 members Entering Unmasked Estep Score: -714523.125000 Penalty: 856.749634 Iteration 33Q: 3 clusters Score -714523.1 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 498 members Mstep: Class 2 contains 11771 members Entering Unmasked Estep Score: -714528.937500 Penalty: 856.749634 Iteration 34Q: 3 clusters Score -714528.9 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 492 members Mstep: Class 2 contains 11777 members Entering Unmasked Estep Score: -714535.125000 Penalty: 856.749634 Iteration 35Q: 3 clusters Score -714535.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 492 members Mstep: Class 2 contains 11777 members Entering Unmasked Estep Score: -714536.250000 Penalty: 856.749634 Iteration 36Q: 3 clusters Score -714536.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 491 members Mstep: Class 2 contains 11778 members Entering Unmasked Estep Score: -714539.312500 Penalty: 856.749634 Iteration 37Q: 3 clusters Score -714539.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 489 members Mstep: Class 2 contains 11780 members Entering Unmasked Estep Score: -714538.437500 Penalty: 856.749634 Iteration 38Q: 3 clusters Score -714538.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 488 members Mstep: Class 2 contains 11781 members Entering Unmasked Estep Score: -714537.312500 Penalty: 856.749634 Iteration 39Q: 3 clusters Score -714537.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 487 members Mstep: Class 2 contains 11782 members Entering Unmasked Estep Score: -714537.562500 Penalty: 856.749634 Iteration 40F: 3 clusters Score -714537.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 488 members Mstep: Class 2 contains 11781 members Entering Unmasked Estep Score: -714538.750000 Penalty: 856.749634 Iteration 41Q: 3 clusters Score -714538.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 488 members Mstep: Class 2 contains 11781 members Entering Unmasked Estep Score: -714538.750000 Penalty: 856.749634 Iteration 42F: 3 clusters Score -714538.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (10454 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10454 members Entering Unmasked Estep Score: -588053.562500 Penalty: 421.090668 Iteration 0F: 2 clusters Score -588053.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5258 members Mstep: Class 2 contains 5196 members Entering Unmasked Estep Score: -581185.625000 Penalty: 842.181335 Iteration 0F: 3 clusters Score -581185.6 nChanged 4814 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5852 members Mstep: Class 2 contains 4602 members Entering Unmasked Estep Score: -584202.250000 Penalty: 842.181335 Iteration 1F: 3 clusters Score -584202.2 nChanged 808 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6276 members Mstep: Class 2 contains 4178 members Entering Unmasked Estep Score: -584748.312500 Penalty: 842.181335 Iteration 2F: 3 clusters Score -584748.3 nChanged 890 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6828 members Mstep: Class 2 contains 3626 members Entering Unmasked Estep Score: -585448.125000 Penalty: 842.181335 Iteration 3F: 3 clusters Score -585448.1 nChanged 831 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7399 members Mstep: Class 2 contains 3055 members Entering Unmasked Estep Score: -586213.125000 Penalty: 842.181335 Iteration 4F: 3 clusters Score -586213.1 nChanged 654 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7823 members Mstep: Class 2 contains 2631 members Entering Unmasked Estep Score: -586871.562500 Penalty: 842.181335 Iteration 5F: 3 clusters Score -586871.6 nChanged 451 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8056 members Mstep: Class 2 contains 2398 members Entering Unmasked Estep Score: -587237.375000 Penalty: 842.181335 Iteration 6Q: 3 clusters Score -587237.4 nChanged 278 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8206 members Mstep: Class 2 contains 2248 members Entering Unmasked Estep Score: -587395.187500 Penalty: 842.181335 Iteration 7Q: 3 clusters Score -587395.2 nChanged 162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8332 members Mstep: Class 2 contains 2122 members Entering Unmasked Estep Score: -587476.250000 Penalty: 842.181335 Iteration 8Q: 3 clusters Score -587476.2 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8426 members Mstep: Class 2 contains 2028 members Entering Unmasked Estep Score: -587533.062500 Penalty: 842.181335 Iteration 9Q: 3 clusters Score -587533.1 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8513 members Mstep: Class 2 contains 1941 members Entering Unmasked Estep Score: -587584.500000 Penalty: 842.181335 Iteration 10Q: 3 clusters Score -587584.5 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8586 members Mstep: Class 2 contains 1868 members Entering Unmasked Estep Score: -587623.625000 Penalty: 842.181335 Iteration 11Q: 3 clusters Score -587623.6 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8661 members Mstep: Class 2 contains 1793 members Entering Unmasked Estep Score: -587669.062500 Penalty: 842.181335 Iteration 12Q: 3 clusters Score -587669.1 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8725 members Mstep: Class 2 contains 1729 members Entering Unmasked Estep Score: -587702.562500 Penalty: 842.181335 Iteration 13Q: 3 clusters Score -587702.6 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8782 members Mstep: Class 2 contains 1672 members Entering Unmasked Estep Score: -587734.250000 Penalty: 842.181335 Iteration 14Q: 3 clusters Score -587734.2 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8823 members Mstep: Class 2 contains 1631 members Entering Unmasked Estep Score: -587762.125000 Penalty: 842.181335 Iteration 15Q: 3 clusters Score -587762.1 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8858 members Mstep: Class 2 contains 1596 members Entering Unmasked Estep Score: -587791.875000 Penalty: 842.181335 Iteration 16Q: 3 clusters Score -587791.9 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8891 members Mstep: Class 2 contains 1563 members Entering Unmasked Estep Score: -587809.625000 Penalty: 842.181335 Iteration 17Q: 3 clusters Score -587809.6 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8911 members Mstep: Class 2 contains 1543 members Entering Unmasked Estep Score: -587822.375000 Penalty: 842.181335 Iteration 18Q: 3 clusters Score -587822.4 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8934 members Mstep: Class 2 contains 1520 members Entering Unmasked Estep Score: -587829.437500 Penalty: 842.181335 Iteration 19Q: 3 clusters Score -587829.4 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8954 members Mstep: Class 2 contains 1500 members Entering Unmasked Estep Score: -587832.687500 Penalty: 842.181335 Iteration 20F: 3 clusters Score -587832.7 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8971 members Mstep: Class 2 contains 1483 members Entering Unmasked Estep Score: -587833.937500 Penalty: 842.181335 Iteration 21Q: 3 clusters Score -587833.9 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8983 members Mstep: Class 2 contains 1471 members Entering Unmasked Estep Score: -587834.250000 Penalty: 842.181335 Iteration 22Q: 3 clusters Score -587834.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8991 members Mstep: Class 2 contains 1463 members Entering Unmasked Estep Score: -587833.687500 Penalty: 842.181335 Iteration 23Q: 3 clusters Score -587833.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8993 members Mstep: Class 2 contains 1461 members Entering Unmasked Estep Score: -587834.875000 Penalty: 842.181335 Iteration 24Q: 3 clusters Score -587834.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8995 members Mstep: Class 2 contains 1459 members Entering Unmasked Estep Score: -587835.812500 Penalty: 842.181335 Iteration 25Q: 3 clusters Score -587835.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8995 members Mstep: Class 2 contains 1459 members Entering Unmasked Estep Score: -587835.812500 Penalty: 842.181335 Iteration 26F: 3 clusters Score -587835.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (12288 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12288 members Entering Unmasked Estep Score: -667736.562500 Penalty: 428.445190 Iteration 0F: 2 clusters Score -667736.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6106 members Mstep: Class 2 contains 6182 members Entering Unmasked Estep Score: -659554.312500 Penalty: 856.890381 Iteration 0F: 3 clusters Score -659554.3 nChanged 5739 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5335 members Mstep: Class 2 contains 6953 members Entering Unmasked Estep Score: -663326.437500 Penalty: 856.890381 Iteration 1F: 3 clusters Score -663326.4 nChanged 921 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4936 members Mstep: Class 2 contains 7352 members Entering Unmasked Estep Score: -663965.750000 Penalty: 856.890381 Iteration 2F: 3 clusters Score -663965.8 nChanged 904 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4440 members Mstep: Class 2 contains 7848 members Entering Unmasked Estep Score: -664631.375000 Penalty: 856.890381 Iteration 3F: 3 clusters Score -664631.4 nChanged 815 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3939 members Mstep: Class 2 contains 8349 members Entering Unmasked Estep Score: -665232.500000 Penalty: 856.890381 Iteration 4F: 3 clusters Score -665232.5 nChanged 692 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3455 members Mstep: Class 2 contains 8833 members Entering Unmasked Estep Score: -665801.687500 Penalty: 856.890381 Iteration 5F: 3 clusters Score -665801.7 nChanged 536 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3081 members Mstep: Class 2 contains 9207 members Entering Unmasked Estep Score: -666201.250000 Penalty: 856.890381 Iteration 6Q: 3 clusters Score -666201.2 nChanged 377 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2796 members Mstep: Class 2 contains 9492 members Entering Unmasked Estep Score: -666428.437500 Penalty: 856.890381 Iteration 7Q: 3 clusters Score -666428.4 nChanged 247 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2581 members Mstep: Class 2 contains 9707 members Entering Unmasked Estep Score: -666526.250000 Penalty: 856.890381 Iteration 8Q: 3 clusters Score -666526.2 nChanged 209 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2378 members Mstep: Class 2 contains 9910 members Entering Unmasked Estep Score: -666613.625000 Penalty: 856.890381 Iteration 9Q: 3 clusters Score -666613.6 nChanged 212 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2168 members Mstep: Class 2 contains 10120 members Entering Unmasked Estep Score: -666701.000000 Penalty: 856.890381 Iteration 10Q: 3 clusters Score -666701 nChanged 181 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1987 members Mstep: Class 2 contains 10301 members Entering Unmasked Estep Score: -666779.562500 Penalty: 856.890381 Iteration 11Q: 3 clusters Score -666779.6 nChanged 158 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1829 members Mstep: Class 2 contains 10459 members Entering Unmasked Estep Score: -666847.937500 Penalty: 856.890381 Iteration 12Q: 3 clusters Score -666847.9 nChanged 154 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1675 members Mstep: Class 2 contains 10613 members Entering Unmasked Estep Score: -666916.125000 Penalty: 856.890381 Iteration 13Q: 3 clusters Score -666916.1 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1533 members Mstep: Class 2 contains 10755 members Entering Unmasked Estep Score: -666978.937500 Penalty: 856.890381 Iteration 14Q: 3 clusters Score -666978.9 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1405 members Mstep: Class 2 contains 10883 members Entering Unmasked Estep Score: -667031.375000 Penalty: 856.890381 Iteration 15Q: 3 clusters Score -667031.4 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1285 members Mstep: Class 2 contains 11003 members Entering Unmasked Estep Score: -667077.062500 Penalty: 856.890381 Iteration 16Q: 3 clusters Score -667077.1 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1202 members Mstep: Class 2 contains 11086 members Entering Unmasked Estep Score: -667111.125000 Penalty: 856.890381 Iteration 17Q: 3 clusters Score -667111.1 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1130 members Mstep: Class 2 contains 11158 members Entering Unmasked Estep Score: -667140.312500 Penalty: 856.890381 Iteration 18Q: 3 clusters Score -667140.3 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1061 members Mstep: Class 2 contains 11227 members Entering Unmasked Estep Score: -667165.937500 Penalty: 856.890381 Iteration 19Q: 3 clusters Score -667165.9 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 998 members Mstep: Class 2 contains 11290 members Entering Unmasked Estep Score: -667189.562500 Penalty: 856.890381 Iteration 20F: 3 clusters Score -667189.6 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 949 members Mstep: Class 2 contains 11339 members Entering Unmasked Estep Score: -667205.875000 Penalty: 856.890381 Iteration 21Q: 3 clusters Score -667205.9 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 888 members Mstep: Class 2 contains 11400 members Entering Unmasked Estep Score: -667236.375000 Penalty: 856.890381 Iteration 22Q: 3 clusters Score -667236.4 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 831 members Mstep: Class 2 contains 11457 members Entering Unmasked Estep Score: -667258.375000 Penalty: 856.890381 Iteration 23Q: 3 clusters Score -667258.4 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 777 members Mstep: Class 2 contains 11511 members Entering Unmasked Estep Score: -667280.687500 Penalty: 856.890381 Iteration 24Q: 3 clusters Score -667280.7 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 726 members Mstep: Class 2 contains 11562 members Entering Unmasked Estep Score: -667300.500000 Penalty: 856.890381 Iteration 25Q: 3 clusters Score -667300.5 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 690 members Mstep: Class 2 contains 11598 members Entering Unmasked Estep Score: -667317.250000 Penalty: 856.890381 Iteration 26Q: 3 clusters Score -667317.2 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 654 members Mstep: Class 2 contains 11634 members Entering Unmasked Estep Score: -667331.375000 Penalty: 856.890381 Iteration 27Q: 3 clusters Score -667331.4 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 623 members Mstep: Class 2 contains 11665 members Entering Unmasked Estep Score: -667341.500000 Penalty: 856.890381 Iteration 28Q: 3 clusters Score -667341.5 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 602 members Mstep: Class 2 contains 11686 members Entering Unmasked Estep Score: -667351.125000 Penalty: 856.890381 Iteration 29Q: 3 clusters Score -667351.1 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 586 members Mstep: Class 2 contains 11702 members Entering Unmasked Estep Score: -667356.812500 Penalty: 856.890381 Iteration 30Q: 3 clusters Score -667356.8 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 571 members Mstep: Class 2 contains 11717 members Entering Unmasked Estep Score: -667365.187500 Penalty: 856.890381 Iteration 31Q: 3 clusters Score -667365.2 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 560 members Mstep: Class 2 contains 11728 members Entering Unmasked Estep Score: -667373.750000 Penalty: 856.890381 Iteration 32Q: 3 clusters Score -667373.8 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 557 members Mstep: Class 2 contains 11731 members Entering Unmasked Estep Score: -667384.187500 Penalty: 856.890381 Iteration 33Q: 3 clusters Score -667384.2 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 539 members Mstep: Class 2 contains 11749 members Entering Unmasked Estep Score: -667402.312500 Penalty: 856.890381 Iteration 34Q: 3 clusters Score -667402.3 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 525 members Mstep: Class 2 contains 11763 members Entering Unmasked Estep Score: -667410.125000 Penalty: 856.890381 Iteration 35Q: 3 clusters Score -667410.1 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 516 members Mstep: Class 2 contains 11772 members Entering Unmasked Estep Score: -667414.187500 Penalty: 856.890381 Iteration 36Q: 3 clusters Score -667414.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 511 members Mstep: Class 2 contains 11777 members Entering Unmasked Estep Score: -667416.250000 Penalty: 856.890381 Iteration 37Q: 3 clusters Score -667416.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 505 members Mstep: Class 2 contains 11783 members Entering Unmasked Estep Score: -667420.937500 Penalty: 856.890381 Iteration 38Q: 3 clusters Score -667420.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 499 members Mstep: Class 2 contains 11789 members Entering Unmasked Estep Score: -667422.312500 Penalty: 856.890381 Iteration 39Q: 3 clusters Score -667422.3 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 489 members Mstep: Class 2 contains 11799 members Entering Unmasked Estep Score: -667425.687500 Penalty: 856.890381 Iteration 40F: 3 clusters Score -667425.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 481 members Mstep: Class 2 contains 11807 members Entering Unmasked Estep Score: -667428.750000 Penalty: 856.890381 Iteration 41Q: 3 clusters Score -667428.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 471 members Mstep: Class 2 contains 11817 members Entering Unmasked Estep Score: -667432.125000 Penalty: 856.890381 Iteration 42Q: 3 clusters Score -667432.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 469 members Mstep: Class 2 contains 11819 members Entering Unmasked Estep Score: -667432.562500 Penalty: 856.890381 Iteration 43Q: 3 clusters Score -667432.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 466 members Mstep: Class 2 contains 11822 members Entering Unmasked Estep Score: -667433.812500 Penalty: 856.890381 Iteration 44Q: 3 clusters Score -667433.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 464 members Mstep: Class 2 contains 11824 members Entering Unmasked Estep Score: -667433.375000 Penalty: 856.890381 Iteration 45Q: 3 clusters Score -667433.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 462 members Mstep: Class 2 contains 11826 members Entering Unmasked Estep Score: -667432.750000 Penalty: 856.890381 Iteration 46Q: 3 clusters Score -667432.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 462 members Mstep: Class 2 contains 11826 members Entering Unmasked Estep Score: -667432.750000 Penalty: 856.890381 Iteration 47F: 3 clusters Score -667432.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (8079 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8079 members Entering Unmasked Estep Score: -445744.437500 Penalty: 409.364563 Iteration 0F: 2 clusters Score -445744.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3947 members Mstep: Class 2 contains 4132 members Entering Unmasked Estep Score: -440390.437500 Penalty: 818.729126 Iteration 0F: 3 clusters Score -440390.4 nChanged 3684 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3465 members Mstep: Class 2 contains 4614 members Entering Unmasked Estep Score: -442547.531250 Penalty: 818.729126 Iteration 1F: 3 clusters Score -442547.5 nChanged 521 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3248 members Mstep: Class 2 contains 4831 members Entering Unmasked Estep Score: -442842.250000 Penalty: 818.729126 Iteration 2F: 3 clusters Score -442842.2 nChanged 503 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2971 members Mstep: Class 2 contains 5108 members Entering Unmasked Estep Score: -443190.187500 Penalty: 818.729126 Iteration 3F: 3 clusters Score -443190.2 nChanged 512 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2643 members Mstep: Class 2 contains 5436 members Entering Unmasked Estep Score: -443616.093750 Penalty: 818.729126 Iteration 4F: 3 clusters Score -443616.1 nChanged 493 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2346 members Mstep: Class 2 contains 5733 members Entering Unmasked Estep Score: -444040.218750 Penalty: 818.729126 Iteration 5F: 3 clusters Score -444040.2 nChanged 439 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2121 members Mstep: Class 2 contains 5958 members Entering Unmasked Estep Score: -444390.937500 Penalty: 818.729126 Iteration 6F: 3 clusters Score -444390.9 nChanged 347 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1966 members Mstep: Class 2 contains 6113 members Entering Unmasked Estep Score: -444639.343750 Penalty: 818.729126 Iteration 7Q: 3 clusters Score -444639.3 nChanged 261 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1853 members Mstep: Class 2 contains 6226 members Entering Unmasked Estep Score: -444784.406250 Penalty: 818.729126 Iteration 8Q: 3 clusters Score -444784.4 nChanged 165 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1762 members Mstep: Class 2 contains 6317 members Entering Unmasked Estep Score: -444868.093750 Penalty: 818.729126 Iteration 9Q: 3 clusters Score -444868.1 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1661 members Mstep: Class 2 contains 6418 members Entering Unmasked Estep Score: -444935.500000 Penalty: 818.729126 Iteration 10Q: 3 clusters Score -444935.5 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1576 members Mstep: Class 2 contains 6503 members Entering Unmasked Estep Score: -444982.781250 Penalty: 818.729126 Iteration 11Q: 3 clusters Score -444982.8 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1506 members Mstep: Class 2 contains 6573 members Entering Unmasked Estep Score: -445025.250000 Penalty: 818.729126 Iteration 12Q: 3 clusters Score -445025.2 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1430 members Mstep: Class 2 contains 6649 members Entering Unmasked Estep Score: -445066.218750 Penalty: 818.729126 Iteration 13Q: 3 clusters Score -445066.2 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1350 members Mstep: Class 2 contains 6729 members Entering Unmasked Estep Score: -445107.875000 Penalty: 818.729126 Iteration 14Q: 3 clusters Score -445107.9 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1273 members Mstep: Class 2 contains 6806 members Entering Unmasked Estep Score: -445147.468750 Penalty: 818.729126 Iteration 15Q: 3 clusters Score -445147.5 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1199 members Mstep: Class 2 contains 6880 members Entering Unmasked Estep Score: -445183.531250 Penalty: 818.729126 Iteration 16Q: 3 clusters Score -445183.5 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1145 members Mstep: Class 2 contains 6934 members Entering Unmasked Estep Score: -445210.562500 Penalty: 818.729126 Iteration 17Q: 3 clusters Score -445210.6 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1102 members Mstep: Class 2 contains 6977 members Entering Unmasked Estep Score: -445232.468750 Penalty: 818.729126 Iteration 18Q: 3 clusters Score -445232.5 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1060 members Mstep: Class 2 contains 7019 members Entering Unmasked Estep Score: -445248.812500 Penalty: 818.729126 Iteration 19Q: 3 clusters Score -445248.8 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1028 members Mstep: Class 2 contains 7051 members Entering Unmasked Estep Score: -445263.875000 Penalty: 818.729126 Iteration 20F: 3 clusters Score -445263.9 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1002 members Mstep: Class 2 contains 7077 members Entering Unmasked Estep Score: -445275.062500 Penalty: 818.729126 Iteration 21Q: 3 clusters Score -445275.1 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 973 members Mstep: Class 2 contains 7106 members Entering Unmasked Estep Score: -445282.593750 Penalty: 818.729126 Iteration 22Q: 3 clusters Score -445282.6 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 955 members Mstep: Class 2 contains 7124 members Entering Unmasked Estep Score: -445286.156250 Penalty: 818.729126 Iteration 23Q: 3 clusters Score -445286.2 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 931 members Mstep: Class 2 contains 7148 members Entering Unmasked Estep Score: -445294.593750 Penalty: 818.729126 Iteration 24Q: 3 clusters Score -445294.6 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 901 members Mstep: Class 2 contains 7178 members Entering Unmasked Estep Score: -445305.312500 Penalty: 818.729126 Iteration 25Q: 3 clusters Score -445305.3 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 873 members Mstep: Class 2 contains 7206 members Entering Unmasked Estep Score: -445312.093750 Penalty: 818.729126 Iteration 26Q: 3 clusters Score -445312.1 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 846 members Mstep: Class 2 contains 7233 members Entering Unmasked Estep Score: -445320.125000 Penalty: 818.729126 Iteration 27Q: 3 clusters Score -445320.1 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 817 members Mstep: Class 2 contains 7262 members Entering Unmasked Estep Score: -445331.781250 Penalty: 818.729126 Iteration 28Q: 3 clusters Score -445331.8 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 789 members Mstep: Class 2 contains 7290 members Entering Unmasked Estep Score: -445340.593750 Penalty: 818.729126 Iteration 29Q: 3 clusters Score -445340.6 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 770 members Mstep: Class 2 contains 7309 members Entering Unmasked Estep Score: -445344.750000 Penalty: 818.729126 Iteration 30Q: 3 clusters Score -445344.8 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 746 members Mstep: Class 2 contains 7333 members Entering Unmasked Estep Score: -445351.843750 Penalty: 818.729126 Iteration 31Q: 3 clusters Score -445351.8 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 722 members Mstep: Class 2 contains 7357 members Entering Unmasked Estep Score: -445356.375000 Penalty: 818.729126 Iteration 32Q: 3 clusters Score -445356.4 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 704 members Mstep: Class 2 contains 7375 members Entering Unmasked Estep Score: -445360.531250 Penalty: 818.729126 Iteration 33Q: 3 clusters Score -445360.5 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 683 members Mstep: Class 2 contains 7396 members Entering Unmasked Estep Score: -445364.968750 Penalty: 818.729126 Iteration 34Q: 3 clusters Score -445365 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 666 members Mstep: Class 2 contains 7413 members Entering Unmasked Estep Score: -445368.281250 Penalty: 818.729126 Iteration 35Q: 3 clusters Score -445368.3 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 651 members Mstep: Class 2 contains 7428 members Entering Unmasked Estep Score: -445371.125000 Penalty: 818.729126 Iteration 36Q: 3 clusters Score -445371.1 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 639 members Mstep: Class 2 contains 7440 members Entering Unmasked Estep Score: -445374.531250 Penalty: 818.729126 Iteration 37Q: 3 clusters Score -445374.5 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 625 members Mstep: Class 2 contains 7454 members Entering Unmasked Estep Score: -445379.031250 Penalty: 818.729126 Iteration 38Q: 3 clusters Score -445379 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 610 members Mstep: Class 2 contains 7469 members Entering Unmasked Estep Score: -445383.781250 Penalty: 818.729126 Iteration 39Q: 3 clusters Score -445383.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 604 members Mstep: Class 2 contains 7475 members Entering Unmasked Estep Score: -445384.437500 Penalty: 818.729126 Iteration 40F: 3 clusters Score -445384.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 599 members Mstep: Class 2 contains 7480 members Entering Unmasked Estep Score: -445386.031250 Penalty: 818.729126 Iteration 41Q: 3 clusters Score -445386 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 590 members Mstep: Class 2 contains 7489 members Entering Unmasked Estep Score: -445389.250000 Penalty: 818.729126 Iteration 42Q: 3 clusters Score -445389.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 583 members Mstep: Class 2 contains 7496 members Entering Unmasked Estep Score: -445391.593750 Penalty: 818.729126 Iteration 43Q: 3 clusters Score -445391.6 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 573 members Mstep: Class 2 contains 7506 members Entering Unmasked Estep Score: -445395.187500 Penalty: 818.729126 Iteration 44Q: 3 clusters Score -445395.2 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 559 members Mstep: Class 2 contains 7520 members Entering Unmasked Estep Score: -445399.843750 Penalty: 818.729126 Iteration 45Q: 3 clusters Score -445399.8 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 554 members Mstep: Class 2 contains 7525 members Entering Unmasked Estep Score: -445401.531250 Penalty: 818.729126 Iteration 46Q: 3 clusters Score -445401.5 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 544 members Mstep: Class 2 contains 7535 members Entering Unmasked Estep Score: -445405.187500 Penalty: 818.729126 Iteration 47Q: 3 clusters Score -445405.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 534 members Mstep: Class 2 contains 7545 members Entering Unmasked Estep Score: -445409.656250 Penalty: 818.729126 Iteration 48Q: 3 clusters Score -445409.7 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 523 members Mstep: Class 2 contains 7556 members Entering Unmasked Estep Score: -445412.593750 Penalty: 818.729126 Iteration 49Q: 3 clusters Score -445412.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 513 members Mstep: Class 2 contains 7566 members Entering Unmasked Estep Score: -445414.875000 Penalty: 818.729126 Iteration 50Q: 3 clusters Score -445414.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 505 members Mstep: Class 2 contains 7574 members Entering Unmasked Estep Score: -445416.781250 Penalty: 818.729126 Iteration 51Q: 3 clusters Score -445416.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 501 members Mstep: Class 2 contains 7578 members Entering Unmasked Estep Score: -445416.343750 Penalty: 818.729126 Iteration 52Q: 3 clusters Score -445416.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 500 members Mstep: Class 2 contains 7579 members Entering Unmasked Estep Score: -445417.187500 Penalty: 818.729126 Iteration 53Q: 3 clusters Score -445417.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 500 members Mstep: Class 2 contains 7579 members Entering Unmasked Estep Score: -445417.187500 Penalty: 818.729126 Iteration 54F: 3 clusters Score -445417.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (7959 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7959 members Entering Unmasked Estep Score: -444585.687500 Penalty: 408.683655 Iteration 0F: 2 clusters Score -444585.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3906 members Mstep: Class 2 contains 4053 members Entering Unmasked Estep Score: -439238.031250 Penalty: 817.367310 Iteration 0F: 3 clusters Score -439238 nChanged 3678 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3384 members Mstep: Class 2 contains 4575 members Entering Unmasked Estep Score: -441329.593750 Penalty: 817.367310 Iteration 1F: 3 clusters Score -441329.6 nChanged 490 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3042 members Mstep: Class 2 contains 4917 members Entering Unmasked Estep Score: -441593.093750 Penalty: 817.367310 Iteration 2F: 3 clusters Score -441593.1 nChanged 504 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2620 members Mstep: Class 2 contains 5339 members Entering Unmasked Estep Score: -441919.968750 Penalty: 817.367310 Iteration 3F: 3 clusters Score -441920 nChanged 552 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2112 members Mstep: Class 2 contains 5847 members Entering Unmasked Estep Score: -442339.218750 Penalty: 817.367310 Iteration 4F: 3 clusters Score -442339.2 nChanged 554 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1586 members Mstep: Class 2 contains 6373 members Entering Unmasked Estep Score: -442794.562500 Penalty: 817.367310 Iteration 5F: 3 clusters Score -442794.6 nChanged 505 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1095 members Mstep: Class 2 contains 6864 members Entering Unmasked Estep Score: -443268.718750 Penalty: 817.367310 Iteration 6F: 3 clusters Score -443268.7 nChanged 402 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 701 members Mstep: Class 2 contains 7258 members Entering Unmasked Estep Score: -443656.343750 Penalty: 817.367310 Iteration 7F: 3 clusters Score -443656.3 nChanged 259 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 448 members Mstep: Class 2 contains 7511 members Entering Unmasked Estep Score: -443905.843750 Penalty: 817.367310 Iteration 8Q: 3 clusters Score -443905.8 nChanged 157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 295 members Mstep: Class 2 contains 7664 members Entering Unmasked Estep Score: -444058.156250 Penalty: 817.367310 Iteration 9Q: 3 clusters Score -444058.2 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 221 members Mstep: Class 2 contains 7738 members Entering Unmasked Estep Score: -444145.718750 Penalty: 817.367310 Iteration 10Q: 3 clusters Score -444145.7 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 176 members Mstep: Class 2 contains 7783 members Entering Unmasked Estep Score: -444193.906250 Penalty: 817.367310 Iteration 11Q: 3 clusters Score -444193.9 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 161 members Mstep: Class 2 contains 7798 members Entering Unmasked Estep Score: -444219.656250 Penalty: 817.367310 Iteration 12Q: 3 clusters Score -444219.7 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 149 members Mstep: Class 2 contains 7810 members Entering Unmasked Estep Score: -444230.031250 Penalty: 817.367310 Iteration 13Q: 3 clusters Score -444230 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 140 members Mstep: Class 2 contains 7819 members Entering Unmasked Estep Score: -444236.281250 Penalty: 817.367310 Iteration 14Q: 3 clusters Score -444236.3 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 133 members Mstep: Class 2 contains 7826 members Entering Unmasked Estep Score: -444246.000000 Penalty: 817.367310 Iteration 15Q: 3 clusters Score -444246 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 128 members Mstep: Class 2 contains 7831 members Entering Unmasked Estep Score: -444249.031250 Penalty: 817.367310 Iteration 16Q: 3 clusters Score -444249 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 127 members Mstep: Class 2 contains 7832 members Entering Unmasked Estep Score: -444249.937500 Penalty: 817.367310 Iteration 17Q: 3 clusters Score -444249.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 127 members Mstep: Class 2 contains 7832 members Entering Unmasked Estep Score: -444249.937500 Penalty: 817.367310 Iteration 18F: 3 clusters Score -444249.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (24329 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24329 members Entering Unmasked Estep Score: -1350024.625000 Penalty: 459.523804 Iteration 0F: 2 clusters Score -1350025 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12170 members Mstep: Class 2 contains 12159 members Entering Unmasked Estep Score: -1333885.500000 Penalty: 919.047607 Iteration 0F: 3 clusters Score -1333886 nChanged 11716 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12080 members Mstep: Class 2 contains 12249 members Entering Unmasked Estep Score: -1341030.375000 Penalty: 919.047607 Iteration 1F: 3 clusters Score -1341030 nChanged 1320 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12088 members Mstep: Class 2 contains 12241 members Entering Unmasked Estep Score: -1341577.250000 Penalty: 919.047607 Iteration 2F: 3 clusters Score -1341577 nChanged 1357 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12093 members Mstep: Class 2 contains 12236 members Entering Unmasked Estep Score: -1342193.375000 Penalty: 919.047607 Iteration 3F: 3 clusters Score -1342193 nChanged 1339 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12100 members Mstep: Class 2 contains 12229 members Entering Unmasked Estep Score: -1342843.125000 Penalty: 919.047607 Iteration 4F: 3 clusters Score -1342843 nChanged 1313 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12071 members Mstep: Class 2 contains 12258 members Entering Unmasked Estep Score: -1343508.500000 Penalty: 919.047607 Iteration 5F: 3 clusters Score -1343508 nChanged 1257 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12036 members Mstep: Class 2 contains 12293 members Entering Unmasked Estep Score: -1344173.375000 Penalty: 919.047607 Iteration 6F: 3 clusters Score -1344173 nChanged 1227 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11939 members Mstep: Class 2 contains 12390 members Entering Unmasked Estep Score: -1344840.750000 Penalty: 919.047607 Iteration 7F: 3 clusters Score -1344841 nChanged 1131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11792 members Mstep: Class 2 contains 12537 members Entering Unmasked Estep Score: -1345469.000000 Penalty: 919.047607 Iteration 8Q: 3 clusters Score -1345469 nChanged 962 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11642 members Mstep: Class 2 contains 12687 members Entering Unmasked Estep Score: -1345950.125000 Penalty: 919.047607 Iteration 9Q: 3 clusters Score -1345950 nChanged 776 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11422 members Mstep: Class 2 contains 12907 members Entering Unmasked Estep Score: -1346277.250000 Penalty: 919.047607 Iteration 10Q: 3 clusters Score -1346277 nChanged 589 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11229 members Mstep: Class 2 contains 13100 members Entering Unmasked Estep Score: -1346452.125000 Penalty: 919.047607 Iteration 11Q: 3 clusters Score -1346452 nChanged 390 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11069 members Mstep: Class 2 contains 13260 members Entering Unmasked Estep Score: -1346527.875000 Penalty: 919.047607 Iteration 12Q: 3 clusters Score -1346528 nChanged 295 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10888 members Mstep: Class 2 contains 13441 members Entering Unmasked Estep Score: -1346576.375000 Penalty: 919.047607 Iteration 13Q: 3 clusters Score -1346576 nChanged 249 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10689 members Mstep: Class 2 contains 13640 members Entering Unmasked Estep Score: -1346608.500000 Penalty: 919.047607 Iteration 14Q: 3 clusters Score -1346608 nChanged 245 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10456 members Mstep: Class 2 contains 13873 members Entering Unmasked Estep Score: -1346651.125000 Penalty: 919.047607 Iteration 15Q: 3 clusters Score -1346651 nChanged 244 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10222 members Mstep: Class 2 contains 14107 members Entering Unmasked Estep Score: -1346692.500000 Penalty: 919.047607 Iteration 16Q: 3 clusters Score -1346692 nChanged 263 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9969 members Mstep: Class 2 contains 14360 members Entering Unmasked Estep Score: -1346731.750000 Penalty: 919.047607 Iteration 17Q: 3 clusters Score -1346732 nChanged 271 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9708 members Mstep: Class 2 contains 14621 members Entering Unmasked Estep Score: -1346785.500000 Penalty: 919.047607 Iteration 18Q: 3 clusters Score -1346786 nChanged 241 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9473 members Mstep: Class 2 contains 14856 members Entering Unmasked Estep Score: -1346819.000000 Penalty: 919.047607 Iteration 19Q: 3 clusters Score -1346819 nChanged 275 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9206 members Mstep: Class 2 contains 15123 members Entering Unmasked Estep Score: -1346870.125000 Penalty: 919.047607 Iteration 20F: 3 clusters Score -1346870 nChanged 275 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8933 members Mstep: Class 2 contains 15396 members Entering Unmasked Estep Score: -1346923.125000 Penalty: 919.047607 Iteration 21Q: 3 clusters Score -1346923 nChanged 297 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8636 members Mstep: Class 2 contains 15693 members Entering Unmasked Estep Score: -1346974.625000 Penalty: 919.047607 Iteration 22Q: 3 clusters Score -1346975 nChanged 325 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8311 members Mstep: Class 2 contains 16018 members Entering Unmasked Estep Score: -1347047.250000 Penalty: 919.047607 Iteration 23Q: 3 clusters Score -1347047 nChanged 339 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7974 members Mstep: Class 2 contains 16355 members Entering Unmasked Estep Score: -1347121.250000 Penalty: 919.047607 Iteration 24Q: 3 clusters Score -1347121 nChanged 346 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7630 members Mstep: Class 2 contains 16699 members Entering Unmasked Estep Score: -1347192.750000 Penalty: 919.047607 Iteration 25Q: 3 clusters Score -1347193 nChanged 359 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7271 members Mstep: Class 2 contains 17058 members Entering Unmasked Estep Score: -1347279.500000 Penalty: 919.047607 Iteration 26Q: 3 clusters Score -1347280 nChanged 354 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6917 members Mstep: Class 2 contains 17412 members Entering Unmasked Estep Score: -1347376.625000 Penalty: 919.047607 Iteration 27Q: 3 clusters Score -1347377 nChanged 392 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6525 members Mstep: Class 2 contains 17804 members Entering Unmasked Estep Score: -1347490.375000 Penalty: 919.047607 Iteration 28Q: 3 clusters Score -1347490 nChanged 432 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6093 members Mstep: Class 2 contains 18236 members Entering Unmasked Estep Score: -1347645.750000 Penalty: 919.047607 Iteration 29Q: 3 clusters Score -1347646 nChanged 427 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5666 members Mstep: Class 2 contains 18663 members Entering Unmasked Estep Score: -1347797.750000 Penalty: 919.047607 Iteration 30Q: 3 clusters Score -1347798 nChanged 400 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5266 members Mstep: Class 2 contains 19063 members Entering Unmasked Estep Score: -1347936.250000 Penalty: 919.047607 Iteration 31Q: 3 clusters Score -1347936 nChanged 399 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4871 members Mstep: Class 2 contains 19458 members Entering Unmasked Estep Score: -1348071.750000 Penalty: 919.047607 Iteration 32Q: 3 clusters Score -1348072 nChanged 367 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4504 members Mstep: Class 2 contains 19825 members Entering Unmasked Estep Score: -1348201.750000 Penalty: 919.047607 Iteration 33Q: 3 clusters Score -1348202 nChanged 349 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4157 members Mstep: Class 2 contains 20172 members Entering Unmasked Estep Score: -1348326.125000 Penalty: 919.047607 Iteration 34Q: 3 clusters Score -1348326 nChanged 326 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3831 members Mstep: Class 2 contains 20498 members Entering Unmasked Estep Score: -1348454.875000 Penalty: 919.047607 Iteration 35Q: 3 clusters Score -1348455 nChanged 295 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3538 members Mstep: Class 2 contains 20791 members Entering Unmasked Estep Score: -1348565.250000 Penalty: 919.047607 Iteration 36Q: 3 clusters Score -1348565 nChanged 283 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3257 members Mstep: Class 2 contains 21072 members Entering Unmasked Estep Score: -1348680.000000 Penalty: 919.047607 Iteration 37Q: 3 clusters Score -1348680 nChanged 238 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3019 members Mstep: Class 2 contains 21310 members Entering Unmasked Estep Score: -1348762.125000 Penalty: 919.047607 Iteration 38Q: 3 clusters Score -1348762 nChanged 235 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2784 members Mstep: Class 2 contains 21545 members Entering Unmasked Estep Score: -1348842.875000 Penalty: 919.047607 Iteration 39Q: 3 clusters Score -1348843 nChanged 208 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2578 members Mstep: Class 2 contains 21751 members Entering Unmasked Estep Score: -1348911.250000 Penalty: 919.047607 Iteration 40F: 3 clusters Score -1348911 nChanged 197 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2381 members Mstep: Class 2 contains 21948 members Entering Unmasked Estep Score: -1348987.125000 Penalty: 919.047607 Iteration 41Q: 3 clusters Score -1348987 nChanged 157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2224 members Mstep: Class 2 contains 22105 members Entering Unmasked Estep Score: -1349039.250000 Penalty: 919.047607 Iteration 42Q: 3 clusters Score -1349039 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2089 members Mstep: Class 2 contains 22240 members Entering Unmasked Estep Score: -1349069.375000 Penalty: 919.047607 Iteration 43Q: 3 clusters Score -1349069 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1970 members Mstep: Class 2 contains 22359 members Entering Unmasked Estep Score: -1349102.625000 Penalty: 919.047607 Iteration 44Q: 3 clusters Score -1349103 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1852 members Mstep: Class 2 contains 22477 members Entering Unmasked Estep Score: -1349143.000000 Penalty: 919.047607 Iteration 45Q: 3 clusters Score -1349143 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1727 members Mstep: Class 2 contains 22602 members Entering Unmasked Estep Score: -1349185.125000 Penalty: 919.047607 Iteration 46Q: 3 clusters Score -1349185 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1625 members Mstep: Class 2 contains 22704 members Entering Unmasked Estep Score: -1349207.625000 Penalty: 919.047607 Iteration 47Q: 3 clusters Score -1349208 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1523 members Mstep: Class 2 contains 22806 members Entering Unmasked Estep Score: -1349249.125000 Penalty: 919.047607 Iteration 48Q: 3 clusters Score -1349249 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1418 members Mstep: Class 2 contains 22911 members Entering Unmasked Estep Score: -1349280.250000 Penalty: 919.047607 Iteration 49Q: 3 clusters Score -1349280 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1305 members Mstep: Class 2 contains 23024 members Entering Unmasked Estep Score: -1349320.375000 Penalty: 919.047607 Iteration 50Q: 3 clusters Score -1349320 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1206 members Mstep: Class 2 contains 23123 members Entering Unmasked Estep Score: -1349365.250000 Penalty: 919.047607 Iteration 51Q: 3 clusters Score -1349365 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1103 members Mstep: Class 2 contains 23226 members Entering Unmasked Estep Score: -1349405.500000 Penalty: 919.047607 Iteration 52Q: 3 clusters Score -1349406 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1013 members Mstep: Class 2 contains 23316 members Entering Unmasked Estep Score: -1349433.375000 Penalty: 919.047607 Iteration 53Q: 3 clusters Score -1349433 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 938 members Mstep: Class 2 contains 23391 members Entering Unmasked Estep Score: -1349452.625000 Penalty: 919.047607 Iteration 54Q: 3 clusters Score -1349453 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 875 members Mstep: Class 2 contains 23454 members Entering Unmasked Estep Score: -1349477.500000 Penalty: 919.047607 Iteration 55Q: 3 clusters Score -1349478 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 827 members Mstep: Class 2 contains 23502 members Entering Unmasked Estep Score: -1349494.750000 Penalty: 919.047607 Iteration 56Q: 3 clusters Score -1349495 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 781 members Mstep: Class 2 contains 23548 members Entering Unmasked Estep Score: -1349505.750000 Penalty: 919.047607 Iteration 57Q: 3 clusters Score -1349506 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 742 members Mstep: Class 2 contains 23587 members Entering Unmasked Estep Score: -1349520.125000 Penalty: 919.047607 Iteration 58Q: 3 clusters Score -1349520 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 705 members Mstep: Class 2 contains 23624 members Entering Unmasked Estep Score: -1349528.375000 Penalty: 919.047607 Iteration 59Q: 3 clusters Score -1349528 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 664 members Mstep: Class 2 contains 23665 members Entering Unmasked Estep Score: -1349545.875000 Penalty: 919.047607 Iteration 60F: 3 clusters Score -1349546 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 616 members Mstep: Class 2 contains 23713 members Entering Unmasked Estep Score: -1349558.875000 Penalty: 919.047607 Iteration 61Q: 3 clusters Score -1349559 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 591 members Mstep: Class 2 contains 23738 members Entering Unmasked Estep Score: -1349567.375000 Penalty: 919.047607 Iteration 62Q: 3 clusters Score -1349567 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 572 members Mstep: Class 2 contains 23757 members Entering Unmasked Estep Score: -1349569.500000 Penalty: 919.047607 Iteration 63Q: 3 clusters Score -1349570 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 553 members Mstep: Class 2 contains 23776 members Entering Unmasked Estep Score: -1349573.500000 Penalty: 919.047607 Iteration 64Q: 3 clusters Score -1349574 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 541 members Mstep: Class 2 contains 23788 members Entering Unmasked Estep Score: -1349577.125000 Penalty: 919.047607 Iteration 65Q: 3 clusters Score -1349577 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 528 members Mstep: Class 2 contains 23801 members Entering Unmasked Estep Score: -1349583.250000 Penalty: 919.047607 Iteration 66Q: 3 clusters Score -1349583 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 509 members Mstep: Class 2 contains 23820 members Entering Unmasked Estep Score: -1349586.875000 Penalty: 919.047607 Iteration 67Q: 3 clusters Score -1349587 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 490 members Mstep: Class 2 contains 23839 members Entering Unmasked Estep Score: -1349593.375000 Penalty: 919.047607 Iteration 68Q: 3 clusters Score -1349593 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 467 members Mstep: Class 2 contains 23862 members Entering Unmasked Estep Score: -1349605.000000 Penalty: 919.047607 Iteration 69Q: 3 clusters Score -1349605 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 436 members Mstep: Class 2 contains 23893 members Entering Unmasked Estep Score: -1349620.250000 Penalty: 919.047607 Iteration 70Q: 3 clusters Score -1349620 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 412 members Mstep: Class 2 contains 23917 members Entering Unmasked Estep Score: -1349627.875000 Penalty: 919.047607 Iteration 71Q: 3 clusters Score -1349628 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 390 members Mstep: Class 2 contains 23939 members Entering Unmasked Estep Score: -1349642.000000 Penalty: 919.047607 Iteration 72Q: 3 clusters Score -1349642 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 369 members Mstep: Class 2 contains 23960 members Entering Unmasked Estep Score: -1349652.375000 Penalty: 919.047607 Iteration 73Q: 3 clusters Score -1349652 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 354 members Mstep: Class 2 contains 23975 members Entering Unmasked Estep Score: -1349656.875000 Penalty: 919.047607 Iteration 74Q: 3 clusters Score -1349657 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 340 members Mstep: Class 2 contains 23989 members Entering Unmasked Estep Score: -1349665.125000 Penalty: 919.047607 Iteration 75Q: 3 clusters Score -1349665 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 330 members Mstep: Class 2 contains 23999 members Entering Unmasked Estep Score: -1349668.000000 Penalty: 919.047607 Iteration 76Q: 3 clusters Score -1349668 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 326 members Mstep: Class 2 contains 24003 members Entering Unmasked Estep Score: -1349669.750000 Penalty: 919.047607 Iteration 77Q: 3 clusters Score -1349670 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 321 members Mstep: Class 2 contains 24008 members Entering Unmasked Estep Score: -1349673.625000 Penalty: 919.047607 Iteration 78Q: 3 clusters Score -1349674 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 313 members Mstep: Class 2 contains 24016 members Entering Unmasked Estep Score: -1349676.375000 Penalty: 919.047607 Iteration 79Q: 3 clusters Score -1349676 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 304 members Mstep: Class 2 contains 24025 members Entering Unmasked Estep Score: -1349679.500000 Penalty: 919.047607 Iteration 80F: 3 clusters Score -1349680 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 299 members Mstep: Class 2 contains 24030 members Entering Unmasked Estep Score: -1349681.875000 Penalty: 919.047607 Iteration 81Q: 3 clusters Score -1349682 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 293 members Mstep: Class 2 contains 24036 members Entering Unmasked Estep Score: -1349685.125000 Penalty: 919.047607 Iteration 82Q: 3 clusters Score -1349685 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 286 members Mstep: Class 2 contains 24043 members Entering Unmasked Estep Score: -1349687.000000 Penalty: 919.047607 Iteration 83Q: 3 clusters Score -1349687 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 281 members Mstep: Class 2 contains 24048 members Entering Unmasked Estep Score: -1349686.750000 Penalty: 919.047607 Iteration 84Q: 3 clusters Score -1349687 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 275 members Mstep: Class 2 contains 24054 members Entering Unmasked Estep Score: -1349690.500000 Penalty: 919.047607 Iteration 85Q: 3 clusters Score -1349690 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 268 members Mstep: Class 2 contains 24061 members Entering Unmasked Estep Score: -1349690.125000 Penalty: 919.047607 Iteration 86Q: 3 clusters Score -1349690 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 264 members Mstep: Class 2 contains 24065 members Entering Unmasked Estep Score: -1349691.750000 Penalty: 919.047607 Iteration 87Q: 3 clusters Score -1349692 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 262 members Mstep: Class 2 contains 24067 members Entering Unmasked Estep Score: -1349691.000000 Penalty: 919.047607 Iteration 88Q: 3 clusters Score -1349691 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 262 members Mstep: Class 2 contains 24067 members Entering Unmasked Estep Score: -1349691.000000 Penalty: 919.047607 Iteration 89F: 3 clusters Score -1349691 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (2419 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2419 members Entering Unmasked Estep Score: -142330.593750 Penalty: 354.495483 Iteration 0F: 2 clusters Score -142330.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1226 members Mstep: Class 2 contains 1193 members Entering Unmasked Estep Score: -140627.375000 Penalty: 708.990967 Iteration 0F: 3 clusters Score -140627.4 nChanged 1009 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1417 members Mstep: Class 2 contains 1002 members Entering Unmasked Estep Score: -141180.000000 Penalty: 708.990967 Iteration 1F: 3 clusters Score -141180 nChanged 184 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1553 members Mstep: Class 2 contains 866 members Entering Unmasked Estep Score: -141304.312500 Penalty: 708.990967 Iteration 2F: 3 clusters Score -141304.3 nChanged 179 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1710 members Mstep: Class 2 contains 709 members Entering Unmasked Estep Score: -141446.343750 Penalty: 708.990967 Iteration 3F: 3 clusters Score -141446.3 nChanged 161 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1847 members Mstep: Class 2 contains 572 members Entering Unmasked Estep Score: -141578.640625 Penalty: 708.990967 Iteration 4F: 3 clusters Score -141578.6 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1981 members Mstep: Class 2 contains 438 members Entering Unmasked Estep Score: -141707.406250 Penalty: 708.990967 Iteration 5F: 3 clusters Score -141707.4 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2072 members Mstep: Class 2 contains 347 members Entering Unmasked Estep Score: -141788.312500 Penalty: 708.990967 Iteration 6Q: 3 clusters Score -141788.3 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2143 members Mstep: Class 2 contains 276 members Entering Unmasked Estep Score: -141851.359375 Penalty: 708.990967 Iteration 7Q: 3 clusters Score -141851.4 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2199 members Mstep: Class 2 contains 220 members Entering Unmasked Estep Score: -141905.031250 Penalty: 708.990967 Iteration 8Q: 3 clusters Score -141905 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2238 members Mstep: Class 2 contains 181 members Entering Unmasked Estep Score: -141943.421875 Penalty: 708.990967 Iteration 9Q: 3 clusters Score -141943.4 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2270 members Mstep: Class 2 contains 149 members Entering Unmasked Estep Score: -141982.031250 Penalty: 708.990967 Iteration 10Q: 3 clusters Score -141982 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2297 members Mstep: Class 2 contains 122 members Entering Unmasked Estep Score: -142007.953125 Penalty: 708.990967 Iteration 11Q: 3 clusters Score -142008 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2311 members Mstep: Class 2 contains 108 members Entering Unmasked Estep Score: -142020.890625 Penalty: 708.990967 Iteration 12Q: 3 clusters Score -142020.9 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2322 members Mstep: Class 2 contains 97 members Entering Unmasked Estep Score: -142032.187500 Penalty: 708.990967 Iteration 13Q: 3 clusters Score -142032.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2333 members Mstep: Class 2 contains 86 members Entering Unmasked Estep Score: -142041.031250 Penalty: 708.990967 Iteration 14Q: 3 clusters Score -142041 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2337 members Mstep: Class 2 contains 82 members Entering Unmasked Estep Score: -142043.937500 Penalty: 708.990967 Iteration 15Q: 3 clusters Score -142043.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2340 members Mstep: Class 2 contains 79 members Entering Unmasked Estep Score: -142047.078125 Penalty: 708.990967 Iteration 16Q: 3 clusters Score -142047.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2343 members Mstep: Class 2 contains 76 members Entering Unmasked Estep Score: -142048.390625 Penalty: 708.990967 Iteration 17Q: 3 clusters Score -142048.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2345 members Mstep: Class 2 contains 74 members Entering Unmasked Estep Score: -142051.640625 Penalty: 708.990967 Iteration 18Q: 3 clusters Score -142051.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2346 members Mstep: Class 2 contains 73 members Entering Unmasked Estep Score: -142053.203125 Penalty: 708.990967 Iteration 19Q: 3 clusters Score -142053.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2346 members Mstep: Class 2 contains 73 members Entering Unmasked Estep Score: -142053.203125 Penalty: 708.990967 Iteration 20F: 3 clusters Score -142053.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 21 (2319 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2319 members Entering Unmasked Estep Score: -130429.656250 Penalty: 352.574554 Iteration 0F: 2 clusters Score -130429.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1144 members Mstep: Class 2 contains 1175 members Entering Unmasked Estep Score: -128801.812500 Penalty: 705.149109 Iteration 0F: 3 clusters Score -128801.8 nChanged 1012 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1046 members Mstep: Class 2 contains 1273 members Entering Unmasked Estep Score: -129448.210938 Penalty: 705.149109 Iteration 1F: 3 clusters Score -129448.2 nChanged 192 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1008 members Mstep: Class 2 contains 1311 members Entering Unmasked Estep Score: -129578.335938 Penalty: 705.149109 Iteration 2F: 3 clusters Score -129578.3 nChanged 151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 975 members Mstep: Class 2 contains 1344 members Entering Unmasked Estep Score: -129674.148438 Penalty: 705.149109 Iteration 3F: 3 clusters Score -129674.1 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 938 members Mstep: Class 2 contains 1381 members Entering Unmasked Estep Score: -129738.093750 Penalty: 705.149109 Iteration 4F: 3 clusters Score -129738.1 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 929 members Mstep: Class 2 contains 1390 members Entering Unmasked Estep Score: -129790.843750 Penalty: 705.149109 Iteration 5Q: 3 clusters Score -129790.8 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 920 members Mstep: Class 2 contains 1399 members Entering Unmasked Estep Score: -129838.437500 Penalty: 705.149109 Iteration 6Q: 3 clusters Score -129838.4 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 914 members Mstep: Class 2 contains 1405 members Entering Unmasked Estep Score: -129873.398438 Penalty: 705.149109 Iteration 7Q: 3 clusters Score -129873.4 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 905 members Mstep: Class 2 contains 1414 members Entering Unmasked Estep Score: -129909.906250 Penalty: 705.149109 Iteration 8Q: 3 clusters Score -129909.9 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 894 members Mstep: Class 2 contains 1425 members Entering Unmasked Estep Score: -129947.617188 Penalty: 705.149109 Iteration 9Q: 3 clusters Score -129947.6 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 891 members Mstep: Class 2 contains 1428 members Entering Unmasked Estep Score: -129984.914062 Penalty: 705.149109 Iteration 10Q: 3 clusters Score -129984.9 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 875 members Mstep: Class 2 contains 1444 members Entering Unmasked Estep Score: -130016.890625 Penalty: 705.149109 Iteration 11Q: 3 clusters Score -130016.9 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 866 members Mstep: Class 2 contains 1453 members Entering Unmasked Estep Score: -130039.046875 Penalty: 705.149109 Iteration 12Q: 3 clusters Score -130039 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 853 members Mstep: Class 2 contains 1466 members Entering Unmasked Estep Score: -130051.460938 Penalty: 705.149109 Iteration 13Q: 3 clusters Score -130051.5 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 843 members Mstep: Class 2 contains 1476 members Entering Unmasked Estep Score: -130059.468750 Penalty: 705.149109 Iteration 14Q: 3 clusters Score -130059.5 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 839 members Mstep: Class 2 contains 1480 members Entering Unmasked Estep Score: -130070.367188 Penalty: 705.149109 Iteration 15Q: 3 clusters Score -130070.4 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 833 members Mstep: Class 2 contains 1486 members Entering Unmasked Estep Score: -130081.546875 Penalty: 705.149109 Iteration 16Q: 3 clusters Score -130081.5 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 831 members Mstep: Class 2 contains 1488 members Entering Unmasked Estep Score: -130085.664062 Penalty: 705.149109 Iteration 17Q: 3 clusters Score -130085.7 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 828 members Mstep: Class 2 contains 1491 members Entering Unmasked Estep Score: -130088.875000 Penalty: 705.149109 Iteration 18Q: 3 clusters Score -130088.9 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 827 members Mstep: Class 2 contains 1492 members Entering Unmasked Estep Score: -130091.140625 Penalty: 705.149109 Iteration 19Q: 3 clusters Score -130091.1 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 828 members Mstep: Class 2 contains 1491 members Entering Unmasked Estep Score: -130092.843750 Penalty: 705.149109 Iteration 20F: 3 clusters Score -130092.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 828 members Mstep: Class 2 contains 1491 members Entering Unmasked Estep Score: -130093.960938 Penalty: 705.149109 Iteration 21Q: 3 clusters Score -130094 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 831 members Mstep: Class 2 contains 1488 members Entering Unmasked Estep Score: -130095.093750 Penalty: 705.149109 Iteration 22Q: 3 clusters Score -130095.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 834 members Mstep: Class 2 contains 1485 members Entering Unmasked Estep Score: -130095.898438 Penalty: 705.149109 Iteration 23Q: 3 clusters Score -130095.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 835 members Mstep: Class 2 contains 1484 members Entering Unmasked Estep Score: -130096.937500 Penalty: 705.149109 Iteration 24Q: 3 clusters Score -130096.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 834 members Mstep: Class 2 contains 1485 members Entering Unmasked Estep Score: -130098.765625 Penalty: 705.149109 Iteration 25Q: 3 clusters Score -130098.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 831 members Mstep: Class 2 contains 1488 members Entering Unmasked Estep Score: -130099.773438 Penalty: 705.149109 Iteration 26Q: 3 clusters Score -130099.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 830 members Mstep: Class 2 contains 1489 members Entering Unmasked Estep Score: -130101.218750 Penalty: 705.149109 Iteration 27Q: 3 clusters Score -130101.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 828 members Mstep: Class 2 contains 1491 members Entering Unmasked Estep Score: -130102.148438 Penalty: 705.149109 Iteration 28Q: 3 clusters Score -130102.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 828 members Mstep: Class 2 contains 1491 members Entering Unmasked Estep Score: -130102.375000 Penalty: 705.149109 Iteration 29Q: 3 clusters Score -130102.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 826 members Mstep: Class 2 contains 1493 members Entering Unmasked Estep Score: -130102.648438 Penalty: 705.149109 Iteration 30Q: 3 clusters Score -130102.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 824 members Mstep: Class 2 contains 1495 members Entering Unmasked Estep Score: -130102.906250 Penalty: 705.149109 Iteration 31Q: 3 clusters Score -130102.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 819 members Mstep: Class 2 contains 1500 members Entering Unmasked Estep Score: -130105.218750 Penalty: 705.149109 Iteration 32Q: 3 clusters Score -130105.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 812 members Mstep: Class 2 contains 1507 members Entering Unmasked Estep Score: -130107.093750 Penalty: 705.149109 Iteration 33Q: 3 clusters Score -130107.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 807 members Mstep: Class 2 contains 1512 members Entering Unmasked Estep Score: -130107.796875 Penalty: 705.149109 Iteration 34Q: 3 clusters Score -130107.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 804 members Mstep: Class 2 contains 1515 members Entering Unmasked Estep Score: -130108.195312 Penalty: 705.149109 Iteration 35Q: 3 clusters Score -130108.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 802 members Mstep: Class 2 contains 1517 members Entering Unmasked Estep Score: -130108.835938 Penalty: 705.149109 Iteration 36Q: 3 clusters Score -130108.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 800 members Mstep: Class 2 contains 1519 members Entering Unmasked Estep Score: -130108.906250 Penalty: 705.149109 Iteration 37Q: 3 clusters Score -130108.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 800 members Mstep: Class 2 contains 1519 members Entering Unmasked Estep Score: -130108.906250 Penalty: 705.149109 Iteration 38F: 3 clusters Score -130108.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 22 (95 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95 members Entering Unmasked Estep Score: -3783.810303 Penalty: 207.201401 Iteration 0F: 2 clusters Score -3783.81 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43 members Mstep: Class 2 contains 52 members Entering Unmasked Estep Score: -3603.716553 Penalty: 414.402802 Iteration 0F: 3 clusters Score -3603.717 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54 members Mstep: Class 2 contains 41 members Entering Unmasked Estep Score: -3665.761963 Penalty: 414.402802 Iteration 1F: 3 clusters Score -3665.762 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58 members Mstep: Class 2 contains 37 members Entering Unmasked Estep Score: -3674.967285 Penalty: 414.402802 Iteration 2Q: 3 clusters Score -3674.967 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59 members Mstep: Class 2 contains 36 members Entering Unmasked Estep Score: -3676.291260 Penalty: 414.402802 Iteration 3Q: 3 clusters Score -3676.291 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59 members Mstep: Class 2 contains 36 members Entering Unmasked Estep Score: -3676.291260 Penalty: 414.402802 Iteration 4F: 3 clusters Score -3676.291 nChanged 0 Entering ConstructFrom: Trying to split cluster 23 (284 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 284 members Entering Unmasked Estep Score: -14877.337891 Penalty: 257.028351 Iteration 0F: 2 clusters Score -14877.34 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 160 members Mstep: Class 2 contains 124 members Entering Unmasked Estep Score: -14527.628906 Penalty: 514.056702 Iteration 0F: 3 clusters Score -14527.63 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 184 members Mstep: Class 2 contains 100 members Entering Unmasked Estep Score: -14677.079102 Penalty: 514.056702 Iteration 1F: 3 clusters Score -14677.08 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 196 members Mstep: Class 2 contains 88 members Entering Unmasked Estep Score: -14700.190430 Penalty: 514.056702 Iteration 2F: 3 clusters Score -14700.19 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 203 members Mstep: Class 2 contains 81 members Entering Unmasked Estep Score: -14709.597656 Penalty: 514.056702 Iteration 3Q: 3 clusters Score -14709.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 206 members Mstep: Class 2 contains 78 members Entering Unmasked Estep Score: -14717.174805 Penalty: 514.056702 Iteration 4Q: 3 clusters Score -14717.17 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 209 members Mstep: Class 2 contains 75 members Entering Unmasked Estep Score: -14720.342773 Penalty: 514.056702 Iteration 5Q: 3 clusters Score -14720.34 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 210 members Mstep: Class 2 contains 74 members Entering Unmasked Estep Score: -14722.840820 Penalty: 514.056702 Iteration 6Q: 3 clusters Score -14722.84 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 210 members Mstep: Class 2 contains 74 members Entering Unmasked Estep Score: -14728.225586 Penalty: 514.056702 Iteration 7Q: 3 clusters Score -14728.23 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 209 members Mstep: Class 2 contains 75 members Entering Unmasked Estep Score: -14734.208984 Penalty: 514.056702 Iteration 8Q: 3 clusters Score -14734.21 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 207 members Mstep: Class 2 contains 77 members Entering Unmasked Estep Score: -14735.439453 Penalty: 514.056702 Iteration 9Q: 3 clusters Score -14735.44 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 206 members Mstep: Class 2 contains 78 members Entering Unmasked Estep Score: -14738.694336 Penalty: 514.056702 Iteration 10Q: 3 clusters Score -14738.69 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 206 members Mstep: Class 2 contains 78 members Entering Unmasked Estep Score: -14738.694336 Penalty: 514.056702 Iteration 11F: 3 clusters Score -14738.69 nChanged 0 Entering ConstructFrom: Trying to split cluster 24 (6402 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6402 members Entering Unmasked Estep Score: -330068.000000 Penalty: 398.778656 Iteration 0F: 2 clusters Score -330068 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3231 members Mstep: Class 2 contains 3171 members Entering Unmasked Estep Score: -325744.375000 Penalty: 797.557312 Iteration 0F: 3 clusters Score -325744.4 nChanged 2966 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3247 members Mstep: Class 2 contains 3155 members Entering Unmasked Estep Score: -327667.156250 Penalty: 797.557312 Iteration 1F: 3 clusters Score -327667.2 nChanged 462 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3193 members Mstep: Class 2 contains 3209 members Entering Unmasked Estep Score: -328039.125000 Penalty: 797.557312 Iteration 2F: 3 clusters Score -328039.1 nChanged 490 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3101 members Mstep: Class 2 contains 3301 members Entering Unmasked Estep Score: -328499.156250 Penalty: 797.557312 Iteration 3F: 3 clusters Score -328499.2 nChanged 464 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3029 members Mstep: Class 2 contains 3373 members Entering Unmasked Estep Score: -328937.593750 Penalty: 797.557312 Iteration 4F: 3 clusters Score -328937.6 nChanged 398 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2935 members Mstep: Class 2 contains 3467 members Entering Unmasked Estep Score: -329240.750000 Penalty: 797.557312 Iteration 5F: 3 clusters Score -329240.8 nChanged 309 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2826 members Mstep: Class 2 contains 3576 members Entering Unmasked Estep Score: -329450.093750 Penalty: 797.557312 Iteration 6Q: 3 clusters Score -329450.1 nChanged 198 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2746 members Mstep: Class 2 contains 3656 members Entering Unmasked Estep Score: -329548.750000 Penalty: 797.557312 Iteration 7Q: 3 clusters Score -329548.8 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2654 members Mstep: Class 2 contains 3748 members Entering Unmasked Estep Score: -329630.062500 Penalty: 797.557312 Iteration 8Q: 3 clusters Score -329630.1 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2585 members Mstep: Class 2 contains 3817 members Entering Unmasked Estep Score: -329685.031250 Penalty: 797.557312 Iteration 9Q: 3 clusters Score -329685 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2534 members Mstep: Class 2 contains 3868 members Entering Unmasked Estep Score: -329725.437500 Penalty: 797.557312 Iteration 10Q: 3 clusters Score -329725.4 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2478 members Mstep: Class 2 contains 3924 members Entering Unmasked Estep Score: -329761.968750 Penalty: 797.557312 Iteration 11Q: 3 clusters Score -329762 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2438 members Mstep: Class 2 contains 3964 members Entering Unmasked Estep Score: -329782.375000 Penalty: 797.557312 Iteration 12Q: 3 clusters Score -329782.4 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2411 members Mstep: Class 2 contains 3991 members Entering Unmasked Estep Score: -329793.843750 Penalty: 797.557312 Iteration 13Q: 3 clusters Score -329793.8 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2399 members Mstep: Class 2 contains 4003 members Entering Unmasked Estep Score: -329799.843750 Penalty: 797.557312 Iteration 14Q: 3 clusters Score -329799.8 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2391 members Mstep: Class 2 contains 4011 members Entering Unmasked Estep Score: -329807.031250 Penalty: 797.557312 Iteration 15Q: 3 clusters Score -329807 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2374 members Mstep: Class 2 contains 4028 members Entering Unmasked Estep Score: -329812.062500 Penalty: 797.557312 Iteration 16Q: 3 clusters Score -329812.1 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2369 members Mstep: Class 2 contains 4033 members Entering Unmasked Estep Score: -329814.250000 Penalty: 797.557312 Iteration 17Q: 3 clusters Score -329814.2 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2361 members Mstep: Class 2 contains 4041 members Entering Unmasked Estep Score: -329816.406250 Penalty: 797.557312 Iteration 18Q: 3 clusters Score -329816.4 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2355 members Mstep: Class 2 contains 4047 members Entering Unmasked Estep Score: -329818.281250 Penalty: 797.557312 Iteration 19Q: 3 clusters Score -329818.3 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2346 members Mstep: Class 2 contains 4056 members Entering Unmasked Estep Score: -329818.625000 Penalty: 797.557312 Iteration 20F: 3 clusters Score -329818.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2340 members Mstep: Class 2 contains 4062 members Entering Unmasked Estep Score: -329819.125000 Penalty: 797.557312 Iteration 21Q: 3 clusters Score -329819.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2337 members Mstep: Class 2 contains 4065 members Entering Unmasked Estep Score: -329819.406250 Penalty: 797.557312 Iteration 22Q: 3 clusters Score -329819.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2331 members Mstep: Class 2 contains 4071 members Entering Unmasked Estep Score: -329819.968750 Penalty: 797.557312 Iteration 23Q: 3 clusters Score -329820 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2321 members Mstep: Class 2 contains 4081 members Entering Unmasked Estep Score: -329822.187500 Penalty: 797.557312 Iteration 24Q: 3 clusters Score -329822.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2312 members Mstep: Class 2 contains 4090 members Entering Unmasked Estep Score: -329823.093750 Penalty: 797.557312 Iteration 25Q: 3 clusters Score -329823.1 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2300 members Mstep: Class 2 contains 4102 members Entering Unmasked Estep Score: -329824.031250 Penalty: 797.557312 Iteration 26Q: 3 clusters Score -329824 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2289 members Mstep: Class 2 contains 4113 members Entering Unmasked Estep Score: -329824.562500 Penalty: 797.557312 Iteration 27Q: 3 clusters Score -329824.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2281 members Mstep: Class 2 contains 4121 members Entering Unmasked Estep Score: -329826.187500 Penalty: 797.557312 Iteration 28Q: 3 clusters Score -329826.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2274 members Mstep: Class 2 contains 4128 members Entering Unmasked Estep Score: -329825.500000 Penalty: 797.557312 Iteration 29Q: 3 clusters Score -329825.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2270 members Mstep: Class 2 contains 4132 members Entering Unmasked Estep Score: -329826.437500 Penalty: 797.557312 Iteration 30Q: 3 clusters Score -329826.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2268 members Mstep: Class 2 contains 4134 members Entering Unmasked Estep Score: -329826.406250 Penalty: 797.557312 Iteration 31Q: 3 clusters Score -329826.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2267 members Mstep: Class 2 contains 4135 members Entering Unmasked Estep Score: -329826.656250 Penalty: 797.557312 Iteration 32Q: 3 clusters Score -329826.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2266 members Mstep: Class 2 contains 4136 members Entering Unmasked Estep Score: -329826.375000 Penalty: 797.557312 Iteration 33Q: 3 clusters Score -329826.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2264 members Mstep: Class 2 contains 4138 members Entering Unmasked Estep Score: -329826.718750 Penalty: 797.557312 Iteration 34Q: 3 clusters Score -329826.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2262 members Mstep: Class 2 contains 4140 members Entering Unmasked Estep Score: -329827.156250 Penalty: 797.557312 Iteration 35Q: 3 clusters Score -329827.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2260 members Mstep: Class 2 contains 4142 members Entering Unmasked Estep Score: -329827.375000 Penalty: 797.557312 Iteration 36Q: 3 clusters Score -329827.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2258 members Mstep: Class 2 contains 4144 members Entering Unmasked Estep Score: -329827.062500 Penalty: 797.557312 Iteration 37Q: 3 clusters Score -329827.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2258 members Mstep: Class 2 contains 4144 members Entering Unmasked Estep Score: -329827.062500 Penalty: 797.557312 Iteration 38F: 3 clusters Score -329827.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 25 (142477 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 142477 members Entering Unmasked Estep Score: -7970898.500000 Penalty: 539.945557 Iteration 0F: 2 clusters Score -7970898 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71225 members Mstep: Class 2 contains 71252 members Entering Unmasked Estep Score: -7874692.500000 Penalty: 1079.891113 Iteration 0F: 3 clusters Score -7874692 nChanged 70030 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 73359 members Mstep: Class 2 contains 69118 members Entering Unmasked Estep Score: -7919237.500000 Penalty: 1079.891113 Iteration 1F: 3 clusters Score -7919238 nChanged 7203 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 74144 members Mstep: Class 2 contains 68333 members Entering Unmasked Estep Score: -7922664.000000 Penalty: 1079.891113 Iteration 2F: 3 clusters Score -7922664 nChanged 8346 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 74896 members Mstep: Class 2 contains 67581 members Entering Unmasked Estep Score: -7927677.000000 Penalty: 1079.891113 Iteration 3F: 3 clusters Score -7927677 nChanged 9285 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 75685 members Mstep: Class 2 contains 66792 members Entering Unmasked Estep Score: -7934394.500000 Penalty: 1079.891113 Iteration 4F: 3 clusters Score -7934394 nChanged 9733 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 76274 members Mstep: Class 2 contains 66203 members Entering Unmasked Estep Score: -7941657.500000 Penalty: 1079.891113 Iteration 5F: 3 clusters Score -7941658 nChanged 8222 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 76744 members Mstep: Class 2 contains 65733 members Entering Unmasked Estep Score: -7946755.000000 Penalty: 1079.891113 Iteration 6F: 3 clusters Score -7946755 nChanged 5764 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 77188 members Mstep: Class 2 contains 65289 members Entering Unmasked Estep Score: -7948909.000000 Penalty: 1079.891113 Iteration 7Q: 3 clusters Score -7948909 nChanged 3357 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 77655 members Mstep: Class 2 contains 64822 members Entering Unmasked Estep Score: -7949698.000000 Penalty: 1079.891113 Iteration 8Q: 3 clusters Score -7949698 nChanged 2036 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 78105 members Mstep: Class 2 contains 64372 members Entering Unmasked Estep Score: -7950066.000000 Penalty: 1079.891113 Iteration 9Q: 3 clusters Score -7950066 nChanged 1584 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 78543 members Mstep: Class 2 contains 63934 members Entering Unmasked Estep Score: -7950332.500000 Penalty: 1079.891113 Iteration 10Q: 3 clusters Score -7950332 nChanged 1362 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 78975 members Mstep: Class 2 contains 63502 members Entering Unmasked Estep Score: -7950602.500000 Penalty: 1079.891113 Iteration 11Q: 3 clusters Score -7950602 nChanged 1351 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 79430 members Mstep: Class 2 contains 63047 members Entering Unmasked Estep Score: -7950798.000000 Penalty: 1079.891113 Iteration 12Q: 3 clusters Score -7950798 nChanged 1308 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 79906 members Mstep: Class 2 contains 62571 members Entering Unmasked Estep Score: -7951040.500000 Penalty: 1079.891113 Iteration 13Q: 3 clusters Score -7951040 nChanged 1255 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 80411 members Mstep: Class 2 contains 62066 members Entering Unmasked Estep Score: -7951164.500000 Penalty: 1079.891113 Iteration 14Q: 3 clusters Score -7951164 nChanged 1181 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 80884 members Mstep: Class 2 contains 61593 members Entering Unmasked Estep Score: -7951387.500000 Penalty: 1079.891113 Iteration 15Q: 3 clusters Score -7951388 nChanged 1189 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81403 members Mstep: Class 2 contains 61074 members Entering Unmasked Estep Score: -7951559.500000 Penalty: 1079.891113 Iteration 16Q: 3 clusters Score -7951560 nChanged 1144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81899 members Mstep: Class 2 contains 60578 members Entering Unmasked Estep Score: -7951713.000000 Penalty: 1079.891113 Iteration 17Q: 3 clusters Score -7951713 nChanged 1119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 82420 members Mstep: Class 2 contains 60057 members Entering Unmasked Estep Score: -7951858.500000 Penalty: 1079.891113 Iteration 18Q: 3 clusters Score -7951858 nChanged 1058 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 82884 members Mstep: Class 2 contains 59593 members Entering Unmasked Estep Score: -7952009.000000 Penalty: 1079.891113 Iteration 19Q: 3 clusters Score -7952009 nChanged 1012 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 83376 members Mstep: Class 2 contains 59101 members Entering Unmasked Estep Score: -7952169.500000 Penalty: 1079.891113 Iteration 20F: 3 clusters Score -7952170 nChanged 956 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 83856 members Mstep: Class 2 contains 58621 members Entering Unmasked Estep Score: -7952223.000000 Penalty: 1079.891113 Iteration 21Q: 3 clusters Score -7952223 nChanged 884 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 84320 members Mstep: Class 2 contains 58157 members Entering Unmasked Estep Score: -7952326.500000 Penalty: 1079.891113 Iteration 22Q: 3 clusters Score -7952326 nChanged 904 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 84804 members Mstep: Class 2 contains 57673 members Entering Unmasked Estep Score: -7952414.000000 Penalty: 1079.891113 Iteration 23Q: 3 clusters Score -7952414 nChanged 921 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 85347 members Mstep: Class 2 contains 57130 members Entering Unmasked Estep Score: -7952532.500000 Penalty: 1079.891113 Iteration 24Q: 3 clusters Score -7952532 nChanged 844 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 85871 members Mstep: Class 2 contains 56606 members Entering Unmasked Estep Score: -7952626.500000 Penalty: 1079.891113 Iteration 25Q: 3 clusters Score -7952626 nChanged 799 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 86410 members Mstep: Class 2 contains 56067 members Entering Unmasked Estep Score: -7952723.500000 Penalty: 1079.891113 Iteration 26Q: 3 clusters Score -7952724 nChanged 797 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 87003 members Mstep: Class 2 contains 55474 members Entering Unmasked Estep Score: -7952847.500000 Penalty: 1079.891113 Iteration 27Q: 3 clusters Score -7952848 nChanged 784 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 87575 members Mstep: Class 2 contains 54902 members Entering Unmasked Estep Score: -7952934.000000 Penalty: 1079.891113 Iteration 28Q: 3 clusters Score -7952934 nChanged 757 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 88186 members Mstep: Class 2 contains 54291 members Entering Unmasked Estep Score: -7953003.000000 Penalty: 1079.891113 Iteration 29Q: 3 clusters Score -7953003 nChanged 754 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 88854 members Mstep: Class 2 contains 53623 members Entering Unmasked Estep Score: -7953058.000000 Penalty: 1079.891113 Iteration 30Q: 3 clusters Score -7953058 nChanged 812 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 89588 members Mstep: Class 2 contains 52889 members Entering Unmasked Estep Score: -7953146.000000 Penalty: 1079.891113 Iteration 31Q: 3 clusters Score -7953146 nChanged 836 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 90372 members Mstep: Class 2 contains 52105 members Entering Unmasked Estep Score: -7953228.500000 Penalty: 1079.891113 Iteration 32Q: 3 clusters Score -7953228 nChanged 840 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 91182 members Mstep: Class 2 contains 51295 members Entering Unmasked Estep Score: -7953312.000000 Penalty: 1079.891113 Iteration 33Q: 3 clusters Score -7953312 nChanged 861 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 92029 members Mstep: Class 2 contains 50448 members Entering Unmasked Estep Score: -7953408.500000 Penalty: 1079.891113 Iteration 34Q: 3 clusters Score -7953408 nChanged 923 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 92948 members Mstep: Class 2 contains 49529 members Entering Unmasked Estep Score: -7953548.500000 Penalty: 1079.891113 Iteration 35Q: 3 clusters Score -7953548 nChanged 1013 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 93955 members Mstep: Class 2 contains 48522 members Entering Unmasked Estep Score: -7953658.500000 Penalty: 1079.891113 Iteration 36Q: 3 clusters Score -7953658 nChanged 1097 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95050 members Mstep: Class 2 contains 47427 members Entering Unmasked Estep Score: -7953791.500000 Penalty: 1079.891113 Iteration 37Q: 3 clusters Score -7953792 nChanged 1148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96198 members Mstep: Class 2 contains 46279 members Entering Unmasked Estep Score: -7953959.000000 Penalty: 1079.891113 Iteration 38Q: 3 clusters Score -7953959 nChanged 1213 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97411 members Mstep: Class 2 contains 45066 members Entering Unmasked Estep Score: -7954158.500000 Penalty: 1079.891113 Iteration 39Q: 3 clusters Score -7954158 nChanged 1284 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98695 members Mstep: Class 2 contains 43782 members Entering Unmasked Estep Score: -7954371.000000 Penalty: 1079.891113 Iteration 40F: 3 clusters Score -7954371 nChanged 1351 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100046 members Mstep: Class 2 contains 42431 members Entering Unmasked Estep Score: -7954580.000000 Penalty: 1079.891113 Iteration 41Q: 3 clusters Score -7954580 nChanged 1413 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101459 members Mstep: Class 2 contains 41018 members Entering Unmasked Estep Score: -7954780.500000 Penalty: 1079.891113 Iteration 42Q: 3 clusters Score -7954780 nChanged 1521 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 102980 members Mstep: Class 2 contains 39497 members Entering Unmasked Estep Score: -7955074.500000 Penalty: 1079.891113 Iteration 43Q: 3 clusters Score -7955074 nChanged 1704 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 104684 members Mstep: Class 2 contains 37793 members Entering Unmasked Estep Score: -7955405.500000 Penalty: 1079.891113 Iteration 44Q: 3 clusters Score -7955406 nChanged 1848 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 106532 members Mstep: Class 2 contains 35945 members Entering Unmasked Estep Score: -7955772.000000 Penalty: 1079.891113 Iteration 45Q: 3 clusters Score -7955772 nChanged 1945 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 108477 members Mstep: Class 2 contains 34000 members Entering Unmasked Estep 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members Entering Unmasked Estep Score: -7959428.500000 Penalty: 1079.891113 Iteration 50Q: 3 clusters Score -7959428 nChanged 2741 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 120594 members Mstep: Class 2 contains 21883 members Entering Unmasked Estep Score: -7960537.000000 Penalty: 1079.891113 Iteration 51Q: 3 clusters Score -7960537 nChanged 2786 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 123380 members Mstep: Class 2 contains 19097 members Entering Unmasked Estep Score: -7961835.500000 Penalty: 1079.891113 Iteration 52Q: 3 clusters Score -7961836 nChanged 2773 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 126153 members Mstep: Class 2 contains 16324 members Entering Unmasked Estep Score: -7963187.000000 Penalty: 1079.891113 Iteration 53Q: 3 clusters Score -7963187 nChanged 2597 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 128750 members Mstep: Class 2 contains 13727 members Entering Unmasked Estep Score: -7964389.500000 Penalty: 1079.891113 Iteration 54Q: 3 clusters Score -7964390 nChanged 2345 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 131095 members Mstep: Class 2 contains 11382 members Entering Unmasked Estep Score: -7965528.000000 Penalty: 1079.891113 Iteration 55Q: 3 clusters Score -7965528 nChanged 2121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 133216 members Mstep: Class 2 contains 9261 members Entering Unmasked Estep Score: -7966540.000000 Penalty: 1079.891113 Iteration 56Q: 3 clusters Score -7966540 nChanged 1891 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 135107 members Mstep: Class 2 contains 7370 members Entering Unmasked Estep Score: -7967469.000000 Penalty: 1079.891113 Iteration 57Q: 3 clusters Score -7967469 nChanged 1605 Entering Unmasked Mstep Mstep: Class 0 contains 0 members 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-7970418 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141658 members Mstep: Class 2 contains 819 members Entering Unmasked Estep Score: -7970441.500000 Penalty: 1079.891113 Iteration 70Q: 3 clusters Score -7970442 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141706 members Mstep: Class 2 contains 771 members Entering Unmasked Estep Score: -7970463.000000 Penalty: 1079.891113 Iteration 71Q: 3 clusters Score -7970463 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141743 members Mstep: Class 2 contains 734 members Entering Unmasked Estep Score: -7970476.500000 Penalty: 1079.891113 Iteration 72Q: 3 clusters Score -7970476 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141771 members Mstep: Class 2 contains 706 members Entering Unmasked Estep Score: -7970476.000000 Penalty: 1079.891113 Iteration 73Q: 3 clusters Score -7970476 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141797 members Mstep: Class 2 contains 680 members Entering Unmasked Estep Score: -7970498.500000 Penalty: 1079.891113 Iteration 74Q: 3 clusters Score -7970498 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141822 members Mstep: Class 2 contains 655 members Entering Unmasked Estep Score: -7970511.500000 Penalty: 1079.891113 Iteration 75Q: 3 clusters Score -7970512 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141836 members Mstep: Class 2 contains 641 members Entering Unmasked Estep Score: -7970504.500000 Penalty: 1079.891113 Iteration 76Q: 3 clusters Score -7970504 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141851 members Mstep: Class 2 contains 626 members Entering Unmasked Estep Score: -7970511.500000 Penalty: 1079.891113 Iteration 77Q: 3 clusters Score -7970512 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141863 members Mstep: Class 2 contains 614 members Entering Unmasked Estep Score: -7970512.500000 Penalty: 1079.891113 Iteration 78Q: 3 clusters Score -7970512 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141870 members Mstep: Class 2 contains 607 members Entering Unmasked Estep Score: -7970513.000000 Penalty: 1079.891113 Iteration 79Q: 3 clusters Score -7970513 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141879 members Mstep: Class 2 contains 598 members Entering Unmasked Estep Score: -7970522.500000 Penalty: 1079.891113 Iteration 80F: 3 clusters Score -7970522 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141889 members Mstep: Class 2 contains 588 members Entering Unmasked Estep Score: -7970524.500000 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members Mstep: Class 2 contains 727 members Entering Unmasked Estep Score: -7970811.000000 Penalty: 1079.891113 Iteration 101Q: 3 clusters Score -7970811 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141724 members Mstep: Class 2 contains 753 members Entering Unmasked Estep Score: -7970835.000000 Penalty: 1079.891113 Iteration 102Q: 3 clusters Score -7970835 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141706 members Mstep: Class 2 contains 771 members Entering Unmasked Estep Score: -7970845.500000 Penalty: 1079.891113 Iteration 103Q: 3 clusters Score -7970846 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141691 members Mstep: Class 2 contains 786 members Entering Unmasked Estep Score: -7970853.000000 Penalty: 1079.891113 Iteration 104Q: 3 clusters Score -7970853 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141683 members Mstep: Class 2 contains 794 members Entering Unmasked Estep Score: -7970844.500000 Penalty: 1079.891113 Iteration 105Q: 3 clusters Score -7970844 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141673 members Mstep: Class 2 contains 804 members Entering Unmasked Estep Score: -7970852.500000 Penalty: 1079.891113 Iteration 106Q: 3 clusters Score -7970852 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141665 members Mstep: Class 2 contains 812 members Entering Unmasked Estep Score: -7970851.500000 Penalty: 1079.891113 Iteration 107Q: 3 clusters Score -7970852 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141655 members Mstep: Class 2 contains 822 members Entering Unmasked Estep Score: -7970853.000000 Penalty: 1079.891113 Iteration 108Q: 3 clusters Score -7970853 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141643 members Mstep: Class 2 contains 834 members Entering Unmasked Estep Score: -7970858.500000 Penalty: 1079.891113 Iteration 109Q: 3 clusters Score -7970858 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141629 members Mstep: Class 2 contains 848 members Entering Unmasked Estep Score: -7970858.500000 Penalty: 1079.891113 Iteration 110Q: 3 clusters Score -7970858 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141622 members Mstep: Class 2 contains 855 members Entering Unmasked Estep Score: -7970858.000000 Penalty: 1079.891113 Iteration 111Q: 3 clusters Score -7970858 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141615 members Mstep: Class 2 contains 862 members Entering Unmasked Estep Score: -7970865.500000 Penalty: 1079.891113 Iteration 112Q: 3 clusters Score -7970866 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141611 members Mstep: Class 2 contains 866 members Entering Unmasked Estep Score: -7970860.500000 Penalty: 1079.891113 Iteration 113Q: 3 clusters Score -7970860 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141608 members Mstep: Class 2 contains 869 members Entering Unmasked Estep Score: -7970861.000000 Penalty: 1079.891113 Iteration 114Q: 3 clusters Score -7970861 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141606 members Mstep: Class 2 contains 871 members Entering Unmasked Estep Score: -7970865.500000 Penalty: 1079.891113 Iteration 115Q: 3 clusters Score -7970866 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141604 members Mstep: Class 2 contains 873 members Entering Unmasked Estep Score: -7970862.000000 Penalty: 1079.891113 Iteration 116Q: 3 clusters Score -7970862 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141601 members Mstep: Class 2 contains 876 members Entering Unmasked Estep Score: -7970866.000000 Penalty: 1079.891113 Iteration 117Q: 3 clusters Score -7970866 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141597 members Mstep: Class 2 contains 880 members Entering Unmasked Estep Score: -7970863.000000 Penalty: 1079.891113 Iteration 118Q: 3 clusters Score -7970863 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141595 members Mstep: Class 2 contains 882 members Entering Unmasked Estep Score: -7970866.000000 Penalty: 1079.891113 Iteration 119Q: 3 clusters Score -7970866 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141593 members Mstep: Class 2 contains 884 members Entering Unmasked Estep Score: -7970864.500000 Penalty: 1079.891113 Iteration 120F: 3 clusters Score -7970864 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141591 members Mstep: Class 2 contains 886 members Entering Unmasked Estep Score: -7970864.500000 Penalty: 1079.891113 Iteration 121Q: 3 clusters Score -7970864 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141586 members Mstep: Class 2 contains 891 members Entering Unmasked Estep Score: -7970863.500000 Penalty: 1079.891113 Iteration 122Q: 3 clusters Score -7970864 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141582 members Mstep: Class 2 contains 895 members Entering Unmasked Estep Score: -7970862.500000 Penalty: 1079.891113 Iteration 123Q: 3 clusters Score -7970862 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141581 members Mstep: Class 2 contains 896 members Entering Unmasked Estep Score: -7970868.500000 Penalty: 1079.891113 Iteration 124Q: 3 clusters Score -7970868 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141573 members Mstep: Class 2 contains 904 members Entering Unmasked Estep Score: -7970867.500000 Penalty: 1079.891113 Iteration 125Q: 3 clusters Score -7970868 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141569 members Mstep: Class 2 contains 908 members Entering Unmasked Estep Score: -7970869.500000 Penalty: 1079.891113 Iteration 126Q: 3 clusters Score -7970870 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141566 members Mstep: Class 2 contains 911 members Entering Unmasked Estep Score: -7970869.000000 Penalty: 1079.891113 Iteration 127Q: 3 clusters Score -7970869 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141565 members Mstep: Class 2 contains 912 members Entering Unmasked Estep Score: -7970869.500000 Penalty: 1079.891113 Iteration 128Q: 3 clusters Score -7970870 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141564 members Mstep: Class 2 contains 913 members Entering Unmasked Estep Score: -7970865.500000 Penalty: 1079.891113 Iteration 129Q: 3 clusters Score -7970866 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141564 members Mstep: Class 2 contains 913 members Entering Unmasked Estep Score: -7970865.500000 Penalty: 1079.891113 Iteration 130F: 3 clusters Score -7970866 nChanged 0 Entering ConstructFrom: Trying to split cluster 26 (28648 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28648 members Entering Unmasked Estep Score: -1647274.625000 Penalty: 466.959198 Iteration 0F: 2 clusters Score -1647275 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14199 members Mstep: Class 2 contains 14449 members Entering Unmasked Estep Score: -1628171.125000 Penalty: 933.918396 Iteration 0F: 3 clusters Score -1628171 nChanged 13796 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12347 members Mstep: Class 2 contains 16301 members Entering Unmasked Estep Score: -1636395.625000 Penalty: 933.918396 Iteration 1F: 3 clusters Score -1636396 nChanged 1731 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10968 members Mstep: Class 2 contains 17680 members Entering Unmasked Estep Score: -1637310.750000 Penalty: 933.918396 Iteration 2F: 3 clusters Score -1637311 nChanged 2063 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9065 members Mstep: Class 2 contains 19583 members Entering Unmasked Estep Score: -1638729.250000 Penalty: 933.918396 Iteration 3F: 3 clusters Score -1638729 nChanged 2328 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6789 members Mstep: Class 2 contains 21859 members Entering Unmasked Estep Score: -1640694.125000 Penalty: 933.918396 Iteration 4F: 3 clusters Score -1640694 nChanged 2307 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4502 members Mstep: Class 2 contains 24146 members Entering Unmasked Estep Score: -1642838.125000 Penalty: 933.918396 Iteration 5F: 3 clusters Score -1642838 nChanged 1841 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2663 members Mstep: Class 2 contains 25985 members Entering Unmasked Estep Score: -1644583.375000 Penalty: 933.918396 Iteration 6F: 3 clusters Score -1644583 nChanged 1263 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1402 members Mstep: Class 2 contains 27246 members Entering Unmasked Estep Score: -1645724.000000 Penalty: 933.918396 Iteration 7Q: 3 clusters Score -1645724 nChanged 722 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 682 members Mstep: Class 2 contains 27966 members Entering Unmasked Estep Score: -1646347.875000 Penalty: 933.918396 Iteration 8Q: 3 clusters Score -1646348 nChanged 365 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 319 members Mstep: Class 2 contains 28329 members Entering Unmasked Estep Score: -1646654.500000 Penalty: 933.918396 Iteration 9Q: 3 clusters Score -1646654 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 178 members Mstep: Class 2 contains 28470 members Entering Unmasked Estep Score: -1646762.875000 Penalty: 933.918396 Iteration 10Q: 3 clusters Score -1646763 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 121 members Mstep: Class 2 contains 28527 members Entering Unmasked Estep Score: -1646812.625000 Penalty: 933.918396 Iteration 11Q: 3 clusters Score -1646813 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95 members Mstep: Class 2 contains 28553 members Entering Unmasked Estep Score: -1646836.750000 Penalty: 933.918396 Iteration 12Q: 3 clusters Score -1646837 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81 members Mstep: Class 2 contains 28567 members Entering Unmasked Estep Score: -1646848.750000 Penalty: 933.918396 Iteration 13Q: 3 clusters Score -1646849 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 75 members Mstep: Class 2 contains 28573 members Entering Unmasked Estep Score: -1646858.000000 Penalty: 933.918396 Iteration 14Q: 3 clusters Score -1646858 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71 members Mstep: Class 2 contains 28577 members Entering Unmasked Estep Score: -1646862.125000 Penalty: 933.918396 Iteration 15Q: 3 clusters Score -1646862 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67 members Mstep: Class 2 contains 28581 members Entering Unmasked Estep Score: -1646863.250000 Penalty: 933.918396 Iteration 16Q: 3 clusters Score -1646863 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64 members Mstep: Class 2 contains 28584 members Entering Unmasked Estep Score: -1646868.750000 Penalty: 933.918396 Iteration 17Q: 3 clusters Score -1646869 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63 members Mstep: Class 2 contains 28585 members Entering Unmasked Estep Score: -1646868.250000 Penalty: 933.918396 Iteration 18Q: 3 clusters Score -1646868 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63 members Mstep: Class 2 contains 28585 members Entering Unmasked Estep Score: -1646868.250000 Penalty: 933.918396 Iteration 19F: 3 clusters Score -1646868 nChanged 0 Entering ConstructFrom: Trying to split cluster 27 (12341 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12341 members Entering Unmasked Estep Score: -712767.812500 Penalty: 428.641022 Iteration 0F: 2 clusters Score -712767.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6181 members Mstep: Class 2 contains 6160 members Entering Unmasked Estep Score: -704514.687500 Penalty: 857.282043 Iteration 0F: 3 clusters Score -704514.7 nChanged 5839 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6698 members Mstep: Class 2 contains 5643 members Entering Unmasked Estep Score: -708084.625000 Penalty: 857.282043 Iteration 1F: 3 clusters Score -708084.6 nChanged 726 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6984 members Mstep: Class 2 contains 5357 members Entering Unmasked Estep Score: -708436.687500 Penalty: 857.282043 Iteration 2F: 3 clusters Score -708436.7 nChanged 796 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7390 members Mstep: Class 2 contains 4951 members Entering Unmasked Estep Score: -708863.750000 Penalty: 857.282043 Iteration 3F: 3 clusters Score -708863.8 nChanged 774 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7808 members Mstep: Class 2 contains 4533 members Entering Unmasked Estep Score: -709327.437500 Penalty: 857.282043 Iteration 4F: 3 clusters Score -709327.4 nChanged 745 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8247 members Mstep: Class 2 contains 4094 members Entering Unmasked Estep Score: -709833.687500 Penalty: 857.282043 Iteration 5F: 3 clusters Score -709833.7 nChanged 685 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8652 members Mstep: Class 2 contains 3689 members Entering Unmasked Estep Score: -710336.437500 Penalty: 857.282043 Iteration 6F: 3 clusters Score -710336.4 nChanged 552 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8986 members Mstep: Class 2 contains 3355 members Entering Unmasked Estep Score: -710719.562500 Penalty: 857.282043 Iteration 7Q: 3 clusters Score -710719.6 nChanged 427 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9265 members Mstep: Class 2 contains 3076 members Entering Unmasked Estep Score: -710974.125000 Penalty: 857.282043 Iteration 8Q: 3 clusters Score -710974.1 nChanged 295 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9498 members Mstep: Class 2 contains 2843 members Entering Unmasked Estep Score: -711108.937500 Penalty: 857.282043 Iteration 9Q: 3 clusters Score -711108.9 nChanged 225 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9719 members Mstep: Class 2 contains 2622 members Entering Unmasked Estep Score: -711211.312500 Penalty: 857.282043 Iteration 10Q: 3 clusters Score -711211.3 nChanged 236 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9955 members Mstep: Class 2 contains 2386 members Entering Unmasked Estep Score: -711311.812500 Penalty: 857.282043 Iteration 11Q: 3 clusters Score -711311.8 nChanged 238 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10193 members Mstep: Class 2 contains 2148 members Entering Unmasked Estep Score: -711414.500000 Penalty: 857.282043 Iteration 12Q: 3 clusters Score -711414.5 nChanged 216 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10407 members Mstep: Class 2 contains 1934 members Entering Unmasked Estep Score: -711502.250000 Penalty: 857.282043 Iteration 13Q: 3 clusters Score -711502.2 nChanged 200 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10607 members Mstep: Class 2 contains 1734 members Entering Unmasked Estep Score: -711590.000000 Penalty: 857.282043 Iteration 14Q: 3 clusters Score -711590 nChanged 189 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10796 members Mstep: Class 2 contains 1545 members Entering Unmasked Estep Score: -711684.750000 Penalty: 857.282043 Iteration 15Q: 3 clusters Score -711684.8 nChanged 198 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10994 members Mstep: Class 2 contains 1347 members Entering Unmasked Estep Score: -711778.937500 Penalty: 857.282043 Iteration 16Q: 3 clusters Score -711778.9 nChanged 167 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11159 members Mstep: Class 2 contains 1182 members Entering Unmasked Estep Score: -711862.125000 Penalty: 857.282043 Iteration 17Q: 3 clusters Score -711862.1 nChanged 173 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11330 members Mstep: Class 2 contains 1011 members Entering Unmasked Estep Score: -711956.750000 Penalty: 857.282043 Iteration 18Q: 3 clusters Score -711956.8 nChanged 150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11478 members Mstep: Class 2 contains 863 members Entering Unmasked Estep Score: -712038.187500 Penalty: 857.282043 Iteration 19Q: 3 clusters Score -712038.2 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11610 members Mstep: Class 2 contains 731 members Entering Unmasked Estep Score: -712110.312500 Penalty: 857.282043 Iteration 20F: 3 clusters Score -712110.3 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11720 members Mstep: Class 2 contains 621 members Entering Unmasked Estep Score: -712173.062500 Penalty: 857.282043 Iteration 21Q: 3 clusters Score -712173.1 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11812 members Mstep: Class 2 contains 529 members Entering Unmasked Estep Score: -712224.500000 Penalty: 857.282043 Iteration 22Q: 3 clusters Score -712224.5 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11879 members Mstep: Class 2 contains 462 members Entering Unmasked Estep Score: -712267.937500 Penalty: 857.282043 Iteration 23Q: 3 clusters Score -712267.9 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11930 members Mstep: Class 2 contains 411 members Entering Unmasked Estep Score: -712293.937500 Penalty: 857.282043 Iteration 24Q: 3 clusters Score -712293.9 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11977 members Mstep: Class 2 contains 364 members Entering Unmasked Estep Score: -712315.125000 Penalty: 857.282043 Iteration 25Q: 3 clusters Score -712315.1 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12010 members Mstep: Class 2 contains 331 members Entering Unmasked Estep Score: -712332.125000 Penalty: 857.282043 Iteration 26Q: 3 clusters Score -712332.1 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12037 members Mstep: Class 2 contains 304 members Entering Unmasked Estep Score: -712345.375000 Penalty: 857.282043 Iteration 27Q: 3 clusters Score -712345.4 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12061 members Mstep: Class 2 contains 280 members Entering Unmasked Estep Score: -712363.062500 Penalty: 857.282043 Iteration 28Q: 3 clusters Score -712363.1 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12078 members Mstep: Class 2 contains 263 members Entering Unmasked Estep Score: -712376.125000 Penalty: 857.282043 Iteration 29Q: 3 clusters Score -712376.1 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12087 members Mstep: Class 2 contains 254 members Entering Unmasked Estep Score: -712385.437500 Penalty: 857.282043 Iteration 30Q: 3 clusters Score -712385.4 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12097 members Mstep: Class 2 contains 244 members Entering Unmasked Estep Score: -712390.125000 Penalty: 857.282043 Iteration 31Q: 3 clusters Score -712390.1 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12105 members Mstep: Class 2 contains 236 members Entering Unmasked Estep Score: -712396.750000 Penalty: 857.282043 Iteration 32Q: 3 clusters Score -712396.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12110 members Mstep: Class 2 contains 231 members Entering Unmasked Estep Score: -712401.125000 Penalty: 857.282043 Iteration 33Q: 3 clusters Score -712401.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12113 members Mstep: Class 2 contains 228 members Entering Unmasked Estep Score: -712402.375000 Penalty: 857.282043 Iteration 34Q: 3 clusters Score -712402.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12121 members Mstep: Class 2 contains 220 members Entering Unmasked Estep Score: -712406.062500 Penalty: 857.282043 Iteration 35Q: 3 clusters Score -712406.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12123 members Mstep: Class 2 contains 218 members Entering Unmasked Estep Score: -712408.187500 Penalty: 857.282043 Iteration 36Q: 3 clusters Score -712408.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12126 members Mstep: Class 2 contains 215 members Entering Unmasked Estep Score: -712409.375000 Penalty: 857.282043 Iteration 37Q: 3 clusters Score -712409.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12127 members Mstep: Class 2 contains 214 members Entering Unmasked Estep Score: -712412.125000 Penalty: 857.282043 Iteration 38Q: 3 clusters Score -712412.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12130 members Mstep: Class 2 contains 211 members Entering Unmasked Estep Score: -712414.500000 Penalty: 857.282043 Iteration 39Q: 3 clusters Score -712414.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12131 members Mstep: Class 2 contains 210 members Entering Unmasked Estep Score: -712415.187500 Penalty: 857.282043 Iteration 40F: 3 clusters Score -712415.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12133 members Mstep: Class 2 contains 208 members Entering Unmasked Estep Score: -712415.250000 Penalty: 857.282043 Iteration 41Q: 3 clusters Score -712415.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12135 members Mstep: Class 2 contains 206 members Entering Unmasked Estep Score: -712416.000000 Penalty: 857.282043 Iteration 42Q: 3 clusters Score -712416 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12136 members Mstep: Class 2 contains 205 members Entering Unmasked Estep Score: -712415.625000 Penalty: 857.282043 Iteration 43Q: 3 clusters Score -712415.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12136 members Mstep: Class 2 contains 205 members Entering Unmasked Estep Score: -712415.625000 Penalty: 857.282043 Iteration 44F: 3 clusters Score -712415.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 28 (10917 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10917 members Entering Unmasked Estep Score: -621345.000000 Penalty: 423.062500 Iteration 0F: 2 clusters Score -621345 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5424 members Mstep: Class 2 contains 5493 members Entering Unmasked Estep Score: -614056.250000 Penalty: 846.125000 Iteration 0F: 3 clusters Score -614056.2 nChanged 5062 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5100 members Mstep: Class 2 contains 5817 members Entering Unmasked Estep Score: -617067.312500 Penalty: 846.125000 Iteration 1F: 3 clusters Score -617067.3 nChanged 721 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4881 members Mstep: Class 2 contains 6036 members Entering Unmasked Estep Score: -617446.562500 Penalty: 846.125000 Iteration 2F: 3 clusters Score -617446.6 nChanged 736 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4575 members Mstep: Class 2 contains 6342 members Entering Unmasked Estep Score: -617922.250000 Penalty: 846.125000 Iteration 3F: 3 clusters Score -617922.2 nChanged 746 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4189 members Mstep: Class 2 contains 6728 members Entering Unmasked Estep Score: -618532.125000 Penalty: 846.125000 Iteration 4F: 3 clusters Score -618532.1 nChanged 812 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3771 members Mstep: Class 2 contains 7146 members Entering Unmasked Estep Score: -619258.312500 Penalty: 846.125000 Iteration 5F: 3 clusters Score -619258.3 nChanged 712 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3423 members Mstep: Class 2 contains 7494 members Entering Unmasked Estep Score: -619869.062500 Penalty: 846.125000 Iteration 6F: 3 clusters Score -619869.1 nChanged 535 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3180 members Mstep: Class 2 contains 7737 members Entering Unmasked Estep Score: -620188.125000 Penalty: 846.125000 Iteration 7Q: 3 clusters Score -620188.1 nChanged 324 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3018 members Mstep: Class 2 contains 7899 members Entering Unmasked Estep Score: -620328.062500 Penalty: 846.125000 Iteration 8Q: 3 clusters Score -620328.1 nChanged 198 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2884 members Mstep: Class 2 contains 8033 members Entering Unmasked Estep Score: -620401.562500 Penalty: 846.125000 Iteration 9Q: 3 clusters Score -620401.6 nChanged 177 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2741 members Mstep: Class 2 contains 8176 members Entering Unmasked Estep Score: -620467.062500 Penalty: 846.125000 Iteration 10Q: 3 clusters Score -620467.1 nChanged 165 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2604 members Mstep: Class 2 contains 8313 members Entering Unmasked Estep Score: -620527.937500 Penalty: 846.125000 Iteration 11Q: 3 clusters Score -620527.9 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2489 members Mstep: Class 2 contains 8428 members Entering Unmasked Estep Score: -620567.562500 Penalty: 846.125000 Iteration 12Q: 3 clusters Score -620567.6 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2373 members Mstep: Class 2 contains 8544 members Entering Unmasked Estep Score: -620605.187500 Penalty: 846.125000 Iteration 13Q: 3 clusters Score -620605.2 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2258 members Mstep: Class 2 contains 8659 members Entering Unmasked Estep Score: -620640.812500 Penalty: 846.125000 Iteration 14Q: 3 clusters Score -620640.8 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2159 members Mstep: Class 2 contains 8758 members Entering Unmasked Estep Score: -620666.437500 Penalty: 846.125000 Iteration 15Q: 3 clusters Score -620666.4 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2062 members Mstep: Class 2 contains 8855 members Entering Unmasked Estep Score: -620695.125000 Penalty: 846.125000 Iteration 16Q: 3 clusters Score -620695.1 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1969 members Mstep: Class 2 contains 8948 members Entering Unmasked Estep Score: -620715.625000 Penalty: 846.125000 Iteration 17Q: 3 clusters Score -620715.6 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1892 members Mstep: Class 2 contains 9025 members Entering Unmasked Estep Score: -620735.937500 Penalty: 846.125000 Iteration 18Q: 3 clusters Score -620735.9 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1833 members Mstep: Class 2 contains 9084 members Entering Unmasked Estep Score: -620748.625000 Penalty: 846.125000 Iteration 19Q: 3 clusters Score -620748.6 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1777 members Mstep: Class 2 contains 9140 members Entering Unmasked Estep Score: -620759.312500 Penalty: 846.125000 Iteration 20F: 3 clusters Score -620759.3 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1719 members Mstep: Class 2 contains 9198 members Entering Unmasked Estep Score: -620767.687500 Penalty: 846.125000 Iteration 21Q: 3 clusters Score -620767.7 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1676 members Mstep: Class 2 contains 9241 members Entering Unmasked Estep Score: -620778.562500 Penalty: 846.125000 Iteration 22Q: 3 clusters Score -620778.6 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1625 members Mstep: Class 2 contains 9292 members Entering Unmasked Estep Score: -620788.812500 Penalty: 846.125000 Iteration 23Q: 3 clusters Score -620788.8 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1572 members Mstep: Class 2 contains 9345 members Entering Unmasked Estep Score: -620800.562500 Penalty: 846.125000 Iteration 24Q: 3 clusters Score -620800.6 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1518 members Mstep: Class 2 contains 9399 members Entering Unmasked Estep Score: -620813.250000 Penalty: 846.125000 Iteration 25Q: 3 clusters Score -620813.2 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1464 members Mstep: Class 2 contains 9453 members Entering Unmasked Estep Score: -620823.000000 Penalty: 846.125000 Iteration 26Q: 3 clusters Score -620823 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1413 members Mstep: Class 2 contains 9504 members Entering Unmasked Estep Score: -620832.687500 Penalty: 846.125000 Iteration 27Q: 3 clusters Score -620832.7 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1365 members Mstep: Class 2 contains 9552 members Entering Unmasked Estep Score: -620840.500000 Penalty: 846.125000 Iteration 28Q: 3 clusters Score -620840.5 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1327 members Mstep: Class 2 contains 9590 members Entering Unmasked Estep Score: -620846.500000 Penalty: 846.125000 Iteration 29Q: 3 clusters Score -620846.5 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1279 members Mstep: Class 2 contains 9638 members Entering Unmasked Estep Score: -620857.625000 Penalty: 846.125000 Iteration 30Q: 3 clusters Score -620857.6 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1233 members Mstep: Class 2 contains 9684 members Entering Unmasked Estep Score: -620871.687500 Penalty: 846.125000 Iteration 31Q: 3 clusters Score -620871.7 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1191 members Mstep: Class 2 contains 9726 members Entering Unmasked Estep Score: -620881.000000 Penalty: 846.125000 Iteration 32Q: 3 clusters Score -620881 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1145 members Mstep: Class 2 contains 9772 members Entering Unmasked Estep Score: -620892.000000 Penalty: 846.125000 Iteration 33Q: 3 clusters Score -620892 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1098 members Mstep: Class 2 contains 9819 members Entering Unmasked Estep Score: -620902.250000 Penalty: 846.125000 Iteration 34Q: 3 clusters Score -620902.2 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1053 members Mstep: Class 2 contains 9864 members Entering Unmasked Estep Score: -620912.312500 Penalty: 846.125000 Iteration 35Q: 3 clusters Score -620912.3 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1019 members Mstep: Class 2 contains 9898 members Entering Unmasked Estep Score: -620919.437500 Penalty: 846.125000 Iteration 36Q: 3 clusters Score -620919.4 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 989 members Mstep: Class 2 contains 9928 members Entering Unmasked Estep Score: -620927.125000 Penalty: 846.125000 Iteration 37Q: 3 clusters Score -620927.1 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 960 members Mstep: Class 2 contains 9957 members Entering Unmasked Estep Score: -620933.312500 Penalty: 846.125000 Iteration 38Q: 3 clusters Score -620933.3 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 929 members Mstep: Class 2 contains 9988 members Entering Unmasked Estep Score: -620944.562500 Penalty: 846.125000 Iteration 39Q: 3 clusters Score -620944.6 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 899 members Mstep: Class 2 contains 10018 members Entering Unmasked Estep Score: -620953.250000 Penalty: 846.125000 Iteration 40F: 3 clusters Score -620953.2 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 875 members Mstep: Class 2 contains 10042 members Entering Unmasked Estep Score: -620959.562500 Penalty: 846.125000 Iteration 41Q: 3 clusters Score -620959.6 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 854 members Mstep: Class 2 contains 10063 members Entering Unmasked Estep Score: -620963.000000 Penalty: 846.125000 Iteration 42Q: 3 clusters Score -620963 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 836 members Mstep: Class 2 contains 10081 members Entering Unmasked Estep Score: -620966.812500 Penalty: 846.125000 Iteration 43Q: 3 clusters Score -620966.8 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 821 members Mstep: Class 2 contains 10096 members Entering Unmasked Estep Score: -620970.312500 Penalty: 846.125000 Iteration 44Q: 3 clusters Score -620970.3 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 804 members Mstep: Class 2 contains 10113 members Entering Unmasked Estep Score: -620972.312500 Penalty: 846.125000 Iteration 45Q: 3 clusters Score -620972.3 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 784 members Mstep: Class 2 contains 10133 members Entering Unmasked Estep Score: -620977.125000 Penalty: 846.125000 Iteration 46Q: 3 clusters Score -620977.1 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 770 members Mstep: Class 2 contains 10147 members Entering Unmasked Estep Score: -620979.000000 Penalty: 846.125000 Iteration 47Q: 3 clusters Score -620979 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 760 members Mstep: Class 2 contains 10157 members Entering Unmasked Estep Score: -620979.250000 Penalty: 846.125000 Iteration 48Q: 3 clusters Score -620979.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 755 members Mstep: Class 2 contains 10162 members Entering Unmasked Estep Score: -620980.500000 Penalty: 846.125000 Iteration 49Q: 3 clusters Score -620980.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 752 members Mstep: Class 2 contains 10165 members Entering Unmasked Estep Score: -620980.500000 Penalty: 846.125000 Iteration 50Q: 3 clusters Score -620980.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 751 members Mstep: Class 2 contains 10166 members Entering Unmasked Estep Score: -620979.625000 Penalty: 846.125000 Iteration 51Q: 3 clusters Score -620979.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 750 members Mstep: Class 2 contains 10167 members Entering Unmasked Estep Score: -620979.812500 Penalty: 846.125000 Iteration 52Q: 3 clusters Score -620979.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 750 members Mstep: Class 2 contains 10167 members Entering Unmasked Estep Score: -620979.812500 Penalty: 846.125000 Iteration 53F: 3 clusters Score -620979.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 29 (3938 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3938 members Entering Unmasked Estep Score: -234491.000000 Penalty: 376.668488 Iteration 0F: 2 clusters Score -234491 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1973 members Mstep: Class 2 contains 1965 members Entering Unmasked Estep Score: -231785.250000 Penalty: 753.336975 Iteration 0F: 3 clusters Score -231785.2 nChanged 1741 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2100 members Mstep: Class 2 contains 1838 members Entering Unmasked Estep Score: -232786.843750 Penalty: 753.336975 Iteration 1F: 3 clusters Score -232786.8 nChanged 283 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2167 members Mstep: Class 2 contains 1771 members Entering Unmasked Estep Score: -232991.718750 Penalty: 753.336975 Iteration 2F: 3 clusters Score -232991.7 nChanged 282 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2249 members Mstep: Class 2 contains 1689 members Entering Unmasked Estep Score: -233176.531250 Penalty: 753.336975 Iteration 3F: 3 clusters Score -233176.5 nChanged 243 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2310 members Mstep: Class 2 contains 1628 members Entering Unmasked Estep Score: -233347.078125 Penalty: 753.336975 Iteration 4F: 3 clusters Score -233347.1 nChanged 216 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2344 members Mstep: Class 2 contains 1594 members Entering Unmasked Estep Score: -233509.515625 Penalty: 753.336975 Iteration 5F: 3 clusters Score -233509.5 nChanged 216 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2350 members Mstep: Class 2 contains 1588 members Entering Unmasked Estep Score: -233644.296875 Penalty: 753.336975 Iteration 6F: 3 clusters Score -233644.3 nChanged 158 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2338 members Mstep: Class 2 contains 1600 members Entering Unmasked Estep Score: -233754.796875 Penalty: 753.336975 Iteration 7Q: 3 clusters Score -233754.8 nChanged 154 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2314 members Mstep: Class 2 contains 1624 members Entering Unmasked Estep Score: -233852.406250 Penalty: 753.336975 Iteration 8Q: 3 clusters Score -233852.4 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2282 members Mstep: Class 2 contains 1656 members Entering Unmasked Estep Score: -233905.093750 Penalty: 753.336975 Iteration 9Q: 3 clusters Score -233905.1 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2253 members Mstep: Class 2 contains 1685 members Entering Unmasked Estep Score: -233941.765625 Penalty: 753.336975 Iteration 10Q: 3 clusters Score -233941.8 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2228 members Mstep: Class 2 contains 1710 members Entering Unmasked Estep Score: -233957.187500 Penalty: 753.336975 Iteration 11Q: 3 clusters Score -233957.2 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2207 members Mstep: Class 2 contains 1731 members Entering Unmasked Estep Score: -233970.562500 Penalty: 753.336975 Iteration 12Q: 3 clusters Score -233970.6 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2189 members Mstep: Class 2 contains 1749 members Entering Unmasked Estep Score: -233982.937500 Penalty: 753.336975 Iteration 13Q: 3 clusters Score -233982.9 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2176 members Mstep: Class 2 contains 1762 members Entering Unmasked Estep Score: -233994.296875 Penalty: 753.336975 Iteration 14Q: 3 clusters Score -233994.3 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2155 members Mstep: Class 2 contains 1783 members Entering Unmasked Estep Score: -234008.234375 Penalty: 753.336975 Iteration 15Q: 3 clusters Score -234008.2 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2136 members Mstep: Class 2 contains 1802 members Entering Unmasked Estep Score: -234021.703125 Penalty: 753.336975 Iteration 16Q: 3 clusters Score -234021.7 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2121 members Mstep: Class 2 contains 1817 members Entering Unmasked Estep Score: -234034.609375 Penalty: 753.336975 Iteration 17Q: 3 clusters Score -234034.6 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2110 members Mstep: Class 2 contains 1828 members Entering Unmasked Estep Score: -234047.031250 Penalty: 753.336975 Iteration 18Q: 3 clusters Score -234047 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2108 members Mstep: Class 2 contains 1830 members Entering Unmasked Estep Score: -234052.046875 Penalty: 753.336975 Iteration 19Q: 3 clusters Score -234052 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2107 members Mstep: Class 2 contains 1831 members Entering Unmasked Estep Score: -234053.937500 Penalty: 753.336975 Iteration 20F: 3 clusters Score -234053.9 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2098 members Mstep: Class 2 contains 1840 members Entering Unmasked Estep Score: -234055.609375 Penalty: 753.336975 Iteration 21Q: 3 clusters Score -234055.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2088 members Mstep: Class 2 contains 1850 members Entering Unmasked Estep Score: -234056.375000 Penalty: 753.336975 Iteration 22Q: 3 clusters Score -234056.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2085 members Mstep: Class 2 contains 1853 members Entering Unmasked Estep Score: -234057.484375 Penalty: 753.336975 Iteration 23Q: 3 clusters Score -234057.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2081 members Mstep: Class 2 contains 1857 members Entering Unmasked Estep Score: -234057.875000 Penalty: 753.336975 Iteration 24Q: 3 clusters Score -234057.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2079 members Mstep: Class 2 contains 1859 members Entering Unmasked Estep Score: -234058.484375 Penalty: 753.336975 Iteration 25Q: 3 clusters Score -234058.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2077 members Mstep: Class 2 contains 1861 members Entering Unmasked Estep Score: -234058.843750 Penalty: 753.336975 Iteration 26Q: 3 clusters Score -234058.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2075 members Mstep: Class 2 contains 1863 members Entering Unmasked Estep Score: -234059.062500 Penalty: 753.336975 Iteration 27Q: 3 clusters Score -234059.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2075 members Mstep: Class 2 contains 1863 members Entering Unmasked Estep Score: -234058.968750 Penalty: 753.336975 Iteration 28Q: 3 clusters Score -234059 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2075 members Mstep: Class 2 contains 1863 members Entering Unmasked Estep Score: -234058.968750 Penalty: 753.336975 Iteration 29F: 3 clusters Score -234059 nChanged 0 Entering ConstructFrom: Trying to split cluster 30 (901 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 901 members Entering Unmasked Estep Score: -43866.441406 Penalty: 309.559509 Iteration 0F: 2 clusters Score -43866.44 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 441 members Mstep: Class 2 contains 460 members Entering Unmasked Estep Score: -43127.832031 Penalty: 619.119019 Iteration 0F: 3 clusters Score -43127.83 nChanged 341 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 482 members Mstep: Class 2 contains 419 members Entering Unmasked Estep Score: -43408.597656 Penalty: 619.119019 Iteration 1F: 3 clusters Score -43408.6 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 496 members Mstep: Class 2 contains 405 members Entering Unmasked Estep Score: -43502.308594 Penalty: 619.119019 Iteration 2F: 3 clusters Score -43502.31 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 500 members Mstep: Class 2 contains 401 members Entering Unmasked Estep Score: -43569.214844 Penalty: 619.119019 Iteration 3F: 3 clusters Score -43569.21 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 496 members Mstep: Class 2 contains 405 members Entering Unmasked Estep Score: -43612.000000 Penalty: 619.119019 Iteration 4Q: 3 clusters Score -43612 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 484 members Mstep: Class 2 contains 417 members Entering Unmasked Estep Score: -43645.343750 Penalty: 619.119019 Iteration 5Q: 3 clusters Score -43645.34 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 475 members Mstep: Class 2 contains 426 members Entering Unmasked Estep Score: -43660.484375 Penalty: 619.119019 Iteration 6Q: 3 clusters Score -43660.48 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 466 members Mstep: Class 2 contains 435 members Entering Unmasked Estep Score: -43673.929688 Penalty: 619.119019 Iteration 7Q: 3 clusters Score -43673.93 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 460 members Mstep: Class 2 contains 441 members Entering Unmasked Estep Score: -43684.027344 Penalty: 619.119019 Iteration 8Q: 3 clusters Score -43684.03 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 451 members Mstep: Class 2 contains 450 members Entering Unmasked Estep Score: -43704.707031 Penalty: 619.119019 Iteration 9Q: 3 clusters Score -43704.71 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 442 members Mstep: Class 2 contains 459 members Entering Unmasked Estep Score: -43724.664062 Penalty: 619.119019 Iteration 10Q: 3 clusters Score -43724.66 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 445 members Mstep: Class 2 contains 456 members Entering Unmasked Estep Score: -43734.039062 Penalty: 619.119019 Iteration 11Q: 3 clusters Score -43734.04 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 448 members Mstep: Class 2 contains 453 members Entering Unmasked Estep Score: -43744.351562 Penalty: 619.119019 Iteration 12Q: 3 clusters Score -43744.35 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 447 members Mstep: Class 2 contains 454 members Entering Unmasked Estep Score: -43750.535156 Penalty: 619.119019 Iteration 13Q: 3 clusters Score -43750.54 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 449 members Mstep: Class 2 contains 452 members Entering Unmasked Estep Score: -43752.183594 Penalty: 619.119019 Iteration 14Q: 3 clusters Score -43752.18 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 449 members Mstep: Class 2 contains 452 members Entering Unmasked Estep Score: -43753.324219 Penalty: 619.119019 Iteration 15Q: 3 clusters Score -43753.32 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 449 members Mstep: Class 2 contains 452 members Entering Unmasked Estep Score: -43753.324219 Penalty: 619.119019 Iteration 16F: 3 clusters Score -43753.32 nChanged 0 Entering ConstructFrom: Trying to split cluster 31 (391 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 391 members Entering Unmasked Estep Score: -15245.832031 Penalty: 271.576202 Iteration 0F: 2 clusters Score -15245.83 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 210 members Mstep: Class 2 contains 181 members Entering Unmasked Estep Score: -14862.195312 Penalty: 543.152405 Iteration 0F: 3 clusters Score -14862.2 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 248 members Mstep: Class 2 contains 143 members Entering Unmasked Estep Score: -15019.911133 Penalty: 543.152405 Iteration 1F: 3 clusters Score -15019.91 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 260 members Mstep: Class 2 contains 131 members Entering Unmasked Estep Score: -15050.311523 Penalty: 543.152405 Iteration 2F: 3 clusters Score -15050.31 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 265 members Mstep: Class 2 contains 126 members Entering Unmasked Estep Score: -15071.016602 Penalty: 543.152405 Iteration 3Q: 3 clusters Score -15071.02 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 269 members Mstep: Class 2 contains 122 members Entering Unmasked Estep Score: -15091.025391 Penalty: 543.152405 Iteration 4Q: 3 clusters Score -15091.03 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 272 members Mstep: Class 2 contains 119 members Entering Unmasked Estep Score: -15095.270508 Penalty: 543.152405 Iteration 5Q: 3 clusters Score -15095.27 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 276 members Mstep: Class 2 contains 115 members Entering Unmasked Estep Score: -15101.038086 Penalty: 543.152405 Iteration 6Q: 3 clusters Score -15101.04 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 279 members Mstep: Class 2 contains 112 members Entering Unmasked Estep Score: -15104.685547 Penalty: 543.152405 Iteration 7Q: 3 clusters Score -15104.69 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 281 members Mstep: Class 2 contains 110 members Entering Unmasked Estep Score: -15109.274414 Penalty: 543.152405 Iteration 8Q: 3 clusters Score -15109.27 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 283 members Mstep: Class 2 contains 108 members Entering Unmasked Estep Score: -15112.576172 Penalty: 543.152405 Iteration 9Q: 3 clusters Score -15112.58 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 282 members Mstep: Class 2 contains 109 members Entering Unmasked Estep Score: -15112.976562 Penalty: 543.152405 Iteration 10Q: 3 clusters Score -15112.98 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 280 members Mstep: Class 2 contains 111 members Entering Unmasked Estep Score: -15113.831055 Penalty: 543.152405 Iteration 11Q: 3 clusters Score -15113.83 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 279 members Mstep: Class 2 contains 112 members Entering Unmasked Estep Score: -15114.023438 Penalty: 543.152405 Iteration 12Q: 3 clusters Score -15114.02 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 279 members Mstep: Class 2 contains 112 members Entering Unmasked Estep Score: -15114.023438 Penalty: 543.152405 Iteration 13F: 3 clusters Score -15114.02 nChanged 0 Entering ConstructFrom: Trying to split cluster 32 (5798 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5798 members Entering Unmasked Estep Score: -315355.500000 Penalty: 394.269684 Iteration 0F: 2 clusters Score -315355.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2960 members Mstep: Class 2 contains 2838 members Entering Unmasked Estep Score: -311454.937500 Penalty: 788.539368 Iteration 0F: 3 clusters Score -311454.9 nChanged 2641 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3445 members Mstep: Class 2 contains 2353 members Entering Unmasked Estep Score: -312985.531250 Penalty: 788.539368 Iteration 1F: 3 clusters Score -312985.5 nChanged 414 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3767 members Mstep: Class 2 contains 2031 members Entering Unmasked Estep Score: -313249.062500 Penalty: 788.539368 Iteration 2F: 3 clusters Score -313249.1 nChanged 461 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4162 members Mstep: Class 2 contains 1636 members Entering Unmasked Estep Score: -313582.156250 Penalty: 788.539368 Iteration 3F: 3 clusters Score -313582.2 nChanged 458 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4580 members Mstep: Class 2 contains 1218 members Entering Unmasked Estep Score: -313950.656250 Penalty: 788.539368 Iteration 4F: 3 clusters Score -313950.7 nChanged 389 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4943 members Mstep: Class 2 contains 855 members Entering Unmasked Estep Score: -314301.343750 Penalty: 788.539368 Iteration 5F: 3 clusters Score -314301.3 nChanged 272 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5211 members Mstep: Class 2 contains 587 members Entering Unmasked Estep Score: -314551.937500 Penalty: 788.539368 Iteration 6Q: 3 clusters Score -314551.9 nChanged 193 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5402 members Mstep: Class 2 contains 396 members Entering Unmasked Estep Score: -314713.125000 Penalty: 788.539368 Iteration 7Q: 3 clusters Score -314713.1 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5534 members Mstep: Class 2 contains 264 members Entering Unmasked Estep Score: -314829.968750 Penalty: 788.539368 Iteration 8Q: 3 clusters Score -314830 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5625 members Mstep: Class 2 contains 173 members Entering Unmasked Estep Score: -314912.468750 Penalty: 788.539368 Iteration 9Q: 3 clusters Score -314912.5 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5675 members Mstep: Class 2 contains 123 members Entering Unmasked Estep Score: -314962.718750 Penalty: 788.539368 Iteration 10Q: 3 clusters Score -314962.7 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5703 members Mstep: Class 2 contains 95 members Entering Unmasked Estep Score: -314989.062500 Penalty: 788.539368 Iteration 11Q: 3 clusters Score -314989.1 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5716 members Mstep: Class 2 contains 82 members Entering Unmasked Estep Score: -315000.875000 Penalty: 788.539368 Iteration 12Q: 3 clusters Score -315000.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5721 members Mstep: Class 2 contains 77 members Entering Unmasked Estep Score: -315004.968750 Penalty: 788.539368 Iteration 13Q: 3 clusters Score -315005 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5723 members Mstep: Class 2 contains 75 members Entering Unmasked Estep Score: -315006.250000 Penalty: 788.539368 Iteration 14Q: 3 clusters Score -315006.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5726 members Mstep: Class 2 contains 72 members Entering Unmasked Estep Score: -315010.781250 Penalty: 788.539368 Iteration 15Q: 3 clusters Score -315010.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5729 members Mstep: Class 2 contains 69 members Entering Unmasked Estep Score: -315012.125000 Penalty: 788.539368 Iteration 16Q: 3 clusters Score -315012.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5733 members Mstep: Class 2 contains 65 members Entering Unmasked Estep Score: -315018.218750 Penalty: 788.539368 Iteration 17Q: 3 clusters Score -315018.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5736 members Mstep: Class 2 contains 62 members Entering Unmasked Estep Score: -315023.062500 Penalty: 788.539368 Iteration 18Q: 3 clusters Score -315023.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5736 members Mstep: Class 2 contains 62 members Entering Unmasked Estep Score: -315023.062500 Penalty: 788.539368 Iteration 19F: 3 clusters Score -315023.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 33 (213 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 213 members Entering Unmasked Estep Score: -12231.200195 Penalty: 243.938797 Iteration 0F: 2 clusters Score -12231.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 102 members Mstep: Class 2 contains 111 members Entering Unmasked Estep Score: -11923.022461 Penalty: 487.877594 Iteration 0F: 3 clusters Score -11923.02 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 93 members Mstep: Class 2 contains 120 members Entering Unmasked Estep Score: -11982.713867 Penalty: 487.877594 Iteration 1F: 3 clusters Score -11982.71 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 89 members Mstep: Class 2 contains 124 members Entering Unmasked Estep Score: -12002.210938 Penalty: 487.877594 Iteration 2F: 3 clusters Score -12002.21 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 90 members Mstep: Class 2 contains 123 members Entering Unmasked Estep Score: -12008.035156 Penalty: 487.877594 Iteration 3Q: 3 clusters Score -12008.04 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 90 members Mstep: Class 2 contains 123 members Entering Unmasked Estep Score: -12009.958008 Penalty: 487.877594 Iteration 4Q: 3 clusters Score -12009.96 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 90 members Mstep: Class 2 contains 123 members Entering Unmasked Estep Score: -12012.006836 Penalty: 487.877594 Iteration 5Q: 3 clusters Score -12012.01 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 89 members Mstep: Class 2 contains 124 members Entering Unmasked Estep Score: -12012.289062 Penalty: 487.877594 Iteration 6Q: 3 clusters Score -12012.29 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 89 members Mstep: Class 2 contains 124 members Entering Unmasked Estep Score: -12012.289062 Penalty: 487.877594 Iteration 7F: 3 clusters Score -12012.29 nChanged 0 Entering ConstructFrom: Trying to split cluster 34 (3916 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3916 members Entering Unmasked Estep Score: -236646.187500 Penalty: 376.413605 Iteration 0F: 2 clusters Score -236646.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1938 members Mstep: Class 2 contains 1978 members Entering Unmasked Estep Score: -233939.015625 Penalty: 752.827209 Iteration 0F: 3 clusters Score -233939 nChanged 1765 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1743 members Mstep: Class 2 contains 2173 members Entering Unmasked Estep Score: -234913.640625 Penalty: 752.827209 Iteration 1F: 3 clusters Score -234913.6 nChanged 210 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1651 members Mstep: Class 2 contains 2265 members Entering Unmasked Estep Score: -234987.625000 Penalty: 752.827209 Iteration 2F: 3 clusters Score -234987.6 nChanged 180 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1509 members Mstep: Class 2 contains 2407 members Entering Unmasked Estep Score: -235077.859375 Penalty: 752.827209 Iteration 3Q: 3 clusters Score -235077.9 nChanged 211 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1326 members Mstep: Class 2 contains 2590 members Entering Unmasked Estep Score: -235207.468750 Penalty: 752.827209 Iteration 4F: 3 clusters Score -235207.5 nChanged 272 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1068 members Mstep: Class 2 contains 2848 members Entering Unmasked Estep Score: -235423.218750 Penalty: 752.827209 Iteration 5F: 3 clusters Score -235423.2 nChanged 274 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 802 members Mstep: Class 2 contains 3114 members Entering Unmasked Estep Score: -235655.250000 Penalty: 752.827209 Iteration 6F: 3 clusters Score -235655.2 nChanged 254 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 558 members Mstep: Class 2 contains 3358 members Entering Unmasked Estep Score: -235888.125000 Penalty: 752.827209 Iteration 7F: 3 clusters Score -235888.1 nChanged 188 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 376 members Mstep: Class 2 contains 3540 members Entering Unmasked Estep Score: -236074.203125 Penalty: 752.827209 Iteration 8Q: 3 clusters Score -236074.2 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 277 members Mstep: Class 2 contains 3639 members Entering Unmasked Estep Score: -236180.453125 Penalty: 752.827209 Iteration 9Q: 3 clusters Score -236180.5 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 226 members Mstep: Class 2 contains 3690 members Entering Unmasked Estep Score: -236246.640625 Penalty: 752.827209 Iteration 10Q: 3 clusters Score -236246.6 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 195 members Mstep: Class 2 contains 3721 members Entering Unmasked Estep Score: -236286.890625 Penalty: 752.827209 Iteration 11Q: 3 clusters Score -236286.9 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 179 members Mstep: Class 2 contains 3737 members Entering Unmasked Estep Score: -236310.218750 Penalty: 752.827209 Iteration 12Q: 3 clusters Score -236310.2 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 165 members Mstep: Class 2 contains 3751 members Entering Unmasked Estep Score: -236325.312500 Penalty: 752.827209 Iteration 13Q: 3 clusters Score -236325.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 160 members Mstep: Class 2 contains 3756 members Entering Unmasked Estep Score: -236329.828125 Penalty: 752.827209 Iteration 14Q: 3 clusters Score -236329.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 154 members Mstep: Class 2 contains 3762 members Entering Unmasked Estep Score: -236333.703125 Penalty: 752.827209 Iteration 15Q: 3 clusters Score -236333.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 150 members Mstep: Class 2 contains 3766 members Entering Unmasked Estep Score: -236336.218750 Penalty: 752.827209 Iteration 16Q: 3 clusters Score -236336.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 148 members Mstep: Class 2 contains 3768 members Entering Unmasked Estep Score: -236339.109375 Penalty: 752.827209 Iteration 17Q: 3 clusters Score -236339.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 146 members Mstep: Class 2 contains 3770 members Entering Unmasked Estep Score: -236341.515625 Penalty: 752.827209 Iteration 18Q: 3 clusters Score -236341.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 142 members Mstep: Class 2 contains 3774 members Entering Unmasked Estep Score: -236343.656250 Penalty: 752.827209 Iteration 19Q: 3 clusters Score -236343.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139 members Mstep: Class 2 contains 3777 members Entering Unmasked Estep Score: -236345.218750 Penalty: 752.827209 Iteration 20F: 3 clusters Score -236345.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 136 members Mstep: Class 2 contains 3780 members Entering Unmasked Estep Score: -236348.750000 Penalty: 752.827209 Iteration 21Q: 3 clusters Score -236348.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 131 members Mstep: Class 2 contains 3785 members Entering Unmasked Estep Score: -236350.656250 Penalty: 752.827209 Iteration 22Q: 3 clusters Score -236350.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 130 members Mstep: Class 2 contains 3786 members Entering Unmasked Estep Score: -236351.156250 Penalty: 752.827209 Iteration 23Q: 3 clusters Score -236351.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 130 members Mstep: Class 2 contains 3786 members Entering Unmasked Estep Score: -236351.156250 Penalty: 752.827209 Iteration 24F: 3 clusters Score -236351.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 35 (1325 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1325 members Entering Unmasked Estep Score: -61929.214844 Penalty: 327.107147 Iteration 0F: 2 clusters Score -61929.21 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 674 members Mstep: Class 2 contains 651 members Entering Unmasked Estep Score: -60953.976562 Penalty: 654.214294 Iteration 0F: 3 clusters Score -60953.98 nChanged 533 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 801 members Mstep: Class 2 contains 524 members Entering Unmasked Estep Score: -61399.218750 Penalty: 654.214294 Iteration 1F: 3 clusters Score -61399.22 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 872 members Mstep: Class 2 contains 453 members Entering Unmasked Estep Score: -61504.535156 Penalty: 654.214294 Iteration 2F: 3 clusters Score -61504.54 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 928 members Mstep: Class 2 contains 397 members Entering Unmasked Estep Score: -61572.070312 Penalty: 654.214294 Iteration 3F: 3 clusters Score -61572.07 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 971 members Mstep: Class 2 contains 354 members Entering Unmasked Estep Score: -61609.175781 Penalty: 654.214294 Iteration 4Q: 3 clusters Score -61609.18 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 998 members Mstep: Class 2 contains 327 members Entering Unmasked Estep Score: -61629.546875 Penalty: 654.214294 Iteration 5Q: 3 clusters Score -61629.55 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1024 members Mstep: Class 2 contains 301 members Entering Unmasked Estep Score: -61643.925781 Penalty: 654.214294 Iteration 6Q: 3 clusters Score -61643.93 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1037 members Mstep: Class 2 contains 288 members Entering Unmasked Estep Score: -61652.988281 Penalty: 654.214294 Iteration 7Q: 3 clusters Score -61652.99 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1050 members Mstep: Class 2 contains 275 members Entering Unmasked Estep Score: -61659.734375 Penalty: 654.214294 Iteration 8Q: 3 clusters Score -61659.73 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1061 members Mstep: Class 2 contains 264 members Entering Unmasked Estep Score: -61663.703125 Penalty: 654.214294 Iteration 9Q: 3 clusters Score -61663.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1068 members Mstep: Class 2 contains 257 members Entering Unmasked Estep Score: -61668.312500 Penalty: 654.214294 Iteration 10Q: 3 clusters Score -61668.31 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1076 members Mstep: Class 2 contains 249 members Entering Unmasked Estep Score: -61671.750000 Penalty: 654.214294 Iteration 11Q: 3 clusters Score -61671.75 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1083 members Mstep: Class 2 contains 242 members Entering Unmasked Estep Score: -61676.417969 Penalty: 654.214294 Iteration 12Q: 3 clusters Score -61676.42 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1093 members Mstep: Class 2 contains 232 members Entering Unmasked Estep Score: -61692.359375 Penalty: 654.214294 Iteration 13Q: 3 clusters Score -61692.36 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1096 members Mstep: Class 2 contains 229 members Entering Unmasked Estep Score: -61695.781250 Penalty: 654.214294 Iteration 14Q: 3 clusters Score -61695.78 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1096 members Mstep: Class 2 contains 229 members Entering Unmasked Estep Score: -61696.300781 Penalty: 654.214294 Iteration 15Q: 3 clusters Score -61696.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1095 members Mstep: Class 2 contains 230 members Entering Unmasked Estep Score: -61696.390625 Penalty: 654.214294 Iteration 16Q: 3 clusters Score -61696.39 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1095 members Mstep: Class 2 contains 230 members Entering Unmasked Estep Score: -61696.390625 Penalty: 654.214294 Iteration 17F: 3 clusters Score -61696.39 nChanged 0 Entering ConstructFrom: Trying to split cluster 36 (12684 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12684 members Entering Unmasked Estep Score: -704196.187500 Penalty: 429.888367 Iteration 0F: 2 clusters Score -704196.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6365 members Mstep: Class 2 contains 6319 members Entering Unmasked Estep Score: -695802.500000 Penalty: 859.776733 Iteration 0F: 3 clusters Score -695802.5 nChanged 5959 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6874 members Mstep: Class 2 contains 5810 members Entering Unmasked Estep Score: -699708.937500 Penalty: 859.776733 Iteration 1F: 3 clusters Score -699708.9 nChanged 911 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7211 members Mstep: Class 2 contains 5473 members Entering Unmasked Estep Score: -700227.062500 Penalty: 859.776733 Iteration 2F: 3 clusters Score -700227.1 nChanged 889 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7540 members Mstep: Class 2 contains 5144 members Entering Unmasked Estep Score: -700761.062500 Penalty: 859.776733 Iteration 3F: 3 clusters Score -700761.1 nChanged 776 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7876 members Mstep: Class 2 contains 4808 members Entering Unmasked Estep Score: -701302.812500 Penalty: 859.776733 Iteration 4F: 3 clusters Score -701302.8 nChanged 697 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8135 members Mstep: Class 2 contains 4549 members Entering Unmasked Estep Score: -701851.750000 Penalty: 859.776733 Iteration 5F: 3 clusters Score -701851.8 nChanged 629 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8342 members Mstep: Class 2 contains 4342 members Entering Unmasked Estep Score: -702264.687500 Penalty: 859.776733 Iteration 6Q: 3 clusters Score -702264.7 nChanged 481 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8501 members Mstep: Class 2 contains 4183 members Entering Unmasked Estep Score: -702517.250000 Penalty: 859.776733 Iteration 7Q: 3 clusters Score -702517.2 nChanged 305 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8670 members Mstep: Class 2 contains 4014 members Entering Unmasked Estep Score: -702649.687500 Penalty: 859.776733 Iteration 8Q: 3 clusters Score -702649.7 nChanged 247 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8865 members Mstep: Class 2 contains 3819 members Entering Unmasked Estep Score: -702764.125000 Penalty: 859.776733 Iteration 9Q: 3 clusters Score -702764.1 nChanged 221 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9054 members Mstep: Class 2 contains 3630 members Entering Unmasked Estep Score: -702853.375000 Penalty: 859.776733 Iteration 10Q: 3 clusters Score -702853.4 nChanged 198 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9240 members Mstep: Class 2 contains 3444 members Entering Unmasked Estep Score: -702920.687500 Penalty: 859.776733 Iteration 11Q: 3 clusters Score -702920.7 nChanged 199 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9433 members Mstep: Class 2 contains 3251 members Entering Unmasked Estep Score: -702993.437500 Penalty: 859.776733 Iteration 12Q: 3 clusters Score -702993.4 nChanged 204 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9635 members Mstep: Class 2 contains 3049 members Entering Unmasked Estep Score: -703066.875000 Penalty: 859.776733 Iteration 13Q: 3 clusters Score -703066.9 nChanged 193 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9828 members Mstep: Class 2 contains 2856 members Entering Unmasked Estep Score: -703132.000000 Penalty: 859.776733 Iteration 14Q: 3 clusters Score -703132 nChanged 220 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10040 members Mstep: Class 2 contains 2644 members Entering Unmasked Estep Score: -703210.687500 Penalty: 859.776733 Iteration 15Q: 3 clusters Score -703210.7 nChanged 191 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10229 members Mstep: Class 2 contains 2455 members Entering Unmasked Estep Score: -703282.812500 Penalty: 859.776733 Iteration 16Q: 3 clusters Score -703282.8 nChanged 187 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10412 members Mstep: Class 2 contains 2272 members Entering Unmasked Estep Score: -703354.125000 Penalty: 859.776733 Iteration 17Q: 3 clusters Score -703354.1 nChanged 159 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10569 members Mstep: Class 2 contains 2115 members Entering Unmasked Estep Score: -703400.750000 Penalty: 859.776733 Iteration 18Q: 3 clusters Score -703400.8 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10704 members Mstep: Class 2 contains 1980 members Entering Unmasked Estep Score: -703442.750000 Penalty: 859.776733 Iteration 19Q: 3 clusters Score -703442.8 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10834 members Mstep: Class 2 contains 1850 members Entering Unmasked Estep Score: -703482.312500 Penalty: 859.776733 Iteration 20F: 3 clusters Score -703482.3 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10966 members Mstep: Class 2 contains 1718 members Entering Unmasked Estep Score: -703525.312500 Penalty: 859.776733 Iteration 21Q: 3 clusters Score -703525.3 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11095 members Mstep: Class 2 contains 1589 members Entering Unmasked Estep Score: -703563.375000 Penalty: 859.776733 Iteration 22Q: 3 clusters Score -703563.4 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11211 members Mstep: Class 2 contains 1473 members Entering Unmasked Estep Score: -703597.500000 Penalty: 859.776733 Iteration 23Q: 3 clusters Score -703597.5 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11319 members Mstep: Class 2 contains 1365 members Entering Unmasked Estep Score: -703631.250000 Penalty: 859.776733 Iteration 24Q: 3 clusters Score -703631.2 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11426 members Mstep: Class 2 contains 1258 members Entering Unmasked Estep Score: -703662.187500 Penalty: 859.776733 Iteration 25Q: 3 clusters Score -703662.2 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11504 members Mstep: Class 2 contains 1180 members Entering Unmasked Estep Score: -703686.750000 Penalty: 859.776733 Iteration 26Q: 3 clusters Score -703686.8 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11589 members Mstep: Class 2 contains 1095 members Entering Unmasked Estep Score: -703714.187500 Penalty: 859.776733 Iteration 27Q: 3 clusters Score -703714.2 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11669 members Mstep: Class 2 contains 1015 members Entering Unmasked Estep Score: -703742.750000 Penalty: 859.776733 Iteration 28Q: 3 clusters Score -703742.8 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11744 members Mstep: Class 2 contains 940 members Entering Unmasked Estep Score: -703764.062500 Penalty: 859.776733 Iteration 29Q: 3 clusters Score -703764.1 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11799 members Mstep: Class 2 contains 885 members Entering Unmasked Estep Score: -703775.500000 Penalty: 859.776733 Iteration 30Q: 3 clusters Score -703775.5 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11839 members Mstep: Class 2 contains 845 members Entering Unmasked Estep Score: -703786.937500 Penalty: 859.776733 Iteration 31Q: 3 clusters Score -703786.9 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11883 members Mstep: Class 2 contains 801 members Entering Unmasked Estep Score: -703800.750000 Penalty: 859.776733 Iteration 32Q: 3 clusters Score -703800.8 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11926 members Mstep: Class 2 contains 758 members Entering Unmasked Estep Score: -703810.875000 Penalty: 859.776733 Iteration 33Q: 3 clusters Score -703810.9 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11964 members Mstep: Class 2 contains 720 members Entering Unmasked Estep Score: -703824.750000 Penalty: 859.776733 Iteration 34Q: 3 clusters Score -703824.8 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11995 members Mstep: Class 2 contains 689 members Entering Unmasked Estep Score: -703833.062500 Penalty: 859.776733 Iteration 35Q: 3 clusters Score -703833.1 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12017 members Mstep: Class 2 contains 667 members Entering Unmasked Estep Score: -703841.312500 Penalty: 859.776733 Iteration 36Q: 3 clusters Score -703841.3 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12042 members Mstep: Class 2 contains 642 members Entering Unmasked Estep Score: -703848.000000 Penalty: 859.776733 Iteration 37Q: 3 clusters Score -703848 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12064 members Mstep: Class 2 contains 620 members Entering Unmasked Estep Score: -703857.250000 Penalty: 859.776733 Iteration 38Q: 3 clusters Score -703857.2 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12087 members Mstep: Class 2 contains 597 members Entering Unmasked Estep Score: -703861.312500 Penalty: 859.776733 Iteration 39Q: 3 clusters Score -703861.3 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12108 members Mstep: Class 2 contains 576 members Entering Unmasked Estep Score: -703868.500000 Penalty: 859.776733 Iteration 40F: 3 clusters Score -703868.5 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12123 members Mstep: Class 2 contains 561 members Entering Unmasked Estep Score: -703872.562500 Penalty: 859.776733 Iteration 41Q: 3 clusters Score -703872.6 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12136 members Mstep: Class 2 contains 548 members Entering Unmasked Estep Score: -703877.437500 Penalty: 859.776733 Iteration 42Q: 3 clusters Score -703877.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12145 members Mstep: Class 2 contains 539 members Entering Unmasked Estep Score: -703879.812500 Penalty: 859.776733 Iteration 43Q: 3 clusters Score -703879.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12151 members Mstep: Class 2 contains 533 members Entering Unmasked Estep Score: -703880.812500 Penalty: 859.776733 Iteration 44Q: 3 clusters Score -703880.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12159 members Mstep: Class 2 contains 525 members Entering Unmasked Estep Score: -703880.312500 Penalty: 859.776733 Iteration 45Q: 3 clusters Score -703880.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12164 members Mstep: Class 2 contains 520 members Entering Unmasked Estep Score: -703882.937500 Penalty: 859.776733 Iteration 46Q: 3 clusters Score -703882.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12169 members Mstep: Class 2 contains 515 members Entering Unmasked Estep Score: -703885.062500 Penalty: 859.776733 Iteration 47Q: 3 clusters Score -703885.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12170 members Mstep: Class 2 contains 514 members Entering Unmasked Estep Score: -703884.812500 Penalty: 859.776733 Iteration 48Q: 3 clusters Score -703884.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12174 members Mstep: Class 2 contains 510 members Entering Unmasked Estep Score: -703886.500000 Penalty: 859.776733 Iteration 49Q: 3 clusters Score -703886.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12176 members Mstep: Class 2 contains 508 members Entering Unmasked Estep Score: -703885.937500 Penalty: 859.776733 Iteration 50Q: 3 clusters Score -703885.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12180 members Mstep: Class 2 contains 504 members Entering Unmasked Estep Score: -703886.812500 Penalty: 859.776733 Iteration 51Q: 3 clusters Score -703886.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12182 members Mstep: Class 2 contains 502 members Entering Unmasked Estep Score: -703887.625000 Penalty: 859.776733 Iteration 52Q: 3 clusters Score -703887.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12185 members Mstep: Class 2 contains 499 members Entering Unmasked Estep Score: -703888.062500 Penalty: 859.776733 Iteration 53Q: 3 clusters Score -703888.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12188 members Mstep: Class 2 contains 496 members Entering Unmasked Estep Score: -703888.625000 Penalty: 859.776733 Iteration 54Q: 3 clusters Score -703888.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12190 members Mstep: Class 2 contains 494 members Entering Unmasked Estep Score: -703888.875000 Penalty: 859.776733 Iteration 55Q: 3 clusters Score -703888.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12191 members Mstep: Class 2 contains 493 members Entering Unmasked Estep Score: -703889.250000 Penalty: 859.776733 Iteration 56Q: 3 clusters Score -703889.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12193 members Mstep: Class 2 contains 491 members Entering Unmasked Estep Score: -703891.625000 Penalty: 859.776733 Iteration 57Q: 3 clusters Score -703891.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12197 members Mstep: Class 2 contains 487 members Entering Unmasked Estep Score: -703894.562500 Penalty: 859.776733 Iteration 58Q: 3 clusters Score -703894.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12203 members Mstep: Class 2 contains 481 members Entering Unmasked Estep Score: -703894.375000 Penalty: 859.776733 Iteration 59Q: 3 clusters Score -703894.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12206 members Mstep: Class 2 contains 478 members Entering Unmasked Estep Score: -703894.250000 Penalty: 859.776733 Iteration 60F: 3 clusters Score -703894.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12208 members Mstep: Class 2 contains 476 members Entering Unmasked Estep Score: -703893.750000 Penalty: 859.776733 Iteration 61Q: 3 clusters Score -703893.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12210 members Mstep: Class 2 contains 474 members Entering Unmasked Estep Score: -703894.937500 Penalty: 859.776733 Iteration 62Q: 3 clusters Score -703894.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12211 members Mstep: Class 2 contains 473 members Entering Unmasked Estep Score: -703895.500000 Penalty: 859.776733 Iteration 63Q: 3 clusters Score -703895.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12212 members Mstep: Class 2 contains 472 members Entering Unmasked Estep Score: -703895.750000 Penalty: 859.776733 Iteration 64Q: 3 clusters Score -703895.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12212 members Mstep: Class 2 contains 472 members Entering Unmasked Estep Score: -703895.750000 Penalty: 859.776733 Iteration 65F: 3 clusters Score -703895.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 24 members Mstep: Class 1 contains 602 members Mstep: Class 2 contains 38104 members Mstep: Class 3 contains 19064 members Mstep: Class 4 contains 1773 members Mstep: Class 5 contains 5312 members Mstep: Class 6 contains 1649 members Mstep: Class 7 contains 3598 members Mstep: Class 8 contains 2120 members Mstep: Class 9 contains 1054 members Mstep: Class 10 contains 93 members Mstep: Class 11 contains 3481 members Mstep: Class 12 contains 22263 members Mstep: Class 13 contains 22676 members Mstep: Class 14 contains 12269 members Mstep: Class 15 contains 10454 members Mstep: Class 16 contains 12288 members Mstep: Class 17 contains 8079 members Mstep: Class 18 contains 7959 members Mstep: Class 19 contains 24329 members Mstep: Class 20 contains 2419 members Mstep: Class 21 contains 2319 members Mstep: Class 22 contains 95 members Mstep: Class 23 contains 284 members Mstep: Class 24 contains 6402 members Mstep: Class 25 contains 142477 members Mstep: Class 26 contains 28648 members Mstep: Class 27 contains 12341 members Mstep: Class 28 contains 10917 members Mstep: Class 29 contains 3938 members Mstep: Class 30 contains 901 members Mstep: Class 31 contains 391 members Mstep: Class 32 contains 5798 members Mstep: Class 33 contains 213 members Mstep: Class 34 contains 3916 members Mstep: Class 35 contains 1325 members Mstep: Class 36 contains 12684 members Entering Unmasked Estep ConsiderDeletion Score: -22976692.000000 Penalty: 21255.964844 Iteration 239Q: 37 clusters Score -2.297669e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 24 members Mstep: Class 1 contains 602 members Mstep: Class 2 contains 38107 members Mstep: Class 3 contains 19064 members Mstep: Class 4 contains 1773 members Mstep: Class 5 contains 5312 members Mstep: Class 6 contains 1649 members Mstep: Class 7 contains 3597 members Mstep: Class 8 contains 2120 members Mstep: Class 9 contains 1054 members Mstep: Class 10 contains 93 members Mstep: Class 11 contains 3481 members Mstep: Class 12 contains 22262 members Mstep: Class 13 contains 22677 members Mstep: Class 14 contains 12269 members Mstep: Class 15 contains 10454 members Mstep: Class 16 contains 12288 members Mstep: Class 17 contains 8079 members Mstep: Class 18 contains 7956 members Mstep: Class 19 contains 24329 members Mstep: Class 20 contains 2419 members Mstep: Class 21 contains 2319 members Mstep: Class 22 contains 95 members Mstep: Class 23 contains 284 members Mstep: Class 24 contains 6402 members Mstep: Class 25 contains 142478 members Mstep: Class 26 contains 28648 members Mstep: Class 27 contains 12341 members Mstep: Class 28 contains 10917 members Mstep: Class 29 contains 3938 members Mstep: Class 30 contains 901 members Mstep: Class 31 contains 391 members Mstep: Class 32 contains 5798 members Mstep: Class 33 contains 213 members Mstep: Class 34 contains 3916 members Mstep: Class 35 contains 1325 members Mstep: Class 36 contains 12684 members Entering Unmasked Estep ConsiderDeletion Score: -22976698.000000 Penalty: 21255.964844 Iteration 240F: 37 clusters Score -2.29767e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 24 members Mstep: Class 1 contains 602 members Mstep: Class 2 contains 38108 members Mstep: Class 3 contains 19064 members Mstep: Class 4 contains 1773 members Mstep: Class 5 contains 5312 members Mstep: Class 6 contains 1649 members Mstep: Class 7 contains 3596 members Mstep: Class 8 contains 2120 members Mstep: Class 9 contains 1054 members Mstep: Class 10 contains 93 members Mstep: Class 11 contains 3481 members Mstep: Class 12 contains 22260 members Mstep: Class 13 contains 22677 members Mstep: Class 14 contains 12269 members Mstep: Class 15 contains 10454 members Mstep: Class 16 contains 12288 members Mstep: Class 17 contains 8079 members Mstep: Class 18 contains 7956 members Mstep: Class 19 contains 24329 members Mstep: Class 20 contains 2419 members Mstep: Class 21 contains 2319 members Mstep: Class 22 contains 95 members Mstep: Class 23 contains 284 members Mstep: Class 24 contains 6402 members Mstep: Class 25 contains 142480 members Mstep: Class 26 contains 28648 members Mstep: Class 27 contains 12341 members Mstep: Class 28 contains 10917 members Mstep: Class 29 contains 3938 members Mstep: Class 30 contains 901 members Mstep: Class 31 contains 391 members Mstep: Class 32 contains 5798 members Mstep: Class 33 contains 213 members Mstep: Class 34 contains 3916 members Mstep: Class 35 contains 1325 members Mstep: Class 36 contains 12684 members Entering Unmasked Estep ConsiderDeletion Score: -22976722.000000 Penalty: 21255.964844 Iteration 241Q: 37 clusters Score -2.297672e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 24 members Mstep: Class 1 contains 602 members Mstep: Class 2 contains 38108 members Mstep: Class 3 contains 19064 members Mstep: Class 4 contains 1773 members Mstep: Class 5 contains 5312 members Mstep: Class 6 contains 1649 members Mstep: Class 7 contains 3595 members Mstep: Class 8 contains 2120 members Mstep: Class 9 contains 1054 members Mstep: Class 10 contains 93 members Mstep: Class 11 contains 3481 members Mstep: Class 12 contains 22260 members Mstep: Class 13 contains 22677 members Mstep: Class 14 contains 12269 members Mstep: Class 15 contains 10454 members Mstep: Class 16 contains 12288 members Mstep: Class 17 contains 8079 members Mstep: Class 18 contains 7952 members Mstep: Class 19 contains 24329 members Mstep: Class 20 contains 2419 members Mstep: Class 21 contains 2319 members Mstep: Class 22 contains 95 members Mstep: Class 23 contains 284 members Mstep: Class 24 contains 6402 members Mstep: Class 25 contains 142485 members Mstep: Class 26 contains 28648 members Mstep: Class 27 contains 12341 members Mstep: Class 28 contains 10917 members Mstep: Class 29 contains 3938 members Mstep: Class 30 contains 901 members Mstep: Class 31 contains 391 members Mstep: Class 32 contains 5798 members Mstep: Class 33 contains 213 members Mstep: Class 34 contains 3916 members Mstep: Class 35 contains 1325 members Mstep: Class 36 contains 12684 members Entering Unmasked Estep ConsiderDeletion Score: -22976720.000000 Penalty: 21255.964844 Iteration 242Q: 37 clusters Score -2.297672e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 24 members Mstep: Class 1 contains 602 members Mstep: Class 2 contains 38109 members Mstep: Class 3 contains 19064 members Mstep: Class 4 contains 1773 members Mstep: Class 5 contains 5312 members Mstep: Class 6 contains 1649 members Mstep: Class 7 contains 3593 members Mstep: Class 8 contains 2120 members Mstep: Class 9 contains 1054 members Mstep: Class 10 contains 93 members Mstep: Class 11 contains 3481 members Mstep: Class 12 contains 22260 members Mstep: Class 13 contains 22677 members Mstep: Class 14 contains 12269 members Mstep: Class 15 contains 10454 members Mstep: Class 16 contains 12288 members Mstep: Class 17 contains 8079 members Mstep: Class 18 contains 7949 members Mstep: Class 19 contains 24329 members Mstep: Class 20 contains 2419 members Mstep: Class 21 contains 2319 members Mstep: Class 22 contains 95 members Mstep: Class 23 contains 284 members Mstep: Class 24 contains 6402 members Mstep: Class 25 contains 142488 members Mstep: Class 26 contains 28648 members Mstep: Class 27 contains 12342 members Mstep: Class 28 contains 10917 members Mstep: Class 29 contains 3938 members Mstep: Class 30 contains 901 members Mstep: Class 31 contains 391 members Mstep: Class 32 contains 5798 members Mstep: Class 33 contains 213 members Mstep: Class 34 contains 3916 members Mstep: Class 35 contains 1325 members Mstep: Class 36 contains 12684 members Entering Unmasked Estep ConsiderDeletion Score: -22976728.000000 Penalty: 21255.964844 Iteration 243Q: 37 clusters Score -2.297673e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 24 members Mstep: Class 1 contains 602 members Mstep: Class 2 contains 38113 members Mstep: Class 3 contains 19064 members Mstep: Class 4 contains 1773 members Mstep: Class 5 contains 5312 members Mstep: Class 6 contains 1649 members Mstep: Class 7 contains 3592 members Mstep: Class 8 contains 2120 members Mstep: Class 9 contains 1054 members Mstep: Class 10 contains 93 members Mstep: Class 11 contains 3481 members Mstep: Class 12 contains 22260 members Mstep: Class 13 contains 22677 members Mstep: Class 14 contains 12269 members Mstep: Class 15 contains 10454 members Mstep: Class 16 contains 12288 members Mstep: Class 17 contains 8079 members Mstep: Class 18 contains 7945 members Mstep: Class 19 contains 24329 members Mstep: Class 20 contains 2419 members Mstep: Class 21 contains 2319 members Mstep: Class 22 contains 95 members Mstep: Class 23 contains 284 members Mstep: Class 24 contains 6402 members Mstep: Class 25 contains 142489 members Mstep: Class 26 contains 28648 members Mstep: Class 27 contains 12342 members Mstep: Class 28 contains 10917 members Mstep: Class 29 contains 3938 members Mstep: Class 30 contains 901 members Mstep: Class 31 contains 391 members Mstep: Class 32 contains 5798 members Mstep: Class 33 contains 213 members Mstep: Class 34 contains 3916 members Mstep: Class 35 contains 1325 members Mstep: Class 36 contains 12684 members Entering Unmasked Estep ConsiderDeletion Score: -22976730.000000 Penalty: 21255.964844 Iteration 244Q: 37 clusters Score -2.297673e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 24 members Mstep: Class 1 contains 602 members Mstep: Class 2 contains 38116 members Mstep: Class 3 contains 19064 members Mstep: Class 4 contains 1773 members Mstep: Class 5 contains 5312 members Mstep: Class 6 contains 1649 members Mstep: Class 7 contains 3591 members Mstep: Class 8 contains 2120 members Mstep: Class 9 contains 1054 members Mstep: Class 10 contains 93 members Mstep: Class 11 contains 3481 members Mstep: Class 12 contains 22259 members Mstep: Class 13 contains 22677 members Mstep: Class 14 contains 12269 members Mstep: Class 15 contains 10454 members Mstep: Class 16 contains 12288 members Mstep: Class 17 contains 8078 members Mstep: Class 18 contains 7945 members Mstep: Class 19 contains 24329 members Mstep: Class 20 contains 2419 members Mstep: Class 21 contains 2319 members Mstep: Class 22 contains 95 members Mstep: Class 23 contains 284 members Mstep: Class 24 contains 6402 members Mstep: Class 25 contains 142489 members Mstep: Class 26 contains 28648 members Mstep: Class 27 contains 12342 members Mstep: Class 28 contains 10917 members Mstep: Class 29 contains 3938 members Mstep: Class 30 contains 901 members Mstep: Class 31 contains 391 members Mstep: Class 32 contains 5798 members Mstep: Class 33 contains 213 members Mstep: Class 34 contains 3916 members Mstep: Class 35 contains 1325 members Mstep: Class 36 contains 12684 members Entering Unmasked Estep ConsiderDeletion Score: -22976726.000000 Penalty: 21255.964844 Iteration 245Q: 37 clusters Score -2.297673e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 24 members Mstep: Class 1 contains 602 members Mstep: Class 2 contains 38116 members Mstep: Class 3 contains 19064 members Mstep: Class 4 contains 1773 members Mstep: Class 5 contains 5312 members Mstep: Class 6 contains 1649 members Mstep: Class 7 contains 3590 members Mstep: Class 8 contains 2120 members Mstep: Class 9 contains 1054 members Mstep: Class 10 contains 93 members Mstep: Class 11 contains 3481 members Mstep: Class 12 contains 22259 members Mstep: Class 13 contains 22677 members Mstep: Class 14 contains 12269 members Mstep: Class 15 contains 10454 members Mstep: Class 16 contains 12288 members Mstep: Class 17 contains 8078 members Mstep: Class 18 contains 7943 members Mstep: Class 19 contains 24329 members Mstep: Class 20 contains 2419 members Mstep: Class 21 contains 2319 members Mstep: Class 22 contains 95 members Mstep: Class 23 contains 284 members Mstep: Class 24 contains 6402 members Mstep: Class 25 contains 142492 members Mstep: Class 26 contains 28648 members Mstep: Class 27 contains 12342 members Mstep: Class 28 contains 10917 members Mstep: Class 29 contains 3938 members Mstep: Class 30 contains 901 members Mstep: Class 31 contains 391 members Mstep: Class 32 contains 5798 members Mstep: Class 33 contains 213 members Mstep: Class 34 contains 3916 members Mstep: Class 35 contains 1325 members Mstep: Class 36 contains 12684 members Entering Unmasked Estep ConsiderDeletion Score: -22976730.000000 Penalty: 21255.964844 Iteration 246Q: 37 clusters Score -2.297673e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 24 members Mstep: Class 1 contains 602 members Mstep: Class 2 contains 38116 members Mstep: Class 3 contains 19064 members Mstep: Class 4 contains 1773 members Mstep: Class 5 contains 5312 members Mstep: Class 6 contains 1649 members Mstep: Class 7 contains 3590 members Mstep: Class 8 contains 2120 members Mstep: Class 9 contains 1054 members Mstep: Class 10 contains 93 members Mstep: Class 11 contains 3481 members Mstep: Class 12 contains 22259 members Mstep: Class 13 contains 22677 members Mstep: Class 14 contains 12269 members Mstep: Class 15 contains 10454 members Mstep: Class 16 contains 12289 members Mstep: Class 17 contains 8078 members Mstep: Class 18 contains 7943 members Mstep: Class 19 contains 24329 members Mstep: Class 20 contains 2419 members Mstep: Class 21 contains 2319 members Mstep: Class 22 contains 95 members Mstep: Class 23 contains 284 members Mstep: Class 24 contains 6402 members Mstep: Class 25 contains 142491 members Mstep: Class 26 contains 28648 members Mstep: Class 27 contains 12342 members Mstep: Class 28 contains 10917 members Mstep: Class 29 contains 3938 members Mstep: Class 30 contains 901 members Mstep: Class 31 contains 391 members Mstep: Class 32 contains 5798 members Mstep: Class 33 contains 213 members Mstep: Class 34 contains 3916 members Mstep: Class 35 contains 1325 members Mstep: Class 36 contains 12684 members Entering Unmasked Estep ConsiderDeletion Score: -22976738.000000 Penalty: 21255.964844 Iteration 247Q: 37 clusters Score -2.297674e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 24 members Mstep: Class 1 contains 602 members Mstep: Class 2 contains 38116 members Mstep: Class 3 contains 19064 members Mstep: Class 4 contains 1773 members Mstep: Class 5 contains 5312 members Mstep: Class 6 contains 1649 members Mstep: Class 7 contains 3590 members Mstep: Class 8 contains 2120 members Mstep: Class 9 contains 1054 members Mstep: Class 10 contains 93 members Mstep: Class 11 contains 3481 members Mstep: Class 12 contains 22259 members Mstep: Class 13 contains 22677 members Mstep: Class 14 contains 12269 members Mstep: Class 15 contains 10454 members Mstep: Class 16 contains 12289 members Mstep: Class 17 contains 8078 members Mstep: Class 18 contains 7943 members Mstep: Class 19 contains 24329 members Mstep: Class 20 contains 2419 members Mstep: Class 21 contains 2319 members Mstep: Class 22 contains 95 members Mstep: Class 23 contains 284 members Mstep: Class 24 contains 6402 members Mstep: Class 25 contains 142491 members Mstep: Class 26 contains 28648 members Mstep: Class 27 contains 12342 members Mstep: Class 28 contains 10917 members Mstep: Class 29 contains 3938 members Mstep: Class 30 contains 901 members Mstep: Class 31 contains 391 members Mstep: Class 32 contains 5798 members Mstep: Class 33 contains 213 members Mstep: Class 34 contains 3916 members Mstep: Class 35 contains 1325 members Mstep: Class 36 contains 12684 members Entering Unmasked Estep ConsiderDeletion Score: -22976738.000000 Penalty: 21255.964844 Iteration 248F: 37 clusters Score -2.297674e+07 nChanged 0 Entering ConstructFrom: Score: -22976738.000000 Penalty: 21255.964844 Entering ConstructFrom: Trying to split cluster 1 (602 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 602 members Entering Unmasked Estep Score: -27482.675781 Penalty: 291.211731 Iteration 0F: 2 clusters Score -27482.68 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 292 members Entering Unmasked Estep Score: -26966.535156 Penalty: 582.423462 Iteration 0F: 3 clusters Score -26966.54 nChanged 231 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 295 members Mstep: Class 2 contains 307 members Entering Unmasked Estep Score: -27184.486328 Penalty: 582.423462 Iteration 1F: 3 clusters Score -27184.49 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 270 members Mstep: Class 2 contains 332 members Entering Unmasked Estep Score: -27269.277344 Penalty: 582.423462 Iteration 2F: 3 clusters Score -27269.28 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 260 members Mstep: Class 2 contains 342 members Entering Unmasked Estep Score: -27311.285156 Penalty: 582.423462 Iteration 3F: 3 clusters Score -27311.29 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 249 members Mstep: Class 2 contains 353 members Entering Unmasked Estep Score: -27354.302734 Penalty: 582.423462 Iteration 4Q: 3 clusters Score -27354.3 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 245 members Mstep: Class 2 contains 357 members Entering Unmasked Estep Score: -27372.900391 Penalty: 582.423462 Iteration 5Q: 3 clusters Score -27372.9 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 244 members Mstep: Class 2 contains 358 members Entering Unmasked Estep Score: -27387.371094 Penalty: 582.423462 Iteration 6Q: 3 clusters Score -27387.37 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 246 members Mstep: Class 2 contains 356 members Entering Unmasked Estep Score: -27396.253906 Penalty: 582.423462 Iteration 7Q: 3 clusters Score -27396.25 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 246 members Mstep: Class 2 contains 356 members Entering Unmasked Estep Score: -27405.250000 Penalty: 582.423462 Iteration 8Q: 3 clusters Score -27405.25 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 241 members Mstep: Class 2 contains 361 members Entering Unmasked Estep Score: -27411.226562 Penalty: 582.423462 Iteration 9Q: 3 clusters Score -27411.23 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 239 members Mstep: Class 2 contains 363 members Entering Unmasked Estep Score: -27411.876953 Penalty: 582.423462 Iteration 10Q: 3 clusters Score -27411.88 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 238 members Mstep: Class 2 contains 364 members Entering Unmasked Estep Score: -27412.671875 Penalty: 582.423462 Iteration 11Q: 3 clusters Score -27412.67 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 239 members Mstep: Class 2 contains 363 members Entering Unmasked Estep Score: -27413.626953 Penalty: 582.423462 Iteration 12Q: 3 clusters Score -27413.63 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 240 members Mstep: Class 2 contains 362 members Entering Unmasked Estep Score: -27413.773438 Penalty: 582.423462 Iteration 13Q: 3 clusters Score -27413.77 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 240 members Mstep: Class 2 contains 362 members Entering Unmasked Estep Score: -27413.773438 Penalty: 582.423462 Iteration 14F: 3 clusters Score -27413.77 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (38116 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38116 members Entering Unmasked Estep Score: -2111103.500000 Penalty: 479.951721 Iteration 0F: 2 clusters Score -2111104 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19132 members Mstep: Class 2 contains 18984 members Entering Unmasked Estep Score: -2085533.875000 Penalty: 959.903442 Iteration 0F: 3 clusters Score -2085534 nChanged 18388 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20546 members Mstep: Class 2 contains 17570 members Entering Unmasked Estep Score: -2096835.125000 Penalty: 959.903442 Iteration 1F: 3 clusters Score -2096835 nChanged 1741 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21497 members Mstep: Class 2 contains 16619 members Entering Unmasked Estep Score: -2097544.500000 Penalty: 959.903442 Iteration 2Q: 3 clusters Score -2097544 nChanged 1980 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22793 members Mstep: Class 2 contains 15323 members Entering Unmasked Estep Score: -2098516.250000 Penalty: 959.903442 Iteration 3F: 3 clusters Score -2098516 nChanged 2193 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24424 members Mstep: Class 2 contains 13692 members Entering Unmasked Estep Score: -2099968.500000 Penalty: 959.903442 Iteration 4F: 3 clusters Score -2099968 nChanged 2433 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26295 members Mstep: Class 2 contains 11821 members Entering Unmasked Estep Score: -2101968.750000 Penalty: 959.903442 Iteration 5F: 3 clusters Score -2101969 nChanged 2423 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28078 members Mstep: Class 2 contains 10038 members Entering Unmasked Estep Score: -2104146.000000 Penalty: 959.903442 Iteration 6F: 3 clusters Score -2104146 nChanged 1938 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29354 members Mstep: Class 2 contains 8762 members Entering Unmasked Estep Score: -2105898.500000 Penalty: 959.903442 Iteration 7F: 3 clusters Score -2105898 nChanged 1488 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30174 members Mstep: Class 2 contains 7942 members Entering Unmasked Estep Score: -2106902.750000 Penalty: 959.903442 Iteration 8Q: 3 clusters Score -2106903 nChanged 982 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30800 members Mstep: Class 2 contains 7316 members Entering Unmasked Estep Score: -2107462.000000 Penalty: 959.903442 Iteration 9Q: 3 clusters Score -2107462 nChanged 704 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31356 members Mstep: Class 2 contains 6760 members Entering Unmasked Estep Score: -2107855.500000 Penalty: 959.903442 Iteration 10Q: 3 clusters Score -2107856 nChanged 577 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31847 members Mstep: Class 2 contains 6269 members Entering Unmasked Estep Score: -2108233.250000 Penalty: 959.903442 Iteration 11Q: 3 clusters Score -2108233 nChanged 557 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32268 members Mstep: Class 2 contains 5848 members Entering Unmasked Estep Score: -2108583.750000 Penalty: 959.903442 Iteration 12Q: 3 clusters Score -2108584 nChanged 531 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32633 members Mstep: Class 2 contains 5483 members Entering Unmasked Estep Score: -2108922.750000 Penalty: 959.903442 Iteration 13Q: 3 clusters Score -2108923 nChanged 484 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32937 members Mstep: Class 2 contains 5179 members Entering Unmasked Estep Score: -2109230.000000 Penalty: 959.903442 Iteration 14Q: 3 clusters Score -2109230 nChanged 445 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33160 members Mstep: Class 2 contains 4956 members Entering Unmasked Estep Score: -2109478.750000 Penalty: 959.903442 Iteration 15Q: 3 clusters Score -2109479 nChanged 396 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33306 members Mstep: Class 2 contains 4810 members Entering Unmasked Estep Score: -2109672.250000 Penalty: 959.903442 Iteration 16Q: 3 clusters Score -2109672 nChanged 345 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33433 members Mstep: Class 2 contains 4683 members Entering Unmasked Estep Score: -2109826.250000 Penalty: 959.903442 Iteration 17Q: 3 clusters Score -2109826 nChanged 321 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33536 members Mstep: Class 2 contains 4580 members Entering Unmasked Estep Score: -2109982.500000 Penalty: 959.903442 Iteration 18Q: 3 clusters Score -2109982 nChanged 286 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33590 members Mstep: Class 2 contains 4526 members Entering Unmasked Estep Score: -2110100.750000 Penalty: 959.903442 Iteration 19Q: 3 clusters Score -2110101 nChanged 258 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33626 members Mstep: Class 2 contains 4490 members Entering Unmasked Estep Score: -2110167.250000 Penalty: 959.903442 Iteration 20F: 3 clusters Score -2110167 nChanged 206 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33640 members Mstep: Class 2 contains 4476 members Entering Unmasked Estep Score: -2110216.750000 Penalty: 959.903442 Iteration 21Q: 3 clusters Score -2110217 nChanged 174 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33652 members Mstep: Class 2 contains 4464 members Entering Unmasked Estep Score: -2110271.750000 Penalty: 959.903442 Iteration 22Q: 3 clusters Score -2110272 nChanged 176 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33666 members Mstep: Class 2 contains 4450 members Entering Unmasked Estep Score: -2110327.000000 Penalty: 959.903442 Iteration 23Q: 3 clusters Score -2110327 nChanged 174 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33666 members Mstep: Class 2 contains 4450 members Entering Unmasked Estep Score: -2110372.750000 Penalty: 959.903442 Iteration 24Q: 3 clusters Score -2110373 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33653 members Mstep: Class 2 contains 4463 members Entering Unmasked Estep Score: -2110397.250000 Penalty: 959.903442 Iteration 25Q: 3 clusters Score -2110397 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33636 members Mstep: Class 2 contains 4480 members Entering Unmasked Estep Score: -2110426.000000 Penalty: 959.903442 Iteration 26Q: 3 clusters Score -2110426 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33633 members Mstep: Class 2 contains 4483 members Entering Unmasked Estep Score: -2110441.000000 Penalty: 959.903442 Iteration 27Q: 3 clusters Score -2110441 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33628 members Mstep: Class 2 contains 4488 members Entering Unmasked Estep Score: -2110450.000000 Penalty: 959.903442 Iteration 28Q: 3 clusters Score -2110450 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33627 members Mstep: Class 2 contains 4489 members Entering Unmasked Estep Score: -2110459.500000 Penalty: 959.903442 Iteration 29Q: 3 clusters Score -2110460 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33633 members Mstep: Class 2 contains 4483 members Entering Unmasked Estep Score: -2110459.250000 Penalty: 959.903442 Iteration 30Q: 3 clusters Score -2110459 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33639 members Mstep: Class 2 contains 4477 members Entering Unmasked Estep Score: -2110460.500000 Penalty: 959.903442 Iteration 31Q: 3 clusters Score -2110460 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33641 members Mstep: Class 2 contains 4475 members Entering Unmasked Estep Score: -2110459.750000 Penalty: 959.903442 Iteration 32Q: 3 clusters Score -2110460 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33642 members Mstep: Class 2 contains 4474 members Entering Unmasked Estep Score: -2110460.500000 Penalty: 959.903442 Iteration 33Q: 3 clusters Score -2110460 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33646 members Mstep: Class 2 contains 4470 members Entering Unmasked Estep Score: -2110470.500000 Penalty: 959.903442 Iteration 34Q: 3 clusters Score -2110470 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33648 members Mstep: Class 2 contains 4468 members Entering Unmasked Estep Score: -2110466.750000 Penalty: 959.903442 Iteration 35Q: 3 clusters Score -2110467 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33646 members Mstep: Class 2 contains 4470 members Entering Unmasked Estep Score: -2110472.250000 Penalty: 959.903442 Iteration 36Q: 3 clusters Score -2110472 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33643 members Mstep: Class 2 contains 4473 members Entering Unmasked Estep Score: -2110472.750000 Penalty: 959.903442 Iteration 37Q: 3 clusters Score -2110473 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33645 members Mstep: Class 2 contains 4471 members Entering Unmasked Estep Score: -2110470.500000 Penalty: 959.903442 Iteration 38Q: 3 clusters Score -2110470 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33647 members Mstep: Class 2 contains 4469 members Entering Unmasked Estep Score: -2110472.750000 Penalty: 959.903442 Iteration 39Q: 3 clusters Score -2110473 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33648 members Mstep: Class 2 contains 4468 members Entering Unmasked Estep Score: -2110473.250000 Penalty: 959.903442 Iteration 40F: 3 clusters Score -2110473 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (19064 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19064 members Entering Unmasked Estep Score: -1085225.250000 Penalty: 448.427856 Iteration 0F: 2 clusters Score -1085225 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9590 members Mstep: Class 2 contains 9474 members Entering Unmasked Estep Score: -1072574.125000 Penalty: 896.855713 Iteration 0F: 3 clusters Score -1072574 nChanged 9033 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9785 members Mstep: Class 2 contains 9279 members Entering Unmasked Estep Score: -1077882.000000 Penalty: 896.855713 Iteration 1F: 3 clusters Score -1077882 nChanged 1156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9727 members Mstep: Class 2 contains 9337 members Entering Unmasked Estep Score: -1078526.125000 Penalty: 896.855713 Iteration 2F: 3 clusters Score -1078526 nChanged 1343 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9690 members Mstep: Class 2 contains 9374 members Entering Unmasked Estep Score: -1079409.125000 Penalty: 896.855713 Iteration 3F: 3 clusters Score -1079409 nChanged 1385 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9709 members Mstep: Class 2 contains 9355 members Entering Unmasked Estep Score: -1080392.000000 Penalty: 896.855713 Iteration 4F: 3 clusters Score -1080392 nChanged 1263 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9790 members Mstep: Class 2 contains 9274 members Entering Unmasked Estep Score: -1081179.375000 Penalty: 896.855713 Iteration 5F: 3 clusters Score -1081179 nChanged 1027 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9917 members Mstep: Class 2 contains 9147 members Entering Unmasked Estep Score: -1081733.375000 Penalty: 896.855713 Iteration 6F: 3 clusters Score -1081733 nChanged 821 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10052 members Mstep: Class 2 contains 9012 members Entering Unmasked Estep Score: -1082071.750000 Penalty: 896.855713 Iteration 7Q: 3 clusters Score -1082072 nChanged 606 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10134 members Mstep: Class 2 contains 8930 members Entering Unmasked Estep Score: -1082264.875000 Penalty: 896.855713 Iteration 8Q: 3 clusters Score -1082265 nChanged 443 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10223 members Mstep: Class 2 contains 8841 members Entering Unmasked Estep Score: -1082376.375000 Penalty: 896.855713 Iteration 9Q: 3 clusters Score -1082376 nChanged 324 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10285 members Mstep: Class 2 contains 8779 members Entering Unmasked Estep Score: -1082452.375000 Penalty: 896.855713 Iteration 10Q: 3 clusters Score -1082452 nChanged 288 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10359 members Mstep: Class 2 contains 8705 members Entering Unmasked Estep Score: -1082526.250000 Penalty: 896.855713 Iteration 11Q: 3 clusters Score -1082526 nChanged 280 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10443 members Mstep: Class 2 contains 8621 members Entering Unmasked Estep Score: -1082595.250000 Penalty: 896.855713 Iteration 12Q: 3 clusters Score -1082595 nChanged 258 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10519 members Mstep: Class 2 contains 8545 members Entering Unmasked Estep Score: -1082658.625000 Penalty: 896.855713 Iteration 13Q: 3 clusters Score -1082659 nChanged 252 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10581 members Mstep: Class 2 contains 8483 members Entering Unmasked Estep Score: -1082709.000000 Penalty: 896.855713 Iteration 14Q: 3 clusters Score -1082709 nChanged 245 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10646 members Mstep: Class 2 contains 8418 members Entering Unmasked Estep Score: -1082760.125000 Penalty: 896.855713 Iteration 15Q: 3 clusters Score -1082760 nChanged 194 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10720 members Mstep: Class 2 contains 8344 members Entering Unmasked Estep Score: -1082798.375000 Penalty: 896.855713 Iteration 16Q: 3 clusters Score -1082798 nChanged 163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10795 members Mstep: Class 2 contains 8269 members Entering Unmasked Estep Score: -1082825.625000 Penalty: 896.855713 Iteration 17Q: 3 clusters Score -1082826 nChanged 180 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10905 members Mstep: Class 2 contains 8159 members Entering Unmasked Estep Score: -1082866.250000 Penalty: 896.855713 Iteration 18Q: 3 clusters Score -1082866 nChanged 170 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11017 members Mstep: Class 2 contains 8047 members Entering Unmasked Estep Score: 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Unmasked Estep Score: -1083038.125000 Penalty: 896.855713 Iteration 23Q: 3 clusters Score -1083038 nChanged 176 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11657 members Mstep: Class 2 contains 7407 members Entering Unmasked Estep Score: -1083070.250000 Penalty: 896.855713 Iteration 24Q: 3 clusters Score -1083070 nChanged 180 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11811 members Mstep: Class 2 contains 7253 members Entering Unmasked Estep Score: -1083118.250000 Penalty: 896.855713 Iteration 25Q: 3 clusters Score -1083118 nChanged 183 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11966 members Mstep: Class 2 contains 7098 members Entering Unmasked Estep Score: -1083160.500000 Penalty: 896.855713 Iteration 26Q: 3 clusters Score -1083160 nChanged 180 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12106 members Mstep: Class 2 contains 6958 members Entering Unmasked Estep Score: -1083194.750000 Penalty: 896.855713 Iteration 27Q: 3 clusters Score -1083195 nChanged 191 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12257 members Mstep: Class 2 contains 6807 members Entering Unmasked Estep Score: -1083245.500000 Penalty: 896.855713 Iteration 28Q: 3 clusters Score -1083246 nChanged 188 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12415 members Mstep: Class 2 contains 6649 members Entering Unmasked Estep Score: -1083295.750000 Penalty: 896.855713 Iteration 29Q: 3 clusters Score -1083296 nChanged 212 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12593 members Mstep: Class 2 contains 6471 members Entering Unmasked Estep Score: -1083356.500000 Penalty: 896.855713 Iteration 30Q: 3 clusters Score -1083356 nChanged 217 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12766 members Mstep: Class 2 contains 6298 members Entering Unmasked Estep Score: -1083416.500000 Penalty: 896.855713 Iteration 31Q: 3 clusters Score -1083416 nChanged 191 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12913 members Mstep: Class 2 contains 6151 members Entering Unmasked Estep Score: -1083462.000000 Penalty: 896.855713 Iteration 32Q: 3 clusters Score -1083462 nChanged 188 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13055 members Mstep: Class 2 contains 6009 members Entering Unmasked Estep Score: -1083504.250000 Penalty: 896.855713 Iteration 33Q: 3 clusters Score -1083504 nChanged 157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13182 members Mstep: Class 2 contains 5882 members Entering Unmasked Estep Score: -1083536.125000 Penalty: 896.855713 Iteration 34Q: 3 clusters Score -1083536 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13307 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Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15318 members Mstep: Class 2 contains 3746 members Entering Unmasked Estep Score: -1083919.875000 Penalty: 896.855713 Iteration 55Q: 3 clusters Score -1083920 nChanged 155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15473 members Mstep: Class 2 contains 3591 members Entering Unmasked Estep Score: -1083955.875000 Penalty: 896.855713 Iteration 56Q: 3 clusters Score -1083956 nChanged 167 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15640 members Mstep: Class 2 contains 3424 members Entering Unmasked Estep Score: -1084005.375000 Penalty: 896.855713 Iteration 57Q: 3 clusters Score -1084005 nChanged 179 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15819 members Mstep: Class 2 contains 3245 members Entering Unmasked Estep Score: -1084056.250000 Penalty: 896.855713 Iteration 58Q: 3 clusters Score -1084056 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members Mstep: Class 2 contains 562 members Entering Unmasked Estep Score: -1084861.375000 Penalty: 896.855713 Iteration 110Q: 3 clusters Score -1084861 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18505 members Mstep: Class 2 contains 559 members Entering Unmasked Estep Score: -1084864.625000 Penalty: 896.855713 Iteration 111Q: 3 clusters Score -1084865 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18512 members Mstep: Class 2 contains 552 members Entering Unmasked Estep Score: -1084865.625000 Penalty: 896.855713 Iteration 112Q: 3 clusters Score -1084866 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18515 members Mstep: Class 2 contains 549 members Entering Unmasked Estep Score: -1084864.000000 Penalty: 896.855713 Iteration 113Q: 3 clusters Score -1084864 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18520 members Mstep: Class 2 contains 544 members Entering Unmasked Estep Score: -1084865.875000 Penalty: 896.855713 Iteration 114Q: 3 clusters Score -1084866 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18524 members Mstep: Class 2 contains 540 members Entering Unmasked Estep Score: -1084864.750000 Penalty: 896.855713 Iteration 115Q: 3 clusters Score -1084865 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18528 members Mstep: Class 2 contains 536 members Entering Unmasked Estep Score: -1084867.625000 Penalty: 896.855713 Iteration 116Q: 3 clusters Score -1084868 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18535 members Mstep: Class 2 contains 529 members Entering Unmasked Estep Score: -1084872.250000 Penalty: 896.855713 Iteration 117Q: 3 clusters Score -1084872 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18542 members Mstep: Class 2 contains 522 members Entering Unmasked Estep Score: -1084873.250000 Penalty: 896.855713 Iteration 118Q: 3 clusters Score -1084873 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18544 members Mstep: Class 2 contains 520 members Entering Unmasked Estep Score: -1084872.625000 Penalty: 896.855713 Iteration 119Q: 3 clusters Score -1084873 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18546 members Mstep: Class 2 contains 518 members Entering Unmasked Estep Score: -1084872.625000 Penalty: 896.855713 Iteration 120F: 3 clusters Score -1084873 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18549 members Mstep: Class 2 contains 515 members Entering Unmasked Estep Score: -1084873.375000 Penalty: 896.855713 Iteration 121Q: 3 clusters Score -1084873 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18549 members Mstep: Class 2 contains 515 members Entering Unmasked Estep Score: -1084875.250000 Penalty: 896.855713 Iteration 122Q: 3 clusters Score -1084875 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18548 members Mstep: Class 2 contains 516 members Entering Unmasked Estep Score: -1084876.500000 Penalty: 896.855713 Iteration 123Q: 3 clusters Score -1084876 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18553 members Mstep: Class 2 contains 511 members Entering Unmasked Estep Score: -1084877.625000 Penalty: 896.855713 Iteration 124Q: 3 clusters Score -1084878 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18558 members Mstep: Class 2 contains 506 members Entering Unmasked Estep Score: -1084879.750000 Penalty: 896.855713 Iteration 125Q: 3 clusters Score -1084880 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18568 members Mstep: Class 2 contains 496 members Entering Unmasked Estep Score: -1084882.625000 Penalty: 896.855713 Iteration 126Q: 3 clusters Score -1084883 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18572 members Mstep: Class 2 contains 492 members Entering Unmasked Estep Score: -1084883.875000 Penalty: 896.855713 Iteration 127Q: 3 clusters Score -1084884 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18578 members Mstep: Class 2 contains 486 members Entering Unmasked Estep Score: -1084885.250000 Penalty: 896.855713 Iteration 128Q: 3 clusters Score -1084885 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18583 members Mstep: Class 2 contains 481 members Entering Unmasked Estep Score: -1084886.750000 Penalty: 896.855713 Iteration 129Q: 3 clusters Score -1084887 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18584 members Mstep: Class 2 contains 480 members Entering Unmasked Estep Score: -1084886.375000 Penalty: 896.855713 Iteration 130Q: 3 clusters Score -1084886 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18588 members Mstep: Class 2 contains 476 members Entering Unmasked Estep Score: -1084887.125000 Penalty: 896.855713 Iteration 131Q: 3 clusters Score -1084887 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18591 members Mstep: Class 2 contains 473 members Entering Unmasked Estep Score: -1084886.875000 Penalty: 896.855713 Iteration 132Q: 3 clusters Score -1084887 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18592 members Mstep: Class 2 contains 472 members Entering Unmasked Estep Score: -1084887.375000 Penalty: 896.855713 Iteration 133Q: 3 clusters Score -1084887 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18595 members Mstep: Class 2 contains 469 members Entering Unmasked Estep Score: -1084888.000000 Penalty: 896.855713 Iteration 134Q: 3 clusters Score -1084888 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18600 members Mstep: Class 2 contains 464 members Entering Unmasked Estep Score: -1084889.875000 Penalty: 896.855713 Iteration 135Q: 3 clusters Score -1084890 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18609 members Mstep: Class 2 contains 455 members Entering Unmasked Estep Score: -1084892.625000 Penalty: 896.855713 Iteration 136Q: 3 clusters Score -1084893 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18611 members Mstep: Class 2 contains 453 members Entering Unmasked Estep Score: -1084893.125000 Penalty: 896.855713 Iteration 137Q: 3 clusters Score -1084893 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18615 members Mstep: Class 2 contains 449 members Entering Unmasked Estep Score: -1084896.500000 Penalty: 896.855713 Iteration 138Q: 3 clusters Score -1084896 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18620 members Mstep: Class 2 contains 444 members Entering Unmasked Estep Score: -1084901.000000 Penalty: 896.855713 Iteration 139Q: 3 clusters Score -1084901 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18621 members Mstep: Class 2 contains 443 members Entering Unmasked Estep Score: -1084900.750000 Penalty: 896.855713 Iteration 140F: 3 clusters Score -1084901 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18622 members Mstep: Class 2 contains 442 members Entering Unmasked Estep Score: -1084901.000000 Penalty: 896.855713 Iteration 141Q: 3 clusters Score -1084901 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18624 members Mstep: Class 2 contains 440 members Entering Unmasked Estep Score: -1084900.250000 Penalty: 896.855713 Iteration 142Q: 3 clusters Score -1084900 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18625 members Mstep: Class 2 contains 439 members Entering Unmasked Estep Score: -1084900.750000 Penalty: 896.855713 Iteration 143Q: 3 clusters Score -1084901 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18623 members Mstep: Class 2 contains 441 members Entering Unmasked Estep Score: -1084900.500000 Penalty: 896.855713 Iteration 144Q: 3 clusters Score -1084900 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18623 members Mstep: Class 2 contains 441 members Entering Unmasked Estep Score: -1084900.500000 Penalty: 896.855713 Iteration 145F: 3 clusters Score -1084900 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (1773 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1773 members Entering Unmasked Estep Score: -84408.351562 Penalty: 340.359497 Iteration 0F: 2 clusters Score -84408.35 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 855 members Entering Unmasked Estep Score: -83135.812500 Penalty: 680.718994 Iteration 0F: 3 clusters Score -83135.81 nChanged 752 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 886 members Mstep: Class 2 contains 887 members Entering Unmasked Estep Score: -83686.585938 Penalty: 680.718994 Iteration 1F: 3 clusters Score -83686.59 nChanged 188 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 868 members Mstep: Class 2 contains 905 members Entering Unmasked Estep Score: -83864.601562 Penalty: 680.718994 Iteration 2F: 3 clusters Score -83864.6 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 873 members Mstep: Class 2 contains 900 members Entering Unmasked Estep Score: -83964.203125 Penalty: 680.718994 Iteration 3F: 3 clusters Score -83964.2 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 893 members Mstep: Class 2 contains 880 members Entering Unmasked Estep Score: -84016.156250 Penalty: 680.718994 Iteration 4Q: 3 clusters Score -84016.16 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 921 members Mstep: Class 2 contains 852 members Entering Unmasked Estep Score: -84063.039062 Penalty: 680.718994 Iteration 5Q: 3 clusters Score -84063.04 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 951 members Mstep: Class 2 contains 822 members Entering Unmasked Estep Score: -84092.625000 Penalty: 680.718994 Iteration 6Q: 3 clusters Score -84092.62 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 966 members Mstep: Class 2 contains 807 members Entering Unmasked Estep Score: -84116.992188 Penalty: 680.718994 Iteration 7Q: 3 clusters Score -84116.99 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 984 members Mstep: Class 2 contains 789 members Entering Unmasked Estep Score: -84132.640625 Penalty: 680.718994 Iteration 8Q: 3 clusters Score -84132.64 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1000 members Mstep: Class 2 contains 773 members Entering Unmasked Estep Score: -84147.343750 Penalty: 680.718994 Iteration 9Q: 3 clusters Score -84147.34 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1016 members Mstep: Class 2 contains 757 members Entering Unmasked Estep Score: -84160.398438 Penalty: 680.718994 Iteration 10Q: 3 clusters Score -84160.4 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1031 members Mstep: Class 2 contains 742 members Entering Unmasked Estep Score: -84174.359375 Penalty: 680.718994 Iteration 11Q: 3 clusters Score -84174.36 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1057 members Mstep: Class 2 contains 716 members Entering Unmasked Estep Score: -84193.585938 Penalty: 680.718994 Iteration 12Q: 3 clusters Score -84193.59 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1075 members Mstep: Class 2 contains 698 members Entering Unmasked Estep Score: -84210.453125 Penalty: 680.718994 Iteration 13Q: 3 clusters Score -84210.45 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1094 members Mstep: Class 2 contains 679 members Entering Unmasked Estep Score: -84228.992188 Penalty: 680.718994 Iteration 14Q: 3 clusters Score -84228.99 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1103 members Mstep: Class 2 contains 670 members Entering Unmasked Estep Score: -84241.015625 Penalty: 680.718994 Iteration 15Q: 3 clusters Score -84241.02 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1109 members Mstep: Class 2 contains 664 members Entering Unmasked Estep Score: -84249.632812 Penalty: 680.718994 Iteration 16Q: 3 clusters Score -84249.63 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1118 members Mstep: Class 2 contains 655 members Entering Unmasked Estep Score: -84256.437500 Penalty: 680.718994 Iteration 17Q: 3 clusters Score -84256.44 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1125 members Mstep: Class 2 contains 648 members Entering Unmasked Estep Score: -84261.289062 Penalty: 680.718994 Iteration 18Q: 3 clusters Score -84261.29 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1126 members Mstep: Class 2 contains 647 members Entering Unmasked Estep Score: -84267.281250 Penalty: 680.718994 Iteration 19Q: 3 clusters Score -84267.28 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1125 members Mstep: Class 2 contains 648 members Entering Unmasked Estep Score: -84272.906250 Penalty: 680.718994 Iteration 20F: 3 clusters Score -84272.91 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1129 members Mstep: Class 2 contains 644 members Entering Unmasked Estep Score: -84277.585938 Penalty: 680.718994 Iteration 21Q: 3 clusters Score -84277.59 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1126 members Mstep: Class 2 contains 647 members Entering Unmasked Estep Score: -84281.304688 Penalty: 680.718994 Iteration 22Q: 3 clusters Score -84281.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1127 members Mstep: Class 2 contains 646 members Entering Unmasked Estep Score: -84281.750000 Penalty: 680.718994 Iteration 23Q: 3 clusters Score -84281.75 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1127 members Mstep: Class 2 contains 646 members Entering Unmasked Estep Score: -84281.914062 Penalty: 680.718994 Iteration 24Q: 3 clusters Score -84281.91 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1127 members Mstep: Class 2 contains 646 members Entering Unmasked Estep Score: -84282.359375 Penalty: 680.718994 Iteration 25Q: 3 clusters Score -84282.36 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1126 members Mstep: Class 2 contains 647 members Entering Unmasked Estep Score: -84283.804688 Penalty: 680.718994 Iteration 26Q: 3 clusters Score -84283.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1128 members Mstep: Class 2 contains 645 members Entering Unmasked Estep Score: -84284.500000 Penalty: 680.718994 Iteration 27Q: 3 clusters Score -84284.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1130 members Mstep: Class 2 contains 643 members Entering Unmasked Estep Score: -84285.125000 Penalty: 680.718994 Iteration 28Q: 3 clusters Score -84285.12 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1131 members Mstep: Class 2 contains 642 members Entering Unmasked Estep Score: -84285.625000 Penalty: 680.718994 Iteration 29Q: 3 clusters Score -84285.62 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1131 members Mstep: Class 2 contains 642 members Entering Unmasked Estep Score: -84286.039062 Penalty: 680.718994 Iteration 30Q: 3 clusters Score -84286.04 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1130 members Mstep: Class 2 contains 643 members Entering Unmasked Estep Score: -84286.132812 Penalty: 680.718994 Iteration 31Q: 3 clusters Score -84286.13 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1130 members Mstep: Class 2 contains 643 members Entering Unmasked Estep Score: -84286.132812 Penalty: 680.718994 Iteration 32F: 3 clusters Score -84286.13 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (5312 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5312 members Entering Unmasked Estep Score: -263748.250000 Penalty: 390.286407 Iteration 0F: 2 clusters Score -263748.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2654 members Mstep: Class 2 contains 2658 members Entering Unmasked Estep Score: -260170.343750 Penalty: 780.572815 Iteration 0F: 3 clusters Score -260170.3 nChanged 2486 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2604 members Mstep: Class 2 contains 2708 members Entering Unmasked Estep Score: -261724.390625 Penalty: 780.572815 Iteration 1F: 3 clusters Score -261724.4 nChanged 387 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2535 members Mstep: Class 2 contains 2777 members Entering Unmasked Estep Score: -261954.531250 Penalty: 780.572815 Iteration 2F: 3 clusters Score -261954.5 nChanged 346 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2453 members Mstep: Class 2 contains 2859 members Entering Unmasked Estep Score: -262213.906250 Penalty: 780.572815 Iteration 3F: 3 clusters Score -262213.9 nChanged 352 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2379 members Mstep: Class 2 contains 2933 members Entering Unmasked Estep Score: -262509.500000 Penalty: 780.572815 Iteration 4F: 3 clusters Score -262509.5 nChanged 317 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2310 members Mstep: Class 2 contains 3002 members Entering Unmasked Estep Score: -262804.875000 Penalty: 780.572815 Iteration 5F: 3 clusters Score -262804.9 nChanged 279 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2257 members Mstep: Class 2 contains 3055 members Entering Unmasked Estep Score: -263021.531250 Penalty: 780.572815 Iteration 6F: 3 clusters Score -263021.5 nChanged 219 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2234 members Mstep: Class 2 contains 3078 members Entering Unmasked Estep Score: -263161.156250 Penalty: 780.572815 Iteration 7Q: 3 clusters Score -263161.2 nChanged 172 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2230 members Mstep: Class 2 contains 3082 members Entering Unmasked Estep Score: -263293.937500 Penalty: 780.572815 Iteration 8Q: 3 clusters Score -263293.9 nChanged 155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2233 members Mstep: Class 2 contains 3079 members Entering Unmasked Estep Score: -263393.562500 Penalty: 780.572815 Iteration 9Q: 3 clusters Score -263393.6 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2239 members Mstep: Class 2 contains 3073 members Entering Unmasked Estep Score: -263442.218750 Penalty: 780.572815 Iteration 10Q: 3 clusters Score -263442.2 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2236 members Mstep: Class 2 contains 3076 members Entering Unmasked Estep Score: -263464.906250 Penalty: 780.572815 Iteration 11Q: 3 clusters Score -263464.9 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2237 members Mstep: Class 2 contains 3075 members Entering Unmasked Estep Score: -263475.250000 Penalty: 780.572815 Iteration 12Q: 3 clusters Score -263475.2 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2241 members Mstep: Class 2 contains 3071 members Entering Unmasked Estep Score: -263480.031250 Penalty: 780.572815 Iteration 13Q: 3 clusters Score -263480 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2238 members Mstep: Class 2 contains 3074 members Entering Unmasked Estep Score: -263483.687500 Penalty: 780.572815 Iteration 14Q: 3 clusters Score -263483.7 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2231 members Mstep: Class 2 contains 3081 members Entering Unmasked Estep Score: -263485.218750 Penalty: 780.572815 Iteration 15Q: 3 clusters Score -263485.2 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2223 members Mstep: Class 2 contains 3089 members Entering Unmasked Estep Score: -263486.781250 Penalty: 780.572815 Iteration 16Q: 3 clusters Score -263486.8 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2220 members Mstep: Class 2 contains 3092 members Entering Unmasked Estep Score: -263488.937500 Penalty: 780.572815 Iteration 17Q: 3 clusters Score -263488.9 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2214 members Mstep: Class 2 contains 3098 members Entering Unmasked Estep Score: -263492.156250 Penalty: 780.572815 Iteration 18Q: 3 clusters Score -263492.2 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2203 members Mstep: Class 2 contains 3109 members Entering Unmasked Estep Score: -263495.062500 Penalty: 780.572815 Iteration 19Q: 3 clusters Score -263495.1 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2194 members Mstep: Class 2 contains 3118 members Entering Unmasked Estep Score: -263496.875000 Penalty: 780.572815 Iteration 20F: 3 clusters Score -263496.9 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2186 members Mstep: Class 2 contains 3126 members Entering Unmasked Estep Score: -263500.687500 Penalty: 780.572815 Iteration 21Q: 3 clusters Score -263500.7 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2174 members Mstep: Class 2 contains 3138 members Entering Unmasked Estep Score: -263503.375000 Penalty: 780.572815 Iteration 22Q: 3 clusters Score -263503.4 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2166 members Mstep: Class 2 contains 3146 members Entering Unmasked Estep Score: -263504.500000 Penalty: 780.572815 Iteration 23Q: 3 clusters Score -263504.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2159 members Mstep: Class 2 contains 3153 members Entering Unmasked Estep Score: -263505.750000 Penalty: 780.572815 Iteration 24Q: 3 clusters Score -263505.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2149 members Mstep: Class 2 contains 3163 members Entering Unmasked Estep Score: -263507.000000 Penalty: 780.572815 Iteration 25Q: 3 clusters Score -263507 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2143 members Mstep: Class 2 contains 3169 members Entering Unmasked Estep Score: -263508.031250 Penalty: 780.572815 Iteration 26Q: 3 clusters Score -263508 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2142 members Mstep: Class 2 contains 3170 members Entering Unmasked Estep Score: -263507.562500 Penalty: 780.572815 Iteration 27Q: 3 clusters Score -263507.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2139 members Mstep: Class 2 contains 3173 members Entering Unmasked Estep Score: -263507.937500 Penalty: 780.572815 Iteration 28Q: 3 clusters Score -263507.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2136 members Mstep: Class 2 contains 3176 members Entering Unmasked Estep Score: -263508.156250 Penalty: 780.572815 Iteration 29Q: 3 clusters Score -263508.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2131 members Mstep: Class 2 contains 3181 members Entering Unmasked Estep Score: -263509.187500 Penalty: 780.572815 Iteration 30Q: 3 clusters Score -263509.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2124 members Mstep: Class 2 contains 3188 members Entering Unmasked Estep Score: -263510.281250 Penalty: 780.572815 Iteration 31Q: 3 clusters Score -263510.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2121 members Mstep: Class 2 contains 3191 members Entering Unmasked Estep Score: -263510.593750 Penalty: 780.572815 Iteration 32Q: 3 clusters Score -263510.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2121 members Mstep: Class 2 contains 3191 members Entering Unmasked Estep Score: -263510.593750 Penalty: 780.572815 Iteration 33F: 3 clusters Score -263510.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (1649 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1649 members Entering Unmasked Estep Score: -86756.828125 Penalty: 337.060547 Iteration 0F: 2 clusters Score -86756.83 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 827 members Mstep: Class 2 contains 822 members Entering Unmasked Estep Score: -85512.914062 Penalty: 674.121094 Iteration 0F: 3 clusters Score -85512.91 nChanged 689 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 778 members Mstep: Class 2 contains 871 members Entering Unmasked Estep Score: -85902.976562 Penalty: 674.121094 Iteration 1F: 3 clusters Score -85902.98 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 761 members Mstep: Class 2 contains 888 members Entering Unmasked Estep Score: -85963.906250 Penalty: 674.121094 Iteration 2F: 3 clusters Score -85963.91 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 748 members Mstep: Class 2 contains 901 members Entering Unmasked Estep Score: -86001.937500 Penalty: 674.121094 Iteration 3F: 3 clusters Score -86001.94 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 734 members Mstep: Class 2 contains 915 members Entering Unmasked Estep Score: -86046.507812 Penalty: 674.121094 Iteration 4Q: 3 clusters Score -86046.51 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 724 members Mstep: Class 2 contains 925 members Entering Unmasked Estep Score: -86101.148438 Penalty: 674.121094 Iteration 5F: 3 clusters Score -86101.15 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 706 members Mstep: Class 2 contains 943 members Entering Unmasked Estep Score: -86160.718750 Penalty: 674.121094 Iteration 6Q: 3 clusters Score -86160.72 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 675 members Mstep: Class 2 contains 974 members Entering Unmasked Estep Score: -86241.023438 Penalty: 674.121094 Iteration 7F: 3 clusters Score -86241.02 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 637 members Mstep: Class 2 contains 1012 members Entering Unmasked Estep Score: -86316.937500 Penalty: 674.121094 Iteration 8F: 3 clusters Score -86316.94 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 608 members Mstep: Class 2 contains 1041 members Entering Unmasked Estep Score: -86373.929688 Penalty: 674.121094 Iteration 9Q: 3 clusters Score -86373.93 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 575 members Mstep: Class 2 contains 1074 members Entering Unmasked Estep Score: -86432.671875 Penalty: 674.121094 Iteration 10Q: 3 clusters Score -86432.67 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 555 members Mstep: Class 2 contains 1094 members Entering Unmasked Estep Score: -86486.523438 Penalty: 674.121094 Iteration 11Q: 3 clusters Score -86486.52 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 543 members Mstep: Class 2 contains 1106 members Entering Unmasked Estep Score: -86527.242188 Penalty: 674.121094 Iteration 12Q: 3 clusters Score -86527.24 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 531 members Mstep: Class 2 contains 1118 members Entering Unmasked Estep Score: -86557.539062 Penalty: 674.121094 Iteration 13Q: 3 clusters Score -86557.54 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 522 members Mstep: Class 2 contains 1127 members Entering Unmasked Estep Score: -86579.945312 Penalty: 674.121094 Iteration 14Q: 3 clusters Score -86579.95 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 508 members Mstep: Class 2 contains 1141 members Entering Unmasked Estep Score: -86605.656250 Penalty: 674.121094 Iteration 15Q: 3 clusters Score -86605.66 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 496 members Mstep: Class 2 contains 1153 members Entering Unmasked Estep Score: -86626.781250 Penalty: 674.121094 Iteration 16Q: 3 clusters Score -86626.78 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 498 members Mstep: Class 2 contains 1151 members Entering Unmasked Estep Score: -86635.046875 Penalty: 674.121094 Iteration 17Q: 3 clusters Score -86635.05 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 501 members Mstep: Class 2 contains 1148 members Entering Unmasked Estep Score: -86641.226562 Penalty: 674.121094 Iteration 18Q: 3 clusters Score -86641.23 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 502 members Mstep: Class 2 contains 1147 members Entering Unmasked Estep Score: -86648.195312 Penalty: 674.121094 Iteration 19Q: 3 clusters Score -86648.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 506 members Mstep: Class 2 contains 1143 members Entering Unmasked Estep Score: -86652.171875 Penalty: 674.121094 Iteration 20F: 3 clusters Score -86652.17 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 510 members Mstep: Class 2 contains 1139 members Entering Unmasked Estep Score: -86657.226562 Penalty: 674.121094 Iteration 21Q: 3 clusters Score -86657.23 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 514 members Mstep: Class 2 contains 1135 members Entering Unmasked Estep Score: -86659.179688 Penalty: 674.121094 Iteration 22Q: 3 clusters Score -86659.18 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 518 members Mstep: Class 2 contains 1131 members Entering Unmasked Estep Score: -86661.890625 Penalty: 674.121094 Iteration 23Q: 3 clusters Score -86661.89 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 522 members Mstep: Class 2 contains 1127 members Entering Unmasked Estep Score: -86663.171875 Penalty: 674.121094 Iteration 24Q: 3 clusters Score -86663.17 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 528 members Mstep: Class 2 contains 1121 members Entering Unmasked Estep Score: -86664.390625 Penalty: 674.121094 Iteration 25Q: 3 clusters Score -86664.39 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 530 members Mstep: Class 2 contains 1119 members Entering Unmasked Estep Score: -86665.312500 Penalty: 674.121094 Iteration 26Q: 3 clusters Score -86665.31 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 533 members Mstep: Class 2 contains 1116 members Entering Unmasked Estep Score: -86665.859375 Penalty: 674.121094 Iteration 27Q: 3 clusters Score -86665.86 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 535 members Mstep: Class 2 contains 1114 members Entering Unmasked Estep Score: -86666.234375 Penalty: 674.121094 Iteration 28Q: 3 clusters Score -86666.23 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 535 members Mstep: Class 2 contains 1114 members Entering Unmasked Estep Score: -86666.234375 Penalty: 674.121094 Iteration 29F: 3 clusters Score -86666.23 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (3590 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3590 members Entering Unmasked Estep Score: -200104.562500 Penalty: 372.458771 Iteration 0F: 2 clusters Score -200104.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1770 members Mstep: Class 2 contains 1820 members Entering Unmasked Estep Score: -197633.437500 Penalty: 744.917542 Iteration 0F: 3 clusters Score -197633.4 nChanged 1579 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1699 members Mstep: Class 2 contains 1891 members Entering Unmasked Estep Score: -198595.562500 Penalty: 744.917542 Iteration 1F: 3 clusters Score -198595.6 nChanged 277 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1606 members Mstep: Class 2 contains 1984 members Entering Unmasked Estep Score: -198778.062500 Penalty: 744.917542 Iteration 2F: 3 clusters Score -198778.1 nChanged 268 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1474 members Mstep: Class 2 contains 2116 members Entering Unmasked Estep Score: -198979.281250 Penalty: 744.917542 Iteration 3F: 3 clusters Score -198979.3 nChanged 244 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1344 members Mstep: Class 2 contains 2246 members Entering Unmasked Estep Score: -199159.984375 Penalty: 744.917542 Iteration 4F: 3 clusters Score -199160 nChanged 202 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1242 members Mstep: Class 2 contains 2348 members Entering Unmasked Estep Score: -199285.046875 Penalty: 744.917542 Iteration 5F: 3 clusters Score -199285 nChanged 150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1158 members Mstep: Class 2 contains 2432 members Entering Unmasked Estep Score: -199378.203125 Penalty: 744.917542 Iteration 6Q: 3 clusters Score -199378.2 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1090 members Mstep: Class 2 contains 2500 members Entering Unmasked Estep Score: -199455.078125 Penalty: 744.917542 Iteration 7Q: 3 clusters Score -199455.1 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1038 members Mstep: Class 2 contains 2552 members Entering Unmasked Estep Score: -199496.687500 Penalty: 744.917542 Iteration 8Q: 3 clusters Score -199496.7 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 991 members Mstep: Class 2 contains 2599 members Entering Unmasked Estep Score: -199525.062500 Penalty: 744.917542 Iteration 9Q: 3 clusters Score -199525.1 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 940 members Mstep: Class 2 contains 2650 members Entering Unmasked Estep Score: -199551.187500 Penalty: 744.917542 Iteration 10Q: 3 clusters Score -199551.2 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 895 members Mstep: Class 2 contains 2695 members Entering Unmasked Estep Score: -199575.625000 Penalty: 744.917542 Iteration 11Q: 3 clusters Score -199575.6 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 853 members Mstep: Class 2 contains 2737 members Entering Unmasked Estep Score: -199599.703125 Penalty: 744.917542 Iteration 12Q: 3 clusters Score -199599.7 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 811 members Mstep: Class 2 contains 2779 members Entering Unmasked Estep Score: -199628.531250 Penalty: 744.917542 Iteration 13Q: 3 clusters Score -199628.5 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 781 members Mstep: Class 2 contains 2809 members Entering Unmasked Estep Score: -199648.406250 Penalty: 744.917542 Iteration 14Q: 3 clusters Score -199648.4 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 749 members Mstep: Class 2 contains 2841 members Entering Unmasked Estep Score: -199662.796875 Penalty: 744.917542 Iteration 15Q: 3 clusters Score -199662.8 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 724 members Mstep: Class 2 contains 2866 members Entering Unmasked Estep Score: -199674.187500 Penalty: 744.917542 Iteration 16Q: 3 clusters Score -199674.2 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 690 members Mstep: Class 2 contains 2900 members Entering Unmasked Estep Score: -199691.328125 Penalty: 744.917542 Iteration 17Q: 3 clusters Score -199691.3 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 663 members Mstep: Class 2 contains 2927 members Entering Unmasked Estep Score: -199705.484375 Penalty: 744.917542 Iteration 18Q: 3 clusters Score -199705.5 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 636 members Mstep: Class 2 contains 2954 members Entering Unmasked Estep Score: -199719.968750 Penalty: 744.917542 Iteration 19Q: 3 clusters Score -199720 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 614 members Mstep: Class 2 contains 2976 members Entering Unmasked Estep Score: -199731.703125 Penalty: 744.917542 Iteration 20F: 3 clusters Score -199731.7 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 596 members Mstep: Class 2 contains 2994 members Entering Unmasked Estep Score: -199738.484375 Penalty: 744.917542 Iteration 21Q: 3 clusters Score -199738.5 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 583 members Mstep: Class 2 contains 3007 members Entering Unmasked Estep Score: -199742.890625 Penalty: 744.917542 Iteration 22Q: 3 clusters Score -199742.9 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 569 members Mstep: Class 2 contains 3021 members Entering Unmasked Estep Score: -199749.656250 Penalty: 744.917542 Iteration 23Q: 3 clusters Score -199749.7 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 548 members Mstep: Class 2 contains 3042 members Entering Unmasked Estep Score: -199758.640625 Penalty: 744.917542 Iteration 24Q: 3 clusters Score -199758.6 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 535 members Mstep: Class 2 contains 3055 members Entering Unmasked Estep Score: -199763.906250 Penalty: 744.917542 Iteration 25Q: 3 clusters Score -199763.9 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 526 members Mstep: Class 2 contains 3064 members Entering Unmasked Estep Score: -199771.078125 Penalty: 744.917542 Iteration 26Q: 3 clusters Score -199771.1 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 516 members Mstep: Class 2 contains 3074 members Entering Unmasked Estep Score: -199775.062500 Penalty: 744.917542 Iteration 27Q: 3 clusters Score -199775.1 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 510 members Mstep: Class 2 contains 3080 members Entering Unmasked Estep Score: -199778.734375 Penalty: 744.917542 Iteration 28Q: 3 clusters Score -199778.7 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 501 members Mstep: Class 2 contains 3089 members Entering Unmasked Estep Score: -199780.359375 Penalty: 744.917542 Iteration 29Q: 3 clusters Score -199780.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 493 members Mstep: Class 2 contains 3097 members Entering Unmasked Estep Score: -199782.359375 Penalty: 744.917542 Iteration 30Q: 3 clusters Score -199782.4 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 483 members Mstep: Class 2 contains 3107 members Entering Unmasked Estep Score: -199785.000000 Penalty: 744.917542 Iteration 31Q: 3 clusters Score -199785 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 476 members Mstep: Class 2 contains 3114 members Entering Unmasked Estep Score: -199786.796875 Penalty: 744.917542 Iteration 32Q: 3 clusters Score -199786.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 470 members Mstep: Class 2 contains 3120 members Entering Unmasked Estep Score: -199788.578125 Penalty: 744.917542 Iteration 33Q: 3 clusters Score -199788.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 465 members Mstep: Class 2 contains 3125 members Entering Unmasked Estep Score: -199789.390625 Penalty: 744.917542 Iteration 34Q: 3 clusters Score -199789.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 458 members Mstep: Class 2 contains 3132 members Entering Unmasked Estep Score: -199790.812500 Penalty: 744.917542 Iteration 35Q: 3 clusters Score -199790.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 453 members Mstep: Class 2 contains 3137 members Entering Unmasked Estep Score: -199792.203125 Penalty: 744.917542 Iteration 36Q: 3 clusters Score -199792.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 447 members Mstep: Class 2 contains 3143 members Entering Unmasked Estep Score: -199792.750000 Penalty: 744.917542 Iteration 37Q: 3 clusters Score -199792.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 444 members Mstep: Class 2 contains 3146 members Entering Unmasked Estep Score: -199792.609375 Penalty: 744.917542 Iteration 38Q: 3 clusters Score -199792.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 442 members Mstep: Class 2 contains 3148 members Entering Unmasked Estep Score: -199792.828125 Penalty: 744.917542 Iteration 39Q: 3 clusters Score -199792.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 440 members Mstep: Class 2 contains 3150 members Entering Unmasked Estep Score: -199793.859375 Penalty: 744.917542 Iteration 40F: 3 clusters Score -199793.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 437 members Mstep: Class 2 contains 3153 members Entering Unmasked Estep Score: -199794.250000 Penalty: 744.917542 Iteration 41Q: 3 clusters Score -199794.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 433 members Mstep: Class 2 contains 3157 members Entering Unmasked Estep Score: -199796.234375 Penalty: 744.917542 Iteration 42Q: 3 clusters Score -199796.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 424 members Mstep: Class 2 contains 3166 members Entering Unmasked Estep Score: -199799.171875 Penalty: 744.917542 Iteration 43Q: 3 clusters Score -199799.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 414 members Mstep: Class 2 contains 3176 members Entering Unmasked Estep Score: -199801.468750 Penalty: 744.917542 Iteration 44Q: 3 clusters Score -199801.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 407 members Mstep: Class 2 contains 3183 members Entering Unmasked Estep Score: -199802.921875 Penalty: 744.917542 Iteration 45Q: 3 clusters Score -199802.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 399 members Mstep: Class 2 contains 3191 members Entering Unmasked Estep Score: -199804.796875 Penalty: 744.917542 Iteration 46Q: 3 clusters Score -199804.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 393 members Mstep: Class 2 contains 3197 members Entering Unmasked Estep Score: -199807.125000 Penalty: 744.917542 Iteration 47Q: 3 clusters Score -199807.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 384 members Mstep: Class 2 contains 3206 members Entering Unmasked Estep Score: -199811.843750 Penalty: 744.917542 Iteration 48Q: 3 clusters Score -199811.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 378 members Mstep: Class 2 contains 3212 members Entering Unmasked Estep Score: -199813.843750 Penalty: 744.917542 Iteration 49Q: 3 clusters Score -199813.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 371 members Mstep: Class 2 contains 3219 members Entering Unmasked Estep Score: -199816.078125 Penalty: 744.917542 Iteration 50Q: 3 clusters Score -199816.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 364 members Mstep: Class 2 contains 3226 members Entering Unmasked Estep Score: -199819.046875 Penalty: 744.917542 Iteration 51Q: 3 clusters Score -199819 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 360 members Mstep: Class 2 contains 3230 members Entering Unmasked Estep Score: -199821.250000 Penalty: 744.917542 Iteration 52Q: 3 clusters Score -199821.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 356 members Mstep: Class 2 contains 3234 members Entering Unmasked Estep Score: -199824.671875 Penalty: 744.917542 Iteration 53Q: 3 clusters Score -199824.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 355 members Mstep: Class 2 contains 3235 members Entering Unmasked Estep Score: -199828.812500 Penalty: 744.917542 Iteration 54Q: 3 clusters Score -199828.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 355 members Mstep: Class 2 contains 3235 members Entering Unmasked Estep Score: -199831.890625 Penalty: 744.917542 Iteration 55Q: 3 clusters Score -199831.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 356 members Mstep: Class 2 contains 3234 members Entering Unmasked Estep Score: -199833.500000 Penalty: 744.917542 Iteration 56Q: 3 clusters Score -199833.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 355 members Mstep: Class 2 contains 3235 members Entering Unmasked Estep Score: -199834.796875 Penalty: 744.917542 Iteration 57Q: 3 clusters Score -199834.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 355 members Mstep: Class 2 contains 3235 members Entering Unmasked Estep Score: -199835.093750 Penalty: 744.917542 Iteration 58Q: 3 clusters Score -199835.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 354 members Mstep: Class 2 contains 3236 members Entering Unmasked Estep Score: -199834.671875 Penalty: 744.917542 Iteration 59Q: 3 clusters Score -199834.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 353 members Mstep: Class 2 contains 3237 members Entering Unmasked Estep Score: -199834.875000 Penalty: 744.917542 Iteration 60F: 3 clusters Score -199834.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (2120 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2120 members Entering Unmasked Estep Score: -117039.632812 Penalty: 348.492310 Iteration 0F: 2 clusters Score -117039.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1074 members Mstep: Class 2 contains 1046 members Entering Unmasked Estep Score: -115497.593750 Penalty: 696.984619 Iteration 0F: 3 clusters Score -115497.6 nChanged 929 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1019 members Mstep: Class 2 contains 1101 members Entering Unmasked Estep Score: -116090.765625 Penalty: 696.984619 Iteration 1F: 3 clusters Score -116090.8 nChanged 212 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 959 members Mstep: Class 2 contains 1161 members Entering Unmasked Estep Score: -116264.937500 Penalty: 696.984619 Iteration 2F: 3 clusters Score -116264.9 nChanged 171 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 918 members Mstep: Class 2 contains 1202 members Entering Unmasked Estep Score: -116421.945312 Penalty: 696.984619 Iteration 3F: 3 clusters Score -116421.9 nChanged 151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 919 members Mstep: Class 2 contains 1201 members Entering Unmasked Estep Score: -116577.218750 Penalty: 696.984619 Iteration 4F: 3 clusters Score -116577.2 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 921 members Mstep: Class 2 contains 1199 members Entering Unmasked Estep Score: -116680.109375 Penalty: 696.984619 Iteration 5F: 3 clusters Score -116680.1 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 932 members Mstep: Class 2 contains 1188 members Entering Unmasked Estep Score: -116762.117188 Penalty: 696.984619 Iteration 6Q: 3 clusters Score -116762.1 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 943 members Mstep: Class 2 contains 1177 members Entering Unmasked Estep Score: -116806.835938 Penalty: 696.984619 Iteration 7Q: 3 clusters Score -116806.8 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 944 members Mstep: Class 2 contains 1176 members Entering Unmasked Estep Score: -116827.718750 Penalty: 696.984619 Iteration 8Q: 3 clusters Score -116827.7 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 955 members Mstep: Class 2 contains 1165 members Entering Unmasked Estep Score: -116843.492188 Penalty: 696.984619 Iteration 9Q: 3 clusters Score -116843.5 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 960 members Mstep: Class 2 contains 1160 members Entering Unmasked Estep Score: -116850.234375 Penalty: 696.984619 Iteration 10Q: 3 clusters Score -116850.2 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 962 members Mstep: Class 2 contains 1158 members Entering Unmasked Estep Score: -116853.304688 Penalty: 696.984619 Iteration 11Q: 3 clusters Score -116853.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 968 members Mstep: Class 2 contains 1152 members Entering Unmasked Estep Score: -116855.281250 Penalty: 696.984619 Iteration 12Q: 3 clusters Score -116855.3 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 979 members Mstep: Class 2 contains 1141 members Entering Unmasked Estep Score: -116857.078125 Penalty: 696.984619 Iteration 13Q: 3 clusters Score -116857.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 984 members Mstep: Class 2 contains 1136 members Entering Unmasked Estep Score: -116858.539062 Penalty: 696.984619 Iteration 14Q: 3 clusters Score -116858.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 989 members Mstep: Class 2 contains 1131 members Entering Unmasked Estep Score: -116859.164062 Penalty: 696.984619 Iteration 15Q: 3 clusters Score -116859.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 991 members Mstep: Class 2 contains 1129 members Entering Unmasked Estep Score: -116859.468750 Penalty: 696.984619 Iteration 16Q: 3 clusters Score -116859.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 993 members Mstep: Class 2 contains 1127 members Entering Unmasked Estep Score: -116860.343750 Penalty: 696.984619 Iteration 17Q: 3 clusters Score -116860.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 995 members Mstep: Class 2 contains 1125 members Entering Unmasked Estep Score: -116860.390625 Penalty: 696.984619 Iteration 18Q: 3 clusters Score -116860.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 998 members Mstep: Class 2 contains 1122 members Entering Unmasked Estep Score: -116861.289062 Penalty: 696.984619 Iteration 19Q: 3 clusters Score -116861.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1004 members Mstep: Class 2 contains 1116 members Entering Unmasked Estep Score: -116862.757812 Penalty: 696.984619 Iteration 20F: 3 clusters Score -116862.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1009 members Mstep: Class 2 contains 1111 members Entering Unmasked Estep Score: -116865.054688 Penalty: 696.984619 Iteration 21Q: 3 clusters Score -116865.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1014 members Mstep: Class 2 contains 1106 members Entering Unmasked Estep Score: -116866.265625 Penalty: 696.984619 Iteration 22Q: 3 clusters Score -116866.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1019 members Mstep: Class 2 contains 1101 members Entering Unmasked Estep Score: -116866.640625 Penalty: 696.984619 Iteration 23Q: 3 clusters Score -116866.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1023 members Mstep: Class 2 contains 1097 members Entering Unmasked Estep Score: -116867.250000 Penalty: 696.984619 Iteration 24Q: 3 clusters Score -116867.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1025 members Mstep: Class 2 contains 1095 members Entering Unmasked Estep Score: -116867.382812 Penalty: 696.984619 Iteration 25Q: 3 clusters Score -116867.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1025 members Mstep: Class 2 contains 1095 members Entering Unmasked Estep Score: -116867.382812 Penalty: 696.984619 Iteration 26F: 3 clusters Score -116867.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (1054 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1054 members Entering Unmasked Estep Score: -52323.859375 Penalty: 316.695831 Iteration 0F: 2 clusters Score -52323.86 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 560 members Mstep: Class 2 contains 494 members Entering Unmasked Estep Score: -51470.476562 Penalty: 633.391663 Iteration 0F: 3 clusters Score -51470.48 nChanged 413 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 661 members Mstep: Class 2 contains 393 members Entering Unmasked Estep Score: -51714.742188 Penalty: 633.391663 Iteration 1F: 3 clusters Score -51714.74 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 711 members Mstep: Class 2 contains 343 members Entering Unmasked Estep Score: -51764.585938 Penalty: 633.391663 Iteration 2F: 3 clusters Score -51764.59 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 766 members Mstep: Class 2 contains 288 members Entering Unmasked Estep Score: -51821.257812 Penalty: 633.391663 Iteration 3F: 3 clusters Score -51821.26 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 820 members Mstep: Class 2 contains 234 members Entering Unmasked Estep Score: -51874.675781 Penalty: 633.391663 Iteration 4F: 3 clusters Score -51874.68 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 874 members Mstep: Class 2 contains 180 members Entering Unmasked Estep Score: -51936.289062 Penalty: 633.391663 Iteration 5F: 3 clusters Score -51936.29 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 919 members Mstep: Class 2 contains 135 members Entering Unmasked Estep Score: -52000.542969 Penalty: 633.391663 Iteration 6F: 3 clusters Score -52000.54 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 945 members Mstep: Class 2 contains 109 members Entering Unmasked Estep Score: -52046.695312 Penalty: 633.391663 Iteration 7Q: 3 clusters Score -52046.7 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 964 members Mstep: Class 2 contains 90 members Entering Unmasked Estep Score: -52076.750000 Penalty: 633.391663 Iteration 8Q: 3 clusters Score -52076.75 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 971 members Mstep: Class 2 contains 83 members Entering Unmasked Estep Score: -52088.074219 Penalty: 633.391663 Iteration 9Q: 3 clusters Score -52088.07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 977 members Mstep: Class 2 contains 77 members Entering Unmasked Estep Score: -52094.355469 Penalty: 633.391663 Iteration 10Q: 3 clusters Score -52094.36 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 984 members Mstep: Class 2 contains 70 members Entering Unmasked Estep Score: -52100.167969 Penalty: 633.391663 Iteration 11Q: 3 clusters Score -52100.17 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 990 members Mstep: Class 2 contains 64 members Entering Unmasked Estep Score: -52106.179688 Penalty: 633.391663 Iteration 12Q: 3 clusters Score -52106.18 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 990 members Mstep: Class 2 contains 64 members Entering Unmasked Estep Score: -52106.179688 Penalty: 633.391663 Iteration 13F: 3 clusters Score -52106.18 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (93 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 93 members Entering Unmasked Estep Score: -5131.258301 Penalty: 206.233276 Iteration 0F: 2 clusters Score -5131.258 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46 members Mstep: Class 2 contains 47 members Entering Unmasked Estep Score: -4928.885254 Penalty: 412.466553 Iteration 0F: 3 clusters Score -4928.885 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49 members Mstep: Class 2 contains 44 members Entering Unmasked Estep Score: -4951.041016 Penalty: 412.466553 Iteration 1F: 3 clusters Score -4951.041 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52 members Mstep: Class 2 contains 41 members Entering Unmasked Estep Score: -4962.351074 Penalty: 412.466553 Iteration 2F: 3 clusters Score -4962.351 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55 members Mstep: Class 2 contains 38 members Entering Unmasked Estep Score: -4977.012207 Penalty: 412.466553 Iteration 3Q: 3 clusters Score -4977.012 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55 members Mstep: Class 2 contains 38 members Entering Unmasked Estep Score: -4977.012207 Penalty: 412.466553 Iteration 4F: 3 clusters Score -4977.012 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (3481 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3481 members Entering Unmasked Estep Score: -195201.687500 Penalty: 371.055908 Iteration 0F: 2 clusters Score -195201.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1724 members Mstep: Class 2 contains 1757 members Entering Unmasked Estep Score: -192796.125000 Penalty: 742.111816 Iteration 0F: 3 clusters Score -192796.1 nChanged 1542 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1704 members Mstep: Class 2 contains 1777 members Entering Unmasked Estep Score: -193637.734375 Penalty: 742.111816 Iteration 1F: 3 clusters Score -193637.7 nChanged 194 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1704 members Mstep: Class 2 contains 1777 members Entering Unmasked Estep Score: -193737.390625 Penalty: 742.111816 Iteration 2F: 3 clusters Score -193737.4 nChanged 205 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1681 members Mstep: Class 2 contains 1800 members Entering Unmasked Estep Score: -193869.640625 Penalty: 742.111816 Iteration 3F: 3 clusters Score -193869.6 nChanged 239 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1622 members Mstep: Class 2 contains 1859 members Entering Unmasked Estep Score: -194057.953125 Penalty: 742.111816 Iteration 4F: 3 clusters Score -194058 nChanged 260 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1544 members Mstep: Class 2 contains 1937 members Entering Unmasked Estep Score: -194281.093750 Penalty: 742.111816 Iteration 5F: 3 clusters Score -194281.1 nChanged 208 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1456 members Mstep: Class 2 contains 2025 members Entering Unmasked Estep Score: -194441.125000 Penalty: 742.111816 Iteration 6F: 3 clusters Score -194441.1 nChanged 158 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1400 members Mstep: Class 2 contains 2081 members Entering Unmasked Estep Score: -194526.000000 Penalty: 742.111816 Iteration 7Q: 3 clusters Score -194526 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1348 members Mstep: Class 2 contains 2133 members Entering Unmasked Estep Score: -194578.171875 Penalty: 742.111816 Iteration 8Q: 3 clusters Score -194578.2 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1314 members Mstep: Class 2 contains 2167 members Entering Unmasked Estep Score: -194607.781250 Penalty: 742.111816 Iteration 9Q: 3 clusters Score -194607.8 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1293 members Mstep: Class 2 contains 2188 members Entering Unmasked Estep Score: -194622.187500 Penalty: 742.111816 Iteration 10Q: 3 clusters Score -194622.2 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1278 members Mstep: Class 2 contains 2203 members Entering Unmasked Estep Score: -194631.562500 Penalty: 742.111816 Iteration 11Q: 3 clusters Score -194631.6 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1252 members Mstep: Class 2 contains 2229 members Entering Unmasked Estep Score: -194642.687500 Penalty: 742.111816 Iteration 12Q: 3 clusters Score -194642.7 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1227 members Mstep: Class 2 contains 2254 members Entering Unmasked Estep Score: -194654.031250 Penalty: 742.111816 Iteration 13Q: 3 clusters Score -194654 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1199 members Mstep: Class 2 contains 2282 members Entering Unmasked Estep Score: -194663.953125 Penalty: 742.111816 Iteration 14Q: 3 clusters Score -194664 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1182 members Mstep: Class 2 contains 2299 members Entering Unmasked Estep Score: -194668.578125 Penalty: 742.111816 Iteration 15Q: 3 clusters Score -194668.6 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1167 members Mstep: Class 2 contains 2314 members Entering Unmasked Estep Score: -194671.437500 Penalty: 742.111816 Iteration 16Q: 3 clusters Score -194671.4 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1155 members Mstep: Class 2 contains 2326 members Entering Unmasked Estep Score: -194673.843750 Penalty: 742.111816 Iteration 17Q: 3 clusters Score -194673.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1147 members Mstep: Class 2 contains 2334 members Entering Unmasked Estep Score: -194675.484375 Penalty: 742.111816 Iteration 18Q: 3 clusters Score -194675.5 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1136 members Mstep: Class 2 contains 2345 members Entering Unmasked Estep Score: -194677.312500 Penalty: 742.111816 Iteration 19Q: 3 clusters Score -194677.3 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1123 members Mstep: Class 2 contains 2358 members Entering Unmasked Estep Score: -194679.390625 Penalty: 742.111816 Iteration 20F: 3 clusters Score -194679.4 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1109 members Mstep: Class 2 contains 2372 members Entering Unmasked Estep Score: -194681.406250 Penalty: 742.111816 Iteration 21Q: 3 clusters Score -194681.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1101 members Mstep: Class 2 contains 2380 members Entering Unmasked Estep Score: -194682.156250 Penalty: 742.111816 Iteration 22Q: 3 clusters Score -194682.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1090 members Mstep: Class 2 contains 2391 members Entering Unmasked Estep Score: -194684.187500 Penalty: 742.111816 Iteration 23Q: 3 clusters Score -194684.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1079 members Mstep: Class 2 contains 2402 members Entering Unmasked Estep Score: -194685.609375 Penalty: 742.111816 Iteration 24Q: 3 clusters Score -194685.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1069 members Mstep: Class 2 contains 2412 members Entering Unmasked Estep Score: -194688.000000 Penalty: 742.111816 Iteration 25Q: 3 clusters Score -194688 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1054 members Mstep: Class 2 contains 2427 members Entering Unmasked Estep Score: -194690.546875 Penalty: 742.111816 Iteration 26Q: 3 clusters Score -194690.5 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1037 members Mstep: Class 2 contains 2444 members Entering Unmasked Estep Score: -194694.921875 Penalty: 742.111816 Iteration 27Q: 3 clusters Score -194694.9 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1018 members Mstep: Class 2 contains 2463 members Entering Unmasked Estep Score: -194700.046875 Penalty: 742.111816 Iteration 28Q: 3 clusters Score -194700 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 993 members Mstep: Class 2 contains 2488 members Entering Unmasked Estep Score: -194705.406250 Penalty: 742.111816 Iteration 29Q: 3 clusters Score -194705.4 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 971 members Mstep: Class 2 contains 2510 members Entering Unmasked Estep Score: -194710.218750 Penalty: 742.111816 Iteration 30Q: 3 clusters Score -194710.2 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 949 members Mstep: Class 2 contains 2532 members Entering Unmasked Estep Score: -194715.984375 Penalty: 742.111816 Iteration 31Q: 3 clusters Score -194716 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 926 members Mstep: Class 2 contains 2555 members Entering Unmasked Estep Score: -194721.484375 Penalty: 742.111816 Iteration 32Q: 3 clusters Score -194721.5 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 904 members Mstep: Class 2 contains 2577 members Entering Unmasked Estep Score: -194728.640625 Penalty: 742.111816 Iteration 33Q: 3 clusters Score -194728.6 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 874 members Mstep: Class 2 contains 2607 members Entering Unmasked Estep Score: -194739.312500 Penalty: 742.111816 Iteration 34Q: 3 clusters Score -194739.3 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 833 members Mstep: Class 2 contains 2648 members Entering Unmasked Estep Score: -194756.015625 Penalty: 742.111816 Iteration 35Q: 3 clusters Score -194756 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 799 members Mstep: Class 2 contains 2682 members Entering Unmasked Estep Score: -194765.781250 Penalty: 742.111816 Iteration 36Q: 3 clusters Score -194765.8 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 762 members Mstep: Class 2 contains 2719 members Entering Unmasked Estep Score: -194781.656250 Penalty: 742.111816 Iteration 37Q: 3 clusters Score -194781.7 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 725 members Mstep: Class 2 contains 2756 members Entering Unmasked Estep Score: -194798.718750 Penalty: 742.111816 Iteration 38Q: 3 clusters Score -194798.7 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 686 members Mstep: Class 2 contains 2795 members Entering Unmasked Estep Score: -194815.250000 Penalty: 742.111816 Iteration 39Q: 3 clusters Score -194815.2 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 651 members Mstep: Class 2 contains 2830 members Entering Unmasked Estep Score: -194832.953125 Penalty: 742.111816 Iteration 40F: 3 clusters Score -194833 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 607 members Mstep: Class 2 contains 2874 members Entering Unmasked Estep Score: -194856.234375 Penalty: 742.111816 Iteration 41Q: 3 clusters Score -194856.2 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 570 members Mstep: Class 2 contains 2911 members Entering Unmasked Estep Score: -194872.515625 Penalty: 742.111816 Iteration 42Q: 3 clusters Score -194872.5 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 542 members Mstep: Class 2 contains 2939 members Entering Unmasked Estep Score: -194885.359375 Penalty: 742.111816 Iteration 43Q: 3 clusters Score -194885.4 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 521 members Mstep: Class 2 contains 2960 members Entering Unmasked Estep Score: -194890.359375 Penalty: 742.111816 Iteration 44Q: 3 clusters Score -194890.4 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 509 members Mstep: Class 2 contains 2972 members Entering Unmasked Estep Score: -194892.984375 Penalty: 742.111816 Iteration 45Q: 3 clusters Score -194893 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 494 members Mstep: Class 2 contains 2987 members Entering Unmasked Estep Score: -194899.125000 Penalty: 742.111816 Iteration 46Q: 3 clusters Score -194899.1 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 481 members Mstep: Class 2 contains 3000 members Entering Unmasked Estep Score: -194905.343750 Penalty: 742.111816 Iteration 47Q: 3 clusters Score -194905.3 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 464 members Mstep: Class 2 contains 3017 members Entering Unmasked Estep Score: -194914.703125 Penalty: 742.111816 Iteration 48Q: 3 clusters Score -194914.7 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 447 members Mstep: Class 2 contains 3034 members Entering Unmasked Estep Score: -194923.750000 Penalty: 742.111816 Iteration 49Q: 3 clusters Score -194923.8 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 430 members Mstep: Class 2 contains 3051 members Entering Unmasked Estep Score: -194931.328125 Penalty: 742.111816 Iteration 50Q: 3 clusters Score -194931.3 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 418 members Mstep: Class 2 contains 3063 members Entering Unmasked Estep Score: -194936.671875 Penalty: 742.111816 Iteration 51Q: 3 clusters Score -194936.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 408 members Mstep: Class 2 contains 3073 members Entering Unmasked Estep Score: -194940.265625 Penalty: 742.111816 Iteration 52Q: 3 clusters Score -194940.3 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 399 members Mstep: Class 2 contains 3082 members Entering Unmasked Estep Score: -194943.546875 Penalty: 742.111816 Iteration 53Q: 3 clusters Score -194943.5 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 389 members Mstep: Class 2 contains 3092 members Entering Unmasked Estep Score: -194948.328125 Penalty: 742.111816 Iteration 54Q: 3 clusters Score -194948.3 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 378 members Mstep: Class 2 contains 3103 members Entering Unmasked Estep Score: -194951.875000 Penalty: 742.111816 Iteration 55Q: 3 clusters Score -194951.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 373 members Mstep: Class 2 contains 3108 members Entering Unmasked Estep Score: -194953.937500 Penalty: 742.111816 Iteration 56Q: 3 clusters Score -194953.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 368 members Mstep: Class 2 contains 3113 members Entering Unmasked Estep Score: -194955.562500 Penalty: 742.111816 Iteration 57Q: 3 clusters Score -194955.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 364 members Mstep: Class 2 contains 3117 members Entering Unmasked Estep Score: -194956.296875 Penalty: 742.111816 Iteration 58Q: 3 clusters Score -194956.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 361 members Mstep: Class 2 contains 3120 members Entering Unmasked Estep Score: -194957.171875 Penalty: 742.111816 Iteration 59Q: 3 clusters Score -194957.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 357 members Mstep: Class 2 contains 3124 members Entering Unmasked Estep Score: -194957.859375 Penalty: 742.111816 Iteration 60F: 3 clusters Score -194957.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 356 members Mstep: Class 2 contains 3125 members Entering Unmasked Estep Score: -194958.265625 Penalty: 742.111816 Iteration 61Q: 3 clusters Score -194958.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 355 members Mstep: Class 2 contains 3126 members Entering Unmasked Estep Score: -194958.578125 Penalty: 742.111816 Iteration 62Q: 3 clusters Score -194958.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 354 members Mstep: Class 2 contains 3127 members Entering Unmasked Estep Score: -194958.734375 Penalty: 742.111816 Iteration 63Q: 3 clusters Score -194958.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 352 members Mstep: Class 2 contains 3129 members Entering Unmasked Estep Score: -194959.421875 Penalty: 742.111816 Iteration 64Q: 3 clusters Score -194959.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 352 members Mstep: Class 2 contains 3129 members Entering Unmasked Estep Score: -194959.421875 Penalty: 742.111816 Iteration 65F: 3 clusters Score -194959.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (22259 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22259 members Entering Unmasked Estep Score: -1176050.250000 Penalty: 455.477844 Iteration 0F: 2 clusters Score -1176050 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11075 members Mstep: Class 2 contains 11184 members Entering Unmasked Estep Score: -1161300.375000 Penalty: 910.955688 Iteration 0F: 3 clusters Score -1161300 nChanged 10615 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10714 members Mstep: Class 2 contains 11545 members Entering Unmasked Estep Score: -1167899.500000 Penalty: 910.955688 Iteration 1F: 3 clusters Score -1167900 nChanged 1246 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10526 members Mstep: Class 2 contains 11733 members Entering Unmasked Estep Score: -1168540.375000 Penalty: 910.955688 Iteration 2F: 3 clusters Score -1168540 nChanged 1329 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10295 members Mstep: Class 2 contains 11964 members Entering Unmasked Estep Score: -1169366.750000 Penalty: 910.955688 Iteration 3F: 3 clusters Score -1169367 nChanged 1343 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10046 members Mstep: Class 2 contains 12213 members Entering Unmasked Estep Score: -1170338.625000 Penalty: 910.955688 Iteration 4F: 3 clusters Score -1170339 nChanged 1310 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9752 members Mstep: Class 2 contains 12507 members Entering Unmasked Estep Score: -1171230.000000 Penalty: 910.955688 Iteration 5F: 3 clusters Score -1171230 nChanged 1093 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9475 members Mstep: Class 2 contains 12784 members Entering Unmasked Estep Score: -1171802.250000 Penalty: 910.955688 Iteration 6Q: 3 clusters Score -1171802 nChanged 846 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9189 members Mstep: Class 2 contains 13070 members Entering Unmasked Estep Score: -1172127.125000 Penalty: 910.955688 Iteration 7Q: 3 clusters Score -1172127 nChanged 611 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8924 members Mstep: Class 2 contains 13335 members Entering Unmasked Estep Score: -1172293.750000 Penalty: 910.955688 Iteration 8Q: 3 clusters Score -1172294 nChanged 444 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8640 members Mstep: Class 2 contains 13619 members Entering Unmasked Estep Score: -1172400.250000 Penalty: 910.955688 Iteration 9Q: 3 clusters Score -1172400 nChanged 362 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8352 members Mstep: Class 2 contains 13907 members Entering Unmasked Estep Score: -1172493.375000 Penalty: 910.955688 Iteration 10Q: 3 clusters Score -1172493 nChanged 342 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8040 members Mstep: Class 2 contains 14219 members Entering Unmasked Estep Score: -1172578.500000 Penalty: 910.955688 Iteration 11Q: 3 clusters Score -1172578 nChanged 355 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7701 members Mstep: Class 2 contains 14558 members Entering Unmasked Estep Score: -1172672.125000 Penalty: 910.955688 Iteration 12Q: 3 clusters Score -1172672 nChanged 364 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7347 members Mstep: Class 2 contains 14912 members Entering Unmasked Estep Score: -1172773.500000 Penalty: 910.955688 Iteration 13Q: 3 clusters Score -1172774 nChanged 360 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6995 members Mstep: Class 2 contains 15264 members Entering Unmasked Estep Score: -1172892.625000 Penalty: 910.955688 Iteration 14Q: 3 clusters Score -1172893 nChanged 391 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6606 members Mstep: Class 2 contains 15653 members Entering Unmasked Estep Score: -1173023.500000 Penalty: 910.955688 Iteration 15Q: 3 clusters Score -1173024 nChanged 407 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6207 members Mstep: Class 2 contains 16052 members Entering Unmasked Estep Score: -1173163.500000 Penalty: 910.955688 Iteration 16Q: 3 clusters Score -1173164 nChanged 420 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5793 members Mstep: Class 2 contains 16466 members Entering Unmasked Estep Score: -1173305.375000 Penalty: 910.955688 Iteration 17Q: 3 clusters Score -1173305 nChanged 397 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5396 members Mstep: Class 2 contains 16863 members Entering Unmasked Estep Score: -1173433.125000 Penalty: 910.955688 Iteration 18Q: 3 clusters Score -1173433 nChanged 379 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5017 members Mstep: Class 2 contains 17242 members Entering Unmasked Estep Score: -1173549.875000 Penalty: 910.955688 Iteration 19Q: 3 clusters Score -1173550 nChanged 379 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4638 members Mstep: Class 2 contains 17621 members Entering Unmasked Estep Score: -1173672.500000 Penalty: 910.955688 Iteration 20F: 3 clusters Score -1173672 nChanged 354 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4284 members Mstep: Class 2 contains 17975 members Entering Unmasked Estep Score: -1173787.250000 Penalty: 910.955688 Iteration 21Q: 3 clusters Score -1173787 nChanged 322 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3962 members Mstep: Class 2 contains 18297 members Entering Unmasked Estep Score: -1173901.125000 Penalty: 910.955688 Iteration 22Q: 3 clusters Score -1173901 nChanged 322 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3640 members Mstep: Class 2 contains 18619 members Entering Unmasked Estep Score: -1174018.750000 Penalty: 910.955688 Iteration 23Q: 3 clusters Score -1174019 nChanged 327 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3313 members Mstep: Class 2 contains 18946 members Entering Unmasked Estep Score: -1174140.750000 Penalty: 910.955688 Iteration 24Q: 3 clusters Score -1174141 nChanged 315 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3000 members Mstep: Class 2 contains 19259 members Entering Unmasked Estep Score: -1174274.250000 Penalty: 910.955688 Iteration 25Q: 3 clusters Score -1174274 nChanged 333 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2667 members Mstep: Class 2 contains 19592 members Entering Unmasked Estep Score: -1174425.250000 Penalty: 910.955688 Iteration 26Q: 3 clusters Score -1174425 nChanged 295 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2372 members Mstep: Class 2 contains 19887 members Entering Unmasked Estep Score: -1174552.000000 Penalty: 910.955688 Iteration 27Q: 3 clusters Score -1174552 nChanged 261 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2111 members Mstep: Class 2 contains 20148 members Entering Unmasked Estep Score: -1174652.875000 Penalty: 910.955688 Iteration 28Q: 3 clusters Score -1174653 nChanged 239 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1872 members Mstep: Class 2 contains 20387 members Entering Unmasked Estep Score: -1174750.750000 Penalty: 910.955688 Iteration 29Q: 3 clusters Score -1174751 nChanged 216 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1656 members Mstep: Class 2 contains 20603 members Entering Unmasked Estep Score: -1174837.000000 Penalty: 910.955688 Iteration 30Q: 3 clusters Score -1174837 nChanged 210 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1446 members Mstep: Class 2 contains 20813 members Entering Unmasked Estep Score: -1174933.375000 Penalty: 910.955688 Iteration 31Q: 3 clusters Score -1174933 nChanged 213 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1235 members Mstep: Class 2 contains 21024 members Entering Unmasked Estep Score: -1175029.000000 Penalty: 910.955688 Iteration 32Q: 3 clusters Score -1175029 nChanged 197 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1038 members Mstep: Class 2 contains 21221 members Entering Unmasked Estep Score: -1175120.375000 Penalty: 910.955688 Iteration 33Q: 3 clusters Score -1175120 nChanged 175 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 863 members Mstep: Class 2 contains 21396 members Entering Unmasked Estep Score: -1175207.375000 Penalty: 910.955688 Iteration 34Q: 3 clusters Score -1175207 nChanged 168 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 695 members Mstep: Class 2 contains 21564 members Entering Unmasked Estep Score: -1175302.375000 Penalty: 910.955688 Iteration 35Q: 3 clusters Score -1175302 nChanged 150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 545 members Mstep: Class 2 contains 21714 members Entering Unmasked Estep Score: -1175388.625000 Penalty: 910.955688 Iteration 36Q: 3 clusters Score -1175389 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 425 members Mstep: Class 2 contains 21834 members Entering Unmasked Estep Score: -1175457.125000 Penalty: 910.955688 Iteration 37Q: 3 clusters Score -1175457 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 337 members Mstep: Class 2 contains 21922 members Entering Unmasked Estep Score: -1175509.500000 Penalty: 910.955688 Iteration 38Q: 3 clusters Score -1175510 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 276 members Mstep: Class 2 contains 21983 members Entering Unmasked Estep Score: -1175542.750000 Penalty: 910.955688 Iteration 39Q: 3 clusters Score -1175543 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 239 members Mstep: Class 2 contains 22020 members Entering Unmasked Estep Score: -1175570.375000 Penalty: 910.955688 Iteration 40F: 3 clusters Score -1175570 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 218 members Mstep: Class 2 contains 22041 members Entering Unmasked Estep Score: -1175594.000000 Penalty: 910.955688 Iteration 41Q: 3 clusters Score -1175594 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 193 members Mstep: Class 2 contains 22066 members Entering Unmasked Estep Score: -1175609.125000 Penalty: 910.955688 Iteration 42Q: 3 clusters Score -1175609 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 183 members Mstep: Class 2 contains 22076 members Entering Unmasked Estep Score: -1175619.000000 Penalty: 910.955688 Iteration 43Q: 3 clusters Score -1175619 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 168 members Mstep: Class 2 contains 22091 members Entering Unmasked Estep Score: -1175630.125000 Penalty: 910.955688 Iteration 44Q: 3 clusters Score -1175630 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 154 members Mstep: Class 2 contains 22105 members Entering Unmasked Estep Score: -1175643.250000 Penalty: 910.955688 Iteration 45Q: 3 clusters Score -1175643 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141 members Mstep: Class 2 contains 22118 members Entering Unmasked Estep Score: -1175659.000000 Penalty: 910.955688 Iteration 46Q: 3 clusters Score -1175659 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 132 members Mstep: Class 2 contains 22127 members Entering Unmasked Estep Score: -1175668.125000 Penalty: 910.955688 Iteration 47Q: 3 clusters Score -1175668 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 129 members Mstep: Class 2 contains 22130 members Entering Unmasked Estep Score: -1175670.875000 Penalty: 910.955688 Iteration 48Q: 3 clusters Score -1175671 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 126 members Mstep: Class 2 contains 22133 members Entering Unmasked Estep Score: -1175671.000000 Penalty: 910.955688 Iteration 49Q: 3 clusters Score -1175671 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 125 members Mstep: Class 2 contains 22134 members Entering Unmasked Estep Score: -1175672.125000 Penalty: 910.955688 Iteration 50Q: 3 clusters Score -1175672 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 123 members Mstep: Class 2 contains 22136 members Entering Unmasked Estep Score: -1175673.625000 Penalty: 910.955688 Iteration 51Q: 3 clusters Score -1175674 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 123 members Mstep: Class 2 contains 22136 members Entering Unmasked Estep Score: -1175673.625000 Penalty: 910.955688 Iteration 52F: 3 clusters Score -1175674 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (22677 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22677 members Entering Unmasked Estep Score: -1314017.625000 Penalty: 456.324341 Iteration 0F: 2 clusters Score -1314018 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11475 members Mstep: Class 2 contains 11202 members Entering Unmasked Estep Score: -1298853.375000 Penalty: 912.648682 Iteration 0F: 3 clusters Score -1298853 nChanged 10855 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13782 members Mstep: Class 2 contains 8895 members Entering Unmasked Estep Score: -1305909.250000 Penalty: 912.648682 Iteration 1F: 3 clusters Score -1305909 nChanged 1897 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15349 members Mstep: Class 2 contains 7328 members Entering Unmasked Estep Score: -1307356.875000 Penalty: 912.648682 Iteration 2F: 3 clusters Score -1307357 nChanged 2066 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17109 members Mstep: Class 2 contains 5568 members Entering Unmasked Estep Score: -1309220.125000 Penalty: 912.648682 Iteration 3F: 3 clusters Score -1309220 nChanged 1873 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18666 members Mstep: Class 2 contains 4011 members Entering Unmasked Estep Score: -1310978.250000 Penalty: 912.648682 Iteration 4F: 3 clusters Score -1310978 nChanged 1355 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19773 members Mstep: Class 2 contains 2904 members Entering Unmasked Estep Score: -1312192.625000 Penalty: 912.648682 Iteration 5F: 3 clusters Score -1312193 nChanged 814 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20433 members Mstep: Class 2 contains 2244 members Entering Unmasked Estep Score: -1312852.750000 Penalty: 912.648682 Iteration 6Q: 3 clusters Score -1312853 nChanged 499 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20830 members Mstep: Class 2 contains 1847 members Entering Unmasked Estep Score: -1313191.500000 Penalty: 912.648682 Iteration 7Q: 3 clusters Score -1313192 nChanged 313 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21107 members Mstep: Class 2 contains 1570 members Entering Unmasked Estep Score: -1313382.125000 Penalty: 912.648682 Iteration 8Q: 3 clusters Score -1313382 nChanged 185 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21280 members Mstep: Class 2 contains 1397 members Entering Unmasked Estep Score: -1313475.000000 Penalty: 912.648682 Iteration 9Q: 3 clusters Score -1313475 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21422 members Mstep: Class 2 contains 1255 members Entering Unmasked Estep Score: -1313535.250000 Penalty: 912.648682 Iteration 10Q: 3 clusters Score -1313535 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21531 members Mstep: Class 2 contains 1146 members Entering Unmasked Estep Score: -1313589.875000 Penalty: 912.648682 Iteration 11Q: 3 clusters Score -1313590 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21640 members Mstep: Class 2 contains 1037 members Entering Unmasked Estep Score: -1313641.125000 Penalty: 912.648682 Iteration 12Q: 3 clusters Score -1313641 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21716 members Mstep: Class 2 contains 961 members Entering Unmasked Estep Score: -1313667.750000 Penalty: 912.648682 Iteration 13Q: 3 clusters Score -1313668 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21777 members Mstep: Class 2 contains 900 members Entering Unmasked Estep Score: -1313689.625000 Penalty: 912.648682 Iteration 14Q: 3 clusters Score -1313690 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21820 members Mstep: Class 2 contains 857 members Entering Unmasked Estep Score: -1313703.375000 Penalty: 912.648682 Iteration 15Q: 3 clusters Score -1313703 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21857 members Mstep: Class 2 contains 820 members Entering Unmasked Estep Score: -1313708.875000 Penalty: 912.648682 Iteration 16Q: 3 clusters Score -1313709 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21894 members Mstep: Class 2 contains 783 members Entering Unmasked Estep Score: -1313718.625000 Penalty: 912.648682 Iteration 17Q: 3 clusters Score -1313719 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21931 members Mstep: Class 2 contains 746 members Entering Unmasked Estep Score: -1313723.500000 Penalty: 912.648682 Iteration 18Q: 3 clusters Score -1313724 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21959 members Mstep: Class 2 contains 718 members Entering Unmasked Estep Score: -1313727.000000 Penalty: 912.648682 Iteration 19Q: 3 clusters Score -1313727 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21985 members Mstep: Class 2 contains 692 members Entering Unmasked Estep Score: -1313729.750000 Penalty: 912.648682 Iteration 20F: 3 clusters Score -1313730 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22005 members Mstep: Class 2 contains 672 members Entering Unmasked Estep Score: -1313737.250000 Penalty: 912.648682 Iteration 21Q: 3 clusters Score -1313737 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22018 members Mstep: Class 2 contains 659 members Entering Unmasked Estep Score: -1313741.625000 Penalty: 912.648682 Iteration 22Q: 3 clusters Score -1313742 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22035 members Mstep: Class 2 contains 642 members Entering Unmasked Estep Score: -1313749.125000 Penalty: 912.648682 Iteration 23Q: 3 clusters Score -1313749 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22052 members Mstep: Class 2 contains 625 members Entering Unmasked Estep Score: -1313753.875000 Penalty: 912.648682 Iteration 24Q: 3 clusters Score -1313754 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22061 members Mstep: Class 2 contains 616 members Entering Unmasked Estep Score: -1313757.125000 Penalty: 912.648682 Iteration 25Q: 3 clusters Score -1313757 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22068 members Mstep: Class 2 contains 609 members Entering Unmasked Estep Score: -1313761.250000 Penalty: 912.648682 Iteration 26Q: 3 clusters Score -1313761 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22074 members Mstep: Class 2 contains 603 members Entering Unmasked Estep Score: -1313762.750000 Penalty: 912.648682 Iteration 27Q: 3 clusters Score -1313763 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22081 members Mstep: Class 2 contains 596 members Entering Unmasked Estep Score: -1313763.125000 Penalty: 912.648682 Iteration 28Q: 3 clusters Score -1313763 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22089 members Mstep: Class 2 contains 588 members Entering Unmasked Estep Score: -1313766.625000 Penalty: 912.648682 Iteration 29Q: 3 clusters Score -1313767 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22095 members Mstep: Class 2 contains 582 members Entering Unmasked Estep Score: -1313769.000000 Penalty: 912.648682 Iteration 30Q: 3 clusters Score -1313769 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22099 members Mstep: Class 2 contains 578 members Entering Unmasked Estep Score: -1313768.250000 Penalty: 912.648682 Iteration 31Q: 3 clusters Score -1313768 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22099 members Mstep: Class 2 contains 578 members Entering Unmasked Estep Score: -1313768.250000 Penalty: 912.648682 Iteration 32F: 3 clusters Score -1313768 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (12269 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12269 members Entering Unmasked Estep Score: -714717.625000 Penalty: 428.374817 Iteration 0F: 2 clusters Score -714717.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6170 members Mstep: Class 2 contains 6099 members Entering Unmasked Estep Score: -706512.687500 Penalty: 856.749634 Iteration 0F: 3 clusters Score -706512.7 nChanged 5742 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6334 members Mstep: Class 2 contains 5935 members Entering Unmasked Estep Score: -710003.937500 Penalty: 856.749634 Iteration 1F: 3 clusters Score -710003.9 nChanged 684 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6378 members Mstep: Class 2 contains 5891 members Entering Unmasked Estep Score: -710364.000000 Penalty: 856.749634 Iteration 2F: 3 clusters Score -710364 nChanged 699 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6477 members Mstep: Class 2 contains 5792 members Entering Unmasked Estep Score: -710793.250000 Penalty: 856.749634 Iteration 3F: 3 clusters Score -710793.2 nChanged 777 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6630 members Mstep: Class 2 contains 5639 members Entering Unmasked Estep Score: -711364.875000 Penalty: 856.749634 Iteration 4F: 3 clusters Score -711364.9 nChanged 757 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6795 members Mstep: Class 2 contains 5474 members Entering Unmasked Estep Score: -711996.812500 Penalty: 856.749634 Iteration 5F: 3 clusters Score -711996.8 nChanged 700 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6885 members Mstep: Class 2 contains 5384 members Entering Unmasked Estep Score: -712464.812500 Penalty: 856.749634 Iteration 6F: 3 clusters Score -712464.8 nChanged 551 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6938 members Mstep: Class 2 contains 5331 members Entering Unmasked Estep Score: -712741.937500 Penalty: 856.749634 Iteration 7Q: 3 clusters Score -712741.9 nChanged 366 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6946 members Mstep: Class 2 contains 5323 members Entering Unmasked Estep Score: -712864.375000 Penalty: 856.749634 Iteration 8Q: 3 clusters Score -712864.4 nChanged 243 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6963 members Mstep: Class 2 contains 5306 members Entering Unmasked Estep Score: -712948.125000 Penalty: 856.749634 Iteration 9Q: 3 clusters Score -712948.1 nChanged 211 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6966 members Mstep: Class 2 contains 5303 members Entering Unmasked Estep Score: -713022.500000 Penalty: 856.749634 Iteration 10Q: 3 clusters Score -713022.5 nChanged 197 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6945 members Mstep: Class 2 contains 5324 members Entering Unmasked Estep Score: -713090.687500 Penalty: 856.749634 Iteration 11Q: 3 clusters Score -713090.7 nChanged 186 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6921 members Mstep: Class 2 contains 5348 members Entering Unmasked Estep Score: -713142.562500 Penalty: 856.749634 Iteration 12Q: 3 clusters Score -713142.6 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6909 members Mstep: Class 2 contains 5360 members Entering Unmasked Estep Score: -713180.937500 Penalty: 856.749634 Iteration 13Q: 3 clusters Score -713180.9 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6899 members Mstep: Class 2 contains 5370 members Entering Unmasked Estep Score: -713217.562500 Penalty: 856.749634 Iteration 14Q: 3 clusters Score -713217.6 nChanged 155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6888 members Mstep: Class 2 contains 5381 members Entering Unmasked Estep Score: -713262.125000 Penalty: 856.749634 Iteration 15Q: 3 clusters Score -713262.1 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6869 members Mstep: Class 2 contains 5400 members Entering Unmasked Estep Score: -713294.375000 Penalty: 856.749634 Iteration 16Q: 3 clusters Score -713294.4 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6866 members Mstep: Class 2 contains 5403 members Entering Unmasked Estep Score: -713320.375000 Penalty: 856.749634 Iteration 17Q: 3 clusters Score -713320.4 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6864 members Mstep: Class 2 contains 5405 members Entering Unmasked Estep Score: -713348.250000 Penalty: 856.749634 Iteration 18Q: 3 clusters Score -713348.2 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6841 members Mstep: Class 2 contains 5428 members Entering Unmasked Estep Score: -713368.312500 Penalty: 856.749634 Iteration 19Q: 3 clusters Score -713368.3 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6823 members Mstep: Class 2 contains 5446 members Entering Unmasked Estep Score: -713390.500000 Penalty: 856.749634 Iteration 20F: 3 clusters Score -713390.5 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6812 members Mstep: Class 2 contains 5457 members Entering Unmasked Estep Score: -713404.687500 Penalty: 856.749634 Iteration 21Q: 3 clusters Score -713404.7 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6810 members Mstep: Class 2 contains 5459 members Entering Unmasked Estep Score: -713422.250000 Penalty: 856.749634 Iteration 22Q: 3 clusters Score -713422.2 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6813 members Mstep: Class 2 contains 5456 members Entering Unmasked Estep Score: -713437.562500 Penalty: 856.749634 Iteration 23Q: 3 clusters Score -713437.6 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6800 members Mstep: Class 2 contains 5469 members Entering Unmasked Estep Score: -713452.500000 Penalty: 856.749634 Iteration 24Q: 3 clusters Score -713452.5 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6782 members Mstep: Class 2 contains 5487 members Entering Unmasked Estep Score: -713466.625000 Penalty: 856.749634 Iteration 25Q: 3 clusters Score -713466.6 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6762 members Mstep: Class 2 contains 5507 members Entering Unmasked Estep Score: -713478.625000 Penalty: 856.749634 Iteration 26Q: 3 clusters Score -713478.6 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6742 members Mstep: Class 2 contains 5527 members Entering Unmasked Estep Score: -713487.000000 Penalty: 856.749634 Iteration 27Q: 3 clusters Score -713487 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6721 members Mstep: Class 2 contains 5548 members Entering Unmasked Estep Score: -713496.375000 Penalty: 856.749634 Iteration 28Q: 3 clusters Score -713496.4 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6690 members Mstep: Class 2 contains 5579 members Entering Unmasked Estep Score: -713503.062500 Penalty: 856.749634 Iteration 29Q: 3 clusters Score -713503.1 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6669 members Mstep: Class 2 contains 5600 members Entering Unmasked Estep Score: -713511.437500 Penalty: 856.749634 Iteration 30Q: 3 clusters Score -713511.4 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6648 members Mstep: Class 2 contains 5621 members Entering Unmasked Estep Score: -713518.812500 Penalty: 856.749634 Iteration 31Q: 3 clusters Score -713518.8 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6616 members Mstep: Class 2 contains 5653 members Entering Unmasked Estep Score: -713526.562500 Penalty: 856.749634 Iteration 32Q: 3 clusters Score -713526.6 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6581 members Mstep: Class 2 contains 5688 members Entering Unmasked Estep Score: -713535.812500 Penalty: 856.749634 Iteration 33Q: 3 clusters Score -713535.8 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6554 members Mstep: Class 2 contains 5715 members Entering Unmasked Estep Score: -713548.937500 Penalty: 856.749634 Iteration 34Q: 3 clusters Score -713548.9 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6517 members Mstep: Class 2 contains 5752 members Entering Unmasked Estep Score: -713562.937500 Penalty: 856.749634 Iteration 35Q: 3 clusters Score -713562.9 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6478 members Mstep: Class 2 contains 5791 members Entering Unmasked Estep Score: -713582.250000 Penalty: 856.749634 Iteration 36Q: 3 clusters Score -713582.2 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6435 members Mstep: Class 2 contains 5834 members Entering Unmasked Estep Score: -713595.750000 Penalty: 856.749634 Iteration 37Q: 3 clusters Score -713595.8 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6406 members Mstep: Class 2 contains 5863 members Entering Unmasked Estep Score: -713612.375000 Penalty: 856.749634 Iteration 38Q: 3 clusters Score -713612.4 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6382 members Mstep: Class 2 contains 5887 members Entering Unmasked Estep Score: -713628.875000 Penalty: 856.749634 Iteration 39Q: 3 clusters Score -713628.9 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6347 members Mstep: Class 2 contains 5922 members Entering Unmasked Estep Score: -713642.500000 Penalty: 856.749634 Iteration 40F: 3 clusters Score -713642.5 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6317 members Mstep: Class 2 contains 5952 members Entering Unmasked Estep Score: -713660.937500 Penalty: 856.749634 Iteration 41Q: 3 clusters Score -713660.9 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6296 members Mstep: Class 2 contains 5973 members Entering Unmasked Estep Score: -713673.312500 Penalty: 856.749634 Iteration 42Q: 3 clusters Score -713673.3 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6267 members Mstep: Class 2 contains 6002 members Entering Unmasked Estep Score: -713687.812500 Penalty: 856.749634 Iteration 43Q: 3 clusters Score -713687.8 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6235 members Mstep: Class 2 contains 6034 members Entering Unmasked Estep Score: -713702.312500 Penalty: 856.749634 Iteration 44Q: 3 clusters Score -713702.3 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6206 members Mstep: Class 2 contains 6063 members Entering Unmasked Estep Score: -713713.937500 Penalty: 856.749634 Iteration 45Q: 3 clusters Score -713713.9 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6173 members Mstep: Class 2 contains 6096 members Entering Unmasked Estep Score: -713724.937500 Penalty: 856.749634 Iteration 46Q: 3 clusters Score -713724.9 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6139 members Mstep: Class 2 contains 6130 members Entering Unmasked Estep Score: -713733.062500 Penalty: 856.749634 Iteration 47Q: 3 clusters Score -713733.1 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6108 members Mstep: Class 2 contains 6161 members Entering Unmasked Estep Score: -713741.062500 Penalty: 856.749634 Iteration 48Q: 3 clusters Score -713741.1 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6068 members Mstep: Class 2 contains 6201 members Entering Unmasked Estep Score: -713750.375000 Penalty: 856.749634 Iteration 49Q: 3 clusters Score -713750.4 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6038 members Mstep: Class 2 contains 6231 members Entering Unmasked Estep Score: -713758.250000 Penalty: 856.749634 Iteration 50Q: 3 clusters Score -713758.2 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6005 members Mstep: Class 2 contains 6264 members Entering Unmasked Estep Score: -713765.250000 Penalty: 856.749634 Iteration 51Q: 3 clusters Score -713765.2 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5970 members Mstep: Class 2 contains 6299 members Entering Unmasked Estep Score: -713767.250000 Penalty: 856.749634 Iteration 52Q: 3 clusters Score -713767.2 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5941 members Mstep: Class 2 contains 6328 members Entering Unmasked Estep Score: -713769.812500 Penalty: 856.749634 Iteration 53Q: 3 clusters Score -713769.8 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5910 members Mstep: Class 2 contains 6359 members Entering Unmasked Estep Score: -713771.187500 Penalty: 856.749634 Iteration 54Q: 3 clusters Score -713771.2 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5884 members Mstep: Class 2 contains 6385 members Entering Unmasked Estep Score: -713775.375000 Penalty: 856.749634 Iteration 55Q: 3 clusters Score -713775.4 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5856 members Mstep: Class 2 contains 6413 members Entering Unmasked Estep Score: -713778.750000 Penalty: 856.749634 Iteration 56Q: 3 clusters Score -713778.8 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5835 members Mstep: Class 2 contains 6434 members Entering Unmasked Estep Score: -713782.625000 Penalty: 856.749634 Iteration 57Q: 3 clusters Score -713782.6 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5811 members Mstep: Class 2 contains 6458 members Entering Unmasked Estep Score: -713786.625000 Penalty: 856.749634 Iteration 58Q: 3 clusters Score -713786.6 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5784 members Mstep: Class 2 contains 6485 members Entering Unmasked Estep Score: -713787.437500 Penalty: 856.749634 Iteration 59Q: 3 clusters Score -713787.4 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5760 members Mstep: Class 2 contains 6509 members Entering Unmasked Estep Score: -713788.812500 Penalty: 856.749634 Iteration 60F: 3 clusters Score -713788.8 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5736 members Mstep: Class 2 contains 6533 members Entering Unmasked Estep Score: -713790.062500 Penalty: 856.749634 Iteration 61Q: 3 clusters Score -713790.1 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5716 members Mstep: Class 2 contains 6553 members Entering Unmasked Estep Score: -713792.875000 Penalty: 856.749634 Iteration 62Q: 3 clusters Score -713792.9 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5687 members Mstep: Class 2 contains 6582 members Entering Unmasked Estep Score: -713795.312500 Penalty: 856.749634 Iteration 63Q: 3 clusters Score -713795.3 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5652 members Mstep: Class 2 contains 6617 members Entering Unmasked Estep Score: -713799.125000 Penalty: 856.749634 Iteration 64Q: 3 clusters Score -713799.1 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5615 members Mstep: Class 2 contains 6654 members Entering Unmasked Estep Score: -713800.562500 Penalty: 856.749634 Iteration 65Q: 3 clusters Score -713800.6 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5585 members Mstep: Class 2 contains 6684 members Entering Unmasked Estep Score: -713803.875000 Penalty: 856.749634 Iteration 66Q: 3 clusters Score -713803.9 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5555 members Mstep: Class 2 contains 6714 members Entering Unmasked Estep Score: -713806.562500 Penalty: 856.749634 Iteration 67Q: 3 clusters Score -713806.6 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5525 members Mstep: Class 2 contains 6744 members Entering Unmasked Estep Score: -713807.812500 Penalty: 856.749634 Iteration 68Q: 3 clusters Score -713807.8 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5490 members Mstep: Class 2 contains 6779 members Entering Unmasked Estep Score: -713811.062500 Penalty: 856.749634 Iteration 69Q: 3 clusters Score -713811.1 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5464 members Mstep: Class 2 contains 6805 members Entering Unmasked Estep Score: -713809.500000 Penalty: 856.749634 Iteration 70Q: 3 clusters Score -713809.5 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5435 members Mstep: Class 2 contains 6834 members Entering Unmasked Estep Score: -713813.000000 Penalty: 856.749634 Iteration 71Q: 3 clusters Score -713813 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5411 members Mstep: Class 2 contains 6858 members Entering Unmasked Estep Score: -713815.000000 Penalty: 856.749634 Iteration 72Q: 3 clusters Score -713815 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5393 members Mstep: Class 2 contains 6876 members Entering Unmasked Estep Score: -713814.937500 Penalty: 856.749634 Iteration 73Q: 3 clusters Score -713814.9 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5373 members Mstep: Class 2 contains 6896 members Entering Unmasked Estep Score: -713818.750000 Penalty: 856.749634 Iteration 74Q: 3 clusters Score -713818.8 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5359 members Mstep: Class 2 contains 6910 members Entering Unmasked Estep Score: -713819.375000 Penalty: 856.749634 Iteration 75Q: 3 clusters Score -713819.4 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5342 members Mstep: Class 2 contains 6927 members Entering Unmasked Estep Score: -713819.437500 Penalty: 856.749634 Iteration 76Q: 3 clusters Score -713819.4 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5324 members Mstep: Class 2 contains 6945 members Entering Unmasked Estep Score: -713820.562500 Penalty: 856.749634 Iteration 77Q: 3 clusters Score -713820.6 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5309 members Mstep: Class 2 contains 6960 members Entering Unmasked Estep Score: -713821.687500 Penalty: 856.749634 Iteration 78Q: 3 clusters Score -713821.7 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5297 members Mstep: Class 2 contains 6972 members Entering Unmasked Estep Score: -713824.000000 Penalty: 856.749634 Iteration 79Q: 3 clusters Score -713824 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5286 members Mstep: Class 2 contains 6983 members Entering Unmasked Estep Score: -713824.187500 Penalty: 856.749634 Iteration 80F: 3 clusters Score -713824.2 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5268 members Mstep: Class 2 contains 7001 members Entering Unmasked Estep Score: -713825.062500 Penalty: 856.749634 Iteration 81Q: 3 clusters Score -713825.1 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5249 members Mstep: Class 2 contains 7020 members Entering Unmasked Estep Score: -713825.312500 Penalty: 856.749634 Iteration 82Q: 3 clusters Score -713825.3 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5225 members Mstep: Class 2 contains 7044 members Entering Unmasked Estep Score: -713826.750000 Penalty: 856.749634 Iteration 83Q: 3 clusters Score -713826.8 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5201 members Mstep: Class 2 contains 7068 members Entering Unmasked Estep Score: -713828.125000 Penalty: 856.749634 Iteration 84Q: 3 clusters Score -713828.1 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5177 members Mstep: Class 2 contains 7092 members Entering Unmasked Estep Score: -713829.812500 Penalty: 856.749634 Iteration 85Q: 3 clusters Score -713829.8 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5149 members Mstep: Class 2 contains 7120 members Entering Unmasked Estep Score: -713833.375000 Penalty: 856.749634 Iteration 86Q: 3 clusters Score -713833.4 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5126 members Mstep: Class 2 contains 7143 members Entering Unmasked Estep Score: -713834.875000 Penalty: 856.749634 Iteration 87Q: 3 clusters Score -713834.9 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5099 members Mstep: Class 2 contains 7170 members Entering Unmasked Estep Score: -713836.125000 Penalty: 856.749634 Iteration 88Q: 3 clusters Score -713836.1 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5072 members Mstep: Class 2 contains 7197 members Entering Unmasked Estep Score: -713839.125000 Penalty: 856.749634 Iteration 89Q: 3 clusters Score -713839.1 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5049 members Mstep: Class 2 contains 7220 members Entering Unmasked Estep Score: -713839.437500 Penalty: 856.749634 Iteration 90Q: 3 clusters Score -713839.4 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5029 members Mstep: Class 2 contains 7240 members Entering Unmasked Estep Score: -713841.937500 Penalty: 856.749634 Iteration 91Q: 3 clusters Score -713841.9 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5008 members Mstep: Class 2 contains 7261 members Entering Unmasked Estep Score: -713841.000000 Penalty: 856.749634 Iteration 92Q: 3 clusters Score -713841 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4993 members Mstep: Class 2 contains 7276 members Entering Unmasked Estep Score: -713842.875000 Penalty: 856.749634 Iteration 93Q: 3 clusters Score -713842.9 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4977 members Mstep: Class 2 contains 7292 members Entering Unmasked Estep Score: -713842.687500 Penalty: 856.749634 Iteration 94Q: 3 clusters Score -713842.7 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4962 members Mstep: Class 2 contains 7307 members Entering Unmasked Estep Score: -713843.000000 Penalty: 856.749634 Iteration 95Q: 3 clusters Score -713843 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4949 members Mstep: Class 2 contains 7320 members Entering Unmasked Estep Score: -713843.687500 Penalty: 856.749634 Iteration 96Q: 3 clusters Score -713843.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4942 members Mstep: Class 2 contains 7327 members Entering Unmasked Estep Score: -713843.375000 Penalty: 856.749634 Iteration 97Q: 3 clusters Score -713843.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4934 members Mstep: Class 2 contains 7335 members Entering Unmasked Estep Score: -713843.875000 Penalty: 856.749634 Iteration 98Q: 3 clusters Score -713843.9 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4922 members Mstep: Class 2 contains 7347 members Entering Unmasked Estep Score: -713845.687500 Penalty: 856.749634 Iteration 99Q: 3 clusters Score -713845.7 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4913 members Mstep: Class 2 contains 7356 members Entering Unmasked Estep Score: -713846.625000 Penalty: 856.749634 Iteration 100F: 3 clusters Score -713846.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4907 members Mstep: Class 2 contains 7362 members Entering Unmasked Estep Score: -713847.312500 Penalty: 856.749634 Iteration 101Q: 3 clusters Score -713847.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4900 members Mstep: Class 2 contains 7369 members Entering Unmasked Estep Score: -713849.437500 Penalty: 856.749634 Iteration 102Q: 3 clusters Score -713849.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4893 members Mstep: Class 2 contains 7376 members Entering Unmasked Estep Score: -713847.875000 Penalty: 856.749634 Iteration 103Q: 3 clusters Score -713847.9 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4883 members Mstep: Class 2 contains 7386 members Entering Unmasked Estep Score: -713847.687500 Penalty: 856.749634 Iteration 104Q: 3 clusters Score -713847.7 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4872 members Mstep: Class 2 contains 7397 members Entering Unmasked Estep Score: -713847.937500 Penalty: 856.749634 Iteration 105Q: 3 clusters Score -713847.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4865 members Mstep: Class 2 contains 7404 members Entering Unmasked Estep Score: -713848.375000 Penalty: 856.749634 Iteration 106Q: 3 clusters Score -713848.4 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4853 members Mstep: Class 2 contains 7416 members Entering Unmasked Estep Score: -713849.625000 Penalty: 856.749634 Iteration 107Q: 3 clusters Score -713849.6 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4841 members Mstep: Class 2 contains 7428 members Entering Unmasked Estep Score: -713851.062500 Penalty: 856.749634 Iteration 108Q: 3 clusters Score -713851.1 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4825 members Mstep: Class 2 contains 7444 members Entering Unmasked Estep Score: -713851.250000 Penalty: 856.749634 Iteration 109Q: 3 clusters Score -713851.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4816 members Mstep: Class 2 contains 7453 members Entering Unmasked Estep Score: -713851.250000 Penalty: 856.749634 Iteration 110Q: 3 clusters Score -713851.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4805 members Mstep: Class 2 contains 7464 members Entering Unmasked Estep Score: -713852.937500 Penalty: 856.749634 Iteration 111Q: 3 clusters Score -713852.9 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4793 members Mstep: Class 2 contains 7476 members Entering Unmasked Estep Score: -713852.625000 Penalty: 856.749634 Iteration 112Q: 3 clusters Score -713852.6 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4774 members Mstep: Class 2 contains 7495 members Entering Unmasked Estep Score: -713854.687500 Penalty: 856.749634 Iteration 113Q: 3 clusters Score -713854.7 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4754 members Mstep: Class 2 contains 7515 members Entering Unmasked Estep Score: -713857.125000 Penalty: 856.749634 Iteration 114Q: 3 clusters Score -713857.1 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4731 members Mstep: Class 2 contains 7538 members Entering Unmasked Estep Score: -713859.062500 Penalty: 856.749634 Iteration 115Q: 3 clusters Score -713859.1 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4703 members Mstep: Class 2 contains 7566 members Entering Unmasked Estep Score: -713861.250000 Penalty: 856.749634 Iteration 116Q: 3 clusters Score -713861.2 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4676 members Mstep: Class 2 contains 7593 members Entering Unmasked Estep Score: -713863.750000 Penalty: 856.749634 Iteration 117Q: 3 clusters Score -713863.8 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4641 members Mstep: Class 2 contains 7628 members Entering Unmasked Estep Score: -713866.125000 Penalty: 856.749634 Iteration 118Q: 3 clusters Score -713866.1 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4602 members Mstep: Class 2 contains 7667 members Entering Unmasked Estep Score: -713870.625000 Penalty: 856.749634 Iteration 119Q: 3 clusters Score -713870.6 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4555 members Mstep: Class 2 contains 7714 members Entering Unmasked Estep Score: -713873.250000 Penalty: 856.749634 Iteration 120F: 3 clusters Score -713873.2 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4508 members Mstep: Class 2 contains 7761 members Entering Unmasked Estep Score: -713879.562500 Penalty: 856.749634 Iteration 121Q: 3 clusters Score -713879.6 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4466 members Mstep: Class 2 contains 7803 members Entering Unmasked Estep Score: -713884.062500 Penalty: 856.749634 Iteration 122Q: 3 clusters Score -713884.1 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4426 members Mstep: Class 2 contains 7843 members Entering Unmasked Estep Score: -713890.187500 Penalty: 856.749634 Iteration 123Q: 3 clusters Score -713890.2 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4383 members Mstep: Class 2 contains 7886 members Entering Unmasked Estep Score: -713896.187500 Penalty: 856.749634 Iteration 124Q: 3 clusters Score -713896.2 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4341 members Mstep: Class 2 contains 7928 members Entering Unmasked Estep Score: -713899.062500 Penalty: 856.749634 Iteration 125Q: 3 clusters Score -713899.1 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4287 members Mstep: Class 2 contains 7982 members Entering Unmasked Estep Score: -713906.750000 Penalty: 856.749634 Iteration 126Q: 3 clusters Score -713906.8 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4235 members Mstep: Class 2 contains 8034 members Entering Unmasked Estep Score: -713913.625000 Penalty: 856.749634 Iteration 127Q: 3 clusters Score -713913.6 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4191 members Mstep: Class 2 contains 8078 members Entering Unmasked Estep Score: -713919.250000 Penalty: 856.749634 Iteration 128Q: 3 clusters Score -713919.2 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4143 members Mstep: Class 2 contains 8126 members Entering Unmasked Estep Score: -713925.812500 Penalty: 856.749634 Iteration 129Q: 3 clusters Score -713925.8 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4089 members Mstep: Class 2 contains 8180 members Entering Unmasked Estep Score: -713930.187500 Penalty: 856.749634 Iteration 130Q: 3 clusters Score -713930.2 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4035 members Mstep: Class 2 contains 8234 members Entering Unmasked Estep Score: -713935.250000 Penalty: 856.749634 Iteration 131Q: 3 clusters Score -713935.2 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3974 members Mstep: Class 2 contains 8295 members Entering Unmasked Estep Score: -713947.125000 Penalty: 856.749634 Iteration 132Q: 3 clusters Score -713947.1 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3907 members Mstep: Class 2 contains 8362 members Entering Unmasked Estep Score: -713957.250000 Penalty: 856.749634 Iteration 133Q: 3 clusters Score -713957.2 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3840 members Mstep: Class 2 contains 8429 members Entering Unmasked Estep Score: -713966.437500 Penalty: 856.749634 Iteration 134Q: 3 clusters Score -713966.4 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3774 members Mstep: Class 2 contains 8495 members Entering Unmasked Estep Score: -713979.562500 Penalty: 856.749634 Iteration 135Q: 3 clusters Score -713979.6 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3709 members Mstep: Class 2 contains 8560 members Entering Unmasked Estep Score: -713986.250000 Penalty: 856.749634 Iteration 136Q: 3 clusters Score -713986.2 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3646 members Mstep: Class 2 contains 8623 members Entering Unmasked Estep Score: -713998.750000 Penalty: 856.749634 Iteration 137Q: 3 clusters Score -713998.8 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3582 members Mstep: Class 2 contains 8687 members Entering Unmasked Estep Score: -714006.125000 Penalty: 856.749634 Iteration 138Q: 3 clusters Score -714006.1 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3514 members Mstep: Class 2 contains 8755 members Entering Unmasked Estep Score: -714012.875000 Penalty: 856.749634 Iteration 139Q: 3 clusters Score -714012.9 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3456 members Mstep: Class 2 contains 8813 members Entering Unmasked Estep Score: -714021.500000 Penalty: 856.749634 Iteration 140F: 3 clusters Score -714021.5 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3400 members Mstep: Class 2 contains 8869 members Entering Unmasked Estep Score: -714028.000000 Penalty: 856.749634 Iteration 141Q: 3 clusters Score -714028 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3343 members Mstep: Class 2 contains 8926 members Entering Unmasked Estep Score: -714034.562500 Penalty: 856.749634 Iteration 142Q: 3 clusters Score -714034.6 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3280 members Mstep: Class 2 contains 8989 members Entering Unmasked Estep Score: -714044.562500 Penalty: 856.749634 Iteration 143Q: 3 clusters Score -714044.6 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3228 members Mstep: Class 2 contains 9041 members Entering Unmasked Estep Score: -714048.312500 Penalty: 856.749634 Iteration 144Q: 3 clusters Score -714048.3 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3181 members Mstep: Class 2 contains 9088 members Entering Unmasked Estep Score: -714055.062500 Penalty: 856.749634 Iteration 145Q: 3 clusters Score -714055.1 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3133 members Mstep: Class 2 contains 9136 members Entering Unmasked Estep Score: -714060.562500 Penalty: 856.749634 Iteration 146Q: 3 clusters Score -714060.6 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3083 members Mstep: Class 2 contains 9186 members Entering Unmasked Estep Score: -714067.187500 Penalty: 856.749634 Iteration 147Q: 3 clusters Score -714067.2 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3026 members Mstep: Class 2 contains 9243 members Entering Unmasked Estep Score: -714076.812500 Penalty: 856.749634 Iteration 148Q: 3 clusters Score -714076.8 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2962 members Mstep: Class 2 contains 9307 members Entering Unmasked Estep Score: -714086.437500 Penalty: 856.749634 Iteration 149Q: 3 clusters Score -714086.4 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2899 members Mstep: Class 2 contains 9370 members Entering Unmasked Estep Score: -714097.750000 Penalty: 856.749634 Iteration 150Q: 3 clusters Score -714097.8 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2820 members Mstep: Class 2 contains 9449 members Entering Unmasked Estep Score: -714111.125000 Penalty: 856.749634 Iteration 151Q: 3 clusters Score -714111.1 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2750 members Mstep: Class 2 contains 9519 members Entering Unmasked Estep Score: -714121.625000 Penalty: 856.749634 Iteration 152Q: 3 clusters Score -714121.6 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2700 members Mstep: Class 2 contains 9569 members Entering Unmasked Estep Score: -714130.750000 Penalty: 856.749634 Iteration 153Q: 3 clusters Score -714130.8 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2649 members Mstep: Class 2 contains 9620 members Entering Unmasked Estep Score: -714137.500000 Penalty: 856.749634 Iteration 154Q: 3 clusters Score -714137.5 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2597 members Mstep: Class 2 contains 9672 members Entering Unmasked Estep Score: -714147.187500 Penalty: 856.749634 Iteration 155Q: 3 clusters Score -714147.2 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2554 members Mstep: Class 2 contains 9715 members Entering Unmasked Estep Score: -714152.875000 Penalty: 856.749634 Iteration 156Q: 3 clusters Score -714152.9 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2510 members Mstep: Class 2 contains 9759 members Entering Unmasked Estep Score: -714156.437500 Penalty: 856.749634 Iteration 157Q: 3 clusters Score -714156.4 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2464 members Mstep: Class 2 contains 9805 members Entering Unmasked Estep Score: -714161.750000 Penalty: 856.749634 Iteration 158Q: 3 clusters Score -714161.8 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2421 members Mstep: Class 2 contains 9848 members Entering Unmasked Estep Score: -714169.062500 Penalty: 856.749634 Iteration 159Q: 3 clusters Score -714169.1 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2376 members Mstep: Class 2 contains 9893 members Entering Unmasked Estep Score: -714175.375000 Penalty: 856.749634 Iteration 160F: 3 clusters Score -714175.4 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2337 members Mstep: Class 2 contains 9932 members Entering Unmasked Estep Score: -714182.687500 Penalty: 856.749634 Iteration 161Q: 3 clusters Score -714182.7 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2298 members Mstep: Class 2 contains 9971 members Entering Unmasked Estep Score: -714185.937500 Penalty: 856.749634 Iteration 162Q: 3 clusters Score -714185.9 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2265 members Mstep: Class 2 contains 10004 members Entering Unmasked Estep Score: -714191.312500 Penalty: 856.749634 Iteration 163Q: 3 clusters Score -714191.3 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2227 members Mstep: Class 2 contains 10042 members Entering Unmasked Estep Score: -714195.500000 Penalty: 856.749634 Iteration 164Q: 3 clusters Score -714195.5 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2178 members Mstep: Class 2 contains 10091 members Entering Unmasked Estep Score: -714209.000000 Penalty: 856.749634 Iteration 165Q: 3 clusters Score -714209 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2134 members Mstep: Class 2 contains 10135 members Entering Unmasked Estep Score: -714217.937500 Penalty: 856.749634 Iteration 166Q: 3 clusters Score -714217.9 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2078 members Mstep: Class 2 contains 10191 members Entering Unmasked Estep Score: -714228.812500 Penalty: 856.749634 Iteration 167Q: 3 clusters Score -714228.8 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2027 members Mstep: Class 2 contains 10242 members Entering Unmasked Estep Score: -714240.312500 Penalty: 856.749634 Iteration 168Q: 3 clusters Score -714240.3 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1971 members Mstep: Class 2 contains 10298 members Entering Unmasked Estep Score: -714251.000000 Penalty: 856.749634 Iteration 169Q: 3 clusters Score -714251 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1912 members Mstep: Class 2 contains 10357 members Entering Unmasked Estep Score: -714260.250000 Penalty: 856.749634 Iteration 170Q: 3 clusters Score -714260.2 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1868 members Mstep: Class 2 contains 10401 members Entering Unmasked Estep Score: -714266.375000 Penalty: 856.749634 Iteration 171Q: 3 clusters Score -714266.4 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1834 members Mstep: Class 2 contains 10435 members Entering Unmasked Estep Score: -714274.562500 Penalty: 856.749634 Iteration 172Q: 3 clusters Score -714274.6 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1788 members Mstep: Class 2 contains 10481 members Entering Unmasked Estep Score: -714283.250000 Penalty: 856.749634 Iteration 173Q: 3 clusters Score -714283.2 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1750 members Mstep: Class 2 contains 10519 members Entering Unmasked Estep Score: -714289.000000 Penalty: 856.749634 Iteration 174Q: 3 clusters Score -714289 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1710 members Mstep: Class 2 contains 10559 members Entering Unmasked Estep Score: -714299.625000 Penalty: 856.749634 Iteration 175Q: 3 clusters Score -714299.6 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1664 members Mstep: Class 2 contains 10605 members Entering Unmasked Estep Score: -714311.062500 Penalty: 856.749634 Iteration 176Q: 3 clusters Score -714311.1 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1612 members Mstep: Class 2 contains 10657 members Entering Unmasked Estep Score: -714324.375000 Penalty: 856.749634 Iteration 177Q: 3 clusters Score -714324.4 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1551 members Mstep: Class 2 contains 10718 members Entering Unmasked Estep Score: -714346.187500 Penalty: 856.749634 Iteration 178Q: 3 clusters Score -714346.2 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1484 members Mstep: Class 2 contains 10785 members Entering Unmasked Estep Score: -714369.812500 Penalty: 856.749634 Iteration 179Q: 3 clusters Score -714369.8 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1424 members Mstep: Class 2 contains 10845 members Entering Unmasked Estep Score: -714395.000000 Penalty: 856.749634 Iteration 180F: 3 clusters Score -714395 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1370 members Mstep: Class 2 contains 10899 members Entering Unmasked Estep Score: -714416.187500 Penalty: 856.749634 Iteration 181Q: 3 clusters Score -714416.2 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1316 members Mstep: Class 2 contains 10953 members Entering Unmasked Estep Score: -714434.937500 Penalty: 856.749634 Iteration 182Q: 3 clusters Score -714434.9 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1271 members Mstep: Class 2 contains 10998 members Entering Unmasked Estep Score: -714447.437500 Penalty: 856.749634 Iteration 183Q: 3 clusters Score -714447.4 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1234 members Mstep: Class 2 contains 11035 members Entering Unmasked Estep Score: -714456.312500 Penalty: 856.749634 Iteration 184Q: 3 clusters Score -714456.3 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1201 members Mstep: Class 2 contains 11068 members Entering Unmasked Estep Score: -714464.937500 Penalty: 856.749634 Iteration 185Q: 3 clusters Score -714464.9 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1172 members Mstep: Class 2 contains 11097 members Entering Unmasked Estep Score: -714473.187500 Penalty: 856.749634 Iteration 186Q: 3 clusters Score -714473.2 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1141 members Mstep: Class 2 contains 11128 members Entering Unmasked Estep Score: -714481.062500 Penalty: 856.749634 Iteration 187Q: 3 clusters Score -714481.1 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1118 members Mstep: Class 2 contains 11151 members Entering Unmasked Estep Score: -714484.125000 Penalty: 856.749634 Iteration 188Q: 3 clusters Score -714484.1 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1100 members Mstep: Class 2 contains 11169 members Entering Unmasked Estep Score: -714486.750000 Penalty: 856.749634 Iteration 189Q: 3 clusters Score -714486.8 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1080 members Mstep: Class 2 contains 11189 members Entering Unmasked Estep Score: -714491.937500 Penalty: 856.749634 Iteration 190Q: 3 clusters Score -714491.9 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1059 members Mstep: Class 2 contains 11210 members Entering Unmasked Estep Score: -714498.437500 Penalty: 856.749634 Iteration 191Q: 3 clusters Score -714498.4 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1039 members Mstep: Class 2 contains 11230 members Entering Unmasked Estep Score: -714502.000000 Penalty: 856.749634 Iteration 192Q: 3 clusters Score -714502 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1024 members Mstep: Class 2 contains 11245 members Entering Unmasked Estep Score: -714502.625000 Penalty: 856.749634 Iteration 193Q: 3 clusters Score -714502.6 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1013 members Mstep: Class 2 contains 11256 members Entering Unmasked Estep Score: -714504.062500 Penalty: 856.749634 Iteration 194Q: 3 clusters Score -714504.1 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1002 members Mstep: Class 2 contains 11267 members Entering Unmasked Estep Score: -714505.500000 Penalty: 856.749634 Iteration 195Q: 3 clusters Score -714505.5 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 987 members Mstep: Class 2 contains 11282 members Entering Unmasked Estep Score: -714508.750000 Penalty: 856.749634 Iteration 196Q: 3 clusters Score -714508.8 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 974 members Mstep: Class 2 contains 11295 members Entering Unmasked Estep Score: -714508.937500 Penalty: 856.749634 Iteration 197Q: 3 clusters Score -714508.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 967 members Mstep: Class 2 contains 11302 members Entering Unmasked Estep Score: -714511.375000 Penalty: 856.749634 Iteration 198Q: 3 clusters Score -714511.4 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 955 members Mstep: Class 2 contains 11314 members Entering Unmasked Estep Score: -714512.687500 Penalty: 856.749634 Iteration 199Q: 3 clusters Score -714512.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 947 members Mstep: Class 2 contains 11322 members Entering Unmasked Estep Score: -714513.625000 Penalty: 856.749634 Iteration 200F: 3 clusters Score -714513.6 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 935 members Mstep: Class 2 contains 11334 members Entering Unmasked Estep Score: -714515.437500 Penalty: 856.749634 Iteration 201Q: 3 clusters Score -714515.4 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 920 members Mstep: Class 2 contains 11349 members Entering Unmasked Estep Score: -714517.250000 Penalty: 856.749634 Iteration 202Q: 3 clusters Score -714517.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 909 members Mstep: Class 2 contains 11360 members Entering Unmasked Estep Score: -714518.000000 Penalty: 856.749634 Iteration 203Q: 3 clusters Score -714518 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 906 members Mstep: Class 2 contains 11363 members Entering Unmasked Estep Score: -714519.937500 Penalty: 856.749634 Iteration 204Q: 3 clusters Score -714519.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 900 members Mstep: Class 2 contains 11369 members Entering Unmasked Estep Score: -714520.437500 Penalty: 856.749634 Iteration 205Q: 3 clusters Score -714520.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 897 members Mstep: Class 2 contains 11372 members Entering Unmasked Estep Score: -714521.687500 Penalty: 856.749634 Iteration 206Q: 3 clusters Score -714521.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 892 members Mstep: Class 2 contains 11377 members Entering Unmasked Estep Score: -714520.687500 Penalty: 856.749634 Iteration 207Q: 3 clusters Score -714520.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 889 members Mstep: Class 2 contains 11380 members Entering Unmasked Estep Score: -714521.812500 Penalty: 856.749634 Iteration 208Q: 3 clusters Score -714521.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 889 members Mstep: Class 2 contains 11380 members Entering Unmasked Estep Score: -714521.812500 Penalty: 856.749634 Iteration 209F: 3 clusters Score -714521.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (10454 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10454 members Entering Unmasked Estep Score: -588053.562500 Penalty: 421.090668 Iteration 0F: 2 clusters Score -588053.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5254 members Mstep: Class 2 contains 5200 members Entering Unmasked Estep Score: -581064.750000 Penalty: 842.181335 Iteration 0F: 3 clusters Score -581064.8 nChanged 4907 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5303 members Mstep: Class 2 contains 5151 members Entering Unmasked Estep Score: -583720.562500 Penalty: 842.181335 Iteration 1F: 3 clusters Score -583720.6 nChanged 556 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5307 members Mstep: Class 2 contains 5147 members Entering Unmasked Estep Score: -583954.625000 Penalty: 842.181335 Iteration 2F: 3 clusters Score -583954.6 nChanged 611 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5276 members Mstep: Class 2 contains 5178 members Entering Unmasked Estep Score: -584278.687500 Penalty: 842.181335 Iteration 3F: 3 clusters Score -584278.7 nChanged 663 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5283 members Mstep: Class 2 contains 5171 members Entering Unmasked Estep Score: -584680.687500 Penalty: 842.181335 Iteration 4F: 3 clusters Score -584680.7 nChanged 662 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5301 members Mstep: Class 2 contains 5153 members Entering Unmasked Estep Score: -585111.750000 Penalty: 842.181335 Iteration 5F: 3 clusters Score -585111.8 nChanged 663 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5362 members Mstep: Class 2 contains 5092 members Entering Unmasked Estep Score: -585573.562500 Penalty: 842.181335 Iteration 6F: 3 clusters Score -585573.6 nChanged 574 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5412 members Mstep: Class 2 contains 5042 members Entering Unmasked Estep Score: -585949.062500 Penalty: 842.181335 Iteration 7F: 3 clusters Score -585949.1 nChanged 504 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5472 members Mstep: Class 2 contains 4982 members Entering Unmasked Estep Score: -586199.500000 Penalty: 842.181335 Iteration 8Q: 3 clusters Score -586199.5 nChanged 350 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5506 members Mstep: Class 2 contains 4948 members Entering Unmasked Estep Score: -586327.062500 Penalty: 842.181335 Iteration 9Q: 3 clusters Score -586327.1 nChanged 235 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5529 members Mstep: Class 2 contains 4925 members Entering Unmasked Estep Score: -586383.500000 Penalty: 842.181335 Iteration 10Q: 3 clusters Score -586383.5 nChanged 155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5546 members Mstep: Class 2 contains 4908 members Entering Unmasked Estep Score: -586404.187500 Penalty: 842.181335 Iteration 11Q: 3 clusters Score -586404.2 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5559 members Mstep: Class 2 contains 4895 members Entering Unmasked Estep Score: -586414.750000 Penalty: 842.181335 Iteration 12Q: 3 clusters Score -586414.8 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5580 members Mstep: Class 2 contains 4874 members Entering Unmasked Estep Score: -586422.687500 Penalty: 842.181335 Iteration 13Q: 3 clusters Score -586422.7 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5600 members Mstep: Class 2 contains 4854 members Entering Unmasked Estep Score: -586428.250000 Penalty: 842.181335 Iteration 14Q: 3 clusters Score -586428.2 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5619 members Mstep: Class 2 contains 4835 members Entering Unmasked Estep Score: -586435.750000 Penalty: 842.181335 Iteration 15Q: 3 clusters Score -586435.8 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5636 members Mstep: Class 2 contains 4818 members Entering Unmasked Estep Score: -586442.000000 Penalty: 842.181335 Iteration 16Q: 3 clusters Score -586442 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5664 members Mstep: Class 2 contains 4790 members Entering Unmasked Estep Score: -586447.937500 Penalty: 842.181335 Iteration 17Q: 3 clusters Score -586447.9 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5696 members Mstep: Class 2 contains 4758 members Entering Unmasked Estep Score: -586457.125000 Penalty: 842.181335 Iteration 18Q: 3 clusters Score -586457.1 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5716 members Mstep: Class 2 contains 4738 members Entering Unmasked Estep Score: -586460.937500 Penalty: 842.181335 Iteration 19Q: 3 clusters Score -586460.9 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5737 members Mstep: Class 2 contains 4717 members Entering Unmasked Estep Score: -586464.625000 Penalty: 842.181335 Iteration 20F: 3 clusters Score -586464.6 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5758 members Mstep: Class 2 contains 4696 members Entering Unmasked Estep Score: -586471.187500 Penalty: 842.181335 Iteration 21Q: 3 clusters Score -586471.2 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5781 members Mstep: Class 2 contains 4673 members Entering Unmasked Estep Score: -586478.625000 Penalty: 842.181335 Iteration 22Q: 3 clusters Score -586478.6 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5797 members Mstep: Class 2 contains 4657 members Entering Unmasked Estep Score: -586482.062500 Penalty: 842.181335 Iteration 23Q: 3 clusters Score -586482.1 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5824 members Mstep: Class 2 contains 4630 members Entering Unmasked Estep Score: -586488.750000 Penalty: 842.181335 Iteration 24Q: 3 clusters Score -586488.8 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5864 members Mstep: Class 2 contains 4590 members Entering Unmasked Estep Score: -586495.375000 Penalty: 842.181335 Iteration 25Q: 3 clusters Score -586495.4 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5904 members Mstep: Class 2 contains 4550 members Entering Unmasked Estep Score: -586500.375000 Penalty: 842.181335 Iteration 26Q: 3 clusters Score -586500.4 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5936 members Mstep: Class 2 contains 4518 members Entering Unmasked Estep Score: -586503.437500 Penalty: 842.181335 Iteration 27Q: 3 clusters Score -586503.4 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5972 members Mstep: Class 2 contains 4482 members Entering Unmasked Estep Score: -586509.750000 Penalty: 842.181335 Iteration 28Q: 3 clusters Score -586509.8 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6012 members Mstep: Class 2 contains 4442 members Entering Unmasked Estep Score: -586515.062500 Penalty: 842.181335 Iteration 29Q: 3 clusters Score -586515.1 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6066 members Mstep: Class 2 contains 4388 members Entering Unmasked Estep Score: -586523.062500 Penalty: 842.181335 Iteration 30Q: 3 clusters Score -586523.1 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6115 members Mstep: Class 2 contains 4339 members Entering Unmasked Estep Score: -586529.125000 Penalty: 842.181335 Iteration 31Q: 3 clusters Score -586529.1 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6167 members Mstep: Class 2 contains 4287 members Entering Unmasked Estep Score: -586539.187500 Penalty: 842.181335 Iteration 32Q: 3 clusters Score -586539.2 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6224 members Mstep: Class 2 contains 4230 members Entering Unmasked Estep Score: -586544.750000 Penalty: 842.181335 Iteration 33Q: 3 clusters Score -586544.8 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6287 members Mstep: Class 2 contains 4167 members Entering Unmasked Estep Score: -586558.312500 Penalty: 842.181335 Iteration 34Q: 3 clusters Score -586558.3 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6371 members Mstep: Class 2 contains 4083 members Entering Unmasked Estep Score: -586576.375000 Penalty: 842.181335 Iteration 35Q: 3 clusters Score -586576.4 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6456 members Mstep: Class 2 contains 3998 members Entering Unmasked Estep Score: -586595.437500 Penalty: 842.181335 Iteration 36Q: 3 clusters Score -586595.4 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6556 members Mstep: Class 2 contains 3898 members Entering Unmasked Estep Score: -586617.750000 Penalty: 842.181335 Iteration 37Q: 3 clusters Score -586617.8 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6674 members Mstep: Class 2 contains 3780 members Entering Unmasked Estep Score: -586646.750000 Penalty: 842.181335 Iteration 38Q: 3 clusters Score -586646.8 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6787 members Mstep: Class 2 contains 3667 members Entering Unmasked Estep Score: -586676.125000 Penalty: 842.181335 Iteration 39Q: 3 clusters Score -586676.1 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6903 members Mstep: Class 2 contains 3551 members Entering Unmasked Estep Score: -586705.312500 Penalty: 842.181335 Iteration 40F: 3 clusters Score -586705.3 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7013 members Mstep: Class 2 contains 3441 members Entering Unmasked Estep Score: -586731.062500 Penalty: 842.181335 Iteration 41Q: 3 clusters Score -586731.1 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7119 members Mstep: Class 2 contains 3335 members Entering Unmasked Estep Score: -586762.500000 Penalty: 842.181335 Iteration 42Q: 3 clusters Score -586762.5 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7246 members Mstep: Class 2 contains 3208 members Entering Unmasked Estep Score: -586802.062500 Penalty: 842.181335 Iteration 43Q: 3 clusters Score -586802.1 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7389 members Mstep: Class 2 contains 3065 members Entering Unmasked Estep Score: -586842.875000 Penalty: 842.181335 Iteration 44Q: 3 clusters Score -586842.9 nChanged 160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7541 members Mstep: Class 2 contains 2913 members Entering Unmasked Estep Score: -586900.437500 Penalty: 842.181335 Iteration 45Q: 3 clusters Score -586900.4 nChanged 174 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7701 members Mstep: Class 2 contains 2753 members Entering Unmasked Estep Score: -586952.687500 Penalty: 842.181335 Iteration 46Q: 3 clusters Score -586952.7 nChanged 150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7831 members Mstep: Class 2 contains 2623 members Entering Unmasked Estep Score: -587005.125000 Penalty: 842.181335 Iteration 47Q: 3 clusters Score -587005.1 nChanged 162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7971 members Mstep: Class 2 contains 2483 members Entering Unmasked Estep Score: -587077.375000 Penalty: 842.181335 Iteration 48Q: 3 clusters Score -587077.4 nChanged 190 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8131 members Mstep: Class 2 contains 2323 members Entering Unmasked Estep Score: -587177.312500 Penalty: 842.181335 Iteration 49Q: 3 clusters Score -587177.3 nChanged 187 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8288 members Mstep: Class 2 contains 2166 members Entering Unmasked Estep Score: -587279.125000 Penalty: 842.181335 Iteration 50Q: 3 clusters Score -587279.1 nChanged 195 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8451 members Mstep: Class 2 contains 2003 members Entering Unmasked Estep Score: -587402.687500 Penalty: 842.181335 Iteration 51Q: 3 clusters Score -587402.7 nChanged 175 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8602 members Mstep: Class 2 contains 1852 members Entering Unmasked Estep Score: -587502.750000 Penalty: 842.181335 Iteration 52Q: 3 clusters Score -587502.8 nChanged 171 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8747 members Mstep: Class 2 contains 1707 members Entering Unmasked Estep Score: -587606.687500 Penalty: 842.181335 Iteration 53Q: 3 clusters Score -587606.7 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8850 members Mstep: Class 2 contains 1604 members Entering Unmasked Estep Score: -587676.625000 Penalty: 842.181335 Iteration 54Q: 3 clusters Score -587676.6 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8923 members Mstep: Class 2 contains 1531 members Entering Unmasked Estep Score: -587735.437500 Penalty: 842.181335 Iteration 55Q: 3 clusters Score -587735.4 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8979 members Mstep: Class 2 contains 1475 members Entering Unmasked Estep Score: -587771.937500 Penalty: 842.181335 Iteration 56Q: 3 clusters Score -587771.9 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9022 members Mstep: Class 2 contains 1432 members Entering Unmasked Estep Score: -587793.750000 Penalty: 842.181335 Iteration 57Q: 3 clusters Score -587793.8 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9054 members Mstep: Class 2 contains 1400 members Entering Unmasked Estep Score: -587807.312500 Penalty: 842.181335 Iteration 58Q: 3 clusters Score -587807.3 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9077 members Mstep: Class 2 contains 1377 members Entering Unmasked Estep Score: -587819.062500 Penalty: 842.181335 Iteration 59Q: 3 clusters Score -587819.1 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9095 members Mstep: Class 2 contains 1359 members Entering Unmasked Estep Score: -587827.312500 Penalty: 842.181335 Iteration 60F: 3 clusters Score -587827.3 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9104 members Mstep: Class 2 contains 1350 members Entering Unmasked Estep Score: -587832.250000 Penalty: 842.181335 Iteration 61Q: 3 clusters Score -587832.2 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9111 members Mstep: Class 2 contains 1343 members Entering Unmasked Estep Score: -587835.187500 Penalty: 842.181335 Iteration 62Q: 3 clusters Score -587835.2 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9113 members Mstep: Class 2 contains 1341 members Entering Unmasked Estep Score: -587837.812500 Penalty: 842.181335 Iteration 63Q: 3 clusters Score -587837.8 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9115 members Mstep: Class 2 contains 1339 members Entering Unmasked Estep Score: -587839.625000 Penalty: 842.181335 Iteration 64Q: 3 clusters Score -587839.6 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9121 members Mstep: Class 2 contains 1333 members Entering Unmasked Estep Score: -587841.187500 Penalty: 842.181335 Iteration 65Q: 3 clusters Score -587841.2 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9127 members Mstep: Class 2 contains 1327 members Entering Unmasked Estep Score: -587842.375000 Penalty: 842.181335 Iteration 66Q: 3 clusters Score -587842.4 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9138 members Mstep: Class 2 contains 1316 members Entering Unmasked Estep Score: -587844.125000 Penalty: 842.181335 Iteration 67Q: 3 clusters Score -587844.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9141 members Mstep: Class 2 contains 1313 members Entering Unmasked Estep Score: -587844.187500 Penalty: 842.181335 Iteration 68Q: 3 clusters Score -587844.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9142 members Mstep: Class 2 contains 1312 members Entering Unmasked Estep Score: -587844.750000 Penalty: 842.181335 Iteration 69Q: 3 clusters Score -587844.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9142 members Mstep: Class 2 contains 1312 members Entering Unmasked Estep Score: -587844.750000 Penalty: 842.181335 Iteration 70F: 3 clusters Score -587844.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (12289 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12289 members Entering Unmasked Estep Score: -667791.812500 Penalty: 428.448944 Iteration 0F: 2 clusters Score -667791.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6254 members Mstep: Class 2 contains 6035 members Entering Unmasked Estep Score: -659628.500000 Penalty: 856.897888 Iteration 0F: 3 clusters Score -659628.5 nChanged 5771 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7491 members Mstep: Class 2 contains 4798 members Entering Unmasked Estep Score: -663472.187500 Penalty: 856.897888 Iteration 1F: 3 clusters Score -663472.2 nChanged 1145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8290 members Mstep: Class 2 contains 3999 members Entering Unmasked Estep Score: -664331.625000 Penalty: 856.897888 Iteration 2F: 3 clusters Score -664331.6 nChanged 1054 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9144 members Mstep: Class 2 contains 3145 members Entering Unmasked Estep Score: -665228.375000 Penalty: 856.897888 Iteration 3F: 3 clusters Score -665228.4 nChanged 812 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9832 members Mstep: Class 2 contains 2457 members Entering Unmasked Estep Score: -666007.562500 Penalty: 856.897888 Iteration 4F: 3 clusters Score -666007.6 nChanged 567 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10301 members Mstep: Class 2 contains 1988 members Entering Unmasked Estep Score: -666506.750000 Penalty: 856.897888 Iteration 5Q: 3 clusters Score -666506.8 nChanged 368 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10605 members Mstep: Class 2 contains 1684 members Entering Unmasked Estep Score: -666828.437500 Penalty: 856.897888 Iteration 6Q: 3 clusters Score -666828.4 nChanged 222 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10775 members Mstep: Class 2 contains 1514 members Entering Unmasked Estep Score: -666964.125000 Penalty: 856.897888 Iteration 7Q: 3 clusters Score -666964.1 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10903 members Mstep: Class 2 contains 1386 members Entering Unmasked Estep Score: -667036.750000 Penalty: 856.897888 Iteration 8Q: 3 clusters Score -667036.8 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11020 members Mstep: Class 2 contains 1269 members Entering Unmasked Estep Score: -667087.375000 Penalty: 856.897888 Iteration 9Q: 3 clusters Score -667087.4 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11118 members Mstep: Class 2 contains 1171 members Entering Unmasked Estep Score: -667120.437500 Penalty: 856.897888 Iteration 10Q: 3 clusters Score -667120.4 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11200 members Mstep: Class 2 contains 1089 members Entering Unmasked Estep Score: -667152.125000 Penalty: 856.897888 Iteration 11Q: 3 clusters Score -667152.1 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11285 members Mstep: Class 2 contains 1004 members Entering Unmasked Estep Score: -667190.750000 Penalty: 856.897888 Iteration 12Q: 3 clusters Score -667190.8 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11361 members Mstep: Class 2 contains 928 members Entering Unmasked Estep Score: -667227.500000 Penalty: 856.897888 Iteration 13Q: 3 clusters Score -667227.5 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11431 members Mstep: Class 2 contains 858 members Entering Unmasked Estep Score: -667257.687500 Penalty: 856.897888 Iteration 14Q: 3 clusters Score -667257.7 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11492 members Mstep: Class 2 contains 797 members Entering Unmasked Estep Score: -667279.750000 Penalty: 856.897888 Iteration 15Q: 3 clusters Score -667279.8 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11538 members Mstep: Class 2 contains 751 members Entering Unmasked Estep Score: -667297.750000 Penalty: 856.897888 Iteration 16Q: 3 clusters Score -667297.8 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11593 members Mstep: Class 2 contains 696 members Entering Unmasked Estep Score: -667320.687500 Penalty: 856.897888 Iteration 17Q: 3 clusters Score -667320.7 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11645 members Mstep: Class 2 contains 644 members Entering Unmasked Estep Score: -667341.687500 Penalty: 856.897888 Iteration 18Q: 3 clusters Score -667341.7 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11696 members Mstep: Class 2 contains 593 members Entering Unmasked Estep Score: -667358.062500 Penalty: 856.897888 Iteration 19Q: 3 clusters Score -667358.1 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11735 members Mstep: Class 2 contains 554 members Entering Unmasked Estep Score: -667372.250000 Penalty: 856.897888 Iteration 20F: 3 clusters Score -667372.2 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11765 members Mstep: Class 2 contains 524 members Entering Unmasked Estep Score: -667386.000000 Penalty: 856.897888 Iteration 21Q: 3 clusters Score -667386 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11791 members Mstep: Class 2 contains 498 members Entering Unmasked Estep Score: -667395.750000 Penalty: 856.897888 Iteration 22Q: 3 clusters Score -667395.8 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11819 members Mstep: Class 2 contains 470 members Entering Unmasked Estep Score: -667410.812500 Penalty: 856.897888 Iteration 23Q: 3 clusters Score -667410.8 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11850 members Mstep: Class 2 contains 439 members Entering Unmasked Estep Score: -667422.437500 Penalty: 856.897888 Iteration 24Q: 3 clusters Score -667422.4 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11875 members Mstep: Class 2 contains 414 members Entering Unmasked Estep Score: -667430.375000 Penalty: 856.897888 Iteration 25Q: 3 clusters Score -667430.4 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11887 members Mstep: Class 2 contains 402 members Entering Unmasked Estep Score: -667435.750000 Penalty: 856.897888 Iteration 26Q: 3 clusters Score -667435.8 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11900 members Mstep: Class 2 contains 389 members Entering Unmasked Estep Score: -667437.937500 Penalty: 856.897888 Iteration 27Q: 3 clusters Score -667437.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11909 members Mstep: Class 2 contains 380 members Entering Unmasked Estep Score: -667440.875000 Penalty: 856.897888 Iteration 28Q: 3 clusters Score -667440.9 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11920 members Mstep: Class 2 contains 369 members Entering Unmasked Estep Score: -667445.750000 Penalty: 856.897888 Iteration 29Q: 3 clusters Score -667445.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11928 members Mstep: Class 2 contains 361 members Entering Unmasked Estep Score: -667448.687500 Penalty: 856.897888 Iteration 30Q: 3 clusters Score -667448.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11936 members Mstep: Class 2 contains 353 members Entering Unmasked Estep Score: -667451.562500 Penalty: 856.897888 Iteration 31Q: 3 clusters Score -667451.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11942 members Mstep: Class 2 contains 347 members Entering Unmasked Estep Score: -667453.437500 Penalty: 856.897888 Iteration 32Q: 3 clusters Score -667453.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11946 members Mstep: Class 2 contains 343 members Entering Unmasked Estep Score: -667453.000000 Penalty: 856.897888 Iteration 33Q: 3 clusters Score -667453 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11949 members Mstep: Class 2 contains 340 members Entering Unmasked Estep Score: -667454.437500 Penalty: 856.897888 Iteration 34Q: 3 clusters Score -667454.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11952 members Mstep: Class 2 contains 337 members Entering Unmasked Estep Score: -667455.437500 Penalty: 856.897888 Iteration 35Q: 3 clusters Score -667455.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11956 members Mstep: Class 2 contains 333 members Entering Unmasked Estep Score: -667457.375000 Penalty: 856.897888 Iteration 36Q: 3 clusters Score -667457.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11958 members Mstep: Class 2 contains 331 members Entering Unmasked Estep Score: -667457.500000 Penalty: 856.897888 Iteration 37Q: 3 clusters Score -667457.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11958 members Mstep: Class 2 contains 331 members Entering Unmasked Estep Score: -667457.500000 Penalty: 856.897888 Iteration 38F: 3 clusters Score -667457.5 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (8078 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8078 members Entering Unmasked Estep Score: -445689.718750 Penalty: 409.358917 Iteration 0F: 2 clusters Score -445689.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4082 members Mstep: Class 2 contains 3996 members Entering Unmasked Estep Score: -440304.375000 Penalty: 818.717834 Iteration 0F: 3 clusters Score -440304.4 nChanged 3755 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4173 members Mstep: Class 2 contains 3905 members Entering Unmasked Estep Score: -442466.625000 Penalty: 818.717834 Iteration 1F: 3 clusters Score -442466.6 nChanged 438 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4325 members Mstep: Class 2 contains 3753 members Entering Unmasked Estep Score: -442679.250000 Penalty: 818.717834 Iteration 2F: 3 clusters Score -442679.2 nChanged 461 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4584 members Mstep: Class 2 contains 3494 members Entering Unmasked Estep Score: -442947.375000 Penalty: 818.717834 Iteration 3F: 3 clusters Score -442947.4 nChanged 481 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4889 members Mstep: Class 2 contains 3189 members Entering Unmasked Estep Score: -443262.093750 Penalty: 818.717834 Iteration 4F: 3 clusters Score -443262.1 nChanged 544 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5209 members Mstep: Class 2 contains 2869 members Entering Unmasked Estep Score: -443665.343750 Penalty: 818.717834 Iteration 5F: 3 clusters Score -443665.3 nChanged 508 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5475 members Mstep: Class 2 contains 2603 members Entering Unmasked Estep Score: -444028.656250 Penalty: 818.717834 Iteration 6F: 3 clusters Score -444028.7 nChanged 410 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5687 members Mstep: Class 2 contains 2391 members Entering Unmasked Estep Score: -444295.937500 Penalty: 818.717834 Iteration 7F: 3 clusters Score -444295.9 nChanged 322 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5869 members Mstep: Class 2 contains 2209 members Entering Unmasked Estep Score: -444477.812500 Penalty: 818.717834 Iteration 8Q: 3 clusters Score -444477.8 nChanged 233 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6010 members Mstep: Class 2 contains 2068 members Entering Unmasked Estep Score: -444598.312500 Penalty: 818.717834 Iteration 9Q: 3 clusters Score -444598.3 nChanged 198 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6152 members Mstep: Class 2 contains 1926 members Entering Unmasked Estep Score: -444702.468750 Penalty: 818.717834 Iteration 10Q: 3 clusters Score -444702.5 nChanged 181 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6305 members Mstep: Class 2 contains 1773 members Entering Unmasked Estep Score: -444796.656250 Penalty: 818.717834 Iteration 11Q: 3 clusters Score -444796.7 nChanged 155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6440 members Mstep: Class 2 contains 1638 members Entering Unmasked Estep Score: -444873.343750 Penalty: 818.717834 Iteration 12Q: 3 clusters Score -444873.3 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6549 members Mstep: Class 2 contains 1529 members Entering Unmasked Estep Score: -444930.687500 Penalty: 818.717834 Iteration 13Q: 3 clusters Score -444930.7 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6652 members Mstep: Class 2 contains 1426 members Entering Unmasked Estep Score: -444991.312500 Penalty: 818.717834 Iteration 14Q: 3 clusters Score -444991.3 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6752 members Mstep: Class 2 contains 1326 members Entering Unmasked Estep Score: -445041.468750 Penalty: 818.717834 Iteration 15Q: 3 clusters Score -445041.5 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6835 members Mstep: Class 2 contains 1243 members Entering Unmasked Estep Score: -445083.968750 Penalty: 818.717834 Iteration 16Q: 3 clusters Score -445084 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6901 members Mstep: Class 2 contains 1177 members Entering Unmasked Estep Score: -445125.718750 Penalty: 818.717834 Iteration 17Q: 3 clusters Score -445125.7 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6963 members Mstep: Class 2 contains 1115 members Entering Unmasked Estep Score: -445169.468750 Penalty: 818.717834 Iteration 18Q: 3 clusters Score -445169.5 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7033 members Mstep: Class 2 contains 1045 members Entering Unmasked Estep Score: -445216.593750 Penalty: 818.717834 Iteration 19Q: 3 clusters Score -445216.6 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7089 members Mstep: Class 2 contains 989 members Entering Unmasked Estep Score: -445276.531250 Penalty: 818.717834 Iteration 20F: 3 clusters Score -445276.5 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7134 members Mstep: Class 2 contains 944 members Entering Unmasked Estep Score: -445337.218750 Penalty: 818.717834 Iteration 21Q: 3 clusters Score -445337.2 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7177 members Mstep: Class 2 contains 901 members Entering Unmasked Estep Score: -445396.125000 Penalty: 818.717834 Iteration 22Q: 3 clusters Score -445396.1 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7209 members Mstep: Class 2 contains 869 members Entering Unmasked Estep Score: -445430.750000 Penalty: 818.717834 Iteration 23Q: 3 clusters Score -445430.8 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7229 members Mstep: Class 2 contains 849 members Entering Unmasked Estep Score: -445449.187500 Penalty: 818.717834 Iteration 24Q: 3 clusters Score -445449.2 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7246 members Mstep: Class 2 contains 832 members Entering Unmasked Estep Score: -445465.906250 Penalty: 818.717834 Iteration 25Q: 3 clusters Score -445465.9 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7254 members Mstep: Class 2 contains 824 members Entering Unmasked Estep Score: -445475.875000 Penalty: 818.717834 Iteration 26Q: 3 clusters Score -445475.9 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7262 members Mstep: Class 2 contains 816 members Entering Unmasked Estep Score: -445482.875000 Penalty: 818.717834 Iteration 27Q: 3 clusters Score -445482.9 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7274 members Mstep: Class 2 contains 804 members Entering Unmasked Estep Score: -445489.937500 Penalty: 818.717834 Iteration 28Q: 3 clusters Score -445489.9 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7284 members Mstep: Class 2 contains 794 members Entering Unmasked Estep Score: -445494.562500 Penalty: 818.717834 Iteration 29Q: 3 clusters Score -445494.6 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7284 members Mstep: Class 2 contains 794 members Entering Unmasked Estep Score: -445497.875000 Penalty: 818.717834 Iteration 30Q: 3 clusters Score -445497.9 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7284 members Mstep: Class 2 contains 794 members Entering Unmasked Estep Score: -445500.000000 Penalty: 818.717834 Iteration 31Q: 3 clusters Score -445500 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7282 members Mstep: Class 2 contains 796 members Entering Unmasked Estep Score: -445502.000000 Penalty: 818.717834 Iteration 32Q: 3 clusters Score -445502 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7283 members Mstep: Class 2 contains 795 members Entering Unmasked Estep Score: -445506.062500 Penalty: 818.717834 Iteration 33Q: 3 clusters Score -445506.1 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7274 members Mstep: Class 2 contains 804 members Entering Unmasked Estep Score: -445509.531250 Penalty: 818.717834 Iteration 34Q: 3 clusters Score -445509.5 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7272 members Mstep: Class 2 contains 806 members Entering Unmasked Estep Score: -445511.375000 Penalty: 818.717834 Iteration 35Q: 3 clusters Score -445511.4 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7264 members Mstep: Class 2 contains 814 members Entering Unmasked Estep Score: -445514.812500 Penalty: 818.717834 Iteration 36Q: 3 clusters Score -445514.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7260 members Mstep: Class 2 contains 818 members Entering Unmasked Estep Score: -445517.437500 Penalty: 818.717834 Iteration 37Q: 3 clusters Score -445517.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7255 members Mstep: Class 2 contains 823 members Entering Unmasked Estep Score: -445518.656250 Penalty: 818.717834 Iteration 38Q: 3 clusters Score -445518.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7253 members Mstep: Class 2 contains 825 members Entering Unmasked Estep Score: -445520.281250 Penalty: 818.717834 Iteration 39Q: 3 clusters Score -445520.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7255 members Mstep: Class 2 contains 823 members Entering Unmasked Estep Score: -445519.781250 Penalty: 818.717834 Iteration 40F: 3 clusters Score -445519.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7256 members Mstep: Class 2 contains 822 members Entering Unmasked Estep Score: -445519.906250 Penalty: 818.717834 Iteration 41Q: 3 clusters Score -445519.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7257 members Mstep: Class 2 contains 821 members Entering Unmasked Estep Score: -445520.062500 Penalty: 818.717834 Iteration 42Q: 3 clusters Score -445520.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7257 members Mstep: Class 2 contains 821 members Entering Unmasked Estep Score: -445520.062500 Penalty: 818.717834 Iteration 43F: 3 clusters Score -445520.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (7943 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7943 members Entering Unmasked Estep Score: -443666.968750 Penalty: 408.592102 Iteration 0F: 2 clusters Score -443667 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4006 members Mstep: Class 2 contains 3937 members Entering Unmasked Estep Score: -438365.718750 Penalty: 817.184204 Iteration 0F: 3 clusters Score -438365.7 nChanged 3682 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4130 members Mstep: Class 2 contains 3813 members Entering Unmasked Estep Score: -440584.000000 Penalty: 817.184204 Iteration 1F: 3 clusters Score -440584 nChanged 445 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4111 members Mstep: Class 2 contains 3832 members Entering Unmasked Estep Score: -440778.062500 Penalty: 817.184204 Iteration 2F: 3 clusters Score -440778.1 nChanged 425 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4122 members Mstep: Class 2 contains 3821 members Entering Unmasked Estep Score: -440976.468750 Penalty: 817.184204 Iteration 3F: 3 clusters Score -440976.5 nChanged 404 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4180 members Mstep: Class 2 contains 3763 members Entering Unmasked Estep Score: -441191.031250 Penalty: 817.184204 Iteration 4F: 3 clusters Score -441191 nChanged 386 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4250 members Mstep: Class 2 contains 3693 members Entering Unmasked Estep Score: -441415.750000 Penalty: 817.184204 Iteration 5Q: 3 clusters Score -441415.8 nChanged 395 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4351 members Mstep: Class 2 contains 3592 members Entering Unmasked Estep Score: -441648.687500 Penalty: 817.184204 Iteration 6Q: 3 clusters Score -441648.7 nChanged 408 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4521 members Mstep: Class 2 contains 3422 members Entering Unmasked Estep Score: -441908.750000 Penalty: 817.184204 Iteration 7F: 3 clusters Score -441908.8 nChanged 387 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4722 members Mstep: Class 2 contains 3221 members Entering Unmasked Estep Score: -442136.593750 Penalty: 817.184204 Iteration 8Q: 3 clusters Score -442136.6 nChanged 344 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4914 members Mstep: Class 2 contains 3029 members Entering Unmasked Estep Score: -442351.906250 Penalty: 817.184204 Iteration 9Q: 3 clusters Score -442351.9 nChanged 313 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5127 members Mstep: Class 2 contains 2816 members Entering Unmasked Estep Score: -442560.625000 Penalty: 817.184204 Iteration 10Q: 3 clusters Score -442560.6 nChanged 300 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5335 members Mstep: Class 2 contains 2608 members Entering Unmasked Estep Score: -442761.062500 Penalty: 817.184204 Iteration 11Q: 3 clusters Score -442761.1 nChanged 271 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5544 members Mstep: Class 2 contains 2399 members Entering Unmasked Estep Score: -442929.406250 Penalty: 817.184204 Iteration 12Q: 3 clusters Score -442929.4 nChanged 231 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5719 members Mstep: Class 2 contains 2224 members Entering Unmasked Estep Score: -443056.343750 Penalty: 817.184204 Iteration 13Q: 3 clusters Score -443056.3 nChanged 192 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5879 members Mstep: Class 2 contains 2064 members Entering Unmasked Estep Score: -443157.843750 Penalty: 817.184204 Iteration 14Q: 3 clusters Score -443157.8 nChanged 180 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6033 members Mstep: Class 2 contains 1910 members Entering Unmasked Estep Score: -443240.656250 Penalty: 817.184204 Iteration 15Q: 3 clusters Score -443240.7 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6156 members Mstep: Class 2 contains 1787 members Entering Unmasked Estep Score: -443292.875000 Penalty: 817.184204 Iteration 16Q: 3 clusters Score -443292.9 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6248 members Mstep: Class 2 contains 1695 members Entering Unmasked Estep Score: -443330.156250 Penalty: 817.184204 Iteration 17Q: 3 clusters Score -443330.2 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6314 members Mstep: Class 2 contains 1629 members Entering Unmasked Estep Score: -443358.125000 Penalty: 817.184204 Iteration 18Q: 3 clusters Score -443358.1 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6377 members Mstep: Class 2 contains 1566 members Entering Unmasked Estep Score: -443375.281250 Penalty: 817.184204 Iteration 19Q: 3 clusters Score -443375.3 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6427 members Mstep: Class 2 contains 1516 members Entering Unmasked Estep Score: -443384.937500 Penalty: 817.184204 Iteration 20F: 3 clusters Score -443384.9 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6472 members Mstep: Class 2 contains 1471 members Entering Unmasked Estep Score: -443392.562500 Penalty: 817.184204 Iteration 21Q: 3 clusters Score -443392.6 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6504 members Mstep: Class 2 contains 1439 members Entering Unmasked Estep Score: -443401.406250 Penalty: 817.184204 Iteration 22Q: 3 clusters Score -443401.4 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6538 members Mstep: Class 2 contains 1405 members Entering Unmasked Estep Score: -443407.781250 Penalty: 817.184204 Iteration 23Q: 3 clusters Score -443407.8 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6574 members Mstep: Class 2 contains 1369 members Entering Unmasked Estep Score: -443414.500000 Penalty: 817.184204 Iteration 24Q: 3 clusters Score -443414.5 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6614 members Mstep: Class 2 contains 1329 members Entering Unmasked Estep Score: -443422.562500 Penalty: 817.184204 Iteration 25Q: 3 clusters Score -443422.6 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6650 members Mstep: Class 2 contains 1293 members Entering Unmasked Estep Score: -443428.687500 Penalty: 817.184204 Iteration 26Q: 3 clusters Score -443428.7 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6679 members Mstep: Class 2 contains 1264 members Entering Unmasked Estep Score: -443432.750000 Penalty: 817.184204 Iteration 27Q: 3 clusters Score -443432.8 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6705 members Mstep: Class 2 contains 1238 members Entering Unmasked Estep Score: -443434.656250 Penalty: 817.184204 Iteration 28Q: 3 clusters Score -443434.7 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6725 members Mstep: Class 2 contains 1218 members Entering Unmasked Estep Score: -443438.875000 Penalty: 817.184204 Iteration 29Q: 3 clusters Score -443438.9 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6749 members Mstep: Class 2 contains 1194 members Entering Unmasked Estep Score: -443443.687500 Penalty: 817.184204 Iteration 30Q: 3 clusters Score -443443.7 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6767 members Mstep: Class 2 contains 1176 members Entering Unmasked Estep Score: -443446.062500 Penalty: 817.184204 Iteration 31Q: 3 clusters Score -443446.1 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6783 members Mstep: Class 2 contains 1160 members Entering Unmasked Estep Score: -443449.375000 Penalty: 817.184204 Iteration 32Q: 3 clusters Score -443449.4 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6803 members Mstep: Class 2 contains 1140 members Entering Unmasked Estep Score: -443451.656250 Penalty: 817.184204 Iteration 33Q: 3 clusters Score -443451.7 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6819 members Mstep: Class 2 contains 1124 members Entering Unmasked Estep Score: -443455.125000 Penalty: 817.184204 Iteration 34Q: 3 clusters Score -443455.1 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6837 members Mstep: Class 2 contains 1106 members Entering Unmasked Estep Score: -443459.687500 Penalty: 817.184204 Iteration 35Q: 3 clusters Score -443459.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6847 members Mstep: Class 2 contains 1096 members Entering Unmasked Estep Score: -443460.781250 Penalty: 817.184204 Iteration 36Q: 3 clusters Score -443460.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6857 members Mstep: Class 2 contains 1086 members Entering Unmasked Estep Score: -443462.281250 Penalty: 817.184204 Iteration 37Q: 3 clusters Score -443462.3 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6867 members Mstep: Class 2 contains 1076 members Entering Unmasked Estep Score: -443463.218750 Penalty: 817.184204 Iteration 38Q: 3 clusters Score -443463.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6879 members Mstep: Class 2 contains 1064 members Entering Unmasked Estep Score: -443465.500000 Penalty: 817.184204 Iteration 39Q: 3 clusters Score -443465.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6888 members Mstep: Class 2 contains 1055 members Entering Unmasked Estep Score: -443467.250000 Penalty: 817.184204 Iteration 40F: 3 clusters Score -443467.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6899 members Mstep: Class 2 contains 1044 members Entering Unmasked Estep Score: -443468.687500 Penalty: 817.184204 Iteration 41Q: 3 clusters Score -443468.7 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6908 members Mstep: Class 2 contains 1035 members Entering Unmasked Estep Score: -443470.281250 Penalty: 817.184204 Iteration 42Q: 3 clusters Score -443470.3 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6916 members Mstep: Class 2 contains 1027 members Entering Unmasked Estep Score: -443470.593750 Penalty: 817.184204 Iteration 43Q: 3 clusters Score -443470.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6922 members Mstep: Class 2 contains 1021 members Entering Unmasked Estep Score: -443470.343750 Penalty: 817.184204 Iteration 44Q: 3 clusters Score -443470.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6925 members Mstep: Class 2 contains 1018 members Entering Unmasked Estep Score: -443469.593750 Penalty: 817.184204 Iteration 45Q: 3 clusters Score -443469.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6930 members Mstep: Class 2 contains 1013 members Entering Unmasked Estep Score: -443471.218750 Penalty: 817.184204 Iteration 46Q: 3 clusters Score -443471.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6931 members Mstep: Class 2 contains 1012 members Entering Unmasked Estep Score: -443471.281250 Penalty: 817.184204 Iteration 47Q: 3 clusters Score -443471.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6932 members Mstep: Class 2 contains 1011 members Entering Unmasked Estep Score: -443471.343750 Penalty: 817.184204 Iteration 48Q: 3 clusters Score -443471.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6932 members Mstep: Class 2 contains 1011 members Entering Unmasked Estep Score: -443471.343750 Penalty: 817.184204 Iteration 49F: 3 clusters Score -443471.3 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (24329 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24329 members Entering Unmasked Estep Score: -1350024.625000 Penalty: 459.523804 Iteration 0F: 2 clusters Score -1350025 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12038 members Mstep: Class 2 contains 12291 members Entering Unmasked Estep Score: -1333752.500000 Penalty: 919.047607 Iteration 0F: 3 clusters Score -1333752 nChanged 11613 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10685 members Mstep: Class 2 contains 13644 members Entering Unmasked Estep Score: -1340811.500000 Penalty: 919.047607 Iteration 1F: 3 clusters Score -1340812 nChanged 1370 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9941 members Mstep: Class 2 contains 14388 members Entering Unmasked Estep Score: -1341581.875000 Penalty: 919.047607 Iteration 2F: 3 clusters Score -1341582 nChanged 1623 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8892 members Mstep: Class 2 contains 15437 members Entering Unmasked Estep Score: -1342684.000000 Penalty: 919.047607 Iteration 3F: 3 clusters Score -1342684 nChanged 1713 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7709 members Mstep: Class 2 contains 16620 members Entering Unmasked Estep Score: -1343989.000000 Penalty: 919.047607 Iteration 4F: 3 clusters Score -1343989 nChanged 1692 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6553 members Mstep: Class 2 contains 17776 members Entering Unmasked Estep Score: -1345397.125000 Penalty: 919.047607 Iteration 5F: 3 clusters Score -1345397 nChanged 1436 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5639 members Mstep: Class 2 contains 18690 members Entering Unmasked Estep Score: -1346576.750000 Penalty: 919.047607 Iteration 6F: 3 clusters Score -1346577 nChanged 1075 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4976 members Mstep: Class 2 contains 19353 members Entering Unmasked Estep Score: -1347236.125000 Penalty: 919.047607 Iteration 7Q: 3 clusters Score -1347236 nChanged 692 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4456 members Mstep: Class 2 contains 19873 members Entering Unmasked Estep Score: -1347571.625000 Penalty: 919.047607 Iteration 8Q: 3 clusters Score -1347572 nChanged 505 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4001 members Mstep: Class 2 contains 20328 members Entering Unmasked Estep Score: -1347816.250000 Penalty: 919.047607 Iteration 9Q: 3 clusters Score -1347816 nChanged 445 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3576 members Mstep: Class 2 contains 20753 members Entering Unmasked Estep Score: -1348020.250000 Penalty: 919.047607 Iteration 10Q: 3 clusters Score -1348020 nChanged 411 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3167 members Mstep: Class 2 contains 21162 members Entering Unmasked Estep Score: -1348222.125000 Penalty: 919.047607 Iteration 11Q: 3 clusters Score -1348222 nChanged 385 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2784 members Mstep: Class 2 contains 21545 members Entering Unmasked Estep Score: -1348418.875000 Penalty: 919.047607 Iteration 12Q: 3 clusters Score -1348419 nChanged 365 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2419 members Mstep: Class 2 contains 21910 members Entering Unmasked Estep Score: -1348619.000000 Penalty: 919.047607 Iteration 13Q: 3 clusters Score -1348619 nChanged 309 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2110 members Mstep: Class 2 contains 22219 members Entering Unmasked Estep Score: -1348798.000000 Penalty: 919.047607 Iteration 14Q: 3 clusters Score -1348798 nChanged 302 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1810 members Mstep: Class 2 contains 22519 members Entering Unmasked Estep Score: -1348959.000000 Penalty: 919.047607 Iteration 15Q: 3 clusters Score -1348959 nChanged 246 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1566 members Mstep: Class 2 contains 22763 members Entering Unmasked Estep Score: -1349095.500000 Penalty: 919.047607 Iteration 16Q: 3 clusters Score -1349096 nChanged 223 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1349 members Mstep: Class 2 contains 22980 members Entering Unmasked Estep Score: -1349204.500000 Penalty: 919.047607 Iteration 17Q: 3 clusters Score -1349204 nChanged 190 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1159 members Mstep: Class 2 contains 23170 members Entering Unmasked Estep Score: -1349299.250000 Penalty: 919.047607 Iteration 18Q: 3 clusters Score -1349299 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1013 members Mstep: Class 2 contains 23316 members Entering Unmasked Estep Score: -1349373.500000 Penalty: 919.047607 Iteration 19Q: 3 clusters Score -1349374 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 884 members Mstep: Class 2 contains 23445 members Entering Unmasked Estep Score: -1349439.250000 Penalty: 919.047607 Iteration 20F: 3 clusters Score -1349439 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 783 members Mstep: Class 2 contains 23546 members Entering Unmasked Estep Score: -1349485.375000 Penalty: 919.047607 Iteration 21Q: 3 clusters Score -1349485 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 691 members Mstep: Class 2 contains 23638 members Entering Unmasked Estep Score: -1349517.125000 Penalty: 919.047607 Iteration 22Q: 3 clusters Score -1349517 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 623 members Mstep: Class 2 contains 23706 members Entering Unmasked Estep Score: -1349539.750000 Penalty: 919.047607 Iteration 23Q: 3 clusters Score -1349540 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 549 members Mstep: Class 2 contains 23780 members Entering Unmasked Estep Score: -1349569.000000 Penalty: 919.047607 Iteration 24Q: 3 clusters Score -1349569 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 487 members Mstep: Class 2 contains 23842 members Entering Unmasked Estep Score: -1349606.625000 Penalty: 919.047607 Iteration 25Q: 3 clusters Score -1349607 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 437 members Mstep: Class 2 contains 23892 members Entering Unmasked Estep Score: -1349632.250000 Penalty: 919.047607 Iteration 26Q: 3 clusters Score -1349632 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 401 members Mstep: Class 2 contains 23928 members Entering Unmasked Estep Score: -1349649.750000 Penalty: 919.047607 Iteration 27Q: 3 clusters Score -1349650 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 381 members Mstep: Class 2 contains 23948 members Entering Unmasked Estep Score: -1349656.875000 Penalty: 919.047607 Iteration 28Q: 3 clusters Score -1349657 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 363 members Mstep: Class 2 contains 23966 members Entering Unmasked Estep Score: -1349665.625000 Penalty: 919.047607 Iteration 29Q: 3 clusters Score -1349666 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 351 members Mstep: Class 2 contains 23978 members Entering Unmasked Estep Score: -1349669.625000 Penalty: 919.047607 Iteration 30Q: 3 clusters Score -1349670 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 339 members Mstep: Class 2 contains 23990 members Entering Unmasked Estep Score: -1349673.750000 Penalty: 919.047607 Iteration 31Q: 3 clusters Score -1349674 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 330 members Mstep: Class 2 contains 23999 members Entering Unmasked Estep Score: -1349681.375000 Penalty: 919.047607 Iteration 32Q: 3 clusters Score -1349681 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 318 members Mstep: Class 2 contains 24011 members Entering Unmasked Estep Score: -1349684.000000 Penalty: 919.047607 Iteration 33Q: 3 clusters Score -1349684 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 309 members Mstep: Class 2 contains 24020 members Entering Unmasked Estep Score: -1349686.125000 Penalty: 919.047607 Iteration 34Q: 3 clusters Score -1349686 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 302 members Mstep: Class 2 contains 24027 members Entering Unmasked Estep Score: -1349688.875000 Penalty: 919.047607 Iteration 35Q: 3 clusters Score -1349689 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 297 members Mstep: Class 2 contains 24032 members Entering Unmasked Estep Score: -1349692.375000 Penalty: 919.047607 Iteration 36Q: 3 clusters Score -1349692 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 293 members Mstep: Class 2 contains 24036 members Entering Unmasked Estep Score: -1349693.375000 Penalty: 919.047607 Iteration 37Q: 3 clusters Score -1349693 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 288 members Mstep: Class 2 contains 24041 members Entering Unmasked Estep Score: -1349694.875000 Penalty: 919.047607 Iteration 38Q: 3 clusters Score -1349695 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 284 members Mstep: Class 2 contains 24045 members Entering Unmasked Estep Score: -1349695.750000 Penalty: 919.047607 Iteration 39Q: 3 clusters Score -1349696 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 282 members Mstep: Class 2 contains 24047 members Entering Unmasked Estep Score: -1349696.250000 Penalty: 919.047607 Iteration 40F: 3 clusters Score -1349696 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 283 members Mstep: Class 2 contains 24046 members Entering Unmasked Estep Score: -1349696.625000 Penalty: 919.047607 Iteration 41Q: 3 clusters Score -1349697 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 282 members Mstep: Class 2 contains 24047 members Entering Unmasked Estep Score: -1349698.000000 Penalty: 919.047607 Iteration 42Q: 3 clusters Score -1349698 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 280 members Mstep: Class 2 contains 24049 members Entering Unmasked Estep Score: -1349698.000000 Penalty: 919.047607 Iteration 43Q: 3 clusters Score -1349698 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 278 members Mstep: Class 2 contains 24051 members Entering Unmasked Estep Score: -1349699.000000 Penalty: 919.047607 Iteration 44Q: 3 clusters Score -1349699 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 276 members Mstep: Class 2 contains 24053 members Entering Unmasked Estep Score: -1349699.500000 Penalty: 919.047607 Iteration 45Q: 3 clusters Score -1349700 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 273 members Mstep: Class 2 contains 24056 members Entering Unmasked Estep Score: -1349701.250000 Penalty: 919.047607 Iteration 46Q: 3 clusters Score -1349701 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 271 members Mstep: Class 2 contains 24058 members Entering Unmasked Estep Score: -1349703.000000 Penalty: 919.047607 Iteration 47Q: 3 clusters Score -1349703 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 270 members Mstep: Class 2 contains 24059 members Entering Unmasked Estep Score: -1349704.125000 Penalty: 919.047607 Iteration 48Q: 3 clusters Score -1349704 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 268 members Mstep: Class 2 contains 24061 members Entering Unmasked Estep Score: -1349704.500000 Penalty: 919.047607 Iteration 49Q: 3 clusters Score -1349704 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 267 members Mstep: Class 2 contains 24062 members Entering Unmasked Estep Score: -1349704.625000 Penalty: 919.047607 Iteration 50Q: 3 clusters Score -1349705 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 266 members Mstep: Class 2 contains 24063 members Entering Unmasked Estep Score: -1349704.750000 Penalty: 919.047607 Iteration 51Q: 3 clusters Score -1349705 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 266 members Mstep: Class 2 contains 24063 members Entering Unmasked Estep Score: -1349704.750000 Penalty: 919.047607 Iteration 52F: 3 clusters Score -1349705 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (2419 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2419 members Entering Unmasked Estep Score: -142330.593750 Penalty: 354.495483 Iteration 0F: 2 clusters Score -142330.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1212 members Mstep: Class 2 contains 1207 members Entering Unmasked Estep Score: -140605.921875 Penalty: 708.990967 Iteration 0F: 3 clusters Score -140605.9 nChanged 1056 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1188 members Mstep: Class 2 contains 1231 members Entering Unmasked Estep Score: -141171.015625 Penalty: 708.990967 Iteration 1F: 3 clusters Score -141171 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1149 members Mstep: Class 2 contains 1270 members Entering Unmasked Estep Score: -141223.375000 Penalty: 708.990967 Iteration 2F: 3 clusters Score -141223.4 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1112 members Mstep: Class 2 contains 1307 members Entering Unmasked Estep Score: -141259.328125 Penalty: 708.990967 Iteration 3Q: 3 clusters Score -141259.3 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1061 members Mstep: Class 2 contains 1358 members Entering Unmasked Estep Score: -141294.328125 Penalty: 708.990967 Iteration 4Q: 3 clusters Score -141294.3 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1002 members Mstep: Class 2 contains 1417 members Entering Unmasked Estep Score: -141324.640625 Penalty: 708.990967 Iteration 5Q: 3 clusters Score -141324.6 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 944 members Mstep: Class 2 contains 1475 members Entering Unmasked Estep Score: -141353.031250 Penalty: 708.990967 Iteration 6Q: 3 clusters Score -141353 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 881 members Mstep: Class 2 contains 1538 members Entering Unmasked Estep Score: -141385.546875 Penalty: 708.990967 Iteration 7Q: 3 clusters Score -141385.5 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 809 members Mstep: Class 2 contains 1610 members Entering Unmasked Estep Score: -141429.937500 Penalty: 708.990967 Iteration 8Q: 3 clusters Score -141429.9 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 727 members Mstep: Class 2 contains 1692 members Entering Unmasked Estep Score: -141482.765625 Penalty: 708.990967 Iteration 9Q: 3 clusters Score -141482.8 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 630 members Mstep: Class 2 contains 1789 members Entering Unmasked Estep Score: -141541.343750 Penalty: 708.990967 Iteration 10Q: 3 clusters Score -141541.3 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 530 members Mstep: Class 2 contains 1889 members Entering Unmasked Estep Score: -141605.359375 Penalty: 708.990967 Iteration 11Q: 3 clusters Score -141605.4 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 422 members Mstep: Class 2 contains 1997 members Entering Unmasked Estep Score: -141687.593750 Penalty: 708.990967 Iteration 12Q: 3 clusters Score -141687.6 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 323 members Mstep: Class 2 contains 2096 members Entering Unmasked Estep Score: -141770.046875 Penalty: 708.990967 Iteration 13Q: 3 clusters Score -141770 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 232 members Mstep: Class 2 contains 2187 members Entering Unmasked Estep Score: -141856.625000 Penalty: 708.990967 Iteration 14Q: 3 clusters Score -141856.6 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 159 members Mstep: Class 2 contains 2260 members Entering Unmasked Estep Score: -141930.687500 Penalty: 708.990967 Iteration 15Q: 3 clusters Score -141930.7 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 118 members Mstep: Class 2 contains 2301 members Entering Unmasked Estep Score: -141968.250000 Penalty: 708.990967 Iteration 16Q: 3 clusters Score -141968.2 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 88 members Mstep: Class 2 contains 2331 members Entering Unmasked Estep Score: -141999.390625 Penalty: 708.990967 Iteration 17Q: 3 clusters Score -141999.4 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72 members Mstep: Class 2 contains 2347 members Entering Unmasked Estep Score: -142021.000000 Penalty: 708.990967 Iteration 18Q: 3 clusters Score -142021 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59 members Mstep: Class 2 contains 2360 members Entering Unmasked Estep Score: -142037.390625 Penalty: 708.990967 Iteration 19Q: 3 clusters Score -142037.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58 members Mstep: Class 2 contains 2361 members Entering Unmasked Estep Score: -142037.875000 Penalty: 708.990967 Iteration 20F: 3 clusters Score -142037.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 21 (2319 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2319 members Entering Unmasked Estep Score: -130429.656250 Penalty: 352.574554 Iteration 0F: 2 clusters Score -130429.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1196 members Mstep: Class 2 contains 1123 members Entering Unmasked Estep Score: -128832.781250 Penalty: 705.149109 Iteration 0F: 3 clusters Score -128832.8 nChanged 999 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1393 members Mstep: Class 2 contains 926 members Entering Unmasked Estep Score: -129414.210938 Penalty: 705.149109 Iteration 1F: 3 clusters Score -129414.2 nChanged 190 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1525 members Mstep: Class 2 contains 794 members Entering Unmasked Estep Score: -129552.539062 Penalty: 705.149109 Iteration 2F: 3 clusters Score -129552.5 nChanged 161 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1660 members Mstep: Class 2 contains 659 members Entering Unmasked Estep Score: -129661.929688 Penalty: 705.149109 Iteration 3F: 3 clusters Score -129661.9 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1793 members Mstep: Class 2 contains 526 members Entering Unmasked Estep Score: -129757.289062 Penalty: 705.149109 Iteration 4F: 3 clusters Score -129757.3 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1901 members Mstep: Class 2 contains 418 members Entering Unmasked Estep Score: -129832.078125 Penalty: 705.149109 Iteration 5Q: 3 clusters Score -129832.1 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1991 members Mstep: Class 2 contains 328 members Entering Unmasked Estep Score: -129895.101562 Penalty: 705.149109 Iteration 6Q: 3 clusters Score -129895.1 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2072 members Mstep: Class 2 contains 247 members Entering Unmasked Estep Score: -129956.164062 Penalty: 705.149109 Iteration 7Q: 3 clusters Score -129956.2 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2131 members Mstep: Class 2 contains 188 members Entering Unmasked Estep Score: -130005.992188 Penalty: 705.149109 Iteration 8Q: 3 clusters Score -130006 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2175 members Mstep: Class 2 contains 144 members Entering Unmasked Estep Score: -130044.007812 Penalty: 705.149109 Iteration 9Q: 3 clusters Score -130044 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2209 members Mstep: Class 2 contains 110 members Entering Unmasked Estep Score: -130080.476562 Penalty: 705.149109 Iteration 10Q: 3 clusters Score -130080.5 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2223 members Mstep: Class 2 contains 96 members Entering Unmasked Estep Score: -130097.226562 Penalty: 705.149109 Iteration 11Q: 3 clusters Score -130097.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2232 members Mstep: Class 2 contains 87 members Entering Unmasked Estep Score: -130108.328125 Penalty: 705.149109 Iteration 12Q: 3 clusters Score -130108.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2239 members Mstep: Class 2 contains 80 members Entering Unmasked Estep Score: -130114.046875 Penalty: 705.149109 Iteration 13Q: 3 clusters Score -130114 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2242 members Mstep: Class 2 contains 77 members Entering Unmasked Estep Score: -130116.125000 Penalty: 705.149109 Iteration 14Q: 3 clusters Score -130116.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2245 members Mstep: Class 2 contains 74 members Entering Unmasked Estep Score: -130118.210938 Penalty: 705.149109 Iteration 15Q: 3 clusters Score -130118.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2246 members Mstep: Class 2 contains 73 members Entering Unmasked Estep Score: -130121.179688 Penalty: 705.149109 Iteration 16Q: 3 clusters Score -130121.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2248 members Mstep: Class 2 contains 71 members Entering Unmasked Estep Score: -130122.460938 Penalty: 705.149109 Iteration 17Q: 3 clusters Score -130122.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2248 members Mstep: Class 2 contains 71 members Entering Unmasked Estep Score: -130122.460938 Penalty: 705.149109 Iteration 18F: 3 clusters Score -130122.5 nChanged 0 Entering ConstructFrom: Trying to split cluster 22 (95 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95 members Entering Unmasked Estep Score: -3783.810303 Penalty: 207.201401 Iteration 0F: 2 clusters Score -3783.81 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66 members Mstep: Class 2 contains 29 members Entering Unmasked Estep Score: -3624.564209 Penalty: 414.402802 Iteration 0F: 3 clusters Score -3624.564 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 69 members Mstep: Class 2 contains 26 members Entering Unmasked Estep Score: -3676.081787 Penalty: 414.402802 Iteration 1F: 3 clusters Score -3676.082 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 69 members Mstep: Class 2 contains 26 members Entering Unmasked Estep Score: -3681.531982 Penalty: 414.402802 Iteration 2Q: 3 clusters Score -3681.532 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 69 members Mstep: Class 2 contains 26 members Entering Unmasked Estep Score: -3694.906982 Penalty: 414.402802 Iteration 3Q: 3 clusters Score -3694.907 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 68 members Mstep: Class 2 contains 27 members Entering Unmasked Estep Score: -3695.743164 Penalty: 414.402802 Iteration 4Q: 3 clusters Score -3695.743 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67 members Mstep: Class 2 contains 28 members Entering Unmasked Estep Score: -3698.146729 Penalty: 414.402802 Iteration 5Q: 3 clusters Score -3698.147 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66 members Mstep: Class 2 contains 29 members Entering Unmasked Estep Score: -3698.812744 Penalty: 414.402802 Iteration 6Q: 3 clusters Score -3698.813 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66 members Mstep: Class 2 contains 29 members Entering Unmasked Estep Score: -3698.812744 Penalty: 414.402802 Iteration 7F: 3 clusters Score -3698.813 nChanged 0 Entering ConstructFrom: Trying to split cluster 23 (284 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 284 members Entering Unmasked Estep Score: -14877.337891 Penalty: 257.028351 Iteration 0F: 2 clusters Score -14877.34 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 138 members Mstep: Class 2 contains 146 members Entering Unmasked Estep Score: -14524.526367 Penalty: 514.056702 Iteration 0F: 3 clusters Score -14524.53 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 132 members Mstep: Class 2 contains 152 members Entering Unmasked Estep Score: -14637.380859 Penalty: 514.056702 Iteration 1F: 3 clusters Score -14637.38 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 138 members Mstep: Class 2 contains 146 members Entering Unmasked Estep Score: -14676.042969 Penalty: 514.056702 Iteration 2F: 3 clusters Score -14676.04 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 151 members Mstep: Class 2 contains 133 members Entering Unmasked Estep Score: -14691.124023 Penalty: 514.056702 Iteration 3F: 3 clusters Score -14691.12 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 160 members Mstep: Class 2 contains 124 members Entering Unmasked Estep Score: -14703.347656 Penalty: 514.056702 Iteration 4Q: 3 clusters Score -14703.35 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 165 members Mstep: Class 2 contains 119 members Entering Unmasked Estep Score: -14710.360352 Penalty: 514.056702 Iteration 5Q: 3 clusters Score -14710.36 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 168 members Mstep: Class 2 contains 116 members Entering Unmasked Estep Score: -14711.612305 Penalty: 514.056702 Iteration 6Q: 3 clusters Score -14711.61 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 170 members Mstep: Class 2 contains 114 members Entering Unmasked Estep Score: -14715.721680 Penalty: 514.056702 Iteration 7Q: 3 clusters Score -14715.72 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 175 members Mstep: Class 2 contains 109 members Entering Unmasked Estep Score: -14724.099609 Penalty: 514.056702 Iteration 8Q: 3 clusters Score -14724.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 178 members Mstep: Class 2 contains 106 members Entering Unmasked Estep Score: -14726.452148 Penalty: 514.056702 Iteration 9Q: 3 clusters Score -14726.45 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 179 members Mstep: Class 2 contains 105 members Entering Unmasked Estep Score: -14728.021484 Penalty: 514.056702 Iteration 10Q: 3 clusters Score -14728.02 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 181 members Mstep: Class 2 contains 103 members Entering Unmasked Estep Score: -14732.545898 Penalty: 514.056702 Iteration 11Q: 3 clusters Score -14732.55 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 185 members Mstep: Class 2 contains 99 members Entering Unmasked Estep Score: -14742.807617 Penalty: 514.056702 Iteration 12Q: 3 clusters Score -14742.81 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 186 members Mstep: Class 2 contains 98 members Entering Unmasked Estep Score: -14743.252930 Penalty: 514.056702 Iteration 13Q: 3 clusters Score -14743.25 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 187 members Mstep: Class 2 contains 97 members Entering Unmasked Estep Score: -14745.877930 Penalty: 514.056702 Iteration 14Q: 3 clusters Score -14745.88 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 188 members Mstep: Class 2 contains 96 members Entering Unmasked Estep Score: -14746.983398 Penalty: 514.056702 Iteration 15Q: 3 clusters Score -14746.98 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 189 members Mstep: Class 2 contains 95 members Entering Unmasked Estep Score: -14750.824219 Penalty: 514.056702 Iteration 16Q: 3 clusters Score -14750.82 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 192 members Mstep: Class 2 contains 92 members Entering Unmasked Estep Score: -14755.494141 Penalty: 514.056702 Iteration 17Q: 3 clusters Score -14755.49 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 192 members Mstep: Class 2 contains 92 members Entering Unmasked Estep Score: -14758.761719 Penalty: 514.056702 Iteration 18Q: 3 clusters Score -14758.76 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 192 members Mstep: Class 2 contains 92 members Entering Unmasked Estep Score: -14758.761719 Penalty: 514.056702 Iteration 19F: 3 clusters Score -14758.76 nChanged 0 Entering ConstructFrom: Trying to split cluster 24 (6402 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6402 members Entering Unmasked Estep Score: -330068.000000 Penalty: 398.778656 Iteration 0F: 2 clusters Score -330068 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3235 members Mstep: Class 2 contains 3167 members Entering Unmasked Estep Score: -325692.687500 Penalty: 797.557312 Iteration 0F: 3 clusters Score -325692.7 nChanged 2995 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3640 members Mstep: Class 2 contains 2762 members Entering Unmasked Estep Score: -327427.843750 Penalty: 797.557312 Iteration 1F: 3 clusters Score -327427.8 nChanged 449 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3875 members Mstep: Class 2 contains 2527 members Entering Unmasked Estep Score: -327677.687500 Penalty: 797.557312 Iteration 2F: 3 clusters Score -327677.7 nChanged 462 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4185 members Mstep: Class 2 contains 2217 members Entering Unmasked Estep Score: -327972.031250 Penalty: 797.557312 Iteration 3F: 3 clusters Score -327972 nChanged 452 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4557 members Mstep: Class 2 contains 1845 members Entering Unmasked Estep Score: -328296.125000 Penalty: 797.557312 Iteration 4F: 3 clusters Score -328296.1 nChanged 392 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4899 members Mstep: Class 2 contains 1503 members Entering Unmasked Estep Score: -328590.031250 Penalty: 797.557312 Iteration 5F: 3 clusters Score -328590 nChanged 368 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5217 members Mstep: Class 2 contains 1185 members Entering Unmasked Estep Score: -328874.437500 Penalty: 797.557312 Iteration 6F: 3 clusters Score -328874.4 nChanged 289 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5486 members Mstep: Class 2 contains 916 members Entering Unmasked Estep Score: -329105.187500 Penalty: 797.557312 Iteration 7Q: 3 clusters Score -329105.2 nChanged 215 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5691 members Mstep: Class 2 contains 711 members Entering Unmasked Estep Score: -329290.031250 Penalty: 797.557312 Iteration 8Q: 3 clusters Score -329290 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5822 members Mstep: Class 2 contains 580 members Entering Unmasked Estep Score: -329421.406250 Penalty: 797.557312 Iteration 9Q: 3 clusters Score -329421.4 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5899 members Mstep: Class 2 contains 503 members Entering Unmasked Estep Score: -329494.187500 Penalty: 797.557312 Iteration 10Q: 3 clusters Score -329494.2 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5941 members Mstep: Class 2 contains 461 members Entering Unmasked Estep Score: -329529.031250 Penalty: 797.557312 Iteration 11Q: 3 clusters Score -329529 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5980 members Mstep: Class 2 contains 422 members Entering Unmasked Estep Score: -329557.500000 Penalty: 797.557312 Iteration 12Q: 3 clusters Score -329557.5 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6011 members Mstep: Class 2 contains 391 members Entering Unmasked Estep Score: -329575.031250 Penalty: 797.557312 Iteration 13Q: 3 clusters Score -329575 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6029 members Mstep: Class 2 contains 373 members Entering Unmasked Estep Score: -329586.875000 Penalty: 797.557312 Iteration 14Q: 3 clusters Score -329586.9 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6046 members Mstep: Class 2 contains 356 members Entering Unmasked Estep Score: -329605.250000 Penalty: 797.557312 Iteration 15Q: 3 clusters Score -329605.2 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6065 members Mstep: Class 2 contains 337 members Entering Unmasked Estep Score: -329626.468750 Penalty: 797.557312 Iteration 16Q: 3 clusters Score -329626.5 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6085 members Mstep: Class 2 contains 317 members Entering Unmasked Estep Score: -329660.531250 Penalty: 797.557312 Iteration 17Q: 3 clusters Score -329660.5 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6099 members Mstep: Class 2 contains 303 members Entering Unmasked Estep Score: -329692.343750 Penalty: 797.557312 Iteration 18Q: 3 clusters Score -329692.3 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6104 members Mstep: Class 2 contains 298 members Entering Unmasked Estep Score: -329711.968750 Penalty: 797.557312 Iteration 19Q: 3 clusters Score -329712 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6110 members Mstep: Class 2 contains 292 members Entering Unmasked Estep Score: -329736.718750 Penalty: 797.557312 Iteration 20F: 3 clusters Score -329736.7 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6107 members Mstep: Class 2 contains 295 members Entering Unmasked Estep Score: -329757.062500 Penalty: 797.557312 Iteration 21Q: 3 clusters Score -329757.1 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6102 members Mstep: Class 2 contains 300 members Entering Unmasked Estep Score: -329776.656250 Penalty: 797.557312 Iteration 22Q: 3 clusters Score -329776.7 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6094 members Mstep: Class 2 contains 308 members Entering Unmasked Estep Score: -329785.781250 Penalty: 797.557312 Iteration 23Q: 3 clusters Score -329785.8 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6082 members Mstep: Class 2 contains 320 members Entering Unmasked Estep Score: -329794.718750 Penalty: 797.557312 Iteration 24Q: 3 clusters Score -329794.7 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6074 members Mstep: Class 2 contains 328 members Entering Unmasked Estep Score: -329799.968750 Penalty: 797.557312 Iteration 25Q: 3 clusters Score -329800 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6064 members Mstep: Class 2 contains 338 members Entering Unmasked Estep Score: -329805.406250 Penalty: 797.557312 Iteration 26Q: 3 clusters Score -329805.4 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6049 members Mstep: Class 2 contains 353 members Entering Unmasked Estep Score: -329814.937500 Penalty: 797.557312 Iteration 27Q: 3 clusters Score -329814.9 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6037 members Mstep: Class 2 contains 365 members Entering Unmasked Estep Score: -329822.437500 Penalty: 797.557312 Iteration 28Q: 3 clusters Score -329822.4 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6030 members Mstep: Class 2 contains 372 members Entering Unmasked Estep Score: -329827.218750 Penalty: 797.557312 Iteration 29Q: 3 clusters Score -329827.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6025 members Mstep: Class 2 contains 377 members Entering Unmasked Estep Score: -329830.718750 Penalty: 797.557312 Iteration 30Q: 3 clusters Score -329830.7 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6020 members Mstep: Class 2 contains 382 members Entering Unmasked Estep Score: -329834.093750 Penalty: 797.557312 Iteration 31Q: 3 clusters Score -329834.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6015 members Mstep: Class 2 contains 387 members Entering Unmasked Estep Score: -329835.562500 Penalty: 797.557312 Iteration 32Q: 3 clusters Score -329835.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6005 members Mstep: Class 2 contains 397 members Entering Unmasked Estep Score: -329839.625000 Penalty: 797.557312 Iteration 33Q: 3 clusters Score -329839.6 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5996 members Mstep: Class 2 contains 406 members Entering Unmasked Estep Score: -329842.656250 Penalty: 797.557312 Iteration 34Q: 3 clusters Score -329842.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5990 members Mstep: Class 2 contains 412 members Entering Unmasked Estep Score: -329843.593750 Penalty: 797.557312 Iteration 35Q: 3 clusters Score -329843.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5984 members Mstep: Class 2 contains 418 members Entering Unmasked Estep Score: -329845.375000 Penalty: 797.557312 Iteration 36Q: 3 clusters Score -329845.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5980 members Mstep: Class 2 contains 422 members Entering Unmasked Estep Score: -329845.968750 Penalty: 797.557312 Iteration 37Q: 3 clusters Score -329846 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5978 members Mstep: Class 2 contains 424 members Entering Unmasked Estep Score: -329847.312500 Penalty: 797.557312 Iteration 38Q: 3 clusters Score -329847.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5973 members Mstep: Class 2 contains 429 members Entering Unmasked Estep Score: -329848.406250 Penalty: 797.557312 Iteration 39Q: 3 clusters Score -329848.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5966 members Mstep: Class 2 contains 436 members Entering Unmasked Estep Score: -329850.343750 Penalty: 797.557312 Iteration 40F: 3 clusters Score -329850.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5958 members Mstep: Class 2 contains 444 members Entering Unmasked Estep Score: -329852.062500 Penalty: 797.557312 Iteration 41Q: 3 clusters Score -329852.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5951 members Mstep: Class 2 contains 451 members Entering Unmasked Estep Score: -329853.812500 Penalty: 797.557312 Iteration 42Q: 3 clusters Score -329853.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5944 members Mstep: Class 2 contains 458 members Entering Unmasked Estep Score: -329856.031250 Penalty: 797.557312 Iteration 43Q: 3 clusters Score -329856 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5939 members Mstep: Class 2 contains 463 members Entering Unmasked Estep Score: -329856.312500 Penalty: 797.557312 Iteration 44Q: 3 clusters Score -329856.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5937 members Mstep: Class 2 contains 465 members Entering Unmasked Estep Score: -329857.218750 Penalty: 797.557312 Iteration 45Q: 3 clusters Score -329857.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5936 members Mstep: Class 2 contains 466 members Entering Unmasked Estep Score: -329856.843750 Penalty: 797.557312 Iteration 46Q: 3 clusters Score -329856.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5935 members Mstep: Class 2 contains 467 members Entering Unmasked Estep Score: -329857.375000 Penalty: 797.557312 Iteration 47Q: 3 clusters Score -329857.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5933 members Mstep: Class 2 contains 469 members Entering Unmasked Estep Score: -329858.156250 Penalty: 797.557312 Iteration 48Q: 3 clusters Score -329858.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5932 members Mstep: Class 2 contains 470 members Entering Unmasked Estep Score: -329857.750000 Penalty: 797.557312 Iteration 49Q: 3 clusters Score -329857.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5931 members Mstep: Class 2 contains 471 members Entering Unmasked Estep Score: -329857.718750 Penalty: 797.557312 Iteration 50Q: 3 clusters Score -329857.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5931 members Mstep: Class 2 contains 471 members Entering Unmasked Estep Score: -329857.718750 Penalty: 797.557312 Iteration 51F: 3 clusters Score -329857.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 25 (142491 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 142491 members Entering Unmasked Estep Score: -7971653.000000 Penalty: 539.950073 Iteration 0F: 2 clusters Score -7971653 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71270 members Mstep: Class 2 contains 71221 members Entering Unmasked Estep Score: -7875112.500000 Penalty: 1079.900146 Iteration 0F: 3 clusters Score -7875112 nChanged 69700 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72400 members Mstep: Class 2 contains 70091 members Entering Unmasked Estep Score: -7919929.000000 Penalty: 1079.900146 Iteration 1F: 3 clusters Score -7919929 nChanged 7137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72953 members Mstep: Class 2 contains 69538 members Entering Unmasked Estep Score: -7922870.000000 Penalty: 1079.900146 Iteration 2F: 3 clusters Score -7922870 nChanged 7364 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 73177 members Mstep: Class 2 contains 69314 members Entering Unmasked Estep Score: -7925976.000000 Penalty: 1079.900146 Iteration 3F: 3 clusters Score -7925976 nChanged 7551 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72894 members Mstep: Class 2 contains 69597 members Entering Unmasked Estep Score: -7929748.000000 Penalty: 1079.900146 Iteration 4F: 3 clusters Score -7929748 nChanged 7735 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72045 members Mstep: Class 2 contains 70446 members Entering Unmasked Estep Score: -7934008.000000 Penalty: 1079.900146 Iteration 5F: 3 clusters Score -7934008 nChanged 7581 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70624 members Mstep: Class 2 contains 71867 members Entering Unmasked Estep Score: -7938503.000000 Penalty: 1079.900146 Iteration 6F: 3 clusters Score -7938503 nChanged 7167 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 68789 members Mstep: Class 2 contains 73702 members Entering Unmasked Estep Score: -7942993.000000 Penalty: 1079.900146 Iteration 7F: 3 clusters Score -7942993 nChanged 6205 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66790 members Mstep: Class 2 contains 75701 members Entering Unmasked Estep Score: -7946625.500000 Penalty: 1079.900146 Iteration 8Q: 3 clusters Score -7946626 nChanged 4911 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64775 members Mstep: Class 2 contains 77716 members Entering Unmasked Estep Score: -7948706.500000 Penalty: 1079.900146 Iteration 9Q: 3 clusters Score -7948706 nChanged 3611 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62886 members Mstep: Class 2 contains 79605 members Entering Unmasked Estep Score: -7949813.500000 Penalty: 1079.900146 Iteration 10Q: 3 clusters Score -7949814 nChanged 2594 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61122 members Mstep: Class 2 contains 81369 members Entering Unmasked Estep Score: -7950670.000000 Penalty: 1079.900146 Iteration 11Q: 3 clusters Score -7950670 nChanged 2283 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59365 members Mstep: Class 2 contains 83126 members Entering Unmasked Estep Score: -7951499.000000 Penalty: 1079.900146 Iteration 12Q: 3 clusters Score -7951499 nChanged 2369 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57506 members Mstep: Class 2 contains 84985 members Entering Unmasked Estep Score: -7952486.000000 Penalty: 1079.900146 Iteration 13Q: 3 clusters Score -7952486 nChanged 2416 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55640 members Mstep: Class 2 contains 86851 members Entering Unmasked Estep Score: -7953408.500000 Penalty: 1079.900146 Iteration 14Q: 3 clusters Score -7953408 nChanged 2386 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53884 members Mstep: Class 2 contains 88607 members Entering Unmasked Estep Score: -7954363.500000 Penalty: 1079.900146 Iteration 15Q: 3 clusters Score -7954364 nChanged 2237 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52259 members Mstep: Class 2 contains 90232 members Entering Unmasked Estep Score: -7955156.500000 Penalty: 1079.900146 Iteration 16Q: 3 clusters Score -7955156 nChanged 2039 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50836 members Mstep: Class 2 contains 91655 members Entering Unmasked Estep Score: -7955823.000000 Penalty: 1079.900146 Iteration 17Q: 3 clusters Score -7955823 nChanged 1882 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49534 members Mstep: Class 2 contains 92957 members Entering Unmasked Estep Score: -7956313.000000 Penalty: 1079.900146 Iteration 18Q: 3 clusters Score -7956313 nChanged 1718 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48322 members Mstep: Class 2 contains 94169 members Entering Unmasked Estep Score: -7956867.000000 Penalty: 1079.900146 Iteration 19Q: 3 clusters Score -7956867 nChanged 1591 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47179 members Mstep: Class 2 contains 95312 members Entering Unmasked Estep Score: -7957336.500000 Penalty: 1079.900146 Iteration 20F: 3 clusters Score -7957336 nChanged 1461 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46068 members Mstep: Class 2 contains 96423 members Entering Unmasked Estep Score: -7957759.000000 Penalty: 1079.900146 Iteration 21Q: 3 clusters Score -7957759 nChanged 1426 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44910 members Mstep: Class 2 contains 97581 members Entering Unmasked Estep Score: -7958102.000000 Penalty: 1079.900146 Iteration 22Q: 3 clusters Score -7958102 nChanged 1444 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43742 members Mstep: Class 2 contains 98749 members Entering Unmasked Estep Score: -7958502.000000 Penalty: 1079.900146 Iteration 23Q: 3 clusters Score -7958502 nChanged 1382 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42586 members Mstep: Class 2 contains 99905 members Entering Unmasked Estep Score: -7958921.000000 Penalty: 1079.900146 Iteration 24Q: 3 clusters Score -7958921 nChanged 1264 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41486 members Mstep: Class 2 contains 101005 members Entering Unmasked Estep Score: -7959192.000000 Penalty: 1079.900146 Iteration 25Q: 3 clusters Score -7959192 nChanged 1226 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40394 members Mstep: Class 2 contains 102097 members Entering Unmasked Estep Score: -7959457.500000 Penalty: 1079.900146 Iteration 26Q: 3 clusters Score -7959458 nChanged 1090 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39384 members Mstep: Class 2 contains 103107 members Entering Unmasked Estep Score: -7959641.500000 Penalty: 1079.900146 Iteration 27Q: 3 clusters Score -7959642 nChanged 1062 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38358 members Mstep: Class 2 contains 104133 members Entering Unmasked Estep Score: -7959840.000000 Penalty: 1079.900146 Iteration 28Q: 3 clusters Score -7959840 nChanged 1060 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37322 members Mstep: Class 2 contains 105169 members Entering Unmasked Estep Score: -7960068.500000 Penalty: 1079.900146 Iteration 29Q: 3 clusters Score -7960068 nChanged 968 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36366 members Mstep: Class 2 contains 106125 members Entering Unmasked Estep Score: -7960237.500000 Penalty: 1079.900146 Iteration 30Q: 3 clusters Score -7960238 nChanged 954 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35420 members Mstep: Class 2 contains 107071 members Entering Unmasked Estep Score: -7960428.000000 Penalty: 1079.900146 Iteration 31Q: 3 clusters Score -7960428 nChanged 949 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34471 members Mstep: Class 2 contains 108020 members Entering Unmasked Estep Score: -7960620.000000 Penalty: 1079.900146 Iteration 32Q: 3 clusters Score -7960620 nChanged 948 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33523 members Mstep: Class 2 contains 108968 members Entering Unmasked Estep Score: -7960796.000000 Penalty: 1079.900146 Iteration 33Q: 3 clusters Score -7960796 nChanged 929 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32594 members Mstep: Class 2 contains 109897 members Entering Unmasked Estep Score: -7960916.000000 Penalty: 1079.900146 Iteration 34Q: 3 clusters Score -7960916 nChanged 865 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31729 members Mstep: Class 2 contains 110762 members Entering Unmasked Estep Score: -7961055.000000 Penalty: 1079.900146 Iteration 35Q: 3 clusters Score -7961055 nChanged 856 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30873 members Mstep: Class 2 contains 111618 members Entering Unmasked Estep Score: -7961207.000000 Penalty: 1079.900146 Iteration 36Q: 3 clusters Score -7961207 nChanged 888 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29985 members Mstep: Class 2 contains 112506 members Entering Unmasked Estep Score: -7961327.000000 Penalty: 1079.900146 Iteration 37Q: 3 clusters Score -7961327 nChanged 916 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29069 members Mstep: Class 2 contains 113422 members Entering Unmasked Estep Score: -7961436.500000 Penalty: 1079.900146 Iteration 38Q: 3 clusters Score -7961436 nChanged 937 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28132 members Mstep: Class 2 contains 114359 members Entering Unmasked Estep Score: -7961635.000000 Penalty: 1079.900146 Iteration 39Q: 3 clusters Score -7961635 nChanged 884 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27248 members Mstep: Class 2 contains 115243 members Entering Unmasked Estep Score: -7961782.000000 Penalty: 1079.900146 Iteration 40F: 3 clusters Score -7961782 nChanged 928 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26320 members Mstep: Class 2 contains 116171 members Entering Unmasked Estep Score: -7961917.000000 Penalty: 1079.900146 Iteration 41Q: 3 clusters Score -7961917 nChanged 928 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25392 members Mstep: Class 2 contains 117099 members Entering Unmasked Estep Score: -7962110.000000 Penalty: 1079.900146 Iteration 42Q: 3 clusters Score -7962110 nChanged 977 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24415 members Mstep: Class 2 contains 118076 members Entering Unmasked Estep Score: -7962289.500000 Penalty: 1079.900146 Iteration 43Q: 3 clusters Score -7962290 nChanged 1038 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23377 members Mstep: Class 2 contains 119114 members Entering Unmasked Estep Score: -7962472.000000 Penalty: 1079.900146 Iteration 44Q: 3 clusters Score -7962472 nChanged 1092 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22285 members Mstep: Class 2 contains 120206 members Entering Unmasked Estep Score: -7962736.000000 Penalty: 1079.900146 Iteration 45Q: 3 clusters Score -7962736 nChanged 1168 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21117 members Mstep: Class 2 contains 121374 members Entering Unmasked Estep Score: -7962958.500000 Penalty: 1079.900146 Iteration 46Q: 3 clusters Score -7962958 nChanged 1297 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19820 members Mstep: Class 2 contains 122671 members Entering Unmasked Estep Score: -7963194.500000 Penalty: 1079.900146 Iteration 47Q: 3 clusters Score -7963194 nChanged 1370 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18450 members Mstep: Class 2 contains 124041 members Entering Unmasked Estep Score: -7963606.500000 Penalty: 1079.900146 Iteration 48Q: 3 clusters Score -7963606 nChanged 1522 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16928 members Mstep: Class 2 contains 125563 members Entering Unmasked Estep Score: -7964100.500000 Penalty: 1079.900146 Iteration 49Q: 3 clusters Score -7964100 nChanged 1662 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15266 members Mstep: Class 2 contains 127225 members Entering Unmasked Estep Score: -7964687.500000 Penalty: 1079.900146 Iteration 50Q: 3 clusters Score -7964688 nChanged 1876 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13390 members Mstep: Class 2 contains 129101 members Entering Unmasked Estep Score: -7965574.000000 Penalty: 1079.900146 Iteration 51Q: 3 clusters Score -7965574 nChanged 1944 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11446 members Mstep: Class 2 contains 131045 members Entering Unmasked Estep Score: -7966657.500000 Penalty: 1079.900146 Iteration 52Q: 3 clusters Score -7966658 nChanged 1873 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9573 members Mstep: Class 2 contains 132918 members Entering Unmasked Estep Score: -7967805.500000 Penalty: 1079.900146 Iteration 53Q: 3 clusters Score -7967806 nChanged 1609 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7964 members Mstep: Class 2 contains 134527 members Entering Unmasked Estep Score: -7968830.500000 Penalty: 1079.900146 Iteration 54Q: 3 clusters Score -7968830 nChanged 1263 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6703 members Mstep: Class 2 contains 135788 members Entering Unmasked Estep Score: -7969502.000000 Penalty: 1079.900146 Iteration 55Q: 3 clusters Score -7969502 nChanged 999 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5706 members Mstep: Class 2 contains 136785 members Entering Unmasked Estep Score: -7970050.500000 Penalty: 1079.900146 Iteration 56Q: 3 clusters Score -7970050 nChanged 781 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4939 members Mstep: Class 2 contains 137552 members Entering Unmasked Estep Score: -7970412.000000 Penalty: 1079.900146 Iteration 57Q: 3 clusters Score -7970412 nChanged 652 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4297 members Mstep: Class 2 contains 138194 members Entering Unmasked Estep Score: -7970720.000000 Penalty: 1079.900146 Iteration 58Q: 3 clusters Score -7970720 nChanged 517 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3808 members Mstep: Class 2 contains 138683 members Entering Unmasked Estep Score: -7970924.500000 Penalty: 1079.900146 Iteration 59Q: 3 clusters Score -7970924 nChanged 416 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3404 members Mstep: Class 2 contains 139087 members Entering Unmasked Estep Score: -7971081.500000 Penalty: 1079.900146 Iteration 60F: 3 clusters Score -7971082 nChanged 312 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3102 members Mstep: Class 2 contains 139389 members Entering Unmasked Estep Score: -7971201.000000 Penalty: 1079.900146 Iteration 61Q: 3 clusters Score -7971201 nChanged 256 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2860 members Mstep: Class 2 contains 139631 members Entering Unmasked Estep Score: -7971235.500000 Penalty: 1079.900146 Iteration 62Q: 3 clusters Score -7971236 nChanged 195 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2675 members Mstep: Class 2 contains 139816 members Entering Unmasked Estep Score: -7971281.500000 Penalty: 1079.900146 Iteration 63Q: 3 clusters Score -7971282 nChanged 173 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2512 members Mstep: Class 2 contains 139979 members Entering Unmasked Estep Score: -7971312.500000 Penalty: 1079.900146 Iteration 64Q: 3 clusters Score -7971312 nChanged 177 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2345 members Mstep: Class 2 contains 140146 members Entering Unmasked Estep Score: -7971363.500000 Penalty: 1079.900146 Iteration 65Q: 3 clusters Score -7971364 nChanged 165 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2210 members Mstep: Class 2 contains 140281 members Entering Unmasked Estep Score: -7971387.500000 Penalty: 1079.900146 Iteration 66Q: 3 clusters Score -7971388 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2096 members Mstep: Class 2 contains 140395 members Entering Unmasked Estep Score: -7971396.000000 Penalty: 1079.900146 Iteration 67Q: 3 clusters Score -7971396 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1996 members Mstep: Class 2 contains 140495 members Entering Unmasked Estep Score: -7971434.500000 Penalty: 1079.900146 Iteration 68Q: 3 clusters Score -7971434 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1915 members Mstep: Class 2 contains 140576 members Entering Unmasked Estep Score: -7971465.000000 Penalty: 1079.900146 Iteration 69Q: 3 clusters Score -7971465 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1830 members Mstep: Class 2 contains 140661 members Entering Unmasked Estep Score: -7971480.500000 Penalty: 1079.900146 Iteration 70Q: 3 clusters Score -7971480 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1767 members Mstep: Class 2 contains 140724 members Entering Unmasked Estep Score: -7971493.500000 Penalty: 1079.900146 Iteration 71Q: 3 clusters Score -7971494 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1717 members Mstep: Class 2 contains 140774 members Entering Unmasked Estep Score: -7971515.500000 Penalty: 1079.900146 Iteration 72Q: 3 clusters Score -7971516 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1678 members Mstep: Class 2 contains 140813 members Entering Unmasked Estep Score: -7971523.500000 Penalty: 1079.900146 Iteration 73Q: 3 clusters Score -7971524 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1647 members Mstep: Class 2 contains 140844 members Entering Unmasked Estep Score: -7971533.000000 Penalty: 1079.900146 Iteration 74Q: 3 clusters Score -7971533 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1617 members Mstep: Class 2 contains 140874 members Entering Unmasked Estep Score: -7971538.500000 Penalty: 1079.900146 Iteration 75Q: 3 clusters Score -7971538 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1594 members Mstep: Class 2 contains 140897 members Entering Unmasked Estep Score: -7971536.500000 Penalty: 1079.900146 Iteration 76Q: 3 clusters Score -7971536 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1567 members Mstep: Class 2 contains 140924 members Entering Unmasked Estep Score: -7971536.500000 Penalty: 1079.900146 Iteration 77Q: 3 clusters Score -7971536 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1553 members Mstep: Class 2 contains 140938 members Entering Unmasked Estep Score: -7971543.500000 Penalty: 1079.900146 Iteration 78Q: 3 clusters Score -7971544 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1538 members Mstep: Class 2 contains 140953 members Entering Unmasked Estep Score: -7971542.500000 Penalty: 1079.900146 Iteration 79Q: 3 clusters Score -7971542 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1516 members Mstep: Class 2 contains 140975 members Entering Unmasked Estep Score: -7971545.000000 Penalty: 1079.900146 Iteration 80F: 3 clusters Score -7971545 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1502 members Mstep: Class 2 contains 140989 members Entering Unmasked Estep Score: -7971553.500000 Penalty: 1079.900146 Iteration 81Q: 3 clusters Score -7971554 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1484 members Mstep: Class 2 contains 141007 members Entering Unmasked Estep Score: -7971550.000000 Penalty: 1079.900146 Iteration 82Q: 3 clusters Score -7971550 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1465 members Mstep: Class 2 contains 141026 members Entering Unmasked Estep Score: -7971566.500000 Penalty: 1079.900146 Iteration 83Q: 3 clusters Score -7971566 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1444 members Mstep: Class 2 contains 141047 members Entering Unmasked Estep Score: -7971551.500000 Penalty: 1079.900146 Iteration 84Q: 3 clusters Score -7971552 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1420 members Mstep: Class 2 contains 141071 members Entering Unmasked Estep Score: -7971551.500000 Penalty: 1079.900146 Iteration 85Q: 3 clusters Score -7971552 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1403 members Mstep: Class 2 contains 141088 members Entering Unmasked Estep Score: -7971556.000000 Penalty: 1079.900146 Iteration 86Q: 3 clusters Score -7971556 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1385 members Mstep: Class 2 contains 141106 members Entering Unmasked Estep Score: -7971563.000000 Penalty: 1079.900146 Iteration 87Q: 3 clusters Score -7971563 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1367 members Mstep: Class 2 contains 141124 members Entering Unmasked Estep Score: -7971559.500000 Penalty: 1079.900146 Iteration 88Q: 3 clusters Score -7971560 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1353 members Mstep: Class 2 contains 141138 members Entering Unmasked Estep Score: -7971569.000000 Penalty: 1079.900146 Iteration 89Q: 3 clusters Score -7971569 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1340 members Mstep: Class 2 contains 141151 members Entering Unmasked Estep Score: -7971580.000000 Penalty: 1079.900146 Iteration 90Q: 3 clusters Score -7971580 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1327 members Mstep: Class 2 contains 141164 members Entering Unmasked Estep Score: -7971581.000000 Penalty: 1079.900146 Iteration 91Q: 3 clusters Score -7971581 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1314 members Mstep: Class 2 contains 141177 members Entering Unmasked Estep Score: -7971583.000000 Penalty: 1079.900146 Iteration 92Q: 3 clusters Score -7971583 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1301 members Mstep: Class 2 contains 141190 members Entering Unmasked Estep Score: -7971574.500000 Penalty: 1079.900146 Iteration 93Q: 3 clusters Score -7971574 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1289 members Mstep: Class 2 contains 141202 members Entering Unmasked Estep Score: -7971577.500000 Penalty: 1079.900146 Iteration 94Q: 3 clusters Score -7971578 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1271 members Mstep: Class 2 contains 141220 members Entering Unmasked Estep Score: -7971585.000000 Penalty: 1079.900146 Iteration 95Q: 3 clusters Score -7971585 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1259 members Mstep: Class 2 contains 141232 members Entering Unmasked Estep Score: -7971581.000000 Penalty: 1079.900146 Iteration 96Q: 3 clusters Score -7971581 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1246 members Mstep: Class 2 contains 141245 members Entering Unmasked Estep Score: -7971584.500000 Penalty: 1079.900146 Iteration 97Q: 3 clusters Score -7971584 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1235 members Mstep: Class 2 contains 141256 members Entering Unmasked Estep Score: -7971582.500000 Penalty: 1079.900146 Iteration 98Q: 3 clusters Score -7971582 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1229 members Mstep: Class 2 contains 141262 members Entering Unmasked Estep Score: -7971587.500000 Penalty: 1079.900146 Iteration 99Q: 3 clusters Score -7971588 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1227 members Mstep: Class 2 contains 141264 members Entering Unmasked Estep Score: -7971588.000000 Penalty: 1079.900146 Iteration 100F: 3 clusters Score -7971588 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1221 members Mstep: Class 2 contains 141270 members Entering Unmasked Estep Score: -7971589.500000 Penalty: 1079.900146 Iteration 101Q: 3 clusters Score -7971590 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1221 members Mstep: Class 2 contains 141270 members Entering Unmasked Estep Score: -7971588.500000 Penalty: 1079.900146 Iteration 102Q: 3 clusters Score -7971588 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1222 members Mstep: Class 2 contains 141269 members Entering Unmasked Estep Score: -7971586.500000 Penalty: 1079.900146 Iteration 103Q: 3 clusters Score -7971586 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1222 members Mstep: Class 2 contains 141269 members Entering Unmasked Estep Score: -7971593.000000 Penalty: 1079.900146 Iteration 104Q: 3 clusters Score -7971593 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1221 members Mstep: Class 2 contains 141270 members Entering Unmasked Estep Score: -7971598.000000 Penalty: 1079.900146 Iteration 105Q: 3 clusters Score -7971598 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1220 members Mstep: Class 2 contains 141271 members Entering Unmasked Estep Score: -7971593.500000 Penalty: 1079.900146 Iteration 106Q: 3 clusters Score -7971594 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1218 members Mstep: Class 2 contains 141273 members Entering Unmasked Estep Score: -7971595.000000 Penalty: 1079.900146 Iteration 107Q: 3 clusters Score -7971595 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1217 members Mstep: Class 2 contains 141274 members Entering Unmasked Estep Score: -7971598.000000 Penalty: 1079.900146 Iteration 108Q: 3 clusters Score -7971598 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1217 members Mstep: Class 2 contains 141274 members Entering Unmasked Estep Score: -7971598.000000 Penalty: 1079.900146 Iteration 109F: 3 clusters Score -7971598 nChanged 0 Entering ConstructFrom: Trying to split cluster 26 (28648 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28648 members Entering Unmasked Estep Score: -1647274.625000 Penalty: 466.959198 Iteration 0F: 2 clusters Score -1647275 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14251 members Mstep: Class 2 contains 14397 members Entering Unmasked Estep Score: -1628111.125000 Penalty: 933.918396 Iteration 0F: 3 clusters Score -1628111 nChanged 13664 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12671 members Mstep: Class 2 contains 15977 members Entering Unmasked Estep Score: -1636370.875000 Penalty: 933.918396 Iteration 1F: 3 clusters Score -1636371 nChanged 1629 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11638 members Mstep: Class 2 contains 17010 members Entering Unmasked Estep Score: -1637247.625000 Penalty: 933.918396 Iteration 2F: 3 clusters Score -1637248 nChanged 1814 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10326 members Mstep: Class 2 contains 18322 members Entering Unmasked Estep Score: -1638577.625000 Penalty: 933.918396 Iteration 3F: 3 clusters Score -1638578 nChanged 1903 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8935 members Mstep: Class 2 contains 19713 members Entering Unmasked Estep Score: -1640284.750000 Penalty: 933.918396 Iteration 4F: 3 clusters Score -1640285 nChanged 1787 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7742 members Mstep: Class 2 contains 20906 members Entering Unmasked Estep Score: -1641935.625000 Penalty: 933.918396 Iteration 5F: 3 clusters Score -1641936 nChanged 1327 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6909 members Mstep: Class 2 contains 21739 members Entering Unmasked Estep Score: -1642825.500000 Penalty: 933.918396 Iteration 6Q: 3 clusters Score -1642826 nChanged 901 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6234 members Mstep: Class 2 contains 22414 members Entering Unmasked Estep Score: -1643297.875000 Penalty: 933.918396 Iteration 7Q: 3 clusters Score -1643298 nChanged 692 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5586 members Mstep: Class 2 contains 23062 members Entering Unmasked Estep Score: -1643629.750000 Penalty: 933.918396 Iteration 8Q: 3 clusters Score -1643630 nChanged 641 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4949 members Mstep: Class 2 contains 23699 members Entering Unmasked Estep Score: -1643938.250000 Penalty: 933.918396 Iteration 9Q: 3 clusters Score -1643938 nChanged 633 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4316 members Mstep: Class 2 contains 24332 members Entering Unmasked Estep Score: -1644269.000000 Penalty: 933.918396 Iteration 10Q: 3 clusters Score -1644269 nChanged 636 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3680 members Mstep: Class 2 contains 24968 members Entering Unmasked Estep Score: -1644632.125000 Penalty: 933.918396 Iteration 11Q: 3 clusters Score -1644632 nChanged 576 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3104 members Mstep: Class 2 contains 25544 members Entering Unmasked Estep Score: -1644975.000000 Penalty: 933.918396 Iteration 12Q: 3 clusters Score -1644975 nChanged 518 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2588 members Mstep: Class 2 contains 26060 members Entering Unmasked Estep Score: -1645278.250000 Penalty: 933.918396 Iteration 13Q: 3 clusters Score -1645278 nChanged 457 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2137 members Mstep: Class 2 contains 26511 members Entering Unmasked Estep Score: -1645547.750000 Penalty: 933.918396 Iteration 14Q: 3 clusters Score -1645548 nChanged 419 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1718 members Mstep: Class 2 contains 26930 members Entering Unmasked Estep Score: -1645819.250000 Penalty: 933.918396 Iteration 15Q: 3 clusters Score -1645819 nChanged 356 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1362 members Mstep: Class 2 contains 27286 members Entering Unmasked Estep Score: -1646041.500000 Penalty: 933.918396 Iteration 16Q: 3 clusters Score -1646042 nChanged 297 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1067 members Mstep: Class 2 contains 27581 members Entering Unmasked Estep Score: -1646228.625000 Penalty: 933.918396 Iteration 17Q: 3 clusters Score -1646229 nChanged 241 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 826 members Mstep: Class 2 contains 27822 members Entering Unmasked Estep Score: -1646396.375000 Penalty: 933.918396 Iteration 18Q: 3 clusters Score -1646396 nChanged 186 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 642 members Mstep: Class 2 contains 28006 members Entering Unmasked Estep Score: -1646513.125000 Penalty: 933.918396 Iteration 19Q: 3 clusters Score -1646513 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 502 members Mstep: Class 2 contains 28146 members Entering Unmasked Estep Score: -1646594.375000 Penalty: 933.918396 Iteration 20F: 3 clusters Score -1646594 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 387 members Mstep: Class 2 contains 28261 members Entering Unmasked Estep Score: -1646671.875000 Penalty: 933.918396 Iteration 21Q: 3 clusters Score -1646672 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 304 members Mstep: Class 2 contains 28344 members Entering Unmasked Estep Score: -1646733.750000 Penalty: 933.918396 Iteration 22Q: 3 clusters Score -1646734 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 248 members Mstep: Class 2 contains 28400 members Entering Unmasked Estep Score: -1646786.250000 Penalty: 933.918396 Iteration 23Q: 3 clusters Score -1646786 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 208 members Mstep: Class 2 contains 28440 members Entering Unmasked Estep Score: -1646822.500000 Penalty: 933.918396 Iteration 24Q: 3 clusters Score -1646822 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 184 members Mstep: Class 2 contains 28464 members Entering Unmasked Estep Score: -1646842.250000 Penalty: 933.918396 Iteration 25Q: 3 clusters Score -1646842 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 169 members Mstep: Class 2 contains 28479 members Entering Unmasked Estep Score: -1646853.000000 Penalty: 933.918396 Iteration 26Q: 3 clusters Score -1646853 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 156 members Mstep: Class 2 contains 28492 members Entering Unmasked Estep Score: -1646864.250000 Penalty: 933.918396 Iteration 27Q: 3 clusters Score -1646864 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 149 members Mstep: Class 2 contains 28499 members Entering Unmasked Estep Score: -1646869.625000 Penalty: 933.918396 Iteration 28Q: 3 clusters Score -1646870 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 145 members Mstep: Class 2 contains 28503 members Entering Unmasked Estep Score: -1646875.500000 Penalty: 933.918396 Iteration 29Q: 3 clusters Score -1646876 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 140 members Mstep: Class 2 contains 28508 members Entering Unmasked Estep Score: -1646881.500000 Penalty: 933.918396 Iteration 30Q: 3 clusters Score -1646882 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 136 members Mstep: Class 2 contains 28512 members Entering Unmasked Estep Score: -1646884.250000 Penalty: 933.918396 Iteration 31Q: 3 clusters Score -1646884 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 130 members Mstep: Class 2 contains 28518 members Entering Unmasked Estep Score: -1646887.125000 Penalty: 933.918396 Iteration 32Q: 3 clusters Score -1646887 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 128 members Mstep: Class 2 contains 28520 members Entering Unmasked Estep Score: -1646886.500000 Penalty: 933.918396 Iteration 33Q: 3 clusters Score -1646886 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 126 members Mstep: Class 2 contains 28522 members Entering Unmasked Estep Score: -1646888.500000 Penalty: 933.918396 Iteration 34Q: 3 clusters Score -1646888 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 126 members Mstep: Class 2 contains 28522 members Entering Unmasked Estep Score: -1646888.500000 Penalty: 933.918396 Iteration 35Q: 3 clusters Score -1646888 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 127 members Mstep: Class 2 contains 28521 members Entering Unmasked Estep Score: -1646888.875000 Penalty: 933.918396 Iteration 36Q: 3 clusters Score -1646889 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 127 members Mstep: Class 2 contains 28521 members Entering Unmasked Estep Score: -1646888.875000 Penalty: 933.918396 Iteration 37F: 3 clusters Score -1646889 nChanged 0 Entering ConstructFrom: Trying to split cluster 27 (12342 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12342 members Entering Unmasked Estep Score: -712827.250000 Penalty: 428.644714 Iteration 0F: 2 clusters Score -712827.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6181 members Mstep: Class 2 contains 6161 members Entering Unmasked Estep Score: -704594.875000 Penalty: 857.289429 Iteration 0F: 3 clusters Score -704594.9 nChanged 5757 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6220 members Mstep: Class 2 contains 6122 members Entering Unmasked Estep Score: -708084.750000 Penalty: 857.289429 Iteration 1F: 3 clusters Score -708084.8 nChanged 771 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6203 members Mstep: Class 2 contains 6139 members Entering Unmasked Estep Score: -708476.375000 Penalty: 857.289429 Iteration 2F: 3 clusters Score -708476.4 nChanged 751 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6208 members Mstep: Class 2 contains 6134 members Entering Unmasked Estep Score: -708885.500000 Penalty: 857.289429 Iteration 3F: 3 clusters Score -708885.5 nChanged 704 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6264 members Mstep: Class 2 contains 6078 members Entering Unmasked Estep Score: -709297.187500 Penalty: 857.289429 Iteration 4F: 3 clusters Score -709297.2 nChanged 678 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6312 members Mstep: Class 2 contains 6030 members Entering Unmasked Estep Score: -709677.562500 Penalty: 857.289429 Iteration 5F: 3 clusters Score -709677.6 nChanged 624 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6334 members Mstep: Class 2 contains 6008 members Entering Unmasked Estep Score: -710035.375000 Penalty: 857.289429 Iteration 6F: 3 clusters Score -710035.4 nChanged 584 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6360 members Mstep: Class 2 contains 5982 members Entering Unmasked Estep Score: -710326.500000 Penalty: 857.289429 Iteration 7Q: 3 clusters Score -710326.5 nChanged 453 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6373 members Mstep: Class 2 contains 5969 members Entering Unmasked Estep Score: -710512.750000 Penalty: 857.289429 Iteration 8Q: 3 clusters Score -710512.8 nChanged 320 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6363 members Mstep: Class 2 contains 5979 members Entering Unmasked Estep Score: -710615.062500 Penalty: 857.289429 Iteration 9Q: 3 clusters Score -710615.1 nChanged 227 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6348 members Mstep: Class 2 contains 5994 members Entering Unmasked Estep Score: -710666.562500 Penalty: 857.289429 Iteration 10Q: 3 clusters Score -710666.6 nChanged 157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6317 members Mstep: Class 2 contains 6025 members Entering Unmasked Estep Score: -710697.750000 Penalty: 857.289429 Iteration 11Q: 3 clusters Score -710697.8 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6261 members Mstep: Class 2 contains 6081 members Entering Unmasked Estep Score: -710717.000000 Penalty: 857.289429 Iteration 12Q: 3 clusters Score -710717 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6212 members Mstep: Class 2 contains 6130 members Entering Unmasked Estep Score: -710732.062500 Penalty: 857.289429 Iteration 13Q: 3 clusters Score -710732.1 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6141 members Mstep: Class 2 contains 6201 members Entering Unmasked Estep Score: -710746.937500 Penalty: 857.289429 Iteration 14Q: 3 clusters Score -710746.9 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6069 members Mstep: Class 2 contains 6273 members Entering Unmasked Estep Score: -710762.312500 Penalty: 857.289429 Iteration 15Q: 3 clusters Score -710762.3 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5991 members Mstep: Class 2 contains 6351 members Entering Unmasked Estep Score: -710773.625000 Penalty: 857.289429 Iteration 16Q: 3 clusters Score -710773.6 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5916 members Mstep: Class 2 contains 6426 members Entering Unmasked Estep Score: -710785.812500 Penalty: 857.289429 Iteration 17Q: 3 clusters Score -710785.8 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5845 members Mstep: Class 2 contains 6497 members Entering Unmasked Estep Score: -710799.125000 Penalty: 857.289429 Iteration 18Q: 3 clusters Score -710799.1 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5763 members Mstep: Class 2 contains 6579 members Entering Unmasked Estep Score: -710823.625000 Penalty: 857.289429 Iteration 19Q: 3 clusters Score -710823.6 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5679 members Mstep: Class 2 contains 6663 members Entering Unmasked Estep Score: -710844.312500 Penalty: 857.289429 Iteration 20F: 3 clusters Score -710844.3 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5577 members Mstep: Class 2 contains 6765 members Entering Unmasked Estep Score: -710871.250000 Penalty: 857.289429 Iteration 21Q: 3 clusters Score -710871.2 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5451 members Mstep: Class 2 contains 6891 members Entering Unmasked Estep Score: -710904.562500 Penalty: 857.289429 Iteration 22Q: 3 clusters Score -710904.6 nChanged 155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5314 members Mstep: Class 2 contains 7028 members Entering Unmasked Estep Score: -710944.625000 Penalty: 857.289429 Iteration 23Q: 3 clusters Score -710944.6 nChanged 164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5166 members Mstep: Class 2 contains 7176 members Entering Unmasked Estep Score: -710985.687500 Penalty: 857.289429 Iteration 24Q: 3 clusters Score -710985.7 nChanged 158 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5022 members Mstep: Class 2 contains 7320 members Entering Unmasked Estep Score: -711026.687500 Penalty: 857.289429 Iteration 25Q: 3 clusters Score -711026.7 nChanged 157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4875 members Mstep: Class 2 contains 7467 members Entering Unmasked Estep Score: -711069.062500 Penalty: 857.289429 Iteration 26Q: 3 clusters Score -711069.1 nChanged 178 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4709 members Mstep: Class 2 contains 7633 members Entering Unmasked Estep Score: -711120.250000 Penalty: 857.289429 Iteration 27Q: 3 clusters Score -711120.2 nChanged 188 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4531 members Mstep: Class 2 contains 7811 members Entering Unmasked Estep Score: -711170.437500 Penalty: 857.289429 Iteration 28Q: 3 clusters Score -711170.4 nChanged 167 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4368 members Mstep: Class 2 contains 7974 members Entering Unmasked Estep Score: -711216.750000 Penalty: 857.289429 Iteration 29Q: 3 clusters Score -711216.8 nChanged 170 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4210 members Mstep: Class 2 contains 8132 members Entering Unmasked Estep Score: -711257.375000 Penalty: 857.289429 Iteration 30Q: 3 clusters Score -711257.4 nChanged 159 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4057 members Mstep: Class 2 contains 8285 members Entering Unmasked Estep Score: -711304.437500 Penalty: 857.289429 Iteration 31Q: 3 clusters Score -711304.4 nChanged 168 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3891 members Mstep: Class 2 contains 8451 members Entering Unmasked Estep Score: -711351.250000 Penalty: 857.289429 Iteration 32Q: 3 clusters Score -711351.2 nChanged 178 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3717 members Mstep: Class 2 contains 8625 members Entering Unmasked Estep Score: -711407.250000 Penalty: 857.289429 Iteration 33Q: 3 clusters Score -711407.2 nChanged 175 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3544 members Mstep: Class 2 contains 8798 members Entering Unmasked Estep Score: -711462.937500 Penalty: 857.289429 Iteration 34Q: 3 clusters Score -711462.9 nChanged 167 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3385 members Mstep: Class 2 contains 8957 members Entering Unmasked Estep Score: -711504.812500 Penalty: 857.289429 Iteration 35Q: 3 clusters Score -711504.8 nChanged 150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3241 members Mstep: Class 2 contains 9101 members Entering Unmasked Estep Score: -711547.312500 Penalty: 857.289429 Iteration 36Q: 3 clusters Score -711547.3 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3101 members Mstep: Class 2 contains 9241 members Entering Unmasked Estep Score: -711588.187500 Penalty: 857.289429 Iteration 37Q: 3 clusters Score -711588.2 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2959 members Mstep: Class 2 contains 9383 members Entering Unmasked Estep Score: -711626.437500 Penalty: 857.289429 Iteration 38Q: 3 clusters Score -711626.4 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2833 members Mstep: Class 2 contains 9509 members Entering Unmasked Estep Score: -711662.687500 Penalty: 857.289429 Iteration 39Q: 3 clusters Score -711662.7 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2711 members Mstep: Class 2 contains 9631 members Entering Unmasked Estep Score: -711707.375000 Penalty: 857.289429 Iteration 40F: 3 clusters Score -711707.4 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2580 members Mstep: Class 2 contains 9762 members Entering Unmasked Estep Score: -711762.062500 Penalty: 857.289429 Iteration 41Q: 3 clusters Score -711762.1 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2451 members Mstep: Class 2 contains 9891 members Entering Unmasked Estep Score: -711821.187500 Penalty: 857.289429 Iteration 42Q: 3 clusters Score -711821.2 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2324 members Mstep: Class 2 contains 10018 members Entering Unmasked Estep Score: -711881.625000 Penalty: 857.289429 Iteration 43Q: 3 clusters Score -711881.6 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2214 members Mstep: Class 2 contains 10128 members Entering Unmasked Estep Score: -711934.125000 Penalty: 857.289429 Iteration 44Q: 3 clusters Score -711934.1 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2109 members Mstep: Class 2 contains 10233 members Entering Unmasked Estep Score: -711978.750000 Penalty: 857.289429 Iteration 45Q: 3 clusters Score -711978.8 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2011 members Mstep: Class 2 contains 10331 members Entering Unmasked Estep Score: -712025.812500 Penalty: 857.289429 Iteration 46Q: 3 clusters Score -712025.8 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1917 members Mstep: Class 2 contains 10425 members Entering Unmasked Estep Score: -712066.062500 Penalty: 857.289429 Iteration 47Q: 3 clusters Score -712066.1 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1817 members Mstep: Class 2 contains 10525 members Entering Unmasked Estep Score: -712102.875000 Penalty: 857.289429 Iteration 48Q: 3 clusters Score -712102.9 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1731 members Mstep: Class 2 contains 10611 members Entering Unmasked Estep Score: -712131.625000 Penalty: 857.289429 Iteration 49Q: 3 clusters Score -712131.6 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1651 members Mstep: Class 2 contains 10691 members Entering Unmasked Estep Score: -712162.375000 Penalty: 857.289429 Iteration 50Q: 3 clusters Score -712162.4 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1580 members Mstep: Class 2 contains 10762 members Entering Unmasked Estep Score: -712188.625000 Penalty: 857.289429 Iteration 51Q: 3 clusters Score -712188.6 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1503 members Mstep: Class 2 contains 10839 members Entering Unmasked Estep Score: -712212.500000 Penalty: 857.289429 Iteration 52Q: 3 clusters Score -712212.5 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1438 members Mstep: Class 2 contains 10904 members Entering Unmasked Estep Score: -712234.500000 Penalty: 857.289429 Iteration 53Q: 3 clusters Score -712234.5 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1376 members Mstep: Class 2 contains 10966 members Entering Unmasked Estep Score: -712254.125000 Penalty: 857.289429 Iteration 54Q: 3 clusters Score -712254.1 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1306 members Mstep: Class 2 contains 11036 members Entering Unmasked Estep Score: -712274.125000 Penalty: 857.289429 Iteration 55Q: 3 clusters Score -712274.1 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1247 members Mstep: Class 2 contains 11095 members Entering Unmasked Estep Score: -712292.187500 Penalty: 857.289429 Iteration 56Q: 3 clusters Score -712292.2 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1201 members Mstep: Class 2 contains 11141 members Entering Unmasked Estep Score: -712305.875000 Penalty: 857.289429 Iteration 57Q: 3 clusters Score -712305.9 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1152 members Mstep: Class 2 contains 11190 members Entering Unmasked Estep Score: -712319.562500 Penalty: 857.289429 Iteration 58Q: 3 clusters Score -712319.6 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1113 members Mstep: Class 2 contains 11229 members Entering Unmasked Estep Score: -712328.562500 Penalty: 857.289429 Iteration 59Q: 3 clusters Score -712328.6 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1077 members Mstep: Class 2 contains 11265 members Entering Unmasked Estep Score: -712335.250000 Penalty: 857.289429 Iteration 60F: 3 clusters Score -712335.2 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1039 members Mstep: Class 2 contains 11303 members Entering Unmasked Estep Score: -712344.750000 Penalty: 857.289429 Iteration 61Q: 3 clusters Score -712344.8 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1009 members Mstep: Class 2 contains 11333 members Entering Unmasked Estep Score: -712351.562500 Penalty: 857.289429 Iteration 62Q: 3 clusters Score -712351.6 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 974 members Mstep: Class 2 contains 11368 members Entering Unmasked Estep Score: -712361.562500 Penalty: 857.289429 Iteration 63Q: 3 clusters Score -712361.6 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 948 members Mstep: Class 2 contains 11394 members Entering Unmasked Estep Score: -712364.062500 Penalty: 857.289429 Iteration 64Q: 3 clusters Score -712364.1 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 927 members Mstep: Class 2 contains 11415 members Entering Unmasked Estep Score: -712368.187500 Penalty: 857.289429 Iteration 65Q: 3 clusters Score -712368.2 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 908 members Mstep: Class 2 contains 11434 members Entering Unmasked Estep Score: -712371.562500 Penalty: 857.289429 Iteration 66Q: 3 clusters Score -712371.6 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 891 members Mstep: Class 2 contains 11451 members Entering Unmasked Estep Score: -712373.187500 Penalty: 857.289429 Iteration 67Q: 3 clusters Score -712373.2 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 871 members Mstep: Class 2 contains 11471 members Entering Unmasked Estep Score: -712378.187500 Penalty: 857.289429 Iteration 68Q: 3 clusters Score -712378.2 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 848 members Mstep: Class 2 contains 11494 members Entering Unmasked Estep Score: -712380.562500 Penalty: 857.289429 Iteration 69Q: 3 clusters Score -712380.6 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 829 members Mstep: Class 2 contains 11513 members Entering Unmasked Estep Score: -712382.750000 Penalty: 857.289429 Iteration 70Q: 3 clusters Score -712382.8 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 818 members Mstep: Class 2 contains 11524 members Entering Unmasked Estep Score: -712385.000000 Penalty: 857.289429 Iteration 71Q: 3 clusters Score -712385 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 802 members Mstep: Class 2 contains 11540 members Entering Unmasked Estep Score: -712385.875000 Penalty: 857.289429 Iteration 72Q: 3 clusters Score -712385.9 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 790 members Mstep: Class 2 contains 11552 members Entering Unmasked Estep Score: -712388.375000 Penalty: 857.289429 Iteration 73Q: 3 clusters Score -712388.4 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 779 members Mstep: Class 2 contains 11563 members Entering Unmasked Estep Score: -712390.875000 Penalty: 857.289429 Iteration 74Q: 3 clusters Score -712390.9 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 766 members Mstep: Class 2 contains 11576 members Entering Unmasked Estep Score: -712392.250000 Penalty: 857.289429 Iteration 75Q: 3 clusters Score -712392.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 754 members Mstep: Class 2 contains 11588 members Entering Unmasked Estep Score: -712394.312500 Penalty: 857.289429 Iteration 76Q: 3 clusters Score -712394.3 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 742 members Mstep: Class 2 contains 11600 members Entering Unmasked Estep Score: -712396.812500 Penalty: 857.289429 Iteration 77Q: 3 clusters Score -712396.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 733 members Mstep: Class 2 contains 11609 members Entering Unmasked Estep Score: -712397.750000 Penalty: 857.289429 Iteration 78Q: 3 clusters Score -712397.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 726 members Mstep: Class 2 contains 11616 members Entering Unmasked Estep Score: -712399.062500 Penalty: 857.289429 Iteration 79Q: 3 clusters Score -712399.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 716 members Mstep: Class 2 contains 11626 members Entering Unmasked Estep Score: -712400.125000 Penalty: 857.289429 Iteration 80F: 3 clusters Score -712400.1 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 703 members Mstep: Class 2 contains 11639 members Entering Unmasked Estep Score: -712403.000000 Penalty: 857.289429 Iteration 81Q: 3 clusters Score -712403 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 696 members Mstep: Class 2 contains 11646 members Entering Unmasked Estep Score: -712404.500000 Penalty: 857.289429 Iteration 82Q: 3 clusters Score -712404.5 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 683 members Mstep: Class 2 contains 11659 members Entering Unmasked Estep Score: -712407.937500 Penalty: 857.289429 Iteration 83Q: 3 clusters Score -712407.9 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 673 members Mstep: Class 2 contains 11669 members Entering Unmasked Estep Score: -712409.125000 Penalty: 857.289429 Iteration 84Q: 3 clusters Score -712409.1 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 658 members Mstep: Class 2 contains 11684 members Entering Unmasked Estep Score: -712412.937500 Penalty: 857.289429 Iteration 85Q: 3 clusters Score -712412.9 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 647 members Mstep: Class 2 contains 11695 members Entering Unmasked Estep Score: -712415.875000 Penalty: 857.289429 Iteration 86Q: 3 clusters Score -712415.9 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 634 members Mstep: Class 2 contains 11708 members Entering Unmasked Estep Score: -712418.875000 Penalty: 857.289429 Iteration 87Q: 3 clusters Score -712418.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 627 members Mstep: Class 2 contains 11715 members Entering Unmasked Estep Score: -712419.000000 Penalty: 857.289429 Iteration 88Q: 3 clusters Score -712419 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 621 members Mstep: Class 2 contains 11721 members Entering Unmasked Estep Score: -712418.000000 Penalty: 857.289429 Iteration 89Q: 3 clusters Score -712418 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 621 members Mstep: Class 2 contains 11721 members Entering Unmasked Estep Score: -712418.562500 Penalty: 857.289429 Iteration 90Q: 3 clusters Score -712418.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 618 members Mstep: Class 2 contains 11724 members Entering Unmasked Estep Score: -712420.562500 Penalty: 857.289429 Iteration 91Q: 3 clusters Score -712420.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 617 members Mstep: Class 2 contains 11725 members Entering Unmasked Estep Score: -712421.687500 Penalty: 857.289429 Iteration 92Q: 3 clusters Score -712421.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 615 members Mstep: Class 2 contains 11727 members Entering Unmasked Estep Score: -712421.625000 Penalty: 857.289429 Iteration 93Q: 3 clusters Score -712421.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 614 members Mstep: Class 2 contains 11728 members Entering Unmasked Estep Score: -712421.000000 Penalty: 857.289429 Iteration 94Q: 3 clusters Score -712421 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 611 members Mstep: Class 2 contains 11731 members Entering Unmasked Estep Score: -712421.875000 Penalty: 857.289429 Iteration 95Q: 3 clusters Score -712421.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 608 members Mstep: Class 2 contains 11734 members Entering Unmasked Estep Score: -712422.187500 Penalty: 857.289429 Iteration 96Q: 3 clusters Score -712422.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 605 members Mstep: Class 2 contains 11737 members Entering Unmasked Estep Score: -712421.937500 Penalty: 857.289429 Iteration 97Q: 3 clusters Score -712421.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 605 members Mstep: Class 2 contains 11737 members Entering Unmasked Estep Score: -712421.937500 Penalty: 857.289429 Iteration 98F: 3 clusters Score -712421.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 28 (10917 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10917 members Entering Unmasked Estep Score: -621345.000000 Penalty: 423.062500 Iteration 0F: 2 clusters Score -621345 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5506 members Mstep: Class 2 contains 5411 members Entering Unmasked Estep Score: -614058.437500 Penalty: 846.125000 Iteration 0F: 3 clusters Score -614058.4 nChanged 5083 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6135 members Mstep: Class 2 contains 4782 members Entering Unmasked Estep Score: -617427.312500 Penalty: 846.125000 Iteration 1F: 3 clusters Score -617427.3 nChanged 748 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6417 members Mstep: Class 2 contains 4500 members Entering Unmasked Estep Score: -618033.250000 Penalty: 846.125000 Iteration 2F: 3 clusters Score -618033.2 nChanged 769 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6718 members Mstep: Class 2 contains 4199 members Entering Unmasked Estep Score: -618709.437500 Penalty: 846.125000 Iteration 3F: 3 clusters Score -618709.4 nChanged 706 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6960 members Mstep: Class 2 contains 3957 members Entering Unmasked Estep Score: -619309.000000 Penalty: 846.125000 Iteration 4F: 3 clusters Score -619309 nChanged 578 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7158 members Mstep: Class 2 contains 3759 members Entering Unmasked Estep Score: -619674.125000 Penalty: 846.125000 Iteration 5F: 3 clusters Score -619674.1 nChanged 392 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7298 members Mstep: Class 2 contains 3619 members Entering Unmasked Estep Score: -619818.062500 Penalty: 846.125000 Iteration 6Q: 3 clusters Score -619818.1 nChanged 263 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7425 members Mstep: Class 2 contains 3492 members Entering Unmasked Estep Score: -619894.625000 Penalty: 846.125000 Iteration 7Q: 3 clusters Score -619894.6 nChanged 171 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7544 members Mstep: Class 2 contains 3373 members Entering Unmasked Estep Score: -619934.687500 Penalty: 846.125000 Iteration 8Q: 3 clusters Score -619934.7 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7642 members Mstep: Class 2 contains 3275 members Entering Unmasked Estep Score: -619968.062500 Penalty: 846.125000 Iteration 9Q: 3 clusters Score -619968.1 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7766 members Mstep: Class 2 contains 3151 members Entering Unmasked Estep Score: -620001.812500 Penalty: 846.125000 Iteration 10Q: 3 clusters Score -620001.8 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7887 members Mstep: Class 2 contains 3030 members Entering Unmasked Estep Score: -620030.187500 Penalty: 846.125000 Iteration 11Q: 3 clusters Score -620030.2 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8001 members Mstep: Class 2 contains 2916 members Entering Unmasked Estep Score: -620055.125000 Penalty: 846.125000 Iteration 12Q: 3 clusters Score -620055.1 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8141 members Mstep: Class 2 contains 2776 members Entering Unmasked Estep Score: -620090.062500 Penalty: 846.125000 Iteration 13Q: 3 clusters Score -620090.1 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8278 members Mstep: Class 2 contains 2639 members Entering Unmasked Estep Score: -620126.000000 Penalty: 846.125000 Iteration 14Q: 3 clusters Score -620126 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8409 members Mstep: Class 2 contains 2508 members Entering Unmasked Estep Score: -620160.562500 Penalty: 846.125000 Iteration 15Q: 3 clusters Score -620160.6 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8544 members Mstep: Class 2 contains 2373 members Entering Unmasked Estep Score: -620198.875000 Penalty: 846.125000 Iteration 16Q: 3 clusters Score -620198.9 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8682 members Mstep: Class 2 contains 2235 members Entering Unmasked Estep Score: -620243.500000 Penalty: 846.125000 Iteration 17Q: 3 clusters Score -620243.5 nChanged 169 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8851 members Mstep: Class 2 contains 2066 members Entering Unmasked Estep Score: -620303.750000 Penalty: 846.125000 Iteration 18Q: 3 clusters Score -620303.8 nChanged 182 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9031 members Mstep: Class 2 contains 1886 members Entering Unmasked Estep Score: -620377.437500 Penalty: 846.125000 Iteration 19Q: 3 clusters Score -620377.4 nChanged 175 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9204 members Mstep: Class 2 contains 1713 members Entering Unmasked Estep Score: -620453.875000 Penalty: 846.125000 Iteration 20F: 3 clusters Score -620453.9 nChanged 167 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9371 members Mstep: Class 2 contains 1546 members Entering Unmasked Estep Score: -620534.312500 Penalty: 846.125000 Iteration 21Q: 3 clusters Score -620534.3 nChanged 156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9527 members Mstep: Class 2 contains 1390 members Entering Unmasked Estep Score: -620613.437500 Penalty: 846.125000 Iteration 22Q: 3 clusters Score -620613.4 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9660 members Mstep: Class 2 contains 1257 members Entering Unmasked Estep Score: -620671.187500 Penalty: 846.125000 Iteration 23Q: 3 clusters Score -620671.2 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9792 members Mstep: Class 2 contains 1125 members Entering Unmasked Estep Score: -620730.562500 Penalty: 846.125000 Iteration 24Q: 3 clusters Score -620730.6 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9901 members Mstep: Class 2 contains 1016 members Entering Unmasked Estep Score: -620781.312500 Penalty: 846.125000 Iteration 25Q: 3 clusters Score -620781.3 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9983 members Mstep: Class 2 contains 934 members Entering Unmasked Estep Score: -620816.062500 Penalty: 846.125000 Iteration 26Q: 3 clusters Score -620816.1 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10053 members Mstep: Class 2 contains 864 members Entering Unmasked Estep Score: -620837.062500 Penalty: 846.125000 Iteration 27Q: 3 clusters Score -620837.1 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10108 members Mstep: Class 2 contains 809 members Entering Unmasked Estep Score: -620855.812500 Penalty: 846.125000 Iteration 28Q: 3 clusters Score -620855.8 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10163 members Mstep: Class 2 contains 754 members Entering Unmasked Estep Score: -620875.750000 Penalty: 846.125000 Iteration 29Q: 3 clusters Score -620875.8 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10215 members Mstep: Class 2 contains 702 members Entering Unmasked Estep Score: -620891.625000 Penalty: 846.125000 Iteration 30Q: 3 clusters Score -620891.6 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10259 members Mstep: Class 2 contains 658 members Entering Unmasked Estep Score: -620906.062500 Penalty: 846.125000 Iteration 31Q: 3 clusters Score -620906.1 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10298 members Mstep: Class 2 contains 619 members Entering Unmasked Estep Score: -620915.187500 Penalty: 846.125000 Iteration 32Q: 3 clusters Score -620915.2 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10325 members Mstep: Class 2 contains 592 members Entering Unmasked Estep Score: -620924.750000 Penalty: 846.125000 Iteration 33Q: 3 clusters Score -620924.8 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10347 members Mstep: Class 2 contains 570 members Entering Unmasked Estep Score: -620930.812500 Penalty: 846.125000 Iteration 34Q: 3 clusters Score -620930.8 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10369 members Mstep: Class 2 contains 548 members Entering Unmasked Estep Score: -620937.687500 Penalty: 846.125000 Iteration 35Q: 3 clusters Score -620937.7 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10389 members Mstep: Class 2 contains 528 members Entering Unmasked Estep Score: -620945.187500 Penalty: 846.125000 Iteration 36Q: 3 clusters Score -620945.2 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10416 members Mstep: Class 2 contains 501 members Entering Unmasked Estep Score: -620952.312500 Penalty: 846.125000 Iteration 37Q: 3 clusters Score -620952.3 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10433 members Mstep: Class 2 contains 484 members Entering Unmasked Estep Score: -620955.312500 Penalty: 846.125000 Iteration 38Q: 3 clusters Score -620955.3 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10449 members Mstep: Class 2 contains 468 members Entering Unmasked Estep Score: -620958.125000 Penalty: 846.125000 Iteration 39Q: 3 clusters Score -620958.1 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10465 members Mstep: Class 2 contains 452 members Entering Unmasked Estep Score: -620961.437500 Penalty: 846.125000 Iteration 40F: 3 clusters Score -620961.4 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10477 members Mstep: Class 2 contains 440 members Entering Unmasked Estep Score: -620963.812500 Penalty: 846.125000 Iteration 41Q: 3 clusters Score -620963.8 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10490 members Mstep: Class 2 contains 427 members Entering Unmasked Estep Score: -620966.250000 Penalty: 846.125000 Iteration 42Q: 3 clusters Score -620966.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10499 members Mstep: Class 2 contains 418 members Entering Unmasked Estep Score: -620968.812500 Penalty: 846.125000 Iteration 43Q: 3 clusters Score -620968.8 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10510 members Mstep: Class 2 contains 407 members Entering Unmasked Estep Score: -620969.437500 Penalty: 846.125000 Iteration 44Q: 3 clusters Score -620969.4 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10520 members Mstep: Class 2 contains 397 members Entering Unmasked Estep Score: -620972.250000 Penalty: 846.125000 Iteration 45Q: 3 clusters Score -620972.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10530 members Mstep: Class 2 contains 387 members Entering Unmasked Estep Score: -620976.625000 Penalty: 846.125000 Iteration 46Q: 3 clusters Score -620976.6 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10542 members Mstep: Class 2 contains 375 members Entering Unmasked Estep Score: -620980.625000 Penalty: 846.125000 Iteration 47Q: 3 clusters Score -620980.6 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10551 members Mstep: Class 2 contains 366 members Entering Unmasked Estep Score: -620990.500000 Penalty: 846.125000 Iteration 48Q: 3 clusters Score -620990.5 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10567 members Mstep: Class 2 contains 350 members Entering Unmasked Estep Score: -620996.500000 Penalty: 846.125000 Iteration 49Q: 3 clusters Score -620996.5 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10583 members Mstep: Class 2 contains 334 members Entering Unmasked Estep Score: -621003.375000 Penalty: 846.125000 Iteration 50Q: 3 clusters Score -621003.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10589 members Mstep: Class 2 contains 328 members Entering Unmasked Estep Score: -621004.375000 Penalty: 846.125000 Iteration 51Q: 3 clusters Score -621004.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10597 members Mstep: Class 2 contains 320 members Entering Unmasked Estep Score: -621007.687500 Penalty: 846.125000 Iteration 52Q: 3 clusters Score -621007.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10600 members Mstep: Class 2 contains 317 members Entering Unmasked Estep Score: -621008.625000 Penalty: 846.125000 Iteration 53Q: 3 clusters Score -621008.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10603 members Mstep: Class 2 contains 314 members Entering Unmasked Estep Score: -621010.500000 Penalty: 846.125000 Iteration 54Q: 3 clusters Score -621010.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10607 members Mstep: Class 2 contains 310 members Entering Unmasked Estep Score: -621010.687500 Penalty: 846.125000 Iteration 55Q: 3 clusters Score -621010.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10610 members Mstep: Class 2 contains 307 members Entering Unmasked Estep Score: -621011.250000 Penalty: 846.125000 Iteration 56Q: 3 clusters Score -621011.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10613 members Mstep: Class 2 contains 304 members Entering Unmasked Estep Score: -621012.312500 Penalty: 846.125000 Iteration 57Q: 3 clusters Score -621012.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10619 members Mstep: Class 2 contains 298 members Entering Unmasked Estep Score: -621016.312500 Penalty: 846.125000 Iteration 58Q: 3 clusters Score -621016.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10625 members Mstep: Class 2 contains 292 members Entering Unmasked Estep Score: -621018.000000 Penalty: 846.125000 Iteration 59Q: 3 clusters Score -621018 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10632 members Mstep: Class 2 contains 285 members Entering Unmasked Estep Score: -621019.625000 Penalty: 846.125000 Iteration 60F: 3 clusters Score -621019.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10636 members Mstep: Class 2 contains 281 members Entering Unmasked Estep Score: -621021.125000 Penalty: 846.125000 Iteration 61Q: 3 clusters Score -621021.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10640 members Mstep: Class 2 contains 277 members Entering Unmasked Estep Score: -621021.750000 Penalty: 846.125000 Iteration 62Q: 3 clusters Score -621021.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10641 members Mstep: Class 2 contains 276 members Entering Unmasked Estep Score: -621020.625000 Penalty: 846.125000 Iteration 63Q: 3 clusters Score -621020.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10642 members Mstep: Class 2 contains 275 members Entering Unmasked Estep Score: -621021.500000 Penalty: 846.125000 Iteration 64Q: 3 clusters Score -621021.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10643 members Mstep: Class 2 contains 274 members Entering Unmasked Estep Score: -621021.750000 Penalty: 846.125000 Iteration 65Q: 3 clusters Score -621021.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10643 members Mstep: Class 2 contains 274 members Entering Unmasked Estep Score: -621021.750000 Penalty: 846.125000 Iteration 66F: 3 clusters Score -621021.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 29 (3938 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3938 members Entering Unmasked Estep Score: -234491.000000 Penalty: 376.668488 Iteration 0F: 2 clusters Score -234491 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2064 members Mstep: Class 2 contains 1874 members Entering Unmasked Estep Score: -231810.562500 Penalty: 753.336975 Iteration 0F: 3 clusters Score -231810.6 nChanged 1787 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2711 members Mstep: Class 2 contains 1227 members Entering Unmasked Estep Score: -233085.046875 Penalty: 753.336975 Iteration 1F: 3 clusters Score -233085 nChanged 367 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3004 members Mstep: Class 2 contains 934 members Entering Unmasked Estep Score: -233364.640625 Penalty: 753.336975 Iteration 2F: 3 clusters Score -233364.6 nChanged 281 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3253 members Mstep: Class 2 contains 685 members Entering Unmasked Estep Score: -233597.843750 Penalty: 753.336975 Iteration 3F: 3 clusters Score -233597.8 nChanged 211 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3456 members Mstep: Class 2 contains 482 members Entering Unmasked Estep Score: -233781.953125 Penalty: 753.336975 Iteration 4F: 3 clusters Score -233782 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3598 members Mstep: Class 2 contains 340 members Entering Unmasked Estep Score: -233905.890625 Penalty: 753.336975 Iteration 5Q: 3 clusters Score -233905.9 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3711 members Mstep: Class 2 contains 227 members Entering Unmasked Estep Score: -234008.156250 Penalty: 753.336975 Iteration 6Q: 3 clusters Score -234008.2 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3790 members Mstep: Class 2 contains 148 members Entering Unmasked Estep Score: -234089.109375 Penalty: 753.336975 Iteration 7Q: 3 clusters Score -234089.1 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3825 members Mstep: Class 2 contains 113 members Entering Unmasked Estep Score: -234125.656250 Penalty: 753.336975 Iteration 8Q: 3 clusters Score -234125.7 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3839 members Mstep: Class 2 contains 99 members Entering Unmasked Estep Score: -234141.609375 Penalty: 753.336975 Iteration 9Q: 3 clusters Score -234141.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3849 members Mstep: Class 2 contains 89 members Entering Unmasked Estep Score: -234154.671875 Penalty: 753.336975 Iteration 10Q: 3 clusters Score -234154.7 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3856 members Mstep: Class 2 contains 82 members Entering Unmasked Estep Score: -234165.093750 Penalty: 753.336975 Iteration 11Q: 3 clusters Score -234165.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3857 members Mstep: Class 2 contains 81 members Entering Unmasked Estep Score: -234172.140625 Penalty: 753.336975 Iteration 12Q: 3 clusters Score -234172.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3860 members Mstep: Class 2 contains 78 members Entering Unmasked Estep Score: -234177.156250 Penalty: 753.336975 Iteration 13Q: 3 clusters Score -234177.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3863 members Mstep: Class 2 contains 75 members Entering Unmasked Estep Score: -234180.390625 Penalty: 753.336975 Iteration 14Q: 3 clusters Score -234180.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3863 members Mstep: Class 2 contains 75 members Entering Unmasked Estep Score: -234183.312500 Penalty: 753.336975 Iteration 15Q: 3 clusters Score -234183.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3865 members Mstep: Class 2 contains 73 members Entering Unmasked Estep Score: -234187.546875 Penalty: 753.336975 Iteration 16Q: 3 clusters Score -234187.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3868 members Mstep: Class 2 contains 70 members Entering Unmasked Estep Score: -234191.515625 Penalty: 753.336975 Iteration 17Q: 3 clusters Score -234191.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3870 members Mstep: Class 2 contains 68 members Entering Unmasked Estep Score: -234193.343750 Penalty: 753.336975 Iteration 18Q: 3 clusters Score -234193.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3871 members Mstep: Class 2 contains 67 members Entering Unmasked Estep Score: -234193.031250 Penalty: 753.336975 Iteration 19Q: 3 clusters Score -234193 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3872 members Mstep: Class 2 contains 66 members Entering Unmasked Estep Score: -234193.093750 Penalty: 753.336975 Iteration 20F: 3 clusters Score -234193.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 30 (901 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 901 members Entering Unmasked Estep Score: -43866.441406 Penalty: 309.559509 Iteration 0F: 2 clusters Score -43866.44 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 448 members Mstep: Class 2 contains 453 members Entering Unmasked Estep Score: -43095.507812 Penalty: 619.119019 Iteration 0F: 3 clusters Score -43095.51 nChanged 364 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 438 members Mstep: Class 2 contains 463 members Entering Unmasked Estep Score: -43325.339844 Penalty: 619.119019 Iteration 1F: 3 clusters Score -43325.34 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 428 members Mstep: Class 2 contains 473 members Entering Unmasked Estep Score: -43381.535156 Penalty: 619.119019 Iteration 2F: 3 clusters Score -43381.54 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 425 members Mstep: Class 2 contains 476 members Entering Unmasked Estep Score: -43429.125000 Penalty: 619.119019 Iteration 3F: 3 clusters Score -43429.12 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 422 members Mstep: Class 2 contains 479 members Entering Unmasked Estep Score: -43471.496094 Penalty: 619.119019 Iteration 4F: 3 clusters Score -43471.5 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 409 members Mstep: Class 2 contains 492 members Entering Unmasked Estep Score: -43529.972656 Penalty: 619.119019 Iteration 5F: 3 clusters Score -43529.97 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 406 members Mstep: Class 2 contains 495 members Entering Unmasked Estep Score: -43568.144531 Penalty: 619.119019 Iteration 6F: 3 clusters Score -43568.14 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 404 members Mstep: Class 2 contains 497 members Entering Unmasked Estep Score: -43592.187500 Penalty: 619.119019 Iteration 7Q: 3 clusters Score -43592.19 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 405 members Mstep: Class 2 contains 496 members Entering Unmasked Estep Score: -43604.167969 Penalty: 619.119019 Iteration 8Q: 3 clusters Score -43604.17 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 412 members Mstep: Class 2 contains 489 members Entering Unmasked Estep Score: -43619.953125 Penalty: 619.119019 Iteration 9Q: 3 clusters Score -43619.95 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 421 members Mstep: Class 2 contains 480 members Entering Unmasked Estep Score: -43629.304688 Penalty: 619.119019 Iteration 10Q: 3 clusters Score -43629.3 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 428 members Mstep: Class 2 contains 473 members Entering Unmasked Estep Score: -43639.679688 Penalty: 619.119019 Iteration 11Q: 3 clusters Score -43639.68 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 430 members Mstep: Class 2 contains 471 members Entering Unmasked Estep Score: -43656.347656 Penalty: 619.119019 Iteration 12Q: 3 clusters Score -43656.35 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 434 members Mstep: Class 2 contains 467 members Entering Unmasked Estep Score: -43666.761719 Penalty: 619.119019 Iteration 13Q: 3 clusters Score -43666.76 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 433 members Mstep: Class 2 contains 468 members Entering Unmasked Estep Score: -43674.238281 Penalty: 619.119019 Iteration 14Q: 3 clusters Score -43674.24 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 427 members Mstep: Class 2 contains 474 members Entering Unmasked Estep Score: -43677.277344 Penalty: 619.119019 Iteration 15Q: 3 clusters Score -43677.28 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 422 members Mstep: Class 2 contains 479 members Entering Unmasked Estep Score: -43680.761719 Penalty: 619.119019 Iteration 16Q: 3 clusters Score -43680.76 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 421 members Mstep: Class 2 contains 480 members Entering Unmasked Estep Score: -43682.339844 Penalty: 619.119019 Iteration 17Q: 3 clusters Score -43682.34 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 420 members Mstep: Class 2 contains 481 members Entering Unmasked Estep Score: -43682.734375 Penalty: 619.119019 Iteration 18Q: 3 clusters Score -43682.73 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 420 members Mstep: Class 2 contains 481 members Entering Unmasked Estep Score: -43682.734375 Penalty: 619.119019 Iteration 19F: 3 clusters Score -43682.73 nChanged 0 Entering ConstructFrom: Trying to split cluster 31 (391 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 391 members Entering Unmasked Estep Score: -15245.832031 Penalty: 271.576202 Iteration 0F: 2 clusters Score -15245.83 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 193 members Entering Unmasked Estep Score: -14860.716797 Penalty: 543.152405 Iteration 0F: 3 clusters Score -14860.72 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 164 members Mstep: Class 2 contains 227 members Entering Unmasked Estep Score: -15024.337891 Penalty: 543.152405 Iteration 1F: 3 clusters Score -15024.34 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 145 members Mstep: Class 2 contains 246 members Entering Unmasked Estep Score: -15077.629883 Penalty: 543.152405 Iteration 2F: 3 clusters Score -15077.63 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 138 members Mstep: Class 2 contains 253 members Entering Unmasked Estep Score: -15110.174805 Penalty: 543.152405 Iteration 3Q: 3 clusters Score -15110.17 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 136 members Mstep: Class 2 contains 255 members Entering Unmasked Estep Score: -15120.921875 Penalty: 543.152405 Iteration 4Q: 3 clusters Score -15120.92 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 134 members Mstep: Class 2 contains 257 members Entering Unmasked Estep Score: -15127.082031 Penalty: 543.152405 Iteration 5Q: 3 clusters Score -15127.08 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 133 members Mstep: Class 2 contains 258 members Entering Unmasked Estep Score: -15129.491211 Penalty: 543.152405 Iteration 6Q: 3 clusters Score -15129.49 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 133 members Mstep: Class 2 contains 258 members Entering Unmasked Estep Score: -15129.491211 Penalty: 543.152405 Iteration 7F: 3 clusters Score -15129.49 nChanged 0 Entering ConstructFrom: Trying to split cluster 32 (5798 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5798 members Entering Unmasked Estep Score: -315355.500000 Penalty: 394.269684 Iteration 0F: 2 clusters Score -315355.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2911 members Mstep: Class 2 contains 2887 members Entering Unmasked Estep Score: -311466.187500 Penalty: 788.539368 Iteration 0F: 3 clusters Score -311466.2 nChanged 2654 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2939 members Mstep: Class 2 contains 2859 members Entering Unmasked Estep Score: -312823.062500 Penalty: 788.539368 Iteration 1F: 3 clusters Score -312823.1 nChanged 336 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2975 members Mstep: Class 2 contains 2823 members Entering Unmasked Estep Score: -312939.500000 Penalty: 788.539368 Iteration 2F: 3 clusters Score -312939.5 nChanged 267 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3034 members Mstep: Class 2 contains 2764 members Entering Unmasked Estep Score: -313026.437500 Penalty: 788.539368 Iteration 3Q: 3 clusters Score -313026.4 nChanged 265 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3115 members Mstep: Class 2 contains 2683 members Entering Unmasked Estep Score: -313133.812500 Penalty: 788.539368 Iteration 4Q: 3 clusters Score -313133.8 nChanged 276 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3223 members Mstep: Class 2 contains 2575 members Entering Unmasked Estep Score: -313274.937500 Penalty: 788.539368 Iteration 5Q: 3 clusters Score -313274.9 nChanged 312 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3363 members Mstep: Class 2 contains 2435 members Entering Unmasked Estep Score: -313453.531250 Penalty: 788.539368 Iteration 6F: 3 clusters Score -313453.5 nChanged 333 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3522 members Mstep: Class 2 contains 2276 members Entering Unmasked Estep Score: -313678.312500 Penalty: 788.539368 Iteration 7F: 3 clusters Score -313678.3 nChanged 319 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3659 members Mstep: Class 2 contains 2139 members Entering Unmasked Estep Score: -313910.937500 Penalty: 788.539368 Iteration 8F: 3 clusters Score -313910.9 nChanged 283 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3774 members Mstep: Class 2 contains 2024 members Entering Unmasked Estep Score: -314102.343750 Penalty: 788.539368 Iteration 9Q: 3 clusters Score -314102.3 nChanged 253 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3847 members Mstep: Class 2 contains 1951 members Entering Unmasked Estep Score: -314263.437500 Penalty: 788.539368 Iteration 10Q: 3 clusters Score -314263.4 nChanged 198 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3921 members Mstep: Class 2 contains 1877 members Entering Unmasked Estep Score: -314384.062500 Penalty: 788.539368 Iteration 11Q: 3 clusters Score -314384.1 nChanged 160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3995 members Mstep: Class 2 contains 1803 members Entering Unmasked Estep Score: -314470.468750 Penalty: 788.539368 Iteration 12Q: 3 clusters Score -314470.5 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4082 members Mstep: Class 2 contains 1716 members Entering Unmasked Estep Score: -314530.531250 Penalty: 788.539368 Iteration 13Q: 3 clusters Score -314530.5 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4180 members Mstep: Class 2 contains 1618 members Entering Unmasked Estep Score: -314583.937500 Penalty: 788.539368 Iteration 14Q: 3 clusters Score -314583.9 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4256 members Mstep: Class 2 contains 1542 members Entering Unmasked Estep Score: -314619.125000 Penalty: 788.539368 Iteration 15Q: 3 clusters Score -314619.1 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4324 members Mstep: Class 2 contains 1474 members Entering Unmasked Estep Score: -314663.843750 Penalty: 788.539368 Iteration 16Q: 3 clusters Score -314663.8 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4397 members Mstep: Class 2 contains 1401 members Entering Unmasked Estep Score: -314710.093750 Penalty: 788.539368 Iteration 17Q: 3 clusters Score -314710.1 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4471 members Mstep: Class 2 contains 1327 members Entering Unmasked Estep Score: -314752.968750 Penalty: 788.539368 Iteration 18Q: 3 clusters Score -314753 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4534 members Mstep: Class 2 contains 1264 members Entering Unmasked Estep Score: -314789.937500 Penalty: 788.539368 Iteration 19Q: 3 clusters Score -314789.9 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4581 members Mstep: Class 2 contains 1217 members Entering Unmasked Estep Score: -314817.593750 Penalty: 788.539368 Iteration 20F: 3 clusters Score -314817.6 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4618 members Mstep: Class 2 contains 1180 members Entering Unmasked Estep Score: -314838.375000 Penalty: 788.539368 Iteration 21Q: 3 clusters Score -314838.4 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4658 members Mstep: Class 2 contains 1140 members Entering Unmasked Estep Score: -314853.125000 Penalty: 788.539368 Iteration 22Q: 3 clusters Score -314853.1 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4699 members Mstep: Class 2 contains 1099 members Entering Unmasked Estep Score: -314866.750000 Penalty: 788.539368 Iteration 23Q: 3 clusters Score -314866.8 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4731 members Mstep: Class 2 contains 1067 members Entering Unmasked Estep Score: -314874.375000 Penalty: 788.539368 Iteration 24Q: 3 clusters Score -314874.4 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4771 members Mstep: Class 2 contains 1027 members Entering Unmasked Estep Score: -314888.031250 Penalty: 788.539368 Iteration 25Q: 3 clusters Score -314888 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4800 members Mstep: Class 2 contains 998 members Entering Unmasked Estep Score: -314897.593750 Penalty: 788.539368 Iteration 26Q: 3 clusters Score -314897.6 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4825 members Mstep: Class 2 contains 973 members Entering Unmasked Estep Score: -314901.968750 Penalty: 788.539368 Iteration 27Q: 3 clusters Score -314902 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4842 members Mstep: Class 2 contains 956 members Entering Unmasked Estep Score: -314904.750000 Penalty: 788.539368 Iteration 28Q: 3 clusters Score -314904.8 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4858 members Mstep: Class 2 contains 940 members Entering Unmasked Estep Score: -314906.906250 Penalty: 788.539368 Iteration 29Q: 3 clusters Score -314906.9 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4873 members Mstep: Class 2 contains 925 members Entering Unmasked Estep Score: -314910.000000 Penalty: 788.539368 Iteration 30Q: 3 clusters Score -314910 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4884 members Mstep: Class 2 contains 914 members Entering Unmasked Estep Score: -314911.687500 Penalty: 788.539368 Iteration 31Q: 3 clusters Score -314911.7 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4896 members Mstep: Class 2 contains 902 members Entering Unmasked Estep Score: -314913.750000 Penalty: 788.539368 Iteration 32Q: 3 clusters Score -314913.8 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4911 members Mstep: Class 2 contains 887 members Entering Unmasked Estep Score: -314916.406250 Penalty: 788.539368 Iteration 33Q: 3 clusters Score -314916.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4917 members Mstep: Class 2 contains 881 members Entering Unmasked Estep Score: -314919.000000 Penalty: 788.539368 Iteration 34Q: 3 clusters Score -314919 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4929 members Mstep: Class 2 contains 869 members Entering Unmasked Estep Score: -314923.093750 Penalty: 788.539368 Iteration 35Q: 3 clusters Score -314923.1 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4943 members Mstep: Class 2 contains 855 members Entering Unmasked Estep Score: -314926.625000 Penalty: 788.539368 Iteration 36Q: 3 clusters Score -314926.6 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4958 members Mstep: Class 2 contains 840 members Entering Unmasked Estep Score: -314930.312500 Penalty: 788.539368 Iteration 37Q: 3 clusters Score -314930.3 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4971 members Mstep: Class 2 contains 827 members Entering Unmasked Estep Score: -314933.312500 Penalty: 788.539368 Iteration 38Q: 3 clusters Score -314933.3 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4988 members Mstep: Class 2 contains 810 members Entering Unmasked Estep Score: -314937.062500 Penalty: 788.539368 Iteration 39Q: 3 clusters Score -314937.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4998 members Mstep: Class 2 contains 800 members Entering Unmasked Estep Score: -314938.937500 Penalty: 788.539368 Iteration 40F: 3 clusters Score -314938.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5007 members Mstep: Class 2 contains 791 members Entering Unmasked Estep Score: -314940.187500 Penalty: 788.539368 Iteration 41Q: 3 clusters Score -314940.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5018 members Mstep: Class 2 contains 780 members Entering Unmasked Estep Score: -314941.562500 Penalty: 788.539368 Iteration 42Q: 3 clusters Score -314941.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5024 members Mstep: Class 2 contains 774 members Entering Unmasked Estep Score: -314943.000000 Penalty: 788.539368 Iteration 43Q: 3 clusters Score -314943 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5032 members Mstep: Class 2 contains 766 members Entering Unmasked Estep Score: -314945.125000 Penalty: 788.539368 Iteration 44Q: 3 clusters Score -314945.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5041 members Mstep: Class 2 contains 757 members Entering Unmasked Estep Score: -314946.406250 Penalty: 788.539368 Iteration 45Q: 3 clusters Score -314946.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5048 members Mstep: Class 2 contains 750 members Entering Unmasked Estep Score: -314947.531250 Penalty: 788.539368 Iteration 46Q: 3 clusters Score -314947.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5053 members Mstep: Class 2 contains 745 members Entering Unmasked Estep Score: -314948.531250 Penalty: 788.539368 Iteration 47Q: 3 clusters Score -314948.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5062 members Mstep: Class 2 contains 736 members Entering Unmasked Estep Score: -314949.031250 Penalty: 788.539368 Iteration 48Q: 3 clusters Score -314949 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5066 members Mstep: Class 2 contains 732 members Entering Unmasked Estep Score: -314950.500000 Penalty: 788.539368 Iteration 49Q: 3 clusters Score -314950.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5075 members Mstep: Class 2 contains 723 members Entering Unmasked Estep Score: -314951.187500 Penalty: 788.539368 Iteration 50Q: 3 clusters Score -314951.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5085 members Mstep: Class 2 contains 713 members Entering Unmasked Estep Score: -314953.843750 Penalty: 788.539368 Iteration 51Q: 3 clusters Score -314953.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5090 members Mstep: Class 2 contains 708 members Entering Unmasked Estep Score: -314955.656250 Penalty: 788.539368 Iteration 52Q: 3 clusters Score -314955.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5096 members Mstep: Class 2 contains 702 members Entering Unmasked Estep Score: -314957.250000 Penalty: 788.539368 Iteration 53Q: 3 clusters Score -314957.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5101 members Mstep: Class 2 contains 697 members Entering Unmasked Estep Score: -314958.468750 Penalty: 788.539368 Iteration 54Q: 3 clusters Score -314958.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5108 members Mstep: Class 2 contains 690 members Entering Unmasked Estep Score: -314959.093750 Penalty: 788.539368 Iteration 55Q: 3 clusters Score -314959.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5114 members Mstep: Class 2 contains 684 members Entering Unmasked Estep Score: -314960.406250 Penalty: 788.539368 Iteration 56Q: 3 clusters Score -314960.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5120 members Mstep: Class 2 contains 678 members Entering Unmasked Estep Score: -314961.656250 Penalty: 788.539368 Iteration 57Q: 3 clusters Score -314961.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5126 members Mstep: Class 2 contains 672 members Entering Unmasked Estep Score: -314962.656250 Penalty: 788.539368 Iteration 58Q: 3 clusters Score -314962.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5129 members Mstep: Class 2 contains 669 members Entering Unmasked Estep Score: -314963.343750 Penalty: 788.539368 Iteration 59Q: 3 clusters Score -314963.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5130 members Mstep: Class 2 contains 668 members Entering Unmasked Estep Score: -314963.187500 Penalty: 788.539368 Iteration 60F: 3 clusters Score -314963.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5131 members Mstep: Class 2 contains 667 members Entering Unmasked Estep Score: -314963.281250 Penalty: 788.539368 Iteration 61Q: 3 clusters Score -314963.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5131 members Mstep: Class 2 contains 667 members Entering Unmasked Estep Score: -314963.281250 Penalty: 788.539368 Iteration 62F: 3 clusters Score -314963.3 nChanged 0 Entering ConstructFrom: Trying to split cluster 33 (213 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 213 members Entering Unmasked Estep Score: -12231.200195 Penalty: 243.938797 Iteration 0F: 2 clusters Score -12231.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 117 members Mstep: Class 2 contains 96 members Entering Unmasked Estep Score: -11944.138672 Penalty: 487.877594 Iteration 0F: 3 clusters Score -11944.14 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 140 members Mstep: Class 2 contains 73 members Entering Unmasked Estep Score: -12017.871094 Penalty: 487.877594 Iteration 1F: 3 clusters Score -12017.87 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 149 members Mstep: Class 2 contains 64 members Entering Unmasked Estep Score: -12035.190430 Penalty: 487.877594 Iteration 2F: 3 clusters Score -12035.19 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 152 members Mstep: Class 2 contains 61 members Entering Unmasked Estep Score: -12039.131836 Penalty: 487.877594 Iteration 3Q: 3 clusters Score -12039.13 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 155 members Mstep: Class 2 contains 58 members Entering Unmasked Estep Score: -12044.993164 Penalty: 487.877594 Iteration 4Q: 3 clusters Score -12044.99 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 157 members Mstep: Class 2 contains 56 members Entering Unmasked Estep Score: -12053.800781 Penalty: 487.877594 Iteration 5Q: 3 clusters Score -12053.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 158 members Mstep: Class 2 contains 55 members Entering Unmasked Estep Score: -12058.015625 Penalty: 487.877594 Iteration 6Q: 3 clusters Score -12058.02 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 160 members Mstep: Class 2 contains 53 members Entering Unmasked Estep Score: -12060.081055 Penalty: 487.877594 Iteration 7Q: 3 clusters Score -12060.08 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 162 members Mstep: Class 2 contains 51 members Entering Unmasked Estep Score: -12064.693359 Penalty: 487.877594 Iteration 8Q: 3 clusters Score -12064.69 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 164 members Mstep: Class 2 contains 49 members Entering Unmasked Estep Score: -12067.384766 Penalty: 487.877594 Iteration 9Q: 3 clusters Score -12067.38 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 164 members Mstep: Class 2 contains 49 members Entering Unmasked Estep Score: -12067.384766 Penalty: 487.877594 Iteration 10F: 3 clusters Score -12067.38 nChanged 0 Entering ConstructFrom: Trying to split cluster 34 (3916 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3916 members Entering Unmasked Estep Score: -236646.187500 Penalty: 376.413605 Iteration 0F: 2 clusters Score -236646.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1950 members Mstep: Class 2 contains 1966 members Entering Unmasked Estep Score: -233919.328125 Penalty: 752.827209 Iteration 0F: 3 clusters Score -233919.3 nChanged 1755 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1871 members Mstep: Class 2 contains 2045 members Entering Unmasked Estep Score: -234871.609375 Penalty: 752.827209 Iteration 1F: 3 clusters Score -234871.6 nChanged 216 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1835 members Mstep: Class 2 contains 2081 members Entering Unmasked Estep Score: -234985.734375 Penalty: 752.827209 Iteration 2F: 3 clusters Score -234985.7 nChanged 224 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1777 members Mstep: Class 2 contains 2139 members Entering Unmasked Estep Score: -235120.828125 Penalty: 752.827209 Iteration 3F: 3 clusters Score -235120.8 nChanged 202 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1735 members Mstep: Class 2 contains 2181 members Entering Unmasked Estep Score: -235249.500000 Penalty: 752.827209 Iteration 4F: 3 clusters Score -235249.5 nChanged 217 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1702 members Mstep: Class 2 contains 2214 members Entering Unmasked Estep Score: -235376.828125 Penalty: 752.827209 Iteration 5F: 3 clusters Score -235376.8 nChanged 196 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1684 members Mstep: Class 2 contains 2232 members Entering Unmasked Estep Score: -235516.265625 Penalty: 752.827209 Iteration 6F: 3 clusters Score -235516.3 nChanged 192 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1676 members Mstep: Class 2 contains 2240 members Entering Unmasked Estep Score: -235655.421875 Penalty: 752.827209 Iteration 7Q: 3 clusters Score -235655.4 nChanged 162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1680 members Mstep: Class 2 contains 2236 members Entering Unmasked Estep Score: -235754.781250 Penalty: 752.827209 Iteration 8Q: 3 clusters Score -235754.8 nChanged 162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1692 members Mstep: Class 2 contains 2224 members Entering Unmasked Estep Score: -235856.218750 Penalty: 752.827209 Iteration 9Q: 3 clusters Score -235856.2 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1711 members Mstep: Class 2 contains 2205 members Entering Unmasked Estep Score: -235908.656250 Penalty: 752.827209 Iteration 10Q: 3 clusters Score -235908.7 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1735 members Mstep: Class 2 contains 2181 members Entering Unmasked Estep Score: -235932.156250 Penalty: 752.827209 Iteration 11Q: 3 clusters Score -235932.2 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1754 members Mstep: Class 2 contains 2162 members Entering Unmasked Estep Score: -235950.390625 Penalty: 752.827209 Iteration 12Q: 3 clusters Score -235950.4 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1780 members Mstep: Class 2 contains 2136 members Entering Unmasked Estep Score: -235964.328125 Penalty: 752.827209 Iteration 13Q: 3 clusters Score -235964.3 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1805 members Mstep: Class 2 contains 2111 members Entering Unmasked Estep Score: -235977.390625 Penalty: 752.827209 Iteration 14Q: 3 clusters Score -235977.4 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1838 members Mstep: Class 2 contains 2078 members Entering Unmasked Estep Score: -235993.171875 Penalty: 752.827209 Iteration 15Q: 3 clusters Score -235993.2 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1875 members Mstep: Class 2 contains 2041 members Entering Unmasked Estep Score: -236016.609375 Penalty: 752.827209 Iteration 16Q: 3 clusters Score -236016.6 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1911 members Mstep: Class 2 contains 2005 members Entering Unmasked Estep Score: -236041.218750 Penalty: 752.827209 Iteration 17Q: 3 clusters Score -236041.2 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1937 members Mstep: Class 2 contains 1979 members Entering Unmasked Estep Score: -236057.968750 Penalty: 752.827209 Iteration 18Q: 3 clusters Score -236058 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1962 members Mstep: Class 2 contains 1954 members Entering Unmasked Estep Score: -236072.812500 Penalty: 752.827209 Iteration 19Q: 3 clusters Score -236072.8 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1976 members Mstep: Class 2 contains 1940 members Entering Unmasked Estep Score: -236080.203125 Penalty: 752.827209 Iteration 20F: 3 clusters Score -236080.2 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1991 members Mstep: Class 2 contains 1925 members Entering Unmasked Estep Score: -236088.828125 Penalty: 752.827209 Iteration 21Q: 3 clusters Score -236088.8 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2012 members Mstep: Class 2 contains 1904 members Entering Unmasked Estep Score: -236098.125000 Penalty: 752.827209 Iteration 22Q: 3 clusters Score -236098.1 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2030 members Mstep: Class 2 contains 1886 members Entering Unmasked Estep Score: -236105.359375 Penalty: 752.827209 Iteration 23Q: 3 clusters Score -236105.4 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2060 members Mstep: Class 2 contains 1856 members Entering Unmasked Estep Score: -236112.765625 Penalty: 752.827209 Iteration 24Q: 3 clusters Score -236112.8 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2081 members Mstep: Class 2 contains 1835 members Entering Unmasked Estep Score: -236117.984375 Penalty: 752.827209 Iteration 25Q: 3 clusters Score -236118 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2101 members Mstep: Class 2 contains 1815 members Entering Unmasked Estep Score: -236122.390625 Penalty: 752.827209 Iteration 26Q: 3 clusters Score -236122.4 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2113 members Mstep: Class 2 contains 1803 members Entering Unmasked Estep Score: -236124.968750 Penalty: 752.827209 Iteration 27Q: 3 clusters Score -236125 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2127 members Mstep: Class 2 contains 1789 members Entering Unmasked Estep Score: -236129.359375 Penalty: 752.827209 Iteration 28Q: 3 clusters Score -236129.4 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2143 members Mstep: Class 2 contains 1773 members Entering Unmasked Estep Score: -236133.375000 Penalty: 752.827209 Iteration 29Q: 3 clusters Score -236133.4 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2156 members Mstep: Class 2 contains 1760 members Entering Unmasked Estep Score: -236136.437500 Penalty: 752.827209 Iteration 30Q: 3 clusters Score -236136.4 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2168 members Mstep: Class 2 contains 1748 members Entering Unmasked Estep Score: -236139.015625 Penalty: 752.827209 Iteration 31Q: 3 clusters Score -236139 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2187 members Mstep: Class 2 contains 1729 members Entering Unmasked Estep Score: -236143.687500 Penalty: 752.827209 Iteration 32Q: 3 clusters Score -236143.7 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2205 members Mstep: Class 2 contains 1711 members Entering Unmasked Estep Score: -236149.546875 Penalty: 752.827209 Iteration 33Q: 3 clusters Score -236149.5 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2214 members Mstep: Class 2 contains 1702 members Entering Unmasked Estep Score: -236152.296875 Penalty: 752.827209 Iteration 34Q: 3 clusters Score -236152.3 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2220 members Mstep: Class 2 contains 1696 members Entering Unmasked Estep Score: -236154.625000 Penalty: 752.827209 Iteration 35Q: 3 clusters Score -236154.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2227 members Mstep: Class 2 contains 1689 members Entering Unmasked Estep Score: -236156.046875 Penalty: 752.827209 Iteration 36Q: 3 clusters Score -236156 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2233 members Mstep: Class 2 contains 1683 members Entering Unmasked Estep Score: -236157.390625 Penalty: 752.827209 Iteration 37Q: 3 clusters Score -236157.4 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2243 members Mstep: Class 2 contains 1673 members Entering Unmasked Estep Score: -236159.718750 Penalty: 752.827209 Iteration 38Q: 3 clusters Score -236159.7 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2249 members Mstep: Class 2 contains 1667 members Entering Unmasked Estep Score: -236161.328125 Penalty: 752.827209 Iteration 39Q: 3 clusters Score -236161.3 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2257 members Mstep: Class 2 contains 1659 members Entering Unmasked Estep Score: -236162.921875 Penalty: 752.827209 Iteration 40F: 3 clusters Score -236162.9 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2263 members Mstep: Class 2 contains 1653 members Entering Unmasked Estep Score: -236163.890625 Penalty: 752.827209 Iteration 41Q: 3 clusters Score -236163.9 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2270 members Mstep: Class 2 contains 1646 members Entering Unmasked Estep Score: -236165.140625 Penalty: 752.827209 Iteration 42Q: 3 clusters Score -236165.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2276 members Mstep: Class 2 contains 1640 members Entering Unmasked Estep Score: -236165.875000 Penalty: 752.827209 Iteration 43Q: 3 clusters Score -236165.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2281 members Mstep: Class 2 contains 1635 members Entering Unmasked Estep Score: -236166.187500 Penalty: 752.827209 Iteration 44Q: 3 clusters Score -236166.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2286 members Mstep: Class 2 contains 1630 members Entering Unmasked Estep Score: -236166.437500 Penalty: 752.827209 Iteration 45Q: 3 clusters Score -236166.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2290 members Mstep: Class 2 contains 1626 members Entering Unmasked Estep Score: -236167.500000 Penalty: 752.827209 Iteration 46Q: 3 clusters Score -236167.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2294 members Mstep: Class 2 contains 1622 members Entering Unmasked Estep Score: -236167.421875 Penalty: 752.827209 Iteration 47Q: 3 clusters Score -236167.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2296 members Mstep: Class 2 contains 1620 members Entering Unmasked Estep Score: -236167.968750 Penalty: 752.827209 Iteration 48Q: 3 clusters Score -236168 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2299 members Mstep: Class 2 contains 1617 members Entering Unmasked Estep Score: -236168.093750 Penalty: 752.827209 Iteration 49Q: 3 clusters Score -236168.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2304 members Mstep: Class 2 contains 1612 members Entering Unmasked Estep Score: -236169.015625 Penalty: 752.827209 Iteration 50Q: 3 clusters Score -236169 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2310 members Mstep: Class 2 contains 1606 members Entering Unmasked Estep Score: -236169.921875 Penalty: 752.827209 Iteration 51Q: 3 clusters Score -236169.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2314 members Mstep: Class 2 contains 1602 members Entering Unmasked Estep Score: -236170.859375 Penalty: 752.827209 Iteration 52Q: 3 clusters Score -236170.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2320 members Mstep: Class 2 contains 1596 members Entering Unmasked Estep Score: -236171.843750 Penalty: 752.827209 Iteration 53Q: 3 clusters Score -236171.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2327 members Mstep: Class 2 contains 1589 members Entering Unmasked Estep Score: -236173.328125 Penalty: 752.827209 Iteration 54Q: 3 clusters Score -236173.3 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2337 members Mstep: Class 2 contains 1579 members Entering Unmasked Estep Score: -236173.828125 Penalty: 752.827209 Iteration 55Q: 3 clusters Score -236173.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2347 members Mstep: Class 2 contains 1569 members Entering Unmasked Estep Score: -236175.515625 Penalty: 752.827209 Iteration 56Q: 3 clusters Score -236175.5 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2358 members Mstep: Class 2 contains 1558 members Entering Unmasked Estep Score: -236177.109375 Penalty: 752.827209 Iteration 57Q: 3 clusters Score -236177.1 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2371 members Mstep: Class 2 contains 1545 members Entering Unmasked Estep Score: -236179.218750 Penalty: 752.827209 Iteration 58Q: 3 clusters Score -236179.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2383 members Mstep: Class 2 contains 1533 members Entering Unmasked Estep Score: -236181.109375 Penalty: 752.827209 Iteration 59Q: 3 clusters Score -236181.1 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2395 members Mstep: Class 2 contains 1521 members Entering Unmasked Estep Score: -236183.218750 Penalty: 752.827209 Iteration 60F: 3 clusters Score -236183.2 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2411 members Mstep: Class 2 contains 1505 members Entering Unmasked Estep Score: -236185.562500 Penalty: 752.827209 Iteration 61Q: 3 clusters Score -236185.6 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2421 members Mstep: Class 2 contains 1495 members Entering Unmasked Estep Score: -236186.640625 Penalty: 752.827209 Iteration 62Q: 3 clusters Score -236186.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2430 members Mstep: Class 2 contains 1486 members Entering Unmasked Estep Score: -236187.609375 Penalty: 752.827209 Iteration 63Q: 3 clusters Score -236187.6 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2445 members Mstep: Class 2 contains 1471 members Entering Unmasked Estep Score: -236189.156250 Penalty: 752.827209 Iteration 64Q: 3 clusters Score -236189.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2452 members Mstep: Class 2 contains 1464 members Entering Unmasked Estep Score: -236189.671875 Penalty: 752.827209 Iteration 65Q: 3 clusters Score -236189.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2457 members Mstep: Class 2 contains 1459 members Entering Unmasked Estep Score: -236190.015625 Penalty: 752.827209 Iteration 66Q: 3 clusters Score -236190 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2461 members Mstep: Class 2 contains 1455 members Entering Unmasked Estep Score: -236190.750000 Penalty: 752.827209 Iteration 67Q: 3 clusters Score -236190.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2464 members Mstep: Class 2 contains 1452 members Entering Unmasked Estep Score: -236190.468750 Penalty: 752.827209 Iteration 68Q: 3 clusters Score -236190.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2467 members Mstep: Class 2 contains 1449 members Entering Unmasked Estep Score: -236190.953125 Penalty: 752.827209 Iteration 69Q: 3 clusters Score -236191 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2469 members Mstep: Class 2 contains 1447 members Entering Unmasked Estep Score: -236191.109375 Penalty: 752.827209 Iteration 70Q: 3 clusters Score -236191.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2470 members Mstep: Class 2 contains 1446 members Entering Unmasked Estep Score: -236191.000000 Penalty: 752.827209 Iteration 71Q: 3 clusters Score -236191 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2470 members Mstep: Class 2 contains 1446 members Entering Unmasked Estep Score: -236191.000000 Penalty: 752.827209 Iteration 72F: 3 clusters Score -236191 nChanged 0 Entering ConstructFrom: Trying to split cluster 35 (1325 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1325 members Entering Unmasked Estep Score: -61929.214844 Penalty: 327.107147 Iteration 0F: 2 clusters Score -61929.21 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 650 members Mstep: Class 2 contains 675 members Entering Unmasked Estep Score: -60959.507812 Penalty: 654.214294 Iteration 0F: 3 clusters Score -60959.51 nChanged 528 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 694 members Mstep: Class 2 contains 631 members Entering Unmasked Estep Score: -61305.050781 Penalty: 654.214294 Iteration 1F: 3 clusters Score -61305.05 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 719 members Mstep: Class 2 contains 606 members Entering Unmasked Estep Score: -61347.210938 Penalty: 654.214294 Iteration 2F: 3 clusters Score -61347.21 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 747 members Mstep: Class 2 contains 578 members Entering Unmasked Estep Score: -61385.996094 Penalty: 654.214294 Iteration 3Q: 3 clusters Score -61386 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 771 members Mstep: Class 2 contains 554 members Entering Unmasked Estep Score: -61418.992188 Penalty: 654.214294 Iteration 4Q: 3 clusters Score -61418.99 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 792 members Mstep: Class 2 contains 533 members Entering Unmasked Estep Score: -61438.871094 Penalty: 654.214294 Iteration 5Q: 3 clusters Score -61438.87 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 816 members Mstep: Class 2 contains 509 members Entering Unmasked Estep Score: -61461.875000 Penalty: 654.214294 Iteration 6Q: 3 clusters Score -61461.88 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 838 members Mstep: Class 2 contains 487 members Entering Unmasked Estep Score: -61485.851562 Penalty: 654.214294 Iteration 7Q: 3 clusters Score -61485.85 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 860 members Mstep: Class 2 contains 465 members Entering Unmasked Estep Score: -61504.828125 Penalty: 654.214294 Iteration 8Q: 3 clusters Score -61504.83 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 874 members Mstep: Class 2 contains 451 members Entering Unmasked Estep Score: -61514.246094 Penalty: 654.214294 Iteration 9Q: 3 clusters Score -61514.25 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 891 members Mstep: Class 2 contains 434 members Entering Unmasked Estep Score: -61526.597656 Penalty: 654.214294 Iteration 10Q: 3 clusters Score -61526.6 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 909 members Mstep: Class 2 contains 416 members Entering Unmasked Estep Score: -61541.425781 Penalty: 654.214294 Iteration 11Q: 3 clusters Score -61541.43 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 928 members Mstep: Class 2 contains 397 members Entering Unmasked Estep Score: -61555.480469 Penalty: 654.214294 Iteration 12Q: 3 clusters Score -61555.48 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 942 members Mstep: Class 2 contains 383 members Entering Unmasked Estep Score: -61565.742188 Penalty: 654.214294 Iteration 13Q: 3 clusters Score -61565.74 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 949 members Mstep: Class 2 contains 376 members Entering Unmasked Estep Score: -61573.261719 Penalty: 654.214294 Iteration 14Q: 3 clusters Score -61573.26 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 959 members Mstep: Class 2 contains 366 members Entering Unmasked Estep Score: -61582.187500 Penalty: 654.214294 Iteration 15Q: 3 clusters Score -61582.19 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 968 members Mstep: Class 2 contains 357 members Entering Unmasked Estep Score: -61591.015625 Penalty: 654.214294 Iteration 16Q: 3 clusters Score -61591.02 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 972 members Mstep: Class 2 contains 353 members Entering Unmasked Estep Score: -61595.644531 Penalty: 654.214294 Iteration 17Q: 3 clusters Score -61595.64 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 970 members Mstep: Class 2 contains 355 members Entering Unmasked Estep Score: -61597.687500 Penalty: 654.214294 Iteration 18Q: 3 clusters Score -61597.69 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 969 members Mstep: Class 2 contains 356 members Entering Unmasked Estep Score: -61599.585938 Penalty: 654.214294 Iteration 19Q: 3 clusters Score -61599.59 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 969 members Mstep: Class 2 contains 356 members Entering Unmasked Estep Score: -61601.816406 Penalty: 654.214294 Iteration 20F: 3 clusters Score -61601.82 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 968 members Mstep: Class 2 contains 357 members Entering Unmasked Estep Score: -61602.402344 Penalty: 654.214294 Iteration 21Q: 3 clusters Score -61602.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 966 members Mstep: Class 2 contains 359 members Entering Unmasked Estep Score: -61604.265625 Penalty: 654.214294 Iteration 22Q: 3 clusters Score -61604.27 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 965 members Mstep: Class 2 contains 360 members Entering Unmasked Estep Score: -61605.144531 Penalty: 654.214294 Iteration 23Q: 3 clusters Score -61605.14 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 963 members Mstep: Class 2 contains 362 members Entering Unmasked Estep Score: -61605.375000 Penalty: 654.214294 Iteration 24Q: 3 clusters Score -61605.38 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 962 members Mstep: Class 2 contains 363 members Entering Unmasked Estep Score: -61605.476562 Penalty: 654.214294 Iteration 25Q: 3 clusters Score -61605.48 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 962 members Mstep: Class 2 contains 363 members Entering Unmasked Estep Score: -61605.476562 Penalty: 654.214294 Iteration 26F: 3 clusters Score -61605.48 nChanged 0 Entering ConstructFrom: Trying to split cluster 36 (12684 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12684 members Entering Unmasked Estep Score: -704196.187500 Penalty: 429.888367 Iteration 0F: 2 clusters Score -704196.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6402 members Mstep: Class 2 contains 6282 members Entering Unmasked Estep Score: -695805.062500 Penalty: 859.776733 Iteration 0F: 3 clusters Score -695805.1 nChanged 5959 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6949 members Mstep: Class 2 contains 5735 members Entering Unmasked Estep Score: -699579.375000 Penalty: 859.776733 Iteration 1F: 3 clusters Score -699579.4 nChanged 920 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7259 members Mstep: Class 2 contains 5425 members Entering Unmasked Estep Score: -700145.562500 Penalty: 859.776733 Iteration 2F: 3 clusters Score -700145.6 nChanged 907 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7648 members Mstep: Class 2 contains 5036 members Entering Unmasked Estep Score: -700719.125000 Penalty: 859.776733 Iteration 3F: 3 clusters Score -700719.1 nChanged 829 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8063 members Mstep: Class 2 contains 4621 members Entering Unmasked Estep Score: -701348.562500 Penalty: 859.776733 Iteration 4F: 3 clusters Score -701348.6 nChanged 772 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8441 members Mstep: Class 2 contains 4243 members Entering Unmasked Estep Score: -701928.312500 Penalty: 859.776733 Iteration 5F: 3 clusters Score -701928.3 nChanged 628 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8731 members Mstep: Class 2 contains 3953 members Entering Unmasked Estep Score: -702370.312500 Penalty: 859.776733 Iteration 6Q: 3 clusters Score -702370.3 nChanged 453 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8942 members Mstep: Class 2 contains 3742 members Entering Unmasked Estep Score: -702614.625000 Penalty: 859.776733 Iteration 7Q: 3 clusters Score -702614.6 nChanged 291 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9089 members Mstep: Class 2 contains 3595 members Entering Unmasked Estep Score: -702737.750000 Penalty: 859.776733 Iteration 8Q: 3 clusters Score -702737.8 nChanged 242 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9251 members Mstep: Class 2 contains 3433 members Entering Unmasked Estep Score: -702834.312500 Penalty: 859.776733 Iteration 9Q: 3 clusters Score -702834.3 nChanged 185 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9384 members Mstep: Class 2 contains 3300 members Entering Unmasked Estep Score: -702896.875000 Penalty: 859.776733 Iteration 10Q: 3 clusters Score -702896.9 nChanged 165 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9507 members Mstep: Class 2 contains 3177 members Entering Unmasked Estep Score: -702947.875000 Penalty: 859.776733 Iteration 11Q: 3 clusters Score -702947.9 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9623 members Mstep: Class 2 contains 3061 members Entering Unmasked Estep Score: -702992.937500 Penalty: 859.776733 Iteration 12Q: 3 clusters Score -702992.9 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9734 members Mstep: Class 2 contains 2950 members Entering Unmasked Estep Score: -703031.187500 Penalty: 859.776733 Iteration 13Q: 3 clusters Score -703031.2 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9822 members Mstep: Class 2 contains 2862 members Entering Unmasked Estep Score: -703055.750000 Penalty: 859.776733 Iteration 14Q: 3 clusters Score -703055.8 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9901 members Mstep: Class 2 contains 2783 members Entering Unmasked Estep Score: -703078.937500 Penalty: 859.776733 Iteration 15Q: 3 clusters Score -703078.9 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9970 members Mstep: Class 2 contains 2714 members Entering Unmasked Estep Score: -703095.250000 Penalty: 859.776733 Iteration 16Q: 3 clusters Score -703095.2 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10047 members Mstep: Class 2 contains 2637 members Entering Unmasked Estep Score: -703113.187500 Penalty: 859.776733 Iteration 17Q: 3 clusters Score -703113.2 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10123 members Mstep: Class 2 contains 2561 members Entering Unmasked Estep Score: -703134.250000 Penalty: 859.776733 Iteration 18Q: 3 clusters Score -703134.2 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10198 members Mstep: Class 2 contains 2486 members Entering Unmasked Estep Score: -703151.937500 Penalty: 859.776733 Iteration 19Q: 3 clusters Score -703151.9 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10280 members Mstep: Class 2 contains 2404 members Entering Unmasked Estep Score: -703171.812500 Penalty: 859.776733 Iteration 20F: 3 clusters Score -703171.8 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10356 members Mstep: Class 2 contains 2328 members Entering Unmasked Estep Score: -703186.625000 Penalty: 859.776733 Iteration 21Q: 3 clusters Score -703186.6 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10423 members Mstep: Class 2 contains 2261 members Entering Unmasked Estep Score: -703200.500000 Penalty: 859.776733 Iteration 22Q: 3 clusters Score -703200.5 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10491 members Mstep: Class 2 contains 2193 members Entering Unmasked Estep Score: -703213.875000 Penalty: 859.776733 Iteration 23Q: 3 clusters Score -703213.9 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10556 members Mstep: Class 2 contains 2128 members Entering Unmasked Estep Score: -703222.500000 Penalty: 859.776733 Iteration 24Q: 3 clusters Score -703222.5 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10611 members Mstep: Class 2 contains 2073 members Entering Unmasked Estep Score: -703232.750000 Penalty: 859.776733 Iteration 25Q: 3 clusters Score -703232.8 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10659 members Mstep: Class 2 contains 2025 members Entering Unmasked Estep Score: -703241.437500 Penalty: 859.776733 Iteration 26Q: 3 clusters Score -703241.4 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10708 members Mstep: Class 2 contains 1976 members Entering Unmasked Estep Score: -703251.250000 Penalty: 859.776733 Iteration 27Q: 3 clusters Score -703251.2 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10750 members Mstep: Class 2 contains 1934 members Entering Unmasked Estep Score: -703257.187500 Penalty: 859.776733 Iteration 28Q: 3 clusters Score -703257.2 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10798 members Mstep: Class 2 contains 1886 members Entering Unmasked Estep Score: -703265.875000 Penalty: 859.776733 Iteration 29Q: 3 clusters Score -703265.9 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10847 members Mstep: Class 2 contains 1837 members Entering Unmasked Estep Score: -703275.625000 Penalty: 859.776733 Iteration 30Q: 3 clusters Score -703275.6 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10888 members Mstep: Class 2 contains 1796 members Entering Unmasked Estep Score: -703284.812500 Penalty: 859.776733 Iteration 31Q: 3 clusters Score -703284.8 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10928 members Mstep: Class 2 contains 1756 members Entering Unmasked Estep Score: -703290.750000 Penalty: 859.776733 Iteration 32Q: 3 clusters Score -703290.8 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10970 members Mstep: Class 2 contains 1714 members Entering Unmasked Estep Score: -703297.875000 Penalty: 859.776733 Iteration 33Q: 3 clusters Score -703297.9 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11015 members Mstep: Class 2 contains 1669 members Entering Unmasked Estep Score: -703309.500000 Penalty: 859.776733 Iteration 34Q: 3 clusters Score -703309.5 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11074 members Mstep: Class 2 contains 1610 members Entering Unmasked Estep Score: -703321.375000 Penalty: 859.776733 Iteration 35Q: 3 clusters Score -703321.4 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11137 members Mstep: Class 2 contains 1547 members Entering Unmasked Estep Score: -703342.125000 Penalty: 859.776733 Iteration 36Q: 3 clusters Score -703342.1 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11211 members Mstep: Class 2 contains 1473 members Entering Unmasked Estep Score: -703367.125000 Penalty: 859.776733 Iteration 37Q: 3 clusters Score -703367.1 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11297 members Mstep: Class 2 contains 1387 members Entering Unmasked Estep Score: -703400.062500 Penalty: 859.776733 Iteration 38Q: 3 clusters Score -703400.1 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11376 members Mstep: Class 2 contains 1308 members Entering Unmasked Estep Score: -703432.500000 Penalty: 859.776733 Iteration 39Q: 3 clusters Score -703432.5 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11450 members Mstep: Class 2 contains 1234 members Entering Unmasked Estep Score: -703465.187500 Penalty: 859.776733 Iteration 40F: 3 clusters Score -703465.2 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11540 members Mstep: Class 2 contains 1144 members Entering Unmasked Estep Score: -703508.500000 Penalty: 859.776733 Iteration 41Q: 3 clusters Score -703508.5 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11629 members Mstep: Class 2 contains 1055 members Entering Unmasked Estep Score: -703550.687500 Penalty: 859.776733 Iteration 42Q: 3 clusters Score -703550.7 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11706 members Mstep: Class 2 contains 978 members Entering Unmasked Estep Score: -703593.687500 Penalty: 859.776733 Iteration 43Q: 3 clusters Score -703593.7 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11791 members Mstep: Class 2 contains 893 members Entering Unmasked Estep Score: -703643.062500 Penalty: 859.776733 Iteration 44Q: 3 clusters Score -703643.1 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11867 members Mstep: Class 2 contains 817 members Entering Unmasked Estep Score: -703684.125000 Penalty: 859.776733 Iteration 45Q: 3 clusters Score -703684.1 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11938 members Mstep: Class 2 contains 746 members Entering Unmasked Estep Score: -703713.437500 Penalty: 859.776733 Iteration 46Q: 3 clusters Score -703713.4 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11994 members Mstep: Class 2 contains 690 members Entering Unmasked Estep Score: -703735.375000 Penalty: 859.776733 Iteration 47Q: 3 clusters Score -703735.4 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12039 members Mstep: Class 2 contains 645 members Entering Unmasked Estep Score: -703751.812500 Penalty: 859.776733 Iteration 48Q: 3 clusters Score -703751.8 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12077 members Mstep: Class 2 contains 607 members Entering Unmasked Estep Score: -703762.562500 Penalty: 859.776733 Iteration 49Q: 3 clusters Score -703762.6 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12107 members Mstep: Class 2 contains 577 members Entering Unmasked Estep Score: -703773.875000 Penalty: 859.776733 Iteration 50Q: 3 clusters Score -703773.9 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12127 members Mstep: Class 2 contains 557 members Entering Unmasked Estep Score: -703781.375000 Penalty: 859.776733 Iteration 51Q: 3 clusters Score -703781.4 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12153 members Mstep: Class 2 contains 531 members Entering Unmasked Estep Score: -703792.812500 Penalty: 859.776733 Iteration 52Q: 3 clusters Score -703792.8 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12170 members Mstep: Class 2 contains 514 members Entering Unmasked Estep Score: -703796.375000 Penalty: 859.776733 Iteration 53Q: 3 clusters Score -703796.4 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12185 members Mstep: Class 2 contains 499 members Entering Unmasked Estep Score: -703800.000000 Penalty: 859.776733 Iteration 54Q: 3 clusters Score -703800 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12203 members Mstep: Class 2 contains 481 members Entering Unmasked Estep Score: -703807.500000 Penalty: 859.776733 Iteration 55Q: 3 clusters Score -703807.5 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12222 members Mstep: Class 2 contains 462 members Entering Unmasked Estep Score: -703816.812500 Penalty: 859.776733 Iteration 56Q: 3 clusters Score -703816.8 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12238 members Mstep: Class 2 contains 446 members Entering Unmasked Estep Score: -703823.000000 Penalty: 859.776733 Iteration 57Q: 3 clusters Score -703823 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12253 members Mstep: Class 2 contains 431 members Entering Unmasked Estep Score: -703828.812500 Penalty: 859.776733 Iteration 58Q: 3 clusters Score -703828.8 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12268 members Mstep: Class 2 contains 416 members Entering Unmasked Estep Score: -703833.625000 Penalty: 859.776733 Iteration 59Q: 3 clusters Score -703833.6 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12279 members Mstep: Class 2 contains 405 members Entering Unmasked Estep Score: -703835.500000 Penalty: 859.776733 Iteration 60F: 3 clusters Score -703835.5 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12290 members Mstep: Class 2 contains 394 members Entering Unmasked Estep Score: -703839.937500 Penalty: 859.776733 Iteration 61Q: 3 clusters Score -703839.9 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12302 members Mstep: Class 2 contains 382 members Entering Unmasked Estep Score: -703843.875000 Penalty: 859.776733 Iteration 62Q: 3 clusters Score -703843.9 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12312 members Mstep: Class 2 contains 372 members Entering Unmasked Estep Score: -703846.500000 Penalty: 859.776733 Iteration 63Q: 3 clusters Score -703846.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12317 members Mstep: Class 2 contains 367 members Entering Unmasked Estep Score: -703847.062500 Penalty: 859.776733 Iteration 64Q: 3 clusters Score -703847.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12322 members Mstep: Class 2 contains 362 members Entering Unmasked Estep Score: -703849.437500 Penalty: 859.776733 Iteration 65Q: 3 clusters Score -703849.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12329 members Mstep: Class 2 contains 355 members Entering Unmasked Estep Score: -703850.625000 Penalty: 859.776733 Iteration 66Q: 3 clusters Score -703850.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12333 members Mstep: Class 2 contains 351 members Entering Unmasked Estep Score: -703851.750000 Penalty: 859.776733 Iteration 67Q: 3 clusters Score -703851.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12339 members Mstep: Class 2 contains 345 members Entering Unmasked Estep Score: -703853.562500 Penalty: 859.776733 Iteration 68Q: 3 clusters Score -703853.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12342 members Mstep: Class 2 contains 342 members Entering Unmasked Estep Score: -703854.000000 Penalty: 859.776733 Iteration 69Q: 3 clusters Score -703854 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12345 members Mstep: Class 2 contains 339 members Entering Unmasked Estep Score: -703855.125000 Penalty: 859.776733 Iteration 70Q: 3 clusters Score -703855.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12351 members Mstep: Class 2 contains 333 members Entering Unmasked Estep Score: -703858.437500 Penalty: 859.776733 Iteration 71Q: 3 clusters Score -703858.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12355 members Mstep: Class 2 contains 329 members Entering Unmasked Estep Score: -703859.187500 Penalty: 859.776733 Iteration 72Q: 3 clusters Score -703859.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12356 members Mstep: Class 2 contains 328 members Entering Unmasked Estep Score: -703859.187500 Penalty: 859.776733 Iteration 73Q: 3 clusters Score -703859.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12357 members Mstep: Class 2 contains 327 members Entering Unmasked Estep Score: -703859.312500 Penalty: 859.776733 Iteration 74Q: 3 clusters Score -703859.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12358 members Mstep: Class 2 contains 326 members Entering Unmasked Estep Score: -703859.562500 Penalty: 859.776733 Iteration 75Q: 3 clusters Score -703859.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12360 members Mstep: Class 2 contains 324 members Entering Unmasked Estep Score: -703859.250000 Penalty: 859.776733 Iteration 76Q: 3 clusters Score -703859.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12362 members Mstep: Class 2 contains 322 members Entering Unmasked Estep Score: -703861.187500 Penalty: 859.776733 Iteration 77Q: 3 clusters Score -703861.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12365 members Mstep: Class 2 contains 319 members Entering Unmasked Estep Score: -703861.250000 Penalty: 859.776733 Iteration 78Q: 3 clusters Score -703861.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12366 members Mstep: Class 2 contains 318 members Entering Unmasked Estep Score: -703861.000000 Penalty: 859.776733 Iteration 79Q: 3 clusters Score -703861 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12367 members Mstep: Class 2 contains 317 members Entering Unmasked Estep Score: -703861.812500 Penalty: 859.776733 Iteration 80F: 3 clusters Score -703861.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12369 members Mstep: Class 2 contains 315 members Entering Unmasked Estep Score: -703860.937500 Penalty: 859.776733 Iteration 81Q: 3 clusters Score -703860.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12371 members Mstep: Class 2 contains 313 members Entering Unmasked Estep Score: -703860.875000 Penalty: 859.776733 Iteration 82Q: 3 clusters Score -703860.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12372 members Mstep: Class 2 contains 312 members Entering Unmasked Estep Score: -703861.000000 Penalty: 859.776733 Iteration 83Q: 3 clusters Score -703861 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12372 members Mstep: Class 2 contains 312 members Entering Unmasked Estep Score: -703861.000000 Penalty: 859.776733 Iteration 84F: 3 clusters Score -703861 nChanged 0 20->37 Clusters: Score -22976738.000000, best is 100000003318135351409612647563264.000000 THE BEST YET! Starting from 21 clusters... --- Clustering full data set of 432259 points --- Entering CEM Assigned 21 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21454 members Mstep: Class 2 contains 21605 members Mstep: Class 3 contains 21685 members Mstep: Class 4 contains 21801 members Mstep: Class 5 contains 21529 members Mstep: Class 6 contains 21425 members Mstep: Class 7 contains 21659 members Mstep: Class 8 contains 21420 members Mstep: Class 9 contains 21475 members Mstep: Class 10 contains 21501 members Mstep: Class 11 contains 21582 members Mstep: Class 12 contains 21462 members Mstep: Class 13 contains 21839 members Mstep: Class 14 contains 21564 members Mstep: Class 15 contains 21968 members Mstep: Class 16 contains 21764 members Mstep: Class 17 contains 21797 members Mstep: Class 18 contains 21564 members Mstep: Class 19 contains 21717 members Mstep: Class 20 contains 21448 members Entering Unmasked Estep ConsiderDeletion Deleting Class 4. Lose 51.932095 but Gain 590.444336 Score: -21128400.000000 Penalty: 11218.425781 Iteration 0F: 20 clusters Score -2.11284e+07 nChanged 409814 Entering Unmasked Mstep Mstep: Class 0 contains 347 members Mstep: Class 1 contains 11698 members Mstep: Class 2 contains 135317 members Mstep: Class 3 contains 1648 members Mstep: Class 5 contains 45146 members Mstep: Class 6 contains 49370 members Mstep: Class 7 contains 8185 members Mstep: Class 8 contains 17574 members Mstep: Class 9 contains 9555 members Mstep: Class 10 contains 1100 members Mstep: Class 11 contains 7500 members Mstep: Class 12 contains 15408 members Mstep: Class 13 contains 14235 members Mstep: Class 14 contains 47982 members Mstep: Class 15 contains 2203 members Mstep: Class 16 contains 36598 members Mstep: Class 17 contains 4172 members Mstep: Class 18 contains 997 members Mstep: Class 19 contains 14067 members Mstep: Class 20 contains 9157 members Entering Unmasked Estep ConsiderDeletion Deleting Class 10. Lose 493.759064 but Gain 590.443359 Score: -22107964.000000 Penalty: 10627.982422 Iteration 1F: 19 clusters Score -2.210796e+07 nChanged 134922 Entering Unmasked Mstep Mstep: Class 0 contains 150 members Mstep: Class 1 contains 10001 members Mstep: Class 2 contains 175045 members Mstep: Class 3 contains 908 members Mstep: Class 5 contains 39300 members Mstep: Class 6 contains 46385 members Mstep: Class 7 contains 8407 members Mstep: Class 8 contains 15480 members Mstep: Class 9 contains 7993 members Mstep: Class 11 contains 3655 members Mstep: Class 12 contains 17932 members Mstep: Class 13 contains 8769 members Mstep: Class 14 contains 35125 members Mstep: Class 15 contains 2263 members Mstep: Class 16 contains 34531 members Mstep: Class 17 contains 2526 members Mstep: Class 18 contains 517 members Mstep: Class 19 contains 9665 members Mstep: Class 20 contains 13607 members Entering Unmasked Estep ConsiderDeletion Score: -22293188.000000 Penalty: 10627.982422 Iteration 2F: 19 clusters Score -2.229319e+07 nChanged 83513 Entering Unmasked Mstep Mstep: Class 0 contains 57 members Mstep: Class 1 contains 11137 members Mstep: Class 2 contains 202342 members Mstep: Class 3 contains 862 members Mstep: Class 5 contains 30874 members Mstep: Class 6 contains 38011 members Mstep: Class 7 contains 8200 members Mstep: Class 8 contains 15944 members Mstep: Class 9 contains 6580 members Mstep: Class 11 contains 1719 members Mstep: Class 12 contains 19683 members Mstep: Class 13 contains 6006 members Mstep: Class 14 contains 25030 members Mstep: Class 15 contains 2811 members Mstep: Class 16 contains 35190 members Mstep: Class 17 contains 1929 members Mstep: Class 18 contains 437 members Mstep: Class 19 contains 6722 members Mstep: Class 20 contains 18725 members Entering Unmasked Estep ConsiderDeletion Score: -22417828.000000 Penalty: 10627.982422 Iteration 3F: 19 clusters Score -2.241783e+07 nChanged 60324 Entering Unmasked Mstep Mstep: Class 0 contains 49 members Mstep: Class 1 contains 13512 members Mstep: Class 2 contains 215338 members Mstep: Class 3 contains 1085 members Mstep: Class 5 contains 22634 members Mstep: Class 6 contains 31437 members Mstep: Class 7 contains 6605 members Mstep: Class 8 contains 15750 members Mstep: Class 9 contains 5967 members Mstep: Class 11 contains 782 members Mstep: Class 12 contains 18972 members Mstep: Class 13 contains 4753 members Mstep: Class 14 contains 21130 members Mstep: Class 15 contains 2774 members Mstep: Class 16 contains 41820 members Mstep: Class 17 contains 1601 members Mstep: Class 18 contains 528 members Mstep: Class 19 contains 4305 members Mstep: Class 20 contains 23217 members Entering Unmasked Estep ConsiderDeletion Deleting Class 11. Lose 508.212799 but Gain 590.443359 Score: -22498328.000000 Penalty: 10037.539062 Iteration 4F: 18 clusters Score -2.249833e+07 nChanged 46470 Entering Unmasked Mstep Mstep: Class 0 contains 42 members Mstep: Class 1 contains 15367 members Mstep: Class 2 contains 217424 members Mstep: Class 3 contains 1476 members Mstep: Class 5 contains 17082 members Mstep: Class 6 contains 32141 members Mstep: Class 7 contains 4504 members Mstep: Class 8 contains 15405 members Mstep: Class 9 contains 5885 members Mstep: Class 12 contains 17517 members Mstep: Class 13 contains 4358 members Mstep: Class 14 contains 18795 members Mstep: Class 15 contains 2775 members Mstep: Class 16 contains 48007 members Mstep: Class 17 contains 1360 members Mstep: Class 18 contains 712 members Mstep: Class 19 contains 2442 members Mstep: Class 20 contains 26967 members Entering Unmasked Estep ConsiderDeletion Score: -22549648.000000 Penalty: 10037.539062 Iteration 5F: 18 clusters Score -2.254965e+07 nChanged 38533 Entering Unmasked Mstep Mstep: Class 0 contains 38 members Mstep: Class 1 contains 16618 members Mstep: Class 2 contains 212275 members Mstep: Class 3 contains 2096 members Mstep: Class 5 contains 13162 members Mstep: Class 6 contains 36389 members Mstep: Class 7 contains 2755 members Mstep: Class 8 contains 16349 members Mstep: Class 9 contains 5530 members Mstep: Class 12 contains 16277 members Mstep: Class 13 contains 4687 members Mstep: Class 14 contains 16667 members Mstep: Class 15 contains 2862 members Mstep: Class 16 contains 53699 members Mstep: Class 17 contains 1194 members Mstep: Class 18 contains 892 members Mstep: Class 19 contains 1347 members Mstep: Class 20 contains 29422 members Entering Unmasked Estep ConsiderDeletion Score: -22593818.000000 Penalty: 10037.539062 Iteration 6F: 18 clusters Score -2.259382e+07 nChanged 37212 Entering Unmasked Mstep Mstep: Class 0 contains 36 members Mstep: Class 1 contains 17569 members Mstep: Class 2 contains 198805 members Mstep: Class 3 contains 2935 members Mstep: Class 5 contains 9998 members Mstep: Class 6 contains 43420 members Mstep: Class 7 contains 1391 members Mstep: Class 8 contains 21583 members Mstep: Class 9 contains 5082 members Mstep: Class 12 contains 14770 members Mstep: Class 13 contains 5958 members Mstep: Class 14 contains 15055 members Mstep: Class 15 contains 3068 members Mstep: Class 16 contains 59014 members Mstep: Class 17 contains 1123 members Mstep: Class 18 contains 1133 members Mstep: Class 19 contains 735 members Mstep: Class 20 contains 30584 members Entering Unmasked Estep ConsiderDeletion Score: -22636094.000000 Penalty: 10037.539062 Iteration 7F: 18 clusters Score -2.263609e+07 nChanged 41393 Entering Unmasked Mstep Mstep: Class 0 contains 37 members Mstep: Class 1 contains 18553 members Mstep: Class 2 contains 176078 members Mstep: Class 3 contains 4034 members Mstep: Class 5 contains 6722 members Mstep: Class 6 contains 53628 members Mstep: Class 7 contains 607 members Mstep: Class 8 contains 31999 members Mstep: Class 9 contains 4592 members Mstep: Class 12 contains 12983 members Mstep: Class 13 contains 7811 members Mstep: Class 14 contains 13920 members Mstep: Class 15 contains 3374 members Mstep: Class 16 contains 63543 members Mstep: Class 17 contains 1376 members Mstep: Class 18 contains 1489 members Mstep: Class 19 contains 479 members Mstep: Class 20 contains 31034 members Entering Unmasked Estep ConsiderDeletion Score: -22687602.000000 Penalty: 10037.539062 Iteration 8F: 18 clusters Score -2.26876e+07 nChanged 47229 Entering Unmasked Mstep Mstep: Class 0 contains 39 members Mstep: Class 1 contains 19424 members Mstep: Class 2 contains 145834 members Mstep: Class 3 contains 5370 members Mstep: Class 5 contains 3298 members Mstep: Class 6 contains 66508 members Mstep: Class 7 contains 353 members Mstep: Class 8 contains 47831 members Mstep: Class 9 contains 4084 members Mstep: Class 12 contains 10654 members Mstep: Class 13 contains 9781 members Mstep: Class 14 contains 13328 members Mstep: Class 15 contains 3762 members Mstep: Class 16 contains 66851 members Mstep: Class 17 contains 1773 members Mstep: Class 18 contains 2006 members Mstep: Class 19 contains 422 members Mstep: Class 20 contains 30941 members Entering Unmasked Estep ConsiderDeletion Score: -22770856.000000 Penalty: 10037.539062 Iteration 9F: 18 clusters Score -2.277086e+07 nChanged 38676 Entering Unmasked Mstep Mstep: Class 0 contains 46 members Mstep: Class 1 contains 20066 members Mstep: Class 2 contains 126297 members Mstep: Class 3 contains 6345 members Mstep: Class 5 contains 1067 members Mstep: Class 6 contains 77211 members Mstep: Class 7 contains 443 members Mstep: Class 8 contains 59421 members Mstep: Class 9 contains 3669 members Mstep: Class 12 contains 6859 members Mstep: Class 13 contains 10176 members Mstep: Class 14 contains 12673 members Mstep: Class 15 contains 4150 members Mstep: Class 16 contains 68062 members Mstep: Class 17 contains 2128 members Mstep: Class 18 contains 2612 members Mstep: Class 19 contains 508 members Mstep: Class 20 contains 30526 members Entering Unmasked Estep ConsiderDeletion Score: -22844824.000000 Penalty: 10037.539062 Iteration 10F: 18 clusters Score -2.284482e+07 nChanged 27842 Entering Unmasked Mstep Mstep: Class 0 contains 52 members Mstep: Class 1 contains 20301 members Mstep: Class 2 contains 121272 members Mstep: Class 3 contains 6408 members Mstep: Class 5 contains 411 members Mstep: Class 6 contains 82603 members Mstep: Class 7 contains 826 members Mstep: Class 8 contains 62567 members Mstep: Class 9 contains 3765 members Mstep: Class 12 contains 4284 members Mstep: Class 13 contains 9041 members Mstep: Class 14 contains 11771 members Mstep: Class 15 contains 4505 members Mstep: Class 16 contains 66729 members Mstep: Class 17 contains 2084 members Mstep: Class 18 contains 3019 members Mstep: Class 19 contains 673 members Mstep: Class 20 contains 31948 members Entering Unmasked Estep ConsiderDeletion Score: -22870192.000000 Penalty: 10037.539062 Iteration 11F: 18 clusters Score -2.287019e+07 nChanged 20625 Entering Unmasked Mstep Mstep: Class 0 contains 53 members Mstep: Class 1 contains 20237 members Mstep: Class 2 contains 119210 members Mstep: Class 3 contains 6217 members Mstep: Class 5 contains 378 members Mstep: Class 6 contains 85818 members Mstep: Class 7 contains 1579 members Mstep: Class 8 contains 63804 members Mstep: Class 9 contains 3841 members Mstep: Class 12 contains 3159 members Mstep: Class 13 contains 7755 members Mstep: Class 14 contains 10891 members Mstep: Class 15 contains 4819 members Mstep: Class 16 contains 65029 members Mstep: Class 17 contains 1973 members Mstep: Class 18 contains 3057 members Mstep: Class 19 contains 914 members Mstep: Class 20 contains 33525 members Entering Unmasked Estep ConsiderDeletion Score: -22884566.000000 Penalty: 10037.539062 Iteration 12Q: 18 clusters Score -2.288457e+07 nChanged 15095 Entering Unmasked Mstep Mstep: Class 0 contains 53 members Mstep: Class 1 contains 20035 members Mstep: Class 2 contains 118636 members Mstep: Class 3 contains 6005 members Mstep: Class 5 contains 455 members Mstep: Class 6 contains 87715 members Mstep: Class 7 contains 2568 members Mstep: Class 8 contains 64365 members Mstep: Class 9 contains 3857 members Mstep: Class 12 contains 2643 members Mstep: Class 13 contains 6632 members Mstep: Class 14 contains 10091 members Mstep: Class 15 contains 5034 members Mstep: Class 16 contains 63356 members Mstep: Class 17 contains 1867 members Mstep: Class 18 contains 2900 members Mstep: Class 19 contains 1245 members Mstep: Class 20 contains 34802 members Entering Unmasked Estep ConsiderDeletion Score: -22894072.000000 Penalty: 10037.539062 Iteration 13Q: 18 clusters Score -2.289407e+07 nChanged 11422 Entering Unmasked Mstep Mstep: Class 0 contains 53 members Mstep: Class 1 contains 19544 members Mstep: Class 2 contains 118652 members Mstep: Class 3 contains 5866 members Mstep: Class 5 contains 517 members Mstep: Class 6 contains 88899 members Mstep: Class 7 contains 3531 members Mstep: Class 8 contains 64462 members Mstep: Class 9 contains 3854 members Mstep: Class 12 contains 2728 members Mstep: Class 13 contains 5742 members Mstep: Class 14 contains 9453 members Mstep: Class 15 contains 5163 members Mstep: Class 16 contains 61733 members Mstep: Class 17 contains 1763 members Mstep: Class 18 contains 2848 members Mstep: Class 19 contains 1487 members Mstep: Class 20 contains 35964 members Entering Unmasked Estep ConsiderDeletion Score: -22899840.000000 Penalty: 10037.539062 Iteration 14Q: 18 clusters Score -2.289984e+07 nChanged 9196 Entering Unmasked Mstep Mstep: Class 0 contains 54 members Mstep: Class 1 contains 19140 members Mstep: Class 2 contains 118903 members Mstep: Class 3 contains 5782 members Mstep: Class 5 contains 561 members Mstep: Class 6 contains 89739 members Mstep: Class 7 contains 4376 members Mstep: Class 8 contains 64289 members Mstep: Class 9 contains 3850 members Mstep: Class 12 contains 2882 members Mstep: Class 13 contains 5065 members Mstep: Class 14 contains 8933 members Mstep: Class 15 contains 5247 members Mstep: Class 16 contains 60145 members Mstep: Class 17 contains 1679 members Mstep: Class 18 contains 2931 members Mstep: Class 19 contains 1697 members Mstep: Class 20 contains 36986 members Entering Unmasked Estep ConsiderDeletion Score: -22903590.000000 Penalty: 10037.539062 Iteration 15Q: 18 clusters Score -2.290359e+07 nChanged 7514 Entering Unmasked Mstep Mstep: Class 0 contains 55 members Mstep: Class 1 contains 18857 members Mstep: Class 2 contains 119199 members Mstep: Class 3 contains 5755 members Mstep: Class 5 contains 624 members Mstep: Class 6 contains 90396 members Mstep: Class 7 contains 5118 members Mstep: Class 8 contains 64040 members Mstep: Class 9 contains 3846 members Mstep: Class 12 contains 3000 members Mstep: Class 13 contains 4543 members Mstep: Class 14 contains 8555 members Mstep: Class 15 contains 5278 members Mstep: Class 16 contains 58632 members Mstep: Class 17 contains 1605 members Mstep: Class 18 contains 3105 members Mstep: Class 19 contains 1839 members Mstep: Class 20 contains 37812 members Entering Unmasked Estep ConsiderDeletion Score: -22906078.000000 Penalty: 10037.539062 Iteration 16Q: 18 clusters Score -2.290608e+07 nChanged 6486 Entering Unmasked Mstep Mstep: Class 0 contains 55 members Mstep: Class 1 contains 18624 members Mstep: Class 2 contains 119349 members Mstep: Class 3 contains 5746 members Mstep: Class 5 contains 685 members Mstep: Class 6 contains 91041 members Mstep: Class 7 contains 5740 members Mstep: Class 8 contains 63801 members Mstep: Class 9 contains 3839 members Mstep: Class 12 contains 3109 members Mstep: Class 13 contains 4122 members Mstep: Class 14 contains 8292 members Mstep: Class 15 contains 5261 members Mstep: Class 16 contains 57148 members Mstep: Class 17 contains 1549 members Mstep: Class 18 contains 3301 members Mstep: Class 19 contains 1952 members Mstep: Class 20 contains 38645 members Entering Unmasked Estep ConsiderDeletion Score: -22908222.000000 Penalty: 10037.539062 Iteration 17Q: 18 clusters Score -2.290822e+07 nChanged 5816 Entering Unmasked Mstep Mstep: Class 0 contains 55 members Mstep: Class 1 contains 18473 members Mstep: Class 2 contains 119454 members Mstep: Class 3 contains 5753 members Mstep: Class 5 contains 756 members Mstep: Class 6 contains 91644 members Mstep: Class 7 contains 6289 members Mstep: Class 8 contains 63535 members Mstep: Class 9 contains 3833 members Mstep: Class 12 contains 3197 members Mstep: Class 13 contains 3827 members Mstep: Class 14 contains 8109 members Mstep: Class 15 contains 5227 members Mstep: Class 16 contains 55641 members Mstep: Class 17 contains 1487 members Mstep: Class 18 contains 3526 members Mstep: Class 19 contains 2040 members Mstep: Class 20 contains 39413 members Entering Unmasked Estep ConsiderDeletion Score: -22909806.000000 Penalty: 10037.539062 Iteration 18Q: 18 clusters Score -2.290981e+07 nChanged 5325 Entering Unmasked Mstep Mstep: Class 0 contains 55 members Mstep: Class 1 contains 18351 members Mstep: Class 2 contains 119481 members Mstep: Class 3 contains 5775 members Mstep: Class 5 contains 838 members Mstep: Class 6 contains 92155 members Mstep: Class 7 contains 6746 members Mstep: Class 8 contains 63327 members Mstep: Class 9 contains 3829 members Mstep: Class 12 contains 3276 members Mstep: Class 13 contains 3597 members Mstep: Class 14 contains 7983 members Mstep: Class 15 contains 5173 members Mstep: Class 16 contains 54177 members Mstep: Class 17 contains 1452 members Mstep: Class 18 contains 3751 members Mstep: Class 19 contains 2078 members Mstep: Class 20 contains 40215 members Entering Unmasked Estep ConsiderDeletion Score: -22911240.000000 Penalty: 10037.539062 Iteration 19Q: 18 clusters Score -2.291124e+07 nChanged 4822 Entering Unmasked Mstep Mstep: Class 0 contains 55 members Mstep: Class 1 contains 18258 members Mstep: Class 2 contains 119403 members Mstep: Class 3 contains 5805 members Mstep: Class 5 contains 966 members Mstep: Class 6 contains 92687 members Mstep: Class 7 contains 7135 members Mstep: Class 8 contains 63124 members Mstep: Class 9 contains 3823 members Mstep: Class 12 contains 3347 members Mstep: Class 13 contains 3422 members Mstep: Class 14 contains 7941 members Mstep: Class 15 contains 5115 members Mstep: Class 16 contains 52747 members Mstep: Class 17 contains 1428 members Mstep: Class 18 contains 3985 members Mstep: Class 19 contains 2098 members Mstep: Class 20 contains 40920 members Entering Unmasked Estep ConsiderDeletion Score: -22913294.000000 Penalty: 10037.539062 Iteration 20F: 18 clusters Score -2.291329e+07 nChanged 5074 Entering Unmasked Mstep Mstep: Class 0 contains 56 members Mstep: Class 1 contains 18168 members Mstep: Class 2 contains 119193 members Mstep: Class 3 contains 5828 members Mstep: Class 5 contains 1407 members Mstep: Class 6 contains 93046 members Mstep: Class 7 contains 7718 members Mstep: Class 8 contains 62737 members Mstep: Class 9 contains 3824 members Mstep: Class 12 contains 3424 members Mstep: Class 13 contains 3281 members Mstep: Class 14 contains 7935 members Mstep: Class 15 contains 4971 members Mstep: Class 16 contains 51413 members Mstep: Class 17 contains 1409 members Mstep: Class 18 contains 4166 members Mstep: Class 19 contains 2143 members Mstep: Class 20 contains 41540 members Entering Unmasked Estep ConsiderDeletion Score: -22915606.000000 Penalty: 10037.539062 Iteration 21Q: 18 clusters Score -2.291561e+07 nChanged 5116 Entering Unmasked Mstep Mstep: Class 0 contains 57 members Mstep: Class 1 contains 18043 members Mstep: Class 2 contains 118923 members Mstep: Class 3 contains 5865 members Mstep: Class 5 contains 2182 members Mstep: Class 6 contains 93236 members Mstep: Class 7 contains 8198 members Mstep: Class 8 contains 62376 members Mstep: Class 9 contains 3824 members Mstep: Class 12 contains 3501 members Mstep: Class 13 contains 3176 members Mstep: Class 14 contains 8049 members Mstep: Class 15 contains 4794 members Mstep: Class 16 contains 50038 members Mstep: Class 17 contains 1393 members Mstep: Class 18 contains 4420 members Mstep: Class 19 contains 2143 members Mstep: Class 20 contains 42041 members Entering Unmasked Estep ConsiderDeletion Score: -22917444.000000 Penalty: 10037.539062 Iteration 22Q: 18 clusters Score -2.291744e+07 nChanged 5145 Entering Unmasked Mstep Mstep: Class 0 contains 57 members Mstep: Class 1 contains 17914 members Mstep: Class 2 contains 118589 members Mstep: Class 3 contains 5907 members Mstep: Class 5 contains 3154 members Mstep: Class 6 contains 93219 members Mstep: Class 7 contains 8654 members Mstep: Class 8 contains 62051 members Mstep: Class 9 contains 3825 members Mstep: Class 12 contains 3566 members Mstep: Class 13 contains 3080 members Mstep: Class 14 contains 8211 members Mstep: Class 15 contains 4624 members Mstep: Class 16 contains 48735 members Mstep: Class 17 contains 1383 members Mstep: Class 18 contains 4689 members Mstep: Class 19 contains 2103 members Mstep: Class 20 contains 42498 members Entering Unmasked Estep ConsiderDeletion Score: -22919308.000000 Penalty: 10037.539062 Iteration 23Q: 18 clusters Score -2.291931e+07 nChanged 4812 Entering Unmasked Mstep Mstep: Class 0 contains 56 members Mstep: Class 1 contains 17797 members Mstep: Class 2 contains 118212 members Mstep: Class 3 contains 5904 members Mstep: Class 5 contains 4166 members Mstep: Class 6 contains 93106 members Mstep: Class 7 contains 9068 members Mstep: Class 8 contains 61791 members Mstep: Class 9 contains 3831 members Mstep: Class 12 contains 3622 members Mstep: Class 13 contains 2988 members Mstep: Class 14 contains 8424 members Mstep: Class 15 contains 4515 members Mstep: Class 16 contains 47519 members Mstep: Class 17 contains 1376 members Mstep: Class 18 contains 4924 members Mstep: Class 19 contains 2029 members Mstep: Class 20 contains 42931 members Entering Unmasked Estep ConsiderDeletion Score: -22921110.000000 Penalty: 10037.539062 Iteration 24Q: 18 clusters Score -2.292111e+07 nChanged 4491 Entering Unmasked Mstep Mstep: Class 0 contains 56 members Mstep: Class 1 contains 17692 members Mstep: Class 2 contains 117908 members Mstep: Class 3 contains 5922 members Mstep: Class 5 contains 5148 members Mstep: Class 6 contains 92872 members Mstep: Class 7 contains 9439 members Mstep: Class 8 contains 61563 members Mstep: Class 9 contains 3839 members Mstep: Class 12 contains 3669 members Mstep: Class 13 contains 2899 members Mstep: Class 14 contains 8674 members Mstep: Class 15 contains 4440 members Mstep: Class 16 contains 46353 members Mstep: Class 17 contains 1373 members Mstep: Class 18 contains 5148 members Mstep: Class 19 contains 1963 members Mstep: Class 20 contains 43301 members Entering Unmasked Estep ConsiderDeletion Score: -22922266.000000 Penalty: 10037.539062 Iteration 25Q: 18 clusters Score -2.292227e+07 nChanged 4219 Entering Unmasked Mstep Mstep: Class 0 contains 56 members Mstep: Class 1 contains 17585 members Mstep: Class 2 contains 117658 members Mstep: Class 3 contains 5926 members Mstep: Class 5 contains 6033 members Mstep: Class 6 contains 92574 members Mstep: Class 7 contains 9777 members Mstep: Class 8 contains 61354 members Mstep: Class 9 contains 3844 members Mstep: Class 12 contains 3724 members Mstep: Class 13 contains 2830 members Mstep: Class 14 contains 8978 members Mstep: Class 15 contains 4410 members Mstep: Class 16 contains 45234 members Mstep: Class 17 contains 1357 members Mstep: Class 18 contains 5369 members Mstep: Class 19 contains 1903 members Mstep: Class 20 contains 43647 members Entering Unmasked Estep ConsiderDeletion Score: -22923322.000000 Penalty: 10037.539062 Iteration 26Q: 18 clusters Score -2.292332e+07 nChanged 4043 Entering Unmasked Mstep Mstep: Class 0 contains 56 members Mstep: Class 1 contains 17495 members Mstep: Class 2 contains 117340 members Mstep: Class 3 contains 5943 members Mstep: Class 5 contains 6845 members Mstep: Class 6 contains 92321 members Mstep: Class 7 contains 10093 members Mstep: Class 8 contains 61175 members Mstep: Class 9 contains 3847 members Mstep: Class 12 contains 3775 members Mstep: Class 13 contains 2754 members Mstep: Class 14 contains 9341 members Mstep: Class 15 contains 4389 members Mstep: Class 16 contains 44119 members Mstep: Class 17 contains 1340 members Mstep: Class 18 contains 5587 members Mstep: Class 19 contains 1841 members Mstep: Class 20 contains 43998 members Entering Unmasked Estep ConsiderDeletion Score: -22924328.000000 Penalty: 10037.539062 Iteration 27Q: 18 clusters Score -2.292433e+07 nChanged 3753 Entering Unmasked Mstep Mstep: Class 0 contains 56 members Mstep: Class 1 contains 17423 members Mstep: Class 2 contains 117095 members Mstep: Class 3 contains 5951 members Mstep: Class 5 contains 7494 members Mstep: Class 6 contains 92129 members Mstep: Class 7 contains 10354 members Mstep: Class 8 contains 61003 members Mstep: Class 9 contains 3849 members Mstep: Class 12 contains 3809 members Mstep: Class 13 contains 2689 members Mstep: Class 14 contains 9745 members Mstep: Class 15 contains 4380 members Mstep: Class 16 contains 43026 members Mstep: Class 17 contains 1329 members Mstep: Class 18 contains 5834 members Mstep: Class 19 contains 1795 members Mstep: Class 20 contains 44298 members Entering Unmasked Estep ConsiderDeletion Score: -22925118.000000 Penalty: 10037.539062 Iteration 28Q: 18 clusters Score -2.292512e+07 nChanged 3553 Entering Unmasked Mstep Mstep: Class 0 contains 56 members Mstep: Class 1 contains 17358 members Mstep: Class 2 contains 116816 members Mstep: Class 3 contains 5954 members Mstep: Class 5 contains 8061 members Mstep: Class 6 contains 91910 members Mstep: Class 7 contains 10576 members Mstep: Class 8 contains 60847 members Mstep: Class 9 contains 3853 members Mstep: Class 12 contains 3844 members Mstep: Class 13 contains 2627 members Mstep: Class 14 contains 10224 members Mstep: Class 15 contains 4372 members Mstep: Class 16 contains 41976 members Mstep: Class 17 contains 1316 members Mstep: Class 18 contains 6092 members Mstep: Class 19 contains 1772 members Mstep: Class 20 contains 44605 members Entering Unmasked Estep ConsiderDeletion Score: -22925996.000000 Penalty: 10037.539062 Iteration 29Q: 18 clusters Score -2.2926e+07 nChanged 3456 Entering Unmasked Mstep Mstep: Class 0 contains 56 members Mstep: Class 1 contains 17293 members Mstep: Class 2 contains 116572 members Mstep: Class 3 contains 5957 members Mstep: Class 5 contains 8600 members Mstep: Class 6 contains 91615 members Mstep: Class 7 contains 10779 members Mstep: Class 8 contains 60706 members Mstep: Class 9 contains 3858 members Mstep: Class 12 contains 3871 members Mstep: Class 13 contains 2576 members Mstep: Class 14 contains 10760 members Mstep: Class 15 contains 4390 members Mstep: Class 16 contains 40917 members Mstep: Class 17 contains 1304 members Mstep: Class 18 contains 6318 members Mstep: Class 19 contains 1743 members Mstep: Class 20 contains 44944 members Entering Unmasked Estep ConsiderDeletion Score: -22926636.000000 Penalty: 10037.539062 Iteration 30Q: 18 clusters Score -2.292664e+07 nChanged 3229 Entering Unmasked Mstep Mstep: Class 0 contains 56 members Mstep: Class 1 contains 17236 members Mstep: Class 2 contains 116310 members Mstep: Class 3 contains 5949 members Mstep: Class 5 contains 9068 members Mstep: Class 6 contains 91360 members Mstep: Class 7 contains 10957 members Mstep: Class 8 contains 60583 members Mstep: Class 9 contains 3858 members Mstep: Class 12 contains 3896 members Mstep: Class 13 contains 2526 members Mstep: Class 14 contains 11378 members Mstep: Class 15 contains 4404 members Mstep: Class 16 contains 39866 members Mstep: Class 17 contains 1300 members Mstep: Class 18 contains 6527 members Mstep: Class 19 contains 1721 members Mstep: Class 20 contains 45264 members Entering Unmasked Estep ConsiderDeletion Score: -22927370.000000 Penalty: 10037.539062 Iteration 31Q: 18 clusters Score -2.292737e+07 nChanged 3092 Entering Unmasked Mstep Mstep: Class 0 contains 56 members Mstep: Class 1 contains 17199 members Mstep: Class 2 contains 116083 members Mstep: Class 3 contains 5943 members Mstep: Class 5 contains 9478 members Mstep: Class 6 contains 91091 members Mstep: Class 7 contains 11119 members Mstep: Class 8 contains 60458 members Mstep: Class 9 contains 3860 members Mstep: Class 12 contains 3919 members Mstep: Class 13 contains 2480 members Mstep: Class 14 contains 12046 members Mstep: Class 15 contains 4407 members Mstep: Class 16 contains 38852 members Mstep: Class 17 contains 1298 members Mstep: Class 18 contains 6730 members Mstep: Class 19 contains 1706 members Mstep: Class 20 contains 45534 members Entering Unmasked Estep ConsiderDeletion Score: -22927880.000000 Penalty: 10037.539062 Iteration 32Q: 18 clusters Score -2.292788e+07 nChanged 2966 Entering Unmasked Mstep Mstep: Class 0 contains 56 members Mstep: Class 1 contains 17157 members Mstep: Class 2 contains 115913 members Mstep: Class 3 contains 5922 members Mstep: Class 5 contains 9840 members Mstep: Class 6 contains 90777 members Mstep: Class 7 contains 11270 members Mstep: Class 8 contains 60361 members Mstep: Class 9 contains 3868 members Mstep: Class 12 contains 3948 members Mstep: Class 13 contains 2438 members Mstep: Class 14 contains 12763 members Mstep: Class 15 contains 4406 members Mstep: Class 16 contains 37859 members Mstep: Class 17 contains 1293 members Mstep: Class 18 contains 6891 members Mstep: Class 19 contains 1684 members Mstep: Class 20 contains 45813 members Entering Unmasked Estep ConsiderDeletion Score: -22928458.000000 Penalty: 10037.539062 Iteration 33Q: 18 clusters Score -2.292846e+07 nChanged 2858 Entering Unmasked Mstep Mstep: Class 0 contains 56 members Mstep: Class 1 contains 17133 members Mstep: Class 2 contains 115707 members Mstep: Class 3 contains 5884 members Mstep: Class 5 contains 10205 members Mstep: Class 6 contains 90447 members Mstep: Class 7 contains 11420 members Mstep: Class 8 contains 60263 members Mstep: Class 9 contains 3874 members Mstep: Class 12 contains 3973 members Mstep: Class 13 contains 2399 members Mstep: Class 14 contains 13487 members Mstep: Class 15 contains 4411 members Mstep: Class 16 contains 36925 members Mstep: Class 17 contains 1287 members Mstep: Class 18 contains 7048 members Mstep: Class 19 contains 1674 members Mstep: Class 20 contains 46066 members Entering Unmasked Estep ConsiderDeletion Score: -22928914.000000 Penalty: 10037.539062 Iteration 34Q: 18 clusters Score -2.292891e+07 nChanged 2579 Entering Unmasked Mstep Mstep: Class 0 contains 56 members Mstep: Class 1 contains 17108 members Mstep: Class 2 contains 115459 members Mstep: Class 3 contains 5859 members Mstep: Class 5 contains 10520 members Mstep: Class 6 contains 90113 members Mstep: Class 7 contains 11557 members Mstep: Class 8 contains 60178 members Mstep: Class 9 contains 3877 members Mstep: Class 12 contains 3999 members Mstep: Class 13 contains 2366 members Mstep: Class 14 contains 14147 members Mstep: Class 15 contains 4425 members Mstep: Class 16 contains 36147 members Mstep: Class 17 contains 1277 members Mstep: Class 18 contains 7188 members Mstep: Class 19 contains 1663 members Mstep: Class 20 contains 46320 members Entering Unmasked Estep ConsiderDeletion Score: -22929410.000000 Penalty: 10037.539062 Iteration 35Q: 18 clusters Score -2.292941e+07 nChanged 2391 Entering Unmasked Mstep Mstep: Class 0 contains 56 members Mstep: Class 1 contains 17089 members Mstep: Class 2 contains 115242 members Mstep: Class 3 contains 5829 members Mstep: Class 5 contains 10831 members Mstep: Class 6 contains 89728 members Mstep: Class 7 contains 11653 members Mstep: Class 8 contains 60125 members Mstep: Class 9 contains 3880 members Mstep: Class 12 contains 4015 members Mstep: Class 13 contains 2334 members Mstep: Class 14 contains 14743 members Mstep: Class 15 contains 4442 members Mstep: Class 16 contains 35485 members Mstep: Class 17 contains 1269 members Mstep: Class 18 contains 7350 members Mstep: Class 19 contains 1650 members Mstep: Class 20 contains 46538 members Entering Unmasked Estep ConsiderDeletion Score: -22929780.000000 Penalty: 10037.539062 Iteration 36Q: 18 clusters Score -2.292978e+07 nChanged 2154 Entering Unmasked Mstep Mstep: Class 0 contains 56 members Mstep: Class 1 contains 17078 members Mstep: Class 2 contains 114998 members Mstep: Class 3 contains 5802 members Mstep: Class 5 contains 11095 members Mstep: Class 6 contains 89347 members Mstep: Class 7 contains 11751 members Mstep: Class 8 contains 60062 members Mstep: Class 9 contains 3881 members Mstep: Class 12 contains 4028 members Mstep: Class 13 contains 2310 members Mstep: Class 14 contains 15300 members Mstep: Class 15 contains 4443 members Mstep: Class 16 contains 34935 members Mstep: Class 17 contains 1265 members Mstep: Class 18 contains 7501 members Mstep: Class 19 contains 1637 members Mstep: Class 20 contains 46770 members Entering Unmasked Estep ConsiderDeletion Score: -22930036.000000 Penalty: 10037.539062 Iteration 37Q: 18 clusters Score -2.293004e+07 nChanged 1944 Entering Unmasked Mstep Mstep: Class 0 contains 56 members Mstep: Class 1 contains 17058 members Mstep: Class 2 contains 114748 members Mstep: Class 3 contains 5776 members Mstep: Class 5 contains 11316 members Mstep: Class 6 contains 88968 members Mstep: Class 7 contains 11849 members Mstep: Class 8 contains 60009 members Mstep: Class 9 contains 3878 members Mstep: Class 12 contains 4042 members Mstep: Class 13 contains 2288 members Mstep: Class 14 contains 15821 members Mstep: Class 15 contains 4454 members Mstep: Class 16 contains 34491 members Mstep: Class 17 contains 1261 members Mstep: Class 18 contains 7641 members Mstep: Class 19 contains 1614 members Mstep: Class 20 contains 46989 members Entering Unmasked Estep ConsiderDeletion Score: -22930284.000000 Penalty: 10037.539062 Iteration 38Q: 18 clusters Score -2.293028e+07 nChanged 1758 Entering ConstructFrom: Score: -22930284.000000 Penalty: 10037.539062 Entering ConstructFrom: Trying to split cluster 1 (17042 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17042 members Entering Unmasked Estep Score: -929270.062500 Penalty: 443.326324 Iteration 0F: 2 clusters Score -929270.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8581 members Mstep: Class 2 contains 8461 members Entering Unmasked Estep Score: -917826.187500 Penalty: 886.652649 Iteration 0F: 3 clusters Score -917826.2 nChanged 8083 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9784 members Mstep: Class 2 contains 7258 members Entering Unmasked Estep Score: -923004.062500 Penalty: 886.652649 Iteration 1F: 3 clusters Score -923004.1 nChanged 1195 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10451 members Mstep: Class 2 contains 6591 members Entering Unmasked Estep Score: -923705.500000 Penalty: 886.652649 Iteration 2F: 3 clusters Score -923705.5 nChanged 1244 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11233 members Mstep: Class 2 contains 5809 members Entering Unmasked Estep Score: -924652.250000 Penalty: 886.652649 Iteration 3F: 3 clusters Score -924652.2 nChanged 1264 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12029 members Mstep: Class 2 contains 5013 members Entering Unmasked Estep Score: -925867.125000 Penalty: 886.652649 Iteration 4F: 3 clusters Score -925867.1 nChanged 1146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12687 members Mstep: Class 2 contains 4355 members Entering Unmasked Estep Score: -926969.125000 Penalty: 886.652649 Iteration 5F: 3 clusters Score -926969.1 nChanged 894 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13141 members Mstep: Class 2 contains 3901 members Entering Unmasked Estep Score: -927753.562500 Penalty: 886.652649 Iteration 6F: 3 clusters Score -927753.6 nChanged 679 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13498 members Mstep: Class 2 contains 3544 members Entering Unmasked Estep Score: -928266.687500 Penalty: 886.652649 Iteration 7Q: 3 clusters Score -928266.7 nChanged 527 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13809 members Mstep: Class 2 contains 3233 members Entering Unmasked Estep Score: -928704.250000 Penalty: 886.652649 Iteration 8Q: 3 clusters Score -928704.2 nChanged 446 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14059 members Mstep: Class 2 contains 2983 members Entering Unmasked Estep Score: -929195.562500 Penalty: 886.652649 Iteration 9Q: 3 clusters Score -929195.6 nChanged 423 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14204 members Mstep: Class 2 contains 2838 members Entering Unmasked Estep Score: -929748.250000 Penalty: 886.652649 Iteration 10Q: 3 clusters Score -929748.2 nChanged 347 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14259 members Mstep: Class 2 contains 2783 members Entering Unmasked Estep Score: -930152.875000 Penalty: 886.652649 Iteration 11Q: 3 clusters Score -930152.9 nChanged 273 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14244 members Mstep: Class 2 contains 2798 members Entering Unmasked Estep Score: -930356.562500 Penalty: 886.652649 Iteration 12Q: 3 clusters Score -930356.6 nChanged 197 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14215 members Mstep: Class 2 contains 2827 members Entering Unmasked Estep Score: -930448.437500 Penalty: 886.652649 Iteration 13Q: 3 clusters Score -930448.4 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14193 members Mstep: Class 2 contains 2849 members Entering Unmasked Estep Score: -930483.562500 Penalty: 886.652649 Iteration 14Q: 3 clusters Score -930483.6 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14173 members Mstep: Class 2 contains 2869 members Entering Unmasked Estep Score: -930507.000000 Penalty: 886.652649 Iteration 15Q: 3 clusters Score -930507 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14145 members Mstep: Class 2 contains 2897 members Entering Unmasked Estep Score: -930519.375000 Penalty: 886.652649 Iteration 16Q: 3 clusters Score -930519.4 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14110 members Mstep: Class 2 contains 2932 members Entering Unmasked Estep Score: -930530.500000 Penalty: 886.652649 Iteration 17Q: 3 clusters Score -930530.5 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14084 members Mstep: Class 2 contains 2958 members Entering Unmasked Estep Score: -930537.562500 Penalty: 886.652649 Iteration 18Q: 3 clusters Score -930537.6 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14070 members Mstep: Class 2 contains 2972 members Entering Unmasked Estep Score: -930537.937500 Penalty: 886.652649 Iteration 19Q: 3 clusters Score -930537.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14062 members Mstep: Class 2 contains 2980 members Entering Unmasked Estep Score: -930553.062500 Penalty: 886.652649 Iteration 20F: 3 clusters Score -930553.1 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14039 members Mstep: Class 2 contains 3003 members Entering Unmasked Estep Score: -930557.812500 Penalty: 886.652649 Iteration 21Q: 3 clusters Score -930557.8 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14012 members Mstep: Class 2 contains 3030 members Entering Unmasked Estep Score: -930565.250000 Penalty: 886.652649 Iteration 22Q: 3 clusters Score -930565.2 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13987 members Mstep: Class 2 contains 3055 members Entering Unmasked Estep Score: -930568.937500 Penalty: 886.652649 Iteration 23Q: 3 clusters Score -930568.9 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13962 members Mstep: Class 2 contains 3080 members Entering Unmasked Estep Score: -930571.875000 Penalty: 886.652649 Iteration 24Q: 3 clusters Score -930571.9 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13943 members Mstep: Class 2 contains 3099 members Entering Unmasked Estep Score: -930577.875000 Penalty: 886.652649 Iteration 25Q: 3 clusters Score -930577.9 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13921 members Mstep: Class 2 contains 3121 members Entering Unmasked Estep Score: -930577.687500 Penalty: 886.652649 Iteration 26Q: 3 clusters Score -930577.7 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13908 members Mstep: Class 2 contains 3134 members Entering Unmasked Estep Score: -930580.000000 Penalty: 886.652649 Iteration 27Q: 3 clusters Score -930580 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13899 members Mstep: Class 2 contains 3143 members Entering Unmasked Estep Score: -930581.250000 Penalty: 886.652649 Iteration 28Q: 3 clusters Score -930581.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13892 members Mstep: Class 2 contains 3150 members Entering Unmasked Estep Score: -930581.000000 Penalty: 886.652649 Iteration 29Q: 3 clusters Score -930581 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13884 members Mstep: Class 2 contains 3158 members Entering Unmasked Estep Score: -930579.687500 Penalty: 886.652649 Iteration 30Q: 3 clusters Score -930579.7 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13875 members Mstep: Class 2 contains 3167 members Entering Unmasked Estep Score: -930581.187500 Penalty: 886.652649 Iteration 31Q: 3 clusters Score -930581.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13873 members Mstep: Class 2 contains 3169 members Entering Unmasked Estep Score: -930583.625000 Penalty: 886.652649 Iteration 32Q: 3 clusters Score -930583.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13870 members Mstep: Class 2 contains 3172 members Entering Unmasked Estep Score: -930581.437500 Penalty: 886.652649 Iteration 33Q: 3 clusters Score -930581.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13869 members Mstep: Class 2 contains 3173 members Entering Unmasked Estep Score: -930581.250000 Penalty: 886.652649 Iteration 34Q: 3 clusters Score -930581.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13867 members Mstep: Class 2 contains 3175 members Entering Unmasked Estep Score: -930582.312500 Penalty: 886.652649 Iteration 35Q: 3 clusters Score -930582.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13866 members Mstep: Class 2 contains 3176 members Entering Unmasked Estep Score: -930582.062500 Penalty: 886.652649 Iteration 36Q: 3 clusters Score -930582.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13865 members Mstep: Class 2 contains 3177 members Entering Unmasked Estep Score: -930581.625000 Penalty: 886.652649 Iteration 37Q: 3 clusters Score -930581.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13859 members Mstep: Class 2 contains 3183 members Entering Unmasked Estep Score: -930581.500000 Penalty: 886.652649 Iteration 38Q: 3 clusters Score -930581.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13851 members Mstep: Class 2 contains 3191 members Entering Unmasked Estep Score: -930580.937500 Penalty: 886.652649 Iteration 39Q: 3 clusters Score -930580.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13848 members Mstep: Class 2 contains 3194 members Entering Unmasked Estep Score: -930581.500000 Penalty: 886.652649 Iteration 40F: 3 clusters Score -930581.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13840 members Mstep: Class 2 contains 3202 members Entering Unmasked Estep Score: -930584.125000 Penalty: 886.652649 Iteration 41Q: 3 clusters Score -930584.1 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13829 members Mstep: Class 2 contains 3213 members Entering Unmasked Estep Score: -930584.437500 Penalty: 886.652649 Iteration 42Q: 3 clusters Score -930584.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13822 members Mstep: Class 2 contains 3220 members Entering Unmasked Estep Score: -930584.000000 Penalty: 886.652649 Iteration 43Q: 3 clusters Score -930584 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13815 members Mstep: Class 2 contains 3227 members Entering Unmasked Estep Score: -930586.062500 Penalty: 886.652649 Iteration 44Q: 3 clusters Score -930586.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13811 members Mstep: Class 2 contains 3231 members Entering Unmasked Estep Score: -930587.000000 Penalty: 886.652649 Iteration 45Q: 3 clusters Score -930587 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13807 members Mstep: Class 2 contains 3235 members Entering Unmasked Estep Score: -930586.312500 Penalty: 886.652649 Iteration 46Q: 3 clusters Score -930586.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13805 members Mstep: Class 2 contains 3237 members Entering Unmasked Estep Score: -930585.750000 Penalty: 886.652649 Iteration 47Q: 3 clusters Score -930585.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13804 members Mstep: Class 2 contains 3238 members Entering Unmasked Estep Score: -930586.750000 Penalty: 886.652649 Iteration 48Q: 3 clusters Score -930586.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13803 members Mstep: Class 2 contains 3239 members Entering Unmasked Estep Score: -930585.375000 Penalty: 886.652649 Iteration 49Q: 3 clusters Score -930585.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13802 members Mstep: Class 2 contains 3240 members Entering Unmasked Estep Score: -930585.937500 Penalty: 886.652649 Iteration 50Q: 3 clusters Score -930585.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13800 members Mstep: Class 2 contains 3242 members Entering Unmasked Estep Score: -930586.687500 Penalty: 886.652649 Iteration 51Q: 3 clusters Score -930586.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13797 members Mstep: Class 2 contains 3245 members Entering Unmasked Estep Score: -930587.250000 Penalty: 886.652649 Iteration 52Q: 3 clusters Score -930587.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13796 members Mstep: Class 2 contains 3246 members Entering Unmasked Estep Score: -930586.750000 Penalty: 886.652649 Iteration 53Q: 3 clusters Score -930586.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13796 members Mstep: Class 2 contains 3246 members Entering Unmasked Estep Score: -930586.750000 Penalty: 886.652649 Iteration 54F: 3 clusters Score -930586.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 56 members Mstep: Class 1 contains 13796 members Mstep: Class 2 contains 114480 members Mstep: Class 3 contains 5762 members Mstep: Class 4 contains 3246 members Mstep: Class 5 contains 11522 members Mstep: Class 6 contains 88574 members Mstep: Class 7 contains 11944 members Mstep: Class 8 contains 59954 members Mstep: Class 9 contains 3877 members Mstep: Class 12 contains 4058 members Mstep: Class 13 contains 2274 members Mstep: Class 14 contains 16276 members Mstep: Class 15 contains 4473 members Mstep: Class 16 contains 34153 members Mstep: Class 17 contains 1255 members Mstep: Class 18 contains 7772 members Mstep: Class 19 contains 1585 members Mstep: Class 20 contains 47202 members Entering Unmasked Estep Score: -22931424.000000 Penalty: 10627.982422 Splitting cluster 1 changes total score from -22930284.000000 to -22931424.000000 So it's getting split into cluster 4. Entering ConstructFrom: Trying to split cluster 2 (114480 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 114480 members Entering Unmasked Estep Score: -6387647.500000 Penalty: 529.991089 Iteration 0F: 2 clusters Score -6387648 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57110 members Mstep: Class 2 contains 57370 members Entering Unmasked Estep Score: -6310143.000000 Penalty: 1059.982178 Iteration 0F: 3 clusters Score -6310143 nChanged 55996 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52560 members Mstep: Class 2 contains 61920 members Entering Unmasked Estep Score: -6344372.500000 Penalty: 1059.982178 Iteration 1F: 3 clusters Score -6344372 nChanged 5279 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50351 members Mstep: Class 2 contains 64129 members Entering Unmasked Estep Score: -6346531.000000 Penalty: 1059.982178 Iteration 2Q: 3 clusters Score -6346531 nChanged 6528 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46801 members Mstep: Class 2 contains 67679 members Entering Unmasked Estep Score: -6350213.500000 Penalty: 1059.982178 Iteration 3F: 3 clusters Score -6350214 nChanged 8129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41680 members Mstep: Class 2 contains 72800 members Entering Unmasked Estep Score: -6356147.000000 Penalty: 1059.982178 Iteration 4F: 3 clusters Score -6356147 nChanged 9133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35681 members Mstep: Class 2 contains 78799 members Entering Unmasked Estep Score: -6363867.500000 Penalty: 1059.982178 Iteration 5F: 3 clusters Score -6363868 nChanged 8540 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30659 members Mstep: Class 2 contains 83821 members Entering Unmasked Estep Score: -6371010.500000 Penalty: 1059.982178 Iteration 6F: 3 clusters Score -6371010 nChanged 6728 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27439 members Mstep: Class 2 contains 87041 members Entering Unmasked Estep Score: -6376161.500000 Penalty: 1059.982178 Iteration 7F: 3 clusters Score -6376162 nChanged 4702 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25425 members Mstep: Class 2 contains 89055 members Entering Unmasked Estep Score: -6379232.000000 Penalty: 1059.982178 Iteration 8Q: 3 clusters Score -6379232 nChanged 3229 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23936 members Mstep: Class 2 contains 90544 members Entering Unmasked Estep Score: -6381022.000000 Penalty: 1059.982178 Iteration 9Q: 3 clusters Score -6381022 nChanged 2253 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22655 members Mstep: Class 2 contains 91825 members Entering Unmasked Estep Score: -6382204.500000 Penalty: 1059.982178 Iteration 10Q: 3 clusters Score -6382204 nChanged 1801 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21494 members Mstep: Class 2 contains 92986 members Entering Unmasked Estep Score: -6383273.500000 Penalty: 1059.982178 Iteration 11Q: 3 clusters Score -6383274 nChanged 1599 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20497 members Mstep: Class 2 contains 93983 members Entering Unmasked Estep Score: -6384180.500000 Penalty: 1059.982178 Iteration 12Q: 3 clusters Score -6384180 nChanged 1489 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19594 members Mstep: Class 2 contains 94886 members Entering Unmasked Estep Score: -6384951.000000 Penalty: 1059.982178 Iteration 13Q: 3 clusters Score -6384951 nChanged 1335 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18839 members Mstep: Class 2 contains 95641 members Entering Unmasked Estep Score: -6385650.000000 Penalty: 1059.982178 Iteration 14Q: 3 clusters Score -6385650 nChanged 1176 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18189 members Mstep: Class 2 contains 96291 members Entering Unmasked Estep Score: -6386302.500000 Penalty: 1059.982178 Iteration 15Q: 3 clusters Score -6386302 nChanged 1068 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17631 members Mstep: Class 2 contains 96849 members Entering Unmasked Estep Score: -6386783.500000 Penalty: 1059.982178 Iteration 16Q: 3 clusters Score -6386784 nChanged 994 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17173 members Mstep: Class 2 contains 97307 members Entering Unmasked Estep Score: -6387282.500000 Penalty: 1059.982178 Iteration 17Q: 3 clusters Score -6387282 nChanged 856 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16827 members Mstep: Class 2 contains 97653 members Entering Unmasked Estep Score: -6387569.000000 Penalty: 1059.982178 Iteration 18Q: 3 clusters Score -6387569 nChanged 752 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16577 members Mstep: Class 2 contains 97903 members Entering Unmasked Estep Score: -6387841.500000 Penalty: 1059.982178 Iteration 19Q: 3 clusters Score -6387842 nChanged 639 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16418 members Mstep: Class 2 contains 98062 members Entering Unmasked Estep Score: -6388017.500000 Penalty: 1059.982178 Iteration 20F: 3 clusters Score -6388018 nChanged 565 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16325 members Mstep: Class 2 contains 98155 members Entering Unmasked Estep Score: -6388151.000000 Penalty: 1059.982178 Iteration 21Q: 3 clusters Score -6388151 nChanged 518 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16241 members Mstep: Class 2 contains 98239 members Entering Unmasked Estep Score: -6388318.000000 Penalty: 1059.982178 Iteration 22Q: 3 clusters Score -6388318 nChanged 471 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16194 members Mstep: Class 2 contains 98286 members Entering Unmasked Estep Score: -6388434.000000 Penalty: 1059.982178 Iteration 23Q: 3 clusters Score -6388434 nChanged 412 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16184 members Mstep: Class 2 contains 98296 members Entering Unmasked Estep Score: -6388492.500000 Penalty: 1059.982178 Iteration 24Q: 3 clusters Score -6388492 nChanged 364 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16238 members Mstep: Class 2 contains 98242 members Entering Unmasked Estep Score: -6388548.000000 Penalty: 1059.982178 Iteration 25Q: 3 clusters Score -6388548 nChanged 340 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16312 members Mstep: Class 2 contains 98168 members Entering Unmasked Estep Score: -6388609.000000 Penalty: 1059.982178 Iteration 26Q: 3 clusters Score -6388609 nChanged 314 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16412 members Mstep: Class 2 contains 98068 members Entering Unmasked Estep Score: -6388613.500000 Penalty: 1059.982178 Iteration 27Q: 3 clusters Score -6388614 nChanged 284 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16530 members Mstep: Class 2 contains 97950 members Entering Unmasked Estep Score: -6388669.000000 Penalty: 1059.982178 Iteration 28Q: 3 clusters Score -6388669 nChanged 244 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16656 members Mstep: Class 2 contains 97824 members Entering Unmasked Estep Score: -6388741.500000 Penalty: 1059.982178 Iteration 29Q: 3 clusters Score -6388742 nChanged 189 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16787 members Mstep: Class 2 contains 97693 members Entering Unmasked Estep Score: -6388753.500000 Penalty: 1059.982178 Iteration 30Q: 3 clusters Score -6388754 nChanged 158 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16899 members Mstep: Class 2 contains 97581 members Entering Unmasked Estep Score: -6388734.500000 Penalty: 1059.982178 Iteration 31Q: 3 clusters Score -6388734 nChanged 180 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17031 members Mstep: Class 2 contains 97449 members Entering Unmasked Estep Score: -6388739.500000 Penalty: 1059.982178 Iteration 32Q: 3 clusters Score -6388740 nChanged 159 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17162 members Mstep: Class 2 contains 97318 members Entering Unmasked Estep Score: -6388750.000000 Penalty: 1059.982178 Iteration 33Q: 3 clusters Score -6388750 nChanged 165 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17303 members Mstep: Class 2 contains 97177 members Entering Unmasked Estep Score: -6388751.500000 Penalty: 1059.982178 Iteration 34Q: 3 clusters Score -6388752 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17436 members Mstep: Class 2 contains 97044 members Entering Unmasked Estep Score: -6388748.500000 Penalty: 1059.982178 Iteration 35Q: 3 clusters Score -6388748 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17573 members Mstep: Class 2 contains 96907 members Entering Unmasked Estep Score: -6388753.500000 Penalty: 1059.982178 Iteration 36Q: 3 clusters Score -6388754 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17712 members Mstep: Class 2 contains 96768 members Entering Unmasked Estep Score: -6388774.500000 Penalty: 1059.982178 Iteration 37Q: 3 clusters Score -6388774 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17850 members Mstep: Class 2 contains 96630 members Entering Unmasked Estep Score: -6388799.000000 Penalty: 1059.982178 Iteration 38Q: 3 clusters Score -6388799 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17976 members Mstep: Class 2 contains 96504 members Entering Unmasked Estep Score: -6388806.000000 Penalty: 1059.982178 Iteration 39Q: 3 clusters Score -6388806 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18096 members Mstep: Class 2 contains 96384 members Entering Unmasked Estep Score: -6388821.500000 Penalty: 1059.982178 Iteration 40F: 3 clusters Score -6388822 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18219 members Mstep: Class 2 contains 96261 members Entering Unmasked Estep Score: -6388836.000000 Penalty: 1059.982178 Iteration 41Q: 3 clusters Score -6388836 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18343 members Mstep: Class 2 contains 96137 members Entering Unmasked Estep Score: -6388850.500000 Penalty: 1059.982178 Iteration 42Q: 3 clusters Score -6388850 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18452 members Mstep: Class 2 contains 96028 members Entering Unmasked Estep Score: -6388845.000000 Penalty: 1059.982178 Iteration 43Q: 3 clusters Score -6388845 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18546 members Mstep: Class 2 contains 95934 members Entering Unmasked Estep Score: -6388855.000000 Penalty: 1059.982178 Iteration 44Q: 3 clusters Score -6388855 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18641 members Mstep: Class 2 contains 95839 members Entering Unmasked Estep Score: -6388867.500000 Penalty: 1059.982178 Iteration 45Q: 3 clusters Score -6388868 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18742 members Mstep: Class 2 contains 95738 members Entering Unmasked Estep Score: -6388870.500000 Penalty: 1059.982178 Iteration 46Q: 3 clusters Score -6388870 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18826 members Mstep: Class 2 contains 95654 members Entering Unmasked Estep Score: -6388883.500000 Penalty: 1059.982178 Iteration 47Q: 3 clusters Score -6388884 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18912 members Mstep: Class 2 contains 95568 members Entering Unmasked Estep Score: -6388879.000000 Penalty: 1059.982178 Iteration 48Q: 3 clusters Score -6388879 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18995 members Mstep: Class 2 contains 95485 members Entering Unmasked Estep Score: -6388872.000000 Penalty: 1059.982178 Iteration 49Q: 3 clusters Score -6388872 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19081 members Mstep: Class 2 contains 95399 members Entering Unmasked Estep Score: -6388870.500000 Penalty: 1059.982178 Iteration 50Q: 3 clusters Score -6388870 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19170 members Mstep: Class 2 contains 95310 members Entering Unmasked Estep Score: -6388859.500000 Penalty: 1059.982178 Iteration 51Q: 3 clusters Score -6388860 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19255 members Mstep: Class 2 contains 95225 members Entering Unmasked Estep Score: -6388848.000000 Penalty: 1059.982178 Iteration 52Q: 3 clusters Score -6388848 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19331 members Mstep: Class 2 contains 95149 members Entering Unmasked Estep Score: -6388852.000000 Penalty: 1059.982178 Iteration 53Q: 3 clusters Score -6388852 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19403 members Mstep: Class 2 contains 95077 members Entering Unmasked Estep Score: -6388857.500000 Penalty: 1059.982178 Iteration 54Q: 3 clusters Score -6388858 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19466 members Mstep: Class 2 contains 95014 members Entering Unmasked Estep Score: -6388859.000000 Penalty: 1059.982178 Iteration 55Q: 3 clusters Score -6388859 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19523 members Mstep: Class 2 contains 94957 members Entering Unmasked Estep Score: -6388864.000000 Penalty: 1059.982178 Iteration 56Q: 3 clusters Score -6388864 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19575 members Mstep: Class 2 contains 94905 members Entering Unmasked Estep Score: -6388861.500000 Penalty: 1059.982178 Iteration 57Q: 3 clusters Score -6388862 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19614 members Mstep: Class 2 contains 94866 members Entering Unmasked Estep Score: -6388856.500000 Penalty: 1059.982178 Iteration 58Q: 3 clusters Score -6388856 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19655 members Mstep: Class 2 contains 94825 members Entering Unmasked Estep Score: -6388864.500000 Penalty: 1059.982178 Iteration 59Q: 3 clusters Score -6388864 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19701 members Mstep: Class 2 contains 94779 members Entering Unmasked Estep Score: -6388869.500000 Penalty: 1059.982178 Iteration 60F: 3 clusters Score -6388870 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19754 members Mstep: Class 2 contains 94726 members Entering Unmasked Estep Score: -6388891.000000 Penalty: 1059.982178 Iteration 61Q: 3 clusters Score -6388891 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19796 members Mstep: Class 2 contains 94684 members Entering Unmasked Estep Score: -6388876.500000 Penalty: 1059.982178 Iteration 62Q: 3 clusters Score -6388876 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19838 members Mstep: Class 2 contains 94642 members Entering Unmasked Estep Score: -6388876.000000 Penalty: 1059.982178 Iteration 63Q: 3 clusters Score -6388876 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19865 members Mstep: Class 2 contains 94615 members Entering Unmasked Estep Score: -6388871.000000 Penalty: 1059.982178 Iteration 64Q: 3 clusters Score -6388871 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19884 members Mstep: Class 2 contains 94596 members Entering Unmasked Estep Score: -6388874.000000 Penalty: 1059.982178 Iteration 65Q: 3 clusters Score -6388874 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19905 members Mstep: Class 2 contains 94575 members Entering Unmasked Estep Score: -6388864.000000 Penalty: 1059.982178 Iteration 66Q: 3 clusters Score -6388864 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19917 members Mstep: Class 2 contains 94563 members Entering Unmasked Estep Score: -6388874.500000 Penalty: 1059.982178 Iteration 67Q: 3 clusters Score -6388874 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19926 members Mstep: Class 2 contains 94554 members Entering Unmasked Estep Score: -6388871.000000 Penalty: 1059.982178 Iteration 68Q: 3 clusters Score -6388871 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19937 members Mstep: Class 2 contains 94543 members Entering Unmasked Estep Score: -6388867.500000 Penalty: 1059.982178 Iteration 69Q: 3 clusters Score -6388868 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19944 members Mstep: Class 2 contains 94536 members Entering Unmasked Estep Score: -6388879.500000 Penalty: 1059.982178 Iteration 70Q: 3 clusters Score -6388880 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19953 members Mstep: Class 2 contains 94527 members Entering Unmasked Estep Score: -6388879.000000 Penalty: 1059.982178 Iteration 71Q: 3 clusters Score -6388879 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19963 members Mstep: Class 2 contains 94517 members Entering Unmasked Estep Score: -6388879.500000 Penalty: 1059.982178 Iteration 72Q: 3 clusters Score -6388880 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19971 members Mstep: Class 2 contains 94509 members Entering Unmasked Estep Score: -6388879.500000 Penalty: 1059.982178 Iteration 73Q: 3 clusters Score -6388880 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19974 members Mstep: Class 2 contains 94506 members Entering Unmasked Estep Score: -6388876.500000 Penalty: 1059.982178 Iteration 74Q: 3 clusters Score -6388876 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19977 members Mstep: Class 2 contains 94503 members Entering Unmasked Estep Score: -6388880.500000 Penalty: 1059.982178 Iteration 75Q: 3 clusters Score -6388880 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19980 members Mstep: Class 2 contains 94500 members Entering Unmasked Estep Score: -6388881.000000 Penalty: 1059.982178 Iteration 76Q: 3 clusters Score -6388881 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19986 members Mstep: Class 2 contains 94494 members Entering Unmasked Estep Score: -6388875.000000 Penalty: 1059.982178 Iteration 77Q: 3 clusters Score -6388875 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19992 members Mstep: Class 2 contains 94488 members Entering Unmasked Estep Score: -6388881.000000 Penalty: 1059.982178 Iteration 78Q: 3 clusters Score -6388881 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19998 members Mstep: Class 2 contains 94482 members Entering Unmasked Estep Score: -6388880.500000 Penalty: 1059.982178 Iteration 79Q: 3 clusters Score -6388880 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20004 members Mstep: Class 2 contains 94476 members Entering Unmasked Estep Score: -6388881.000000 Penalty: 1059.982178 Iteration 80F: 3 clusters Score -6388881 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20013 members Mstep: Class 2 contains 94467 members Entering Unmasked Estep Score: -6388882.500000 Penalty: 1059.982178 Iteration 81Q: 3 clusters Score -6388882 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20020 members Mstep: Class 2 contains 94460 members Entering Unmasked Estep Score: -6388882.000000 Penalty: 1059.982178 Iteration 82Q: 3 clusters Score -6388882 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20028 members Mstep: Class 2 contains 94452 members Entering Unmasked Estep Score: -6388878.500000 Penalty: 1059.982178 Iteration 83Q: 3 clusters Score -6388878 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20038 members Mstep: Class 2 contains 94442 members Entering Unmasked Estep Score: -6388878.500000 Penalty: 1059.982178 Iteration 84Q: 3 clusters Score -6388878 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20050 members Mstep: Class 2 contains 94430 members Entering Unmasked Estep Score: -6388882.000000 Penalty: 1059.982178 Iteration 85Q: 3 clusters Score -6388882 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20063 members Mstep: Class 2 contains 94417 members Entering Unmasked Estep Score: -6388881.500000 Penalty: 1059.982178 Iteration 86Q: 3 clusters Score -6388882 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20081 members Mstep: Class 2 contains 94399 members Entering Unmasked Estep Score: -6388882.500000 Penalty: 1059.982178 Iteration 87Q: 3 clusters Score -6388882 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20102 members Mstep: Class 2 contains 94378 members Entering Unmasked Estep Score: -6388884.500000 Penalty: 1059.982178 Iteration 88Q: 3 clusters Score -6388884 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20115 members Mstep: Class 2 contains 94365 members Entering Unmasked Estep Score: -6388879.500000 Penalty: 1059.982178 Iteration 89Q: 3 clusters Score -6388880 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20133 members Mstep: Class 2 contains 94347 members Entering Unmasked Estep Score: -6388880.500000 Penalty: 1059.982178 Iteration 90Q: 3 clusters Score -6388880 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20154 members Mstep: Class 2 contains 94326 members Entering Unmasked Estep Score: -6388891.000000 Penalty: 1059.982178 Iteration 91Q: 3 clusters Score -6388891 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20176 members Mstep: Class 2 contains 94304 members Entering Unmasked Estep Score: -6388890.000000 Penalty: 1059.982178 Iteration 92Q: 3 clusters Score -6388890 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20196 members Mstep: Class 2 contains 94284 members Entering Unmasked Estep Score: -6388891.500000 Penalty: 1059.982178 Iteration 93Q: 3 clusters Score -6388892 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20215 members Mstep: Class 2 contains 94265 members Entering Unmasked Estep Score: -6388883.000000 Penalty: 1059.982178 Iteration 94Q: 3 clusters Score -6388883 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20233 members Mstep: Class 2 contains 94247 members Entering Unmasked Estep Score: -6388880.000000 Penalty: 1059.982178 Iteration 95Q: 3 clusters Score -6388880 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20249 members Mstep: Class 2 contains 94231 members Entering Unmasked Estep Score: -6388881.000000 Penalty: 1059.982178 Iteration 96Q: 3 clusters Score -6388881 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20267 members Mstep: Class 2 contains 94213 members Entering Unmasked Estep Score: -6388884.500000 Penalty: 1059.982178 Iteration 97Q: 3 clusters Score -6388884 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20283 members Mstep: Class 2 contains 94197 members Entering Unmasked Estep Score: -6388875.500000 Penalty: 1059.982178 Iteration 98Q: 3 clusters Score -6388876 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20300 members Mstep: Class 2 contains 94180 members Entering Unmasked Estep Score: -6388874.500000 Penalty: 1059.982178 Iteration 99Q: 3 clusters Score -6388874 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20316 members Mstep: Class 2 contains 94164 members Entering Unmasked Estep Score: -6388873.500000 Penalty: 1059.982178 Iteration 100F: 3 clusters Score -6388874 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20332 members Mstep: Class 2 contains 94148 members Entering Unmasked Estep Score: -6388879.500000 Penalty: 1059.982178 Iteration 101Q: 3 clusters Score -6388880 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20350 members Mstep: Class 2 contains 94130 members Entering Unmasked Estep Score: -6388878.500000 Penalty: 1059.982178 Iteration 102Q: 3 clusters Score -6388878 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20364 members Mstep: Class 2 contains 94116 members Entering Unmasked Estep Score: -6388877.000000 Penalty: 1059.982178 Iteration 103Q: 3 clusters Score -6388877 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20378 members Mstep: Class 2 contains 94102 members Entering Unmasked Estep Score: -6388874.000000 Penalty: 1059.982178 Iteration 104Q: 3 clusters Score -6388874 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20391 members Mstep: Class 2 contains 94089 members Entering Unmasked Estep Score: -6388877.000000 Penalty: 1059.982178 Iteration 105Q: 3 clusters Score -6388877 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20400 members Mstep: Class 2 contains 94080 members Entering Unmasked Estep Score: -6388883.500000 Penalty: 1059.982178 Iteration 106Q: 3 clusters Score -6388884 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20409 members Mstep: Class 2 contains 94071 members Entering Unmasked Estep Score: -6388884.000000 Penalty: 1059.982178 Iteration 107Q: 3 clusters Score -6388884 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20416 members Mstep: Class 2 contains 94064 members Entering Unmasked Estep Score: -6388883.000000 Penalty: 1059.982178 Iteration 108Q: 3 clusters Score -6388883 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20423 members Mstep: Class 2 contains 94057 members Entering Unmasked Estep Score: -6388884.000000 Penalty: 1059.982178 Iteration 109Q: 3 clusters Score -6388884 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20430 members Mstep: Class 2 contains 94050 members Entering Unmasked Estep Score: -6388885.500000 Penalty: 1059.982178 Iteration 110Q: 3 clusters Score -6388886 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20436 members Mstep: Class 2 contains 94044 members Entering Unmasked Estep Score: -6388884.500000 Penalty: 1059.982178 Iteration 111Q: 3 clusters Score -6388884 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20443 members Mstep: Class 2 contains 94037 members Entering Unmasked Estep Score: -6388877.500000 Penalty: 1059.982178 Iteration 112Q: 3 clusters Score -6388878 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20449 members Mstep: Class 2 contains 94031 members Entering Unmasked Estep Score: -6388881.000000 Penalty: 1059.982178 Iteration 113Q: 3 clusters Score -6388881 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20452 members Mstep: Class 2 contains 94028 members Entering Unmasked Estep Score: -6388876.000000 Penalty: 1059.982178 Iteration 114Q: 3 clusters Score -6388876 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20454 members Mstep: Class 2 contains 94026 members Entering Unmasked Estep Score: -6388876.000000 Penalty: 1059.982178 Iteration 115Q: 3 clusters Score -6388876 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20457 members Mstep: Class 2 contains 94023 members Entering Unmasked Estep Score: -6388874.500000 Penalty: 1059.982178 Iteration 116Q: 3 clusters Score -6388874 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20458 members Mstep: Class 2 contains 94022 members Entering Unmasked Estep Score: -6388872.500000 Penalty: 1059.982178 Iteration 117Q: 3 clusters Score -6388872 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20458 members Mstep: Class 2 contains 94022 members Entering Unmasked Estep Score: -6388872.500000 Penalty: 1059.982178 Iteration 118F: 3 clusters Score -6388872 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 56 members Mstep: Class 1 contains 13796 members Mstep: Class 2 contains 20458 members Mstep: Class 3 contains 5762 members Mstep: Class 4 contains 3246 members Mstep: Class 5 contains 11522 members Mstep: Class 6 contains 88574 members Mstep: Class 7 contains 11944 members Mstep: Class 8 contains 59954 members Mstep: Class 9 contains 3877 members Mstep: Class 10 contains 94022 members Mstep: Class 12 contains 4058 members Mstep: Class 13 contains 2274 members Mstep: Class 14 contains 16276 members Mstep: Class 15 contains 4473 members Mstep: Class 16 contains 34153 members Mstep: Class 17 contains 1255 members Mstep: Class 18 contains 7772 members Mstep: Class 19 contains 1585 members Mstep: Class 20 contains 47202 members Entering Unmasked Estep Score: -22932634.000000 Penalty: 11218.425781 Splitting cluster 2 changes total score from -22930284.000000 to -22932634.000000 So it's getting split into cluster 10. Entering ConstructFrom: Trying to split cluster 3 (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: -325077.156250 Penalty: 393.986298 Iteration 0F: 2 clusters Score -325077.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2861 members Mstep: Class 2 contains 2901 members Entering Unmasked Estep Score: -321195.843750 Penalty: 787.972595 Iteration 0F: 3 clusters Score -321195.8 nChanged 2592 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2661 members Mstep: Class 2 contains 3101 members Entering Unmasked Estep Score: -322637.781250 Penalty: 787.972595 Iteration 1F: 3 clusters Score -322637.8 nChanged 294 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2571 members Mstep: Class 2 contains 3191 members Entering Unmasked Estep Score: -322755.187500 Penalty: 787.972595 Iteration 2F: 3 clusters Score -322755.2 nChanged 270 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2495 members Mstep: Class 2 contains 3267 members Entering Unmasked Estep Score: -322847.000000 Penalty: 787.972595 Iteration 3Q: 3 clusters Score -322847 nChanged 230 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2399 members Mstep: Class 2 contains 3363 members Entering Unmasked Estep Score: -322939.875000 Penalty: 787.972595 Iteration 4Q: 3 clusters Score -322939.9 nChanged 215 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2292 members Mstep: Class 2 contains 3470 members Entering Unmasked Estep Score: -323042.656250 Penalty: 787.972595 Iteration 5Q: 3 clusters Score -323042.7 nChanged 235 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2167 members Mstep: Class 2 contains 3595 members Entering Unmasked Estep Score: -323174.125000 Penalty: 787.972595 Iteration 6Q: 3 clusters Score -323174.1 nChanged 258 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2013 members Mstep: Class 2 contains 3749 members Entering Unmasked Estep Score: -323337.468750 Penalty: 787.972595 Iteration 7Q: 3 clusters Score -323337.5 nChanged 248 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1875 members Mstep: Class 2 contains 3887 members Entering Unmasked Estep Score: -323505.406250 Penalty: 787.972595 Iteration 8Q: 3 clusters Score -323505.4 nChanged 245 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1702 members Mstep: Class 2 contains 4060 members Entering Unmasked Estep Score: -323673.781250 Penalty: 787.972595 Iteration 9Q: 3 clusters Score -323673.8 nChanged 222 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1560 members Mstep: Class 2 contains 4202 members Entering Unmasked Estep Score: -323819.875000 Penalty: 787.972595 Iteration 10Q: 3 clusters Score -323819.9 nChanged 214 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1400 members Mstep: Class 2 contains 4362 members Entering Unmasked Estep Score: -323958.468750 Penalty: 787.972595 Iteration 11Q: 3 clusters Score -323958.5 nChanged 203 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1233 members Mstep: Class 2 contains 4529 members Entering Unmasked Estep Score: -324077.437500 Penalty: 787.972595 Iteration 12Q: 3 clusters Score -324077.4 nChanged 166 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1087 members Mstep: Class 2 contains 4675 members Entering Unmasked Estep Score: -324173.437500 Penalty: 787.972595 Iteration 13Q: 3 clusters Score -324173.4 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 966 members Mstep: Class 2 contains 4796 members Entering Unmasked Estep Score: -324243.000000 Penalty: 787.972595 Iteration 14Q: 3 clusters Score -324243 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 864 members Mstep: Class 2 contains 4898 members Entering Unmasked Estep Score: -324301.031250 Penalty: 787.972595 Iteration 15Q: 3 clusters Score -324301 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 774 members Mstep: Class 2 contains 4988 members Entering Unmasked Estep Score: -324351.750000 Penalty: 787.972595 Iteration 16Q: 3 clusters Score -324351.8 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 686 members Mstep: Class 2 contains 5076 members Entering Unmasked Estep Score: -324403.781250 Penalty: 787.972595 Iteration 17Q: 3 clusters Score -324403.8 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 603 members Mstep: Class 2 contains 5159 members Entering Unmasked Estep Score: -324459.281250 Penalty: 787.972595 Iteration 18Q: 3 clusters Score -324459.3 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 535 members Mstep: Class 2 contains 5227 members Entering Unmasked Estep Score: -324495.156250 Penalty: 787.972595 Iteration 19Q: 3 clusters Score -324495.2 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 475 members Mstep: Class 2 contains 5287 members Entering Unmasked Estep Score: -324530.375000 Penalty: 787.972595 Iteration 20F: 3 clusters Score -324530.4 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 425 members Mstep: Class 2 contains 5337 members Entering Unmasked Estep Score: -324562.750000 Penalty: 787.972595 Iteration 21Q: 3 clusters Score -324562.8 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 380 members Mstep: Class 2 contains 5382 members Entering Unmasked Estep Score: -324597.531250 Penalty: 787.972595 Iteration 22Q: 3 clusters Score -324597.5 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 328 members Mstep: Class 2 contains 5434 members Entering Unmasked Estep Score: -324633.375000 Penalty: 787.972595 Iteration 23Q: 3 clusters Score -324633.4 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 293 members Mstep: Class 2 contains 5469 members Entering Unmasked Estep Score: -324656.281250 Penalty: 787.972595 Iteration 24Q: 3 clusters Score -324656.3 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 266 members Mstep: Class 2 contains 5496 members Entering Unmasked Estep Score: -324671.875000 Penalty: 787.972595 Iteration 25Q: 3 clusters Score -324671.9 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 247 members Mstep: Class 2 contains 5515 members Entering Unmasked Estep Score: -324682.468750 Penalty: 787.972595 Iteration 26Q: 3 clusters Score -324682.5 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 229 members Mstep: Class 2 contains 5533 members Entering Unmasked Estep Score: -324693.875000 Penalty: 787.972595 Iteration 27Q: 3 clusters Score -324693.9 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 212 members Mstep: Class 2 contains 5550 members Entering Unmasked Estep Score: -324706.625000 Penalty: 787.972595 Iteration 28Q: 3 clusters Score -324706.6 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 198 members Mstep: Class 2 contains 5564 members Entering Unmasked Estep Score: -324714.968750 Penalty: 787.972595 Iteration 29Q: 3 clusters Score -324715 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 184 members Mstep: Class 2 contains 5578 members Entering Unmasked Estep Score: -324725.062500 Penalty: 787.972595 Iteration 30Q: 3 clusters Score -324725.1 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 173 members Mstep: Class 2 contains 5589 members Entering Unmasked Estep Score: -324730.062500 Penalty: 787.972595 Iteration 31Q: 3 clusters Score -324730.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 168 members Mstep: Class 2 contains 5594 members Entering Unmasked Estep Score: -324735.562500 Penalty: 787.972595 Iteration 32Q: 3 clusters Score -324735.6 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 163 members Mstep: Class 2 contains 5599 members Entering Unmasked Estep Score: -324744.468750 Penalty: 787.972595 Iteration 33Q: 3 clusters Score -324744.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 157 members Mstep: Class 2 contains 5605 members Entering Unmasked Estep Score: -324747.906250 Penalty: 787.972595 Iteration 34Q: 3 clusters Score -324747.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 154 members Mstep: Class 2 contains 5608 members Entering Unmasked Estep Score: -324751.218750 Penalty: 787.972595 Iteration 35Q: 3 clusters Score -324751.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 147 members Mstep: Class 2 contains 5615 members Entering Unmasked Estep Score: -324757.187500 Penalty: 787.972595 Iteration 36Q: 3 clusters Score -324757.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 140 members Mstep: Class 2 contains 5622 members Entering Unmasked Estep Score: -324763.406250 Penalty: 787.972595 Iteration 37Q: 3 clusters Score -324763.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 136 members Mstep: Class 2 contains 5626 members Entering Unmasked Estep Score: -324765.812500 Penalty: 787.972595 Iteration 38Q: 3 clusters Score -324765.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 135 members Mstep: Class 2 contains 5627 members Entering Unmasked Estep Score: -324767.468750 Penalty: 787.972595 Iteration 39Q: 3 clusters Score -324767.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 131 members Mstep: Class 2 contains 5631 members Entering Unmasked Estep Score: -324772.812500 Penalty: 787.972595 Iteration 40F: 3 clusters Score -324772.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 127 members Mstep: Class 2 contains 5635 members Entering Unmasked Estep Score: -324776.312500 Penalty: 787.972595 Iteration 41Q: 3 clusters Score -324776.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 128 members Mstep: Class 2 contains 5634 members Entering Unmasked Estep Score: -324776.500000 Penalty: 787.972595 Iteration 42Q: 3 clusters Score -324776.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 127 members Mstep: Class 2 contains 5635 members Entering Unmasked Estep Score: -324777.031250 Penalty: 787.972595 Iteration 43Q: 3 clusters Score -324777 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 126 members Mstep: Class 2 contains 5636 members Entering Unmasked Estep Score: -324777.218750 Penalty: 787.972595 Iteration 44Q: 3 clusters Score -324777.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 126 members Mstep: Class 2 contains 5636 members Entering Unmasked Estep Score: -324777.218750 Penalty: 787.972595 Iteration 45F: 3 clusters Score -324777.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (11522 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11522 members Entering Unmasked Estep Score: -620915.250000 Penalty: 425.516632 Iteration 0F: 2 clusters Score -620915.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5750 members Mstep: Class 2 contains 5772 members Entering Unmasked Estep Score: -613156.750000 Penalty: 851.033264 Iteration 0F: 3 clusters Score -613156.8 nChanged 5418 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5362 members Mstep: Class 2 contains 6160 members Entering Unmasked Estep Score: -616769.125000 Penalty: 851.033264 Iteration 1F: 3 clusters Score -616769.1 nChanged 1184 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4866 members Mstep: Class 2 contains 6656 members Entering Unmasked Estep Score: -617987.375000 Penalty: 851.033264 Iteration 2F: 3 clusters Score -617987.4 nChanged 1264 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4354 members Mstep: Class 2 contains 7168 members Entering Unmasked Estep Score: -619414.000000 Penalty: 851.033264 Iteration 3F: 3 clusters Score -619414 nChanged 1038 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4146 members Mstep: Class 2 contains 7376 members Entering Unmasked Estep Score: -620622.062500 Penalty: 851.033264 Iteration 4F: 3 clusters Score -620622.1 nChanged 755 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4285 members Mstep: Class 2 contains 7237 members Entering Unmasked Estep Score: -621535.812500 Penalty: 851.033264 Iteration 5F: 3 clusters Score -621535.8 nChanged 531 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4484 members Mstep: Class 2 contains 7038 members Entering Unmasked Estep Score: -622029.375000 Penalty: 851.033264 Iteration 6Q: 3 clusters Score -622029.4 nChanged 380 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4658 members Mstep: Class 2 contains 6864 members Entering Unmasked Estep Score: -622234.562500 Penalty: 851.033264 Iteration 7Q: 3 clusters Score -622234.6 nChanged 221 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4765 members Mstep: Class 2 contains 6757 members Entering Unmasked Estep Score: -622305.250000 Penalty: 851.033264 Iteration 8Q: 3 clusters Score -622305.2 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4827 members Mstep: Class 2 contains 6695 members Entering Unmasked Estep Score: -622333.687500 Penalty: 851.033264 Iteration 9Q: 3 clusters Score -622333.7 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4879 members Mstep: Class 2 contains 6643 members Entering Unmasked Estep Score: -622349.000000 Penalty: 851.033264 Iteration 10Q: 3 clusters Score -622349 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4922 members Mstep: Class 2 contains 6600 members Entering Unmasked Estep Score: -622359.625000 Penalty: 851.033264 Iteration 11Q: 3 clusters Score -622359.6 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4947 members Mstep: Class 2 contains 6575 members Entering Unmasked Estep Score: -622365.062500 Penalty: 851.033264 Iteration 12Q: 3 clusters Score -622365.1 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4975 members Mstep: Class 2 contains 6547 members Entering Unmasked Estep Score: -622367.687500 Penalty: 851.033264 Iteration 13Q: 3 clusters Score -622367.7 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4993 members Mstep: Class 2 contains 6529 members Entering Unmasked Estep Score: -622368.562500 Penalty: 851.033264 Iteration 14Q: 3 clusters Score -622368.6 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5006 members Mstep: Class 2 contains 6516 members Entering Unmasked Estep Score: -622370.250000 Penalty: 851.033264 Iteration 15Q: 3 clusters Score -622370.2 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5017 members Mstep: Class 2 contains 6505 members Entering Unmasked Estep Score: -622371.187500 Penalty: 851.033264 Iteration 16Q: 3 clusters Score -622371.2 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5032 members Mstep: Class 2 contains 6490 members Entering Unmasked Estep Score: -622372.375000 Penalty: 851.033264 Iteration 17Q: 3 clusters Score -622372.4 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5048 members Mstep: Class 2 contains 6474 members Entering Unmasked Estep Score: -622376.500000 Penalty: 851.033264 Iteration 18Q: 3 clusters Score -622376.5 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5059 members Mstep: Class 2 contains 6463 members Entering Unmasked Estep Score: -622375.875000 Penalty: 851.033264 Iteration 19Q: 3 clusters Score -622375.9 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5070 members Mstep: Class 2 contains 6452 members Entering Unmasked Estep Score: -622376.250000 Penalty: 851.033264 Iteration 20F: 3 clusters Score -622376.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5075 members Mstep: Class 2 contains 6447 members Entering Unmasked Estep Score: -622377.250000 Penalty: 851.033264 Iteration 21Q: 3 clusters Score -622377.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5081 members Mstep: Class 2 contains 6441 members Entering Unmasked Estep Score: -622376.875000 Penalty: 851.033264 Iteration 22Q: 3 clusters Score -622376.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5086 members Mstep: Class 2 contains 6436 members Entering Unmasked Estep Score: -622377.312500 Penalty: 851.033264 Iteration 23Q: 3 clusters Score -622377.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5088 members Mstep: Class 2 contains 6434 members Entering Unmasked Estep Score: -622377.375000 Penalty: 851.033264 Iteration 24Q: 3 clusters Score -622377.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5091 members Mstep: Class 2 contains 6431 members Entering Unmasked Estep Score: -622376.312500 Penalty: 851.033264 Iteration 25Q: 3 clusters Score -622376.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5091 members Mstep: Class 2 contains 6431 members Entering Unmasked Estep Score: -622376.312500 Penalty: 851.033264 Iteration 26F: 3 clusters Score -622376.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 56 members Mstep: Class 1 contains 13796 members Mstep: Class 2 contains 20458 members Mstep: Class 3 contains 5762 members Mstep: Class 4 contains 3246 members Mstep: Class 5 contains 5091 members Mstep: Class 6 contains 88574 members Mstep: Class 7 contains 11944 members Mstep: Class 8 contains 59954 members Mstep: Class 9 contains 3877 members Mstep: Class 10 contains 94022 members Mstep: Class 11 contains 6431 members Mstep: Class 12 contains 4058 members Mstep: Class 13 contains 2274 members Mstep: Class 14 contains 16276 members Mstep: Class 15 contains 4473 members Mstep: Class 16 contains 34153 members Mstep: Class 17 contains 1255 members Mstep: Class 18 contains 7772 members Mstep: Class 19 contains 1585 members Mstep: Class 20 contains 47202 members Entering Unmasked Estep Score: -22933966.000000 Penalty: 11808.870117 Splitting cluster 5 changes total score from -22930284.000000 to -22933966.000000 So it's getting split into cluster 11. Entering ConstructFrom: Trying to split cluster 6 (88574 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 88574 members Entering Unmasked Estep Score: -4976283.500000 Penalty: 518.317505 Iteration 0F: 2 clusters Score -4976284 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44371 members Mstep: Class 2 contains 44203 members Entering Unmasked Estep Score: -4916768.500000 Penalty: 1036.635010 Iteration 0F: 3 clusters Score -4916768 nChanged 43051 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44564 members Mstep: Class 2 contains 44010 members Entering Unmasked Estep Score: -4945048.500000 Penalty: 1036.635010 Iteration 1F: 3 clusters Score -4945048 nChanged 5735 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44265 members Mstep: Class 2 contains 44309 members Entering Unmasked Estep Score: -4948807.500000 Penalty: 1036.635010 Iteration 2F: 3 clusters Score -4948808 nChanged 6445 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43844 members Mstep: Class 2 contains 44730 members Entering Unmasked Estep Score: -4954126.000000 Penalty: 1036.635010 Iteration 3F: 3 clusters Score -4954126 nChanged 6834 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43290 members Mstep: Class 2 contains 45284 members Entering Unmasked Estep Score: -4959812.000000 Penalty: 1036.635010 Iteration 4F: 3 clusters Score -4959812 nChanged 6182 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42634 members Mstep: Class 2 contains 45940 members Entering Unmasked Estep Score: -4964303.000000 Penalty: 1036.635010 Iteration 5F: 3 clusters Score -4964303 nChanged 4730 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41990 members Mstep: Class 2 contains 46584 members Entering Unmasked Estep Score: -4966657.000000 Penalty: 1036.635010 Iteration 6F: 3 clusters Score -4966657 nChanged 3055 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41443 members Mstep: Class 2 contains 47131 members Entering Unmasked Estep Score: -4967650.500000 Penalty: 1036.635010 Iteration 7Q: 3 clusters Score -4967650 nChanged 1996 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40871 members Mstep: Class 2 contains 47703 members Entering Unmasked Estep Score: -4968183.000000 Penalty: 1036.635010 Iteration 8Q: 3 clusters Score -4968183 nChanged 1448 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40253 members Mstep: Class 2 contains 48321 members Entering Unmasked Estep Score: -4968520.000000 Penalty: 1036.635010 Iteration 9Q: 3 clusters Score -4968520 nChanged 1262 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39527 members Mstep: Class 2 contains 49047 members Entering Unmasked Estep Score: -4968853.500000 Penalty: 1036.635010 Iteration 10Q: 3 clusters Score -4968854 nChanged 1242 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38791 members Mstep: Class 2 contains 49783 members Entering Unmasked Estep Score: -4969132.000000 Penalty: 1036.635010 Iteration 11Q: 3 clusters Score -4969132 nChanged 1115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38064 members Mstep: Class 2 contains 50510 members Entering Unmasked Estep Score: -4969428.000000 Penalty: 1036.635010 Iteration 12Q: 3 clusters Score -4969428 nChanged 1176 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37266 members Mstep: Class 2 contains 51308 members Entering Unmasked Estep Score: -4969732.000000 Penalty: 1036.635010 Iteration 13Q: 3 clusters Score -4969732 nChanged 1301 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36359 members Mstep: Class 2 contains 52215 members Entering Unmasked Estep Score: -4970110.000000 Penalty: 1036.635010 Iteration 14Q: 3 clusters Score -4970110 nChanged 1278 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35457 members Mstep: Class 2 contains 53117 members Entering Unmasked Estep Score: -4970395.000000 Penalty: 1036.635010 Iteration 15Q: 3 clusters Score -4970395 nChanged 1245 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34516 members Mstep: Class 2 contains 54058 members Entering Unmasked Estep Score: -4970753.500000 Penalty: 1036.635010 Iteration 16Q: 3 clusters Score -4970754 nChanged 1212 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33504 members Mstep: Class 2 contains 55070 members Entering Unmasked Estep Score: -4971042.000000 Penalty: 1036.635010 Iteration 17Q: 3 clusters Score -4971042 nChanged 1209 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32441 members Mstep: Class 2 contains 56133 members Entering Unmasked Estep Score: -4971389.500000 Penalty: 1036.635010 Iteration 18Q: 3 clusters Score -4971390 nChanged 1241 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31310 members Mstep: Class 2 contains 57264 members Entering Unmasked Estep Score: -4971797.000000 Penalty: 1036.635010 Iteration 19Q: 3 clusters Score -4971797 nChanged 1313 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30095 members Mstep: Class 2 contains 58479 members Entering Unmasked Estep Score: -4972270.000000 Penalty: 1036.635010 Iteration 20F: 3 clusters Score -4972270 nChanged 1415 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28758 members Mstep: Class 2 contains 59816 members Entering Unmasked Estep Score: -4972810.000000 Penalty: 1036.635010 Iteration 21Q: 3 clusters Score -4972810 nChanged 1488 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27366 members Mstep: Class 2 contains 61208 members Entering Unmasked Estep Score: -4973546.500000 Penalty: 1036.635010 Iteration 22Q: 3 clusters Score -4973546 nChanged 1481 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26001 members Mstep: Class 2 contains 62573 members Entering Unmasked Estep Score: -4974313.000000 Penalty: 1036.635010 Iteration 23Q: 3 clusters Score -4974313 nChanged 1383 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24754 members Mstep: Class 2 contains 63820 members Entering Unmasked Estep Score: -4974978.000000 Penalty: 1036.635010 Iteration 24Q: 3 clusters Score -4974978 nChanged 1237 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23639 members Mstep: Class 2 contains 64935 members Entering Unmasked Estep Score: -4975425.500000 Penalty: 1036.635010 Iteration 25Q: 3 clusters Score -4975426 nChanged 1097 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22624 members Mstep: Class 2 contains 65950 members Entering Unmasked Estep Score: -4975825.500000 Penalty: 1036.635010 Iteration 26Q: 3 clusters Score -4975826 nChanged 946 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21708 members Mstep: Class 2 contains 66866 members Entering Unmasked Estep Score: -4976107.500000 Penalty: 1036.635010 Iteration 27Q: 3 clusters Score -4976108 nChanged 882 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20850 members Mstep: Class 2 contains 67724 members Entering Unmasked Estep Score: -4976304.000000 Penalty: 1036.635010 Iteration 28Q: 3 clusters Score -4976304 nChanged 799 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20055 members Mstep: Class 2 contains 68519 members Entering Unmasked Estep Score: -4976496.500000 Penalty: 1036.635010 Iteration 29Q: 3 clusters Score -4976496 nChanged 742 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19315 members Mstep: Class 2 contains 69259 members Entering Unmasked Estep Score: -4976647.000000 Penalty: 1036.635010 Iteration 30Q: 3 clusters Score -4976647 nChanged 678 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18637 members Mstep: Class 2 contains 69937 members Entering Unmasked Estep Score: -4976779.000000 Penalty: 1036.635010 Iteration 31Q: 3 clusters Score -4976779 nChanged 616 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18021 members Mstep: Class 2 contains 70553 members Entering Unmasked Estep Score: -4976914.500000 Penalty: 1036.635010 Iteration 32Q: 3 clusters Score -4976914 nChanged 635 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17386 members Mstep: Class 2 contains 71188 members Entering Unmasked Estep Score: -4977021.000000 Penalty: 1036.635010 Iteration 33Q: 3 clusters Score -4977021 nChanged 602 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16784 members Mstep: Class 2 contains 71790 members Entering Unmasked Estep Score: -4977090.500000 Penalty: 1036.635010 Iteration 34Q: 3 clusters Score -4977090 nChanged 550 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16234 members Mstep: Class 2 contains 72340 members Entering Unmasked Estep Score: -4977184.000000 Penalty: 1036.635010 Iteration 35Q: 3 clusters Score -4977184 nChanged 519 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15715 members Mstep: Class 2 contains 72859 members Entering Unmasked Estep Score: -4977281.000000 Penalty: 1036.635010 Iteration 36Q: 3 clusters Score -4977281 nChanged 496 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15219 members Mstep: Class 2 contains 73355 members Entering Unmasked Estep Score: -4977361.500000 Penalty: 1036.635010 Iteration 37Q: 3 clusters Score -4977362 nChanged 489 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14730 members Mstep: Class 2 contains 73844 members Entering Unmasked Estep Score: -4977444.500000 Penalty: 1036.635010 Iteration 38Q: 3 clusters Score -4977444 nChanged 455 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14275 members Mstep: Class 2 contains 74299 members Entering Unmasked Estep Score: -4977522.500000 Penalty: 1036.635010 Iteration 39Q: 3 clusters Score -4977522 nChanged 448 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13827 members Mstep: Class 2 contains 74747 members Entering Unmasked Estep Score: -4977607.500000 Penalty: 1036.635010 Iteration 40F: 3 clusters Score -4977608 nChanged 407 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13420 members Mstep: Class 2 contains 75154 members Entering Unmasked Estep Score: -4977626.000000 Penalty: 1036.635010 Iteration 41Q: 3 clusters Score -4977626 nChanged 396 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13024 members Mstep: Class 2 contains 75550 members Entering Unmasked Estep Score: -4977689.500000 Penalty: 1036.635010 Iteration 42Q: 3 clusters Score -4977690 nChanged 394 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12630 members Mstep: Class 2 contains 75944 members Entering Unmasked Estep Score: -4977736.000000 Penalty: 1036.635010 Iteration 43Q: 3 clusters Score -4977736 nChanged 364 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12266 members Mstep: Class 2 contains 76308 members Entering Unmasked Estep Score: -4977791.000000 Penalty: 1036.635010 Iteration 44Q: 3 clusters Score -4977791 nChanged 354 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11912 members Mstep: Class 2 contains 76662 members Entering Unmasked Estep Score: -4977808.500000 Penalty: 1036.635010 Iteration 45Q: 3 clusters Score -4977808 nChanged 312 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11600 members Mstep: Class 2 contains 76974 members Entering Unmasked Estep Score: -4977862.500000 Penalty: 1036.635010 Iteration 46Q: 3 clusters Score -4977862 nChanged 262 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11338 members Mstep: Class 2 contains 77236 members Entering Unmasked Estep Score: -4977887.000000 Penalty: 1036.635010 Iteration 47Q: 3 clusters Score -4977887 nChanged 274 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11064 members Mstep: Class 2 contains 77510 members Entering Unmasked Estep Score: -4977933.500000 Penalty: 1036.635010 Iteration 48Q: 3 clusters Score -4977934 nChanged 290 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10774 members Mstep: Class 2 contains 77800 members Entering Unmasked Estep Score: -4977970.500000 Penalty: 1036.635010 Iteration 49Q: 3 clusters Score -4977970 nChanged 292 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10482 members Mstep: Class 2 contains 78092 members Entering Unmasked Estep Score: -4978024.500000 Penalty: 1036.635010 Iteration 50Q: 3 clusters Score -4978024 nChanged 260 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10222 members Mstep: Class 2 contains 78352 members Entering Unmasked Estep Score: -4978053.500000 Penalty: 1036.635010 Iteration 51Q: 3 clusters Score -4978054 nChanged 225 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9997 members Mstep: Class 2 contains 78577 members Entering Unmasked Estep Score: -4978072.500000 Penalty: 1036.635010 Iteration 52Q: 3 clusters Score -4978072 nChanged 190 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9807 members Mstep: Class 2 contains 78767 members Entering Unmasked Estep Score: -4978098.500000 Penalty: 1036.635010 Iteration 53Q: 3 clusters Score -4978098 nChanged 174 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9633 members Mstep: Class 2 contains 78941 members Entering Unmasked Estep Score: -4978111.000000 Penalty: 1036.635010 Iteration 54Q: 3 clusters Score -4978111 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9491 members Mstep: Class 2 contains 79083 members Entering Unmasked Estep Score: -4978125.500000 Penalty: 1036.635010 Iteration 55Q: 3 clusters Score -4978126 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9344 members Mstep: Class 2 contains 79230 members Entering Unmasked Estep Score: -4978137.500000 Penalty: 1036.635010 Iteration 56Q: 3 clusters Score -4978138 nChanged 150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9194 members Mstep: Class 2 contains 79380 members Entering Unmasked Estep Score: -4978149.000000 Penalty: 1036.635010 Iteration 57Q: 3 clusters Score -4978149 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9076 members Mstep: Class 2 contains 79498 members Entering Unmasked Estep Score: -4978140.000000 Penalty: 1036.635010 Iteration 58Q: 3 clusters Score -4978140 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8977 members Mstep: Class 2 contains 79597 members Entering Unmasked Estep Score: -4978173.500000 Penalty: 1036.635010 Iteration 59Q: 3 clusters Score -4978174 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8869 members Mstep: Class 2 contains 79705 members Entering Unmasked Estep Score: -4978169.500000 Penalty: 1036.635010 Iteration 60F: 3 clusters Score -4978170 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8765 members Mstep: Class 2 contains 79809 members Entering Unmasked Estep Score: -4978172.500000 Penalty: 1036.635010 Iteration 61Q: 3 clusters Score -4978172 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8656 members Mstep: Class 2 contains 79918 members Entering Unmasked Estep Score: -4978169.000000 Penalty: 1036.635010 Iteration 62Q: 3 clusters Score -4978169 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8560 members Mstep: Class 2 contains 80014 members Entering Unmasked Estep Score: -4978169.000000 Penalty: 1036.635010 Iteration 63Q: 3 clusters Score -4978169 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8475 members Mstep: Class 2 contains 80099 members Entering Unmasked Estep Score: -4978172.000000 Penalty: 1036.635010 Iteration 64Q: 3 clusters Score -4978172 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8408 members Mstep: Class 2 contains 80166 members Entering Unmasked Estep Score: -4978174.500000 Penalty: 1036.635010 Iteration 65Q: 3 clusters Score -4978174 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8357 members Mstep: Class 2 contains 80217 members Entering Unmasked Estep Score: -4978173.000000 Penalty: 1036.635010 Iteration 66Q: 3 clusters Score -4978173 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8302 members Mstep: Class 2 contains 80272 members Entering Unmasked Estep Score: -4978185.000000 Penalty: 1036.635010 Iteration 67Q: 3 clusters Score -4978185 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8251 members Mstep: Class 2 contains 80323 members Entering Unmasked Estep Score: -4978183.500000 Penalty: 1036.635010 Iteration 68Q: 3 clusters Score -4978184 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8199 members Mstep: Class 2 contains 80375 members Entering Unmasked Estep Score: -4978190.000000 Penalty: 1036.635010 Iteration 69Q: 3 clusters Score -4978190 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8149 members Mstep: Class 2 contains 80425 members Entering Unmasked Estep Score: -4978185.500000 Penalty: 1036.635010 Iteration 70Q: 3 clusters Score -4978186 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8104 members Mstep: Class 2 contains 80470 members Entering Unmasked Estep Score: -4978181.500000 Penalty: 1036.635010 Iteration 71Q: 3 clusters Score -4978182 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8063 members Mstep: Class 2 contains 80511 members Entering Unmasked Estep Score: -4978194.500000 Penalty: 1036.635010 Iteration 72Q: 3 clusters Score -4978194 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8031 members Mstep: Class 2 contains 80543 members Entering Unmasked Estep Score: -4978209.000000 Penalty: 1036.635010 Iteration 73Q: 3 clusters Score -4978209 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8004 members Mstep: Class 2 contains 80570 members Entering Unmasked Estep Score: -4978213.000000 Penalty: 1036.635010 Iteration 74Q: 3 clusters Score -4978213 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7982 members Mstep: Class 2 contains 80592 members Entering Unmasked Estep Score: -4978204.500000 Penalty: 1036.635010 Iteration 75Q: 3 clusters Score -4978204 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7968 members Mstep: Class 2 contains 80606 members Entering Unmasked Estep Score: -4978207.000000 Penalty: 1036.635010 Iteration 76Q: 3 clusters Score -4978207 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7954 members Mstep: Class 2 contains 80620 members Entering Unmasked Estep Score: -4978208.000000 Penalty: 1036.635010 Iteration 77Q: 3 clusters Score -4978208 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7939 members Mstep: Class 2 contains 80635 members Entering Unmasked Estep Score: -4978210.000000 Penalty: 1036.635010 Iteration 78Q: 3 clusters Score -4978210 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7919 members Mstep: Class 2 contains 80655 members Entering Unmasked Estep Score: -4978213.500000 Penalty: 1036.635010 Iteration 79Q: 3 clusters Score -4978214 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7891 members Mstep: Class 2 contains 80683 members Entering Unmasked Estep Score: -4978216.000000 Penalty: 1036.635010 Iteration 80F: 3 clusters Score -4978216 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7865 members Mstep: Class 2 contains 80709 members Entering Unmasked Estep Score: -4978221.000000 Penalty: 1036.635010 Iteration 81Q: 3 clusters Score -4978221 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7846 members Mstep: Class 2 contains 80728 members Entering Unmasked Estep Score: -4978223.500000 Penalty: 1036.635010 Iteration 82Q: 3 clusters Score -4978224 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7822 members Mstep: Class 2 contains 80752 members Entering Unmasked Estep Score: -4978233.500000 Penalty: 1036.635010 Iteration 83Q: 3 clusters Score -4978234 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7799 members Mstep: Class 2 contains 80775 members Entering Unmasked Estep Score: -4978229.000000 Penalty: 1036.635010 Iteration 84Q: 3 clusters Score -4978229 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7781 members Mstep: Class 2 contains 80793 members Entering Unmasked Estep Score: -4978231.000000 Penalty: 1036.635010 Iteration 85Q: 3 clusters Score -4978231 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7761 members Mstep: Class 2 contains 80813 members Entering Unmasked Estep Score: -4978228.500000 Penalty: 1036.635010 Iteration 86Q: 3 clusters Score -4978228 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7744 members Mstep: Class 2 contains 80830 members Entering Unmasked Estep Score: -4978229.500000 Penalty: 1036.635010 Iteration 87Q: 3 clusters Score -4978230 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7729 members Mstep: Class 2 contains 80845 members Entering Unmasked Estep Score: -4978235.000000 Penalty: 1036.635010 Iteration 88Q: 3 clusters Score -4978235 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7718 members Mstep: Class 2 contains 80856 members Entering Unmasked Estep Score: -4978235.000000 Penalty: 1036.635010 Iteration 89Q: 3 clusters Score -4978235 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7706 members Mstep: Class 2 contains 80868 members Entering Unmasked Estep Score: -4978235.500000 Penalty: 1036.635010 Iteration 90Q: 3 clusters Score -4978236 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7694 members Mstep: Class 2 contains 80880 members Entering Unmasked Estep Score: -4978231.000000 Penalty: 1036.635010 Iteration 91Q: 3 clusters Score -4978231 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7681 members Mstep: Class 2 contains 80893 members Entering Unmasked Estep Score: -4978229.000000 Penalty: 1036.635010 Iteration 92Q: 3 clusters Score -4978229 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7670 members Mstep: Class 2 contains 80904 members Entering Unmasked Estep Score: -4978228.000000 Penalty: 1036.635010 Iteration 93Q: 3 clusters Score -4978228 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7662 members Mstep: Class 2 contains 80912 members Entering Unmasked Estep Score: -4978228.000000 Penalty: 1036.635010 Iteration 94Q: 3 clusters Score -4978228 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7656 members Mstep: Class 2 contains 80918 members Entering Unmasked Estep Score: -4978228.500000 Penalty: 1036.635010 Iteration 95Q: 3 clusters Score -4978228 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7653 members Mstep: Class 2 contains 80921 members Entering Unmasked Estep Score: -4978229.000000 Penalty: 1036.635010 Iteration 96Q: 3 clusters Score -4978229 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7652 members Mstep: Class 2 contains 80922 members Entering Unmasked Estep Score: -4978234.000000 Penalty: 1036.635010 Iteration 97Q: 3 clusters Score -4978234 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7650 members Mstep: Class 2 contains 80924 members Entering Unmasked Estep Score: -4978233.000000 Penalty: 1036.635010 Iteration 98Q: 3 clusters Score -4978233 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7649 members Mstep: Class 2 contains 80925 members Entering Unmasked Estep Score: -4978232.000000 Penalty: 1036.635010 Iteration 99Q: 3 clusters Score -4978232 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7648 members Mstep: Class 2 contains 80926 members Entering Unmasked Estep Score: -4978232.000000 Penalty: 1036.635010 Iteration 100F: 3 clusters Score -4978232 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7646 members Mstep: Class 2 contains 80928 members Entering Unmasked Estep Score: -4978231.000000 Penalty: 1036.635010 Iteration 101Q: 3 clusters Score -4978231 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7644 members Mstep: Class 2 contains 80930 members Entering Unmasked Estep Score: -4978232.500000 Penalty: 1036.635010 Iteration 102Q: 3 clusters Score -4978232 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7643 members Mstep: Class 2 contains 80931 members Entering Unmasked Estep Score: -4978230.500000 Penalty: 1036.635010 Iteration 103Q: 3 clusters Score -4978230 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7641 members Mstep: Class 2 contains 80933 members Entering Unmasked Estep Score: -4978232.500000 Penalty: 1036.635010 Iteration 104Q: 3 clusters Score -4978232 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7638 members Mstep: Class 2 contains 80936 members Entering Unmasked Estep Score: -4978234.500000 Penalty: 1036.635010 Iteration 105Q: 3 clusters Score -4978234 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7636 members Mstep: Class 2 contains 80938 members Entering Unmasked Estep Score: -4978229.500000 Penalty: 1036.635010 Iteration 106Q: 3 clusters Score -4978230 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7636 members Mstep: Class 2 contains 80938 members Entering Unmasked Estep Score: -4978229.500000 Penalty: 1036.635010 Iteration 107F: 3 clusters Score -4978230 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 56 members Mstep: Class 1 contains 13796 members Mstep: Class 2 contains 20458 members Mstep: Class 3 contains 5762 members Mstep: Class 4 contains 3246 members Mstep: Class 5 contains 5091 members Mstep: Class 6 contains 7636 members Mstep: Class 7 contains 11944 members Mstep: Class 8 contains 59954 members Mstep: Class 9 contains 3877 members Mstep: Class 10 contains 94022 members Mstep: Class 11 contains 6431 members Mstep: Class 12 contains 4058 members Mstep: Class 13 contains 2274 members Mstep: Class 14 contains 16276 members Mstep: Class 15 contains 4473 members Mstep: Class 16 contains 34153 members Mstep: Class 17 contains 1255 members Mstep: Class 18 contains 7772 members Mstep: Class 19 contains 1585 members Mstep: Class 20 contains 47202 members Mstep: Class 21 contains 80938 members Entering Unmasked Estep Score: -22935800.000000 Penalty: 12399.313477 Splitting cluster 6 changes total score from -22930284.000000 to -22935800.000000 So it's getting split into cluster 21. Entering ConstructFrom: Trying to split cluster 7 (11944 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11944 members Entering Unmasked Estep Score: -644527.500000 Penalty: 427.153290 Iteration 0F: 2 clusters Score -644527.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6014 members Mstep: Class 2 contains 5930 members Entering Unmasked Estep Score: -636589.687500 Penalty: 854.306580 Iteration 0F: 3 clusters Score -636589.7 nChanged 5529 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6661 members Mstep: Class 2 contains 5283 members Entering Unmasked Estep Score: -639791.312500 Penalty: 854.306580 Iteration 1F: 3 clusters Score -639791.3 nChanged 847 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7126 members Mstep: Class 2 contains 4818 members Entering Unmasked Estep Score: -640357.937500 Penalty: 854.306580 Iteration 2F: 3 clusters Score -640357.9 nChanged 1024 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7710 members Mstep: Class 2 contains 4234 members Entering Unmasked Estep Score: -641332.437500 Penalty: 854.306580 Iteration 3F: 3 clusters Score -641332.4 nChanged 1160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8342 members Mstep: Class 2 contains 3602 members Entering Unmasked Estep Score: -642642.750000 Penalty: 854.306580 Iteration 4F: 3 clusters Score -642642.8 nChanged 1082 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8908 members Mstep: Class 2 contains 3036 members Entering Unmasked Estep Score: -643756.000000 Penalty: 854.306580 Iteration 5F: 3 clusters Score -643756 nChanged 803 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9275 members Mstep: Class 2 contains 2669 members Entering Unmasked Estep Score: -644528.375000 Penalty: 854.306580 Iteration 6F: 3 clusters Score -644528.4 nChanged 525 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9480 members Mstep: Class 2 contains 2464 members Entering Unmasked Estep Score: -645072.437500 Penalty: 854.306580 Iteration 7Q: 3 clusters Score -645072.4 nChanged 277 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9563 members Mstep: Class 2 contains 2381 members Entering Unmasked Estep Score: -645330.125000 Penalty: 854.306580 Iteration 8Q: 3 clusters Score -645330.1 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9616 members Mstep: Class 2 contains 2328 members Entering Unmasked Estep Score: -645385.375000 Penalty: 854.306580 Iteration 9Q: 3 clusters Score -645385.4 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9645 members Mstep: Class 2 contains 2299 members Entering Unmasked Estep Score: -645397.937500 Penalty: 854.306580 Iteration 10Q: 3 clusters Score -645397.9 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9675 members Mstep: Class 2 contains 2269 members Entering Unmasked Estep Score: -645405.562500 Penalty: 854.306580 Iteration 11Q: 3 clusters Score -645405.6 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9688 members Mstep: Class 2 contains 2256 members Entering Unmasked Estep Score: -645406.562500 Penalty: 854.306580 Iteration 12Q: 3 clusters Score -645406.6 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9698 members Mstep: Class 2 contains 2246 members Entering Unmasked Estep Score: -645406.875000 Penalty: 854.306580 Iteration 13Q: 3 clusters Score -645406.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9707 members Mstep: Class 2 contains 2237 members Entering Unmasked Estep Score: -645409.937500 Penalty: 854.306580 Iteration 14Q: 3 clusters Score -645409.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9711 members Mstep: Class 2 contains 2233 members Entering Unmasked Estep Score: -645410.125000 Penalty: 854.306580 Iteration 15Q: 3 clusters Score -645410.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9712 members Mstep: Class 2 contains 2232 members Entering Unmasked Estep Score: -645410.625000 Penalty: 854.306580 Iteration 16Q: 3 clusters Score -645410.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9712 members Mstep: Class 2 contains 2232 members Entering Unmasked Estep Score: -645410.625000 Penalty: 854.306580 Iteration 17F: 3 clusters Score -645410.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 56 members Mstep: Class 1 contains 13796 members Mstep: Class 2 contains 20458 members Mstep: Class 3 contains 5762 members Mstep: Class 4 contains 3246 members Mstep: Class 5 contains 5091 members Mstep: Class 6 contains 7636 members Mstep: Class 7 contains 9712 members Mstep: Class 8 contains 59954 members Mstep: Class 9 contains 3877 members Mstep: Class 10 contains 94022 members Mstep: Class 11 contains 6431 members Mstep: Class 12 contains 4058 members Mstep: Class 13 contains 2274 members Mstep: Class 14 contains 16276 members Mstep: Class 15 contains 4473 members Mstep: Class 16 contains 34153 members Mstep: Class 17 contains 1255 members Mstep: Class 18 contains 7772 members Mstep: Class 19 contains 1585 members Mstep: Class 20 contains 47202 members Mstep: Class 21 contains 80938 members Mstep: Class 22 contains 2232 members Entering Unmasked Estep Score: -22936600.000000 Penalty: 12989.756836 Splitting cluster 7 changes total score from -22930284.000000 to -22936600.000000 So it's getting split into cluster 22. Entering ConstructFrom: Trying to split cluster 8 (59954 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59954 members Entering Unmasked Estep Score: -3365550.500000 Penalty: 500.560669 Iteration 0F: 2 clusters Score -3365550 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29983 members Mstep: Class 2 contains 29971 members Entering Unmasked Estep Score: -3325296.000000 Penalty: 1001.121338 Iteration 0F: 3 clusters Score -3325296 nChanged 28985 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28024 members Mstep: Class 2 contains 31930 members Entering Unmasked Estep Score: -3344146.750000 Penalty: 1001.121338 Iteration 1F: 3 clusters Score -3344147 nChanged 3824 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26254 members Mstep: Class 2 contains 33700 members Entering Unmasked Estep Score: -3346072.750000 Penalty: 1001.121338 Iteration 2F: 3 clusters Score -3346073 nChanged 4029 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24129 members Mstep: Class 2 contains 35825 members Entering Unmasked Estep Score: -3348359.000000 Penalty: 1001.121338 Iteration 3F: 3 clusters Score -3348359 nChanged 3926 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21837 members Mstep: Class 2 contains 38117 members Entering Unmasked Estep Score: -3350686.750000 Penalty: 1001.121338 Iteration 4F: 3 clusters Score -3350687 nChanged 3622 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19457 members Mstep: Class 2 contains 40497 members Entering Unmasked Estep Score: -3352907.750000 Penalty: 1001.121338 Iteration 5F: 3 clusters Score -3352908 nChanged 3145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17056 members Mstep: Class 2 contains 42898 members Entering Unmasked Estep Score: -3354886.250000 Penalty: 1001.121338 Iteration 6F: 3 clusters Score -3354886 nChanged 2850 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14628 members Mstep: Class 2 contains 45326 members Entering Unmasked Estep Score: -3356863.500000 Penalty: 1001.121338 Iteration 7Q: 3 clusters Score -3356864 nChanged 2479 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12309 members Mstep: Class 2 contains 47645 members Entering Unmasked Estep Score: -3358725.750000 Penalty: 1001.121338 Iteration 8Q: 3 clusters Score -3358726 nChanged 2079 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10322 members Mstep: Class 2 contains 49632 members Entering Unmasked Estep Score: -3360249.250000 Penalty: 1001.121338 Iteration 9Q: 3 clusters Score -3360249 nChanged 1659 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8715 members Mstep: Class 2 contains 51239 members Entering Unmasked Estep Score: -3361322.500000 Penalty: 1001.121338 Iteration 10Q: 3 clusters Score -3361322 nChanged 1330 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7395 members Mstep: Class 2 contains 52559 members Entering Unmasked Estep Score: -3362105.750000 Penalty: 1001.121338 Iteration 11Q: 3 clusters Score -3362106 nChanged 1146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6249 members Mstep: Class 2 contains 53705 members Entering Unmasked Estep Score: -3362753.750000 Penalty: 1001.121338 Iteration 12Q: 3 clusters Score -3362754 nChanged 1024 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5225 members Mstep: Class 2 contains 54729 members Entering Unmasked Estep Score: -3363333.000000 Penalty: 1001.121338 Iteration 13Q: 3 clusters Score -3363333 nChanged 848 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4377 members Mstep: Class 2 contains 55577 members Entering Unmasked Estep Score: -3363771.750000 Penalty: 1001.121338 Iteration 14Q: 3 clusters Score -3363772 nChanged 687 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3690 members Mstep: Class 2 contains 56264 members Entering Unmasked Estep Score: -3364120.000000 Penalty: 1001.121338 Iteration 15Q: 3 clusters Score -3364120 nChanged 599 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3091 members Mstep: Class 2 contains 56863 members Entering Unmasked Estep Score: -3364407.750000 Penalty: 1001.121338 Iteration 16Q: 3 clusters Score -3364408 nChanged 490 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2601 members Mstep: Class 2 contains 57353 members Entering Unmasked Estep Score: -3364647.750000 Penalty: 1001.121338 Iteration 17Q: 3 clusters Score -3364648 nChanged 418 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2183 members Mstep: Class 2 contains 57771 members Entering Unmasked Estep Score: -3364815.500000 Penalty: 1001.121338 Iteration 18Q: 3 clusters Score -3364816 nChanged 342 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1845 members Mstep: Class 2 contains 58109 members Entering Unmasked Estep Score: -3364977.250000 Penalty: 1001.121338 Iteration 19Q: 3 clusters Score -3364977 nChanged 295 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1556 members Mstep: Class 2 contains 58398 members Entering Unmasked Estep Score: -3365101.500000 Penalty: 1001.121338 Iteration 20F: 3 clusters Score -3365102 nChanged 207 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1351 members Mstep: Class 2 contains 58603 members Entering Unmasked Estep Score: -3365173.000000 Penalty: 1001.121338 Iteration 21Q: 3 clusters Score -3365173 nChanged 162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1195 members Mstep: Class 2 contains 58759 members Entering Unmasked Estep Score: -3365221.500000 Penalty: 1001.121338 Iteration 22Q: 3 clusters Score -3365222 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1079 members Mstep: Class 2 contains 58875 members Entering Unmasked Estep Score: -3365261.000000 Penalty: 1001.121338 Iteration 23Q: 3 clusters Score -3365261 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 994 members Mstep: Class 2 contains 58960 members Entering Unmasked Estep Score: -3365300.000000 Penalty: 1001.121338 Iteration 24Q: 3 clusters Score -3365300 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 947 members Mstep: Class 2 contains 59007 members Entering Unmasked Estep Score: -3365315.250000 Penalty: 1001.121338 Iteration 25Q: 3 clusters Score -3365315 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 911 members Mstep: Class 2 contains 59043 members Entering Unmasked Estep Score: -3365336.500000 Penalty: 1001.121338 Iteration 26Q: 3 clusters Score -3365336 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 880 members Mstep: Class 2 contains 59074 members Entering Unmasked Estep Score: -3365347.250000 Penalty: 1001.121338 Iteration 27Q: 3 clusters Score -3365347 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 854 members Mstep: Class 2 contains 59100 members Entering Unmasked Estep Score: -3365374.750000 Penalty: 1001.121338 Iteration 28Q: 3 clusters Score -3365375 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 831 members Mstep: Class 2 contains 59123 members Entering Unmasked Estep Score: -3365407.000000 Penalty: 1001.121338 Iteration 29Q: 3 clusters Score -3365407 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 816 members Mstep: Class 2 contains 59138 members Entering Unmasked Estep Score: -3365448.500000 Penalty: 1001.121338 Iteration 30Q: 3 clusters Score -3365448 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 804 members Mstep: Class 2 contains 59150 members Entering Unmasked Estep Score: -3365490.500000 Penalty: 1001.121338 Iteration 31Q: 3 clusters Score -3365490 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 801 members Mstep: Class 2 contains 59153 members Entering Unmasked Estep Score: -3365534.750000 Penalty: 1001.121338 Iteration 32Q: 3 clusters Score -3365535 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 811 members Mstep: Class 2 contains 59143 members Entering Unmasked Estep Score: -3365551.000000 Penalty: 1001.121338 Iteration 33Q: 3 clusters Score -3365551 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 817 members Mstep: Class 2 contains 59137 members Entering Unmasked Estep Score: -3365570.750000 Penalty: 1001.121338 Iteration 34Q: 3 clusters Score -3365571 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 837 members Mstep: Class 2 contains 59117 members Entering Unmasked Estep Score: -3365576.000000 Penalty: 1001.121338 Iteration 35Q: 3 clusters Score -3365576 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 850 members Mstep: Class 2 contains 59104 members Entering Unmasked Estep Score: -3365584.250000 Penalty: 1001.121338 Iteration 36Q: 3 clusters Score -3365584 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 858 members Mstep: Class 2 contains 59096 members Entering Unmasked Estep Score: -3365585.500000 Penalty: 1001.121338 Iteration 37Q: 3 clusters Score -3365586 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 870 members Mstep: Class 2 contains 59084 members Entering Unmasked Estep Score: -3365593.000000 Penalty: 1001.121338 Iteration 38Q: 3 clusters Score -3365593 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 873 members Mstep: Class 2 contains 59081 members Entering Unmasked Estep Score: -3365599.000000 Penalty: 1001.121338 Iteration 39Q: 3 clusters Score -3365599 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 872 members Mstep: Class 2 contains 59082 members Entering Unmasked Estep Score: -3365600.500000 Penalty: 1001.121338 Iteration 40F: 3 clusters Score -3365600 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 873 members Mstep: Class 2 contains 59081 members Entering Unmasked Estep Score: -3365610.750000 Penalty: 1001.121338 Iteration 41Q: 3 clusters Score -3365611 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 878 members Mstep: Class 2 contains 59076 members Entering Unmasked Estep Score: -3365609.500000 Penalty: 1001.121338 Iteration 42Q: 3 clusters Score -3365610 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 890 members Mstep: Class 2 contains 59064 members Entering Unmasked Estep Score: -3365612.000000 Penalty: 1001.121338 Iteration 43Q: 3 clusters Score -3365612 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 896 members Mstep: Class 2 contains 59058 members Entering Unmasked Estep Score: -3365617.500000 Penalty: 1001.121338 Iteration 44Q: 3 clusters Score -3365618 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 905 members Mstep: Class 2 contains 59049 members Entering Unmasked Estep Score: -3365617.750000 Penalty: 1001.121338 Iteration 45Q: 3 clusters Score -3365618 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 910 members Mstep: Class 2 contains 59044 members Entering Unmasked Estep Score: -3365616.500000 Penalty: 1001.121338 Iteration 46Q: 3 clusters Score -3365616 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 911 members Mstep: Class 2 contains 59043 members Entering Unmasked Estep Score: -3365614.750000 Penalty: 1001.121338 Iteration 47Q: 3 clusters Score -3365615 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 911 members Mstep: Class 2 contains 59043 members Entering Unmasked Estep Score: -3365614.750000 Penalty: 1001.121338 Iteration 48F: 3 clusters Score -3365615 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 56 members Mstep: Class 1 contains 13796 members Mstep: Class 2 contains 20458 members Mstep: Class 3 contains 5762 members Mstep: Class 4 contains 3246 members Mstep: Class 5 contains 5091 members Mstep: Class 6 contains 7636 members Mstep: Class 7 contains 9712 members Mstep: Class 8 contains 911 members Mstep: Class 9 contains 3877 members Mstep: Class 10 contains 94022 members Mstep: Class 11 contains 6431 members Mstep: Class 12 contains 4058 members Mstep: Class 13 contains 2274 members Mstep: Class 14 contains 16276 members Mstep: Class 15 contains 4473 members Mstep: Class 16 contains 34153 members Mstep: Class 17 contains 1255 members Mstep: Class 18 contains 7772 members Mstep: Class 19 contains 1585 members Mstep: Class 20 contains 47202 members Mstep: Class 21 contains 80938 members Mstep: Class 22 contains 2232 members Mstep: Class 23 contains 59043 members Entering Unmasked Estep Score: -22936642.000000 Penalty: 13580.200195 Splitting cluster 8 changes total score from -22930284.000000 to -22936642.000000 So it's getting split into cluster 23. Entering ConstructFrom: Trying to split cluster 9 (3877 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3877 members Entering Unmasked Estep Score: -231180.218750 Penalty: 375.958191 Iteration 0F: 2 clusters Score -231180.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1913 members Mstep: Class 2 contains 1964 members Entering Unmasked Estep Score: -228549.281250 Penalty: 751.916382 Iteration 0F: 3 clusters Score -228549.3 nChanged 1730 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1595 members Mstep: Class 2 contains 2282 members Entering Unmasked Estep Score: -229528.718750 Penalty: 751.916382 Iteration 1F: 3 clusters Score -229528.7 nChanged 295 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1402 members Mstep: Class 2 contains 2475 members Entering Unmasked Estep Score: -229705.250000 Penalty: 751.916382 Iteration 2F: 3 clusters Score -229705.2 nChanged 297 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1173 members Mstep: Class 2 contains 2704 members Entering Unmasked Estep Score: -229941.781250 Penalty: 751.916382 Iteration 3F: 3 clusters Score -229941.8 nChanged 289 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 916 members Mstep: Class 2 contains 2961 members Entering Unmasked Estep Score: -230225.234375 Penalty: 751.916382 Iteration 4F: 3 clusters Score -230225.2 nChanged 230 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 710 members Mstep: Class 2 contains 3167 members Entering Unmasked Estep Score: -230416.640625 Penalty: 751.916382 Iteration 5F: 3 clusters Score -230416.6 nChanged 183 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 545 members Mstep: Class 2 contains 3332 members Entering Unmasked Estep Score: -230565.937500 Penalty: 751.916382 Iteration 6Q: 3 clusters Score -230565.9 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 426 members Mstep: Class 2 contains 3451 members Entering Unmasked Estep Score: -230669.578125 Penalty: 751.916382 Iteration 7Q: 3 clusters Score -230669.6 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 345 members Mstep: Class 2 contains 3532 members Entering Unmasked Estep Score: -230739.062500 Penalty: 751.916382 Iteration 8Q: 3 clusters Score -230739.1 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 296 members Mstep: Class 2 contains 3581 members Entering Unmasked Estep Score: -230791.609375 Penalty: 751.916382 Iteration 9Q: 3 clusters Score -230791.6 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 262 members Mstep: Class 2 contains 3615 members Entering Unmasked Estep Score: -230828.187500 Penalty: 751.916382 Iteration 10Q: 3 clusters Score -230828.2 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 246 members Mstep: Class 2 contains 3631 members Entering Unmasked Estep Score: -230848.515625 Penalty: 751.916382 Iteration 11Q: 3 clusters Score -230848.5 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 230 members Mstep: Class 2 contains 3647 members Entering Unmasked Estep Score: -230863.734375 Penalty: 751.916382 Iteration 12Q: 3 clusters Score -230863.7 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 219 members Mstep: Class 2 contains 3658 members Entering Unmasked Estep Score: -230874.156250 Penalty: 751.916382 Iteration 13Q: 3 clusters Score -230874.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 208 members Mstep: Class 2 contains 3669 members Entering Unmasked Estep Score: -230882.265625 Penalty: 751.916382 Iteration 14Q: 3 clusters Score -230882.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 204 members Mstep: Class 2 contains 3673 members Entering Unmasked Estep Score: -230883.296875 Penalty: 751.916382 Iteration 15Q: 3 clusters Score -230883.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 200 members Mstep: Class 2 contains 3677 members Entering Unmasked Estep Score: -230885.703125 Penalty: 751.916382 Iteration 16Q: 3 clusters Score -230885.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 199 members Mstep: Class 2 contains 3678 members Entering Unmasked Estep Score: -230886.562500 Penalty: 751.916382 Iteration 17Q: 3 clusters Score -230886.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 199 members Mstep: Class 2 contains 3678 members Entering Unmasked Estep Score: -230886.562500 Penalty: 751.916382 Iteration 18F: 3 clusters Score -230886.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (4058 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4058 members Entering Unmasked Estep Score: -231356.578125 Penalty: 378.034302 Iteration 0F: 2 clusters Score -231356.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2039 members Mstep: Class 2 contains 2019 members Entering Unmasked Estep Score: -228617.468750 Penalty: 756.068604 Iteration 0F: 3 clusters Score -228617.5 nChanged 1821 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1906 members Mstep: Class 2 contains 2152 members Entering Unmasked Estep Score: -229793.796875 Penalty: 756.068604 Iteration 1F: 3 clusters Score -229793.8 nChanged 313 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1767 members Mstep: Class 2 contains 2291 members Entering Unmasked Estep Score: -230066.031250 Penalty: 756.068604 Iteration 2F: 3 clusters Score -230066 nChanged 326 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1593 members Mstep: Class 2 contains 2465 members Entering Unmasked Estep Score: -230320.000000 Penalty: 756.068604 Iteration 3F: 3 clusters Score -230320 nChanged 290 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1421 members Mstep: Class 2 contains 2637 members Entering Unmasked Estep Score: -230558.546875 Penalty: 756.068604 Iteration 4F: 3 clusters Score -230558.5 nChanged 265 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1238 members Mstep: Class 2 contains 2820 members Entering Unmasked Estep Score: -230806.437500 Penalty: 756.068604 Iteration 5F: 3 clusters Score -230806.4 nChanged 233 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1071 members Mstep: Class 2 contains 2987 members Entering Unmasked Estep Score: -231004.984375 Penalty: 756.068604 Iteration 6F: 3 clusters Score -231005 nChanged 151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 966 members Mstep: Class 2 contains 3092 members Entering Unmasked Estep Score: -231096.625000 Penalty: 756.068604 Iteration 7Q: 3 clusters Score -231096.6 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 909 members Mstep: Class 2 contains 3149 members Entering Unmasked Estep Score: -231131.125000 Penalty: 756.068604 Iteration 8Q: 3 clusters Score -231131.1 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 855 members Mstep: Class 2 contains 3203 members Entering Unmasked Estep Score: -231155.656250 Penalty: 756.068604 Iteration 9Q: 3 clusters Score -231155.7 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 801 members Mstep: Class 2 contains 3257 members Entering Unmasked Estep Score: -231180.750000 Penalty: 756.068604 Iteration 10Q: 3 clusters Score -231180.8 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 753 members Mstep: Class 2 contains 3305 members Entering Unmasked Estep Score: -231205.296875 Penalty: 756.068604 Iteration 11Q: 3 clusters Score -231205.3 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 706 members Mstep: Class 2 contains 3352 members Entering Unmasked Estep Score: -231226.781250 Penalty: 756.068604 Iteration 12Q: 3 clusters Score -231226.8 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 674 members Mstep: Class 2 contains 3384 members Entering Unmasked Estep Score: -231241.953125 Penalty: 756.068604 Iteration 13Q: 3 clusters Score -231242 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 641 members Mstep: Class 2 contains 3417 members Entering Unmasked Estep Score: -231255.328125 Penalty: 756.068604 Iteration 14Q: 3 clusters Score -231255.3 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 612 members Mstep: Class 2 contains 3446 members Entering Unmasked Estep Score: -231268.000000 Penalty: 756.068604 Iteration 15Q: 3 clusters Score -231268 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 590 members Mstep: Class 2 contains 3468 members Entering Unmasked Estep Score: -231275.406250 Penalty: 756.068604 Iteration 16Q: 3 clusters Score -231275.4 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 573 members Mstep: Class 2 contains 3485 members Entering Unmasked Estep Score: -231281.328125 Penalty: 756.068604 Iteration 17Q: 3 clusters Score -231281.3 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 561 members Mstep: Class 2 contains 3497 members Entering Unmasked Estep Score: -231285.125000 Penalty: 756.068604 Iteration 18Q: 3 clusters Score -231285.1 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 545 members Mstep: Class 2 contains 3513 members Entering Unmasked Estep Score: -231290.828125 Penalty: 756.068604 Iteration 19Q: 3 clusters Score -231290.8 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 531 members Mstep: Class 2 contains 3527 members Entering Unmasked Estep Score: -231294.625000 Penalty: 756.068604 Iteration 20F: 3 clusters Score -231294.6 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 518 members Mstep: Class 2 contains 3540 members Entering Unmasked Estep Score: -231297.281250 Penalty: 756.068604 Iteration 21Q: 3 clusters Score -231297.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 512 members Mstep: Class 2 contains 3546 members Entering Unmasked Estep Score: -231298.593750 Penalty: 756.068604 Iteration 22Q: 3 clusters Score -231298.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 505 members Mstep: Class 2 contains 3553 members Entering Unmasked Estep Score: -231299.953125 Penalty: 756.068604 Iteration 23Q: 3 clusters Score -231300 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 500 members Mstep: Class 2 contains 3558 members Entering Unmasked Estep Score: -231301.718750 Penalty: 756.068604 Iteration 24Q: 3 clusters Score -231301.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 493 members Mstep: Class 2 contains 3565 members Entering Unmasked Estep Score: -231305.296875 Penalty: 756.068604 Iteration 25Q: 3 clusters Score -231305.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 485 members Mstep: Class 2 contains 3573 members Entering Unmasked Estep Score: -231307.859375 Penalty: 756.068604 Iteration 26Q: 3 clusters Score -231307.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 477 members Mstep: Class 2 contains 3581 members Entering Unmasked Estep Score: -231310.093750 Penalty: 756.068604 Iteration 27Q: 3 clusters Score -231310.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 470 members Mstep: Class 2 contains 3588 members Entering Unmasked Estep Score: -231311.640625 Penalty: 756.068604 Iteration 28Q: 3 clusters Score -231311.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 467 members Mstep: Class 2 contains 3591 members Entering Unmasked Estep Score: -231312.718750 Penalty: 756.068604 Iteration 29Q: 3 clusters Score -231312.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 465 members Mstep: Class 2 contains 3593 members Entering Unmasked Estep Score: -231312.500000 Penalty: 756.068604 Iteration 30Q: 3 clusters Score -231312.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 465 members Mstep: Class 2 contains 3593 members Entering Unmasked Estep Score: -231312.500000 Penalty: 756.068604 Iteration 31F: 3 clusters Score -231312.5 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (2274 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2274 members Entering Unmasked Estep Score: -127730.562500 Penalty: 351.682953 Iteration 0F: 2 clusters Score -127730.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1139 members Mstep: Class 2 contains 1135 members Entering Unmasked Estep Score: -126146.773438 Penalty: 703.365906 Iteration 0F: 3 clusters Score -126146.8 nChanged 950 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1223 members Mstep: Class 2 contains 1051 members Entering Unmasked Estep Score: -126689.492188 Penalty: 703.365906 Iteration 1F: 3 clusters Score -126689.5 nChanged 171 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1268 members Mstep: Class 2 contains 1006 members Entering Unmasked Estep Score: -126774.476562 Penalty: 703.365906 Iteration 2F: 3 clusters Score -126774.5 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1327 members Mstep: Class 2 contains 947 members Entering Unmasked Estep Score: -126846.828125 Penalty: 703.365906 Iteration 3F: 3 clusters Score -126846.8 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1383 members Mstep: Class 2 contains 891 members Entering Unmasked Estep Score: -126917.218750 Penalty: 703.365906 Iteration 4F: 3 clusters Score -126917.2 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1466 members Mstep: Class 2 contains 808 members Entering Unmasked Estep Score: -127001.453125 Penalty: 703.365906 Iteration 5F: 3 clusters Score -127001.5 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1550 members Mstep: Class 2 contains 724 members Entering Unmasked Estep Score: -127088.593750 Penalty: 703.365906 Iteration 6F: 3 clusters Score -127088.6 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1631 members Mstep: Class 2 contains 643 members Entering Unmasked Estep Score: -127147.718750 Penalty: 703.365906 Iteration 7Q: 3 clusters Score -127147.7 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1709 members Mstep: Class 2 contains 565 members Entering Unmasked Estep Score: -127205.367188 Penalty: 703.365906 Iteration 8Q: 3 clusters Score -127205.4 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1779 members Mstep: Class 2 contains 495 members Entering Unmasked Estep Score: -127245.578125 Penalty: 703.365906 Iteration 9Q: 3 clusters Score -127245.6 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1832 members Mstep: Class 2 contains 442 members Entering Unmasked Estep Score: -127283.148438 Penalty: 703.365906 Iteration 10Q: 3 clusters Score -127283.1 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1880 members Mstep: Class 2 contains 394 members Entering Unmasked Estep Score: -127313.562500 Penalty: 703.365906 Iteration 11Q: 3 clusters Score -127313.6 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1914 members Mstep: Class 2 contains 360 members Entering Unmasked Estep Score: -127335.273438 Penalty: 703.365906 Iteration 12Q: 3 clusters Score -127335.3 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1949 members Mstep: Class 2 contains 325 members Entering Unmasked Estep Score: -127354.125000 Penalty: 703.365906 Iteration 13Q: 3 clusters Score -127354.1 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1980 members Mstep: Class 2 contains 294 members Entering Unmasked Estep Score: -127373.804688 Penalty: 703.365906 Iteration 14Q: 3 clusters Score -127373.8 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2012 members Mstep: Class 2 contains 262 members Entering Unmasked Estep Score: -127399.796875 Penalty: 703.365906 Iteration 15Q: 3 clusters Score -127399.8 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2035 members Mstep: Class 2 contains 239 members Entering Unmasked Estep Score: -127425.273438 Penalty: 703.365906 Iteration 16Q: 3 clusters Score -127425.3 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2056 members Mstep: Class 2 contains 218 members Entering Unmasked Estep Score: -127449.414062 Penalty: 703.365906 Iteration 17Q: 3 clusters Score -127449.4 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2066 members Mstep: Class 2 contains 208 members Entering Unmasked Estep Score: -127465.960938 Penalty: 703.365906 Iteration 18Q: 3 clusters Score -127466 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2071 members Mstep: Class 2 contains 203 members Entering Unmasked Estep Score: -127478.648438 Penalty: 703.365906 Iteration 19Q: 3 clusters Score -127478.6 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2075 members Mstep: Class 2 contains 199 members Entering Unmasked Estep Score: -127486.867188 Penalty: 703.365906 Iteration 20F: 3 clusters Score -127486.9 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2076 members Mstep: Class 2 contains 198 members Entering Unmasked Estep Score: -127491.875000 Penalty: 703.365906 Iteration 21Q: 3 clusters Score -127491.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2077 members Mstep: Class 2 contains 197 members Entering Unmasked Estep Score: -127493.117188 Penalty: 703.365906 Iteration 22Q: 3 clusters Score -127493.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2076 members Mstep: Class 2 contains 198 members Entering Unmasked Estep Score: -127493.414062 Penalty: 703.365906 Iteration 23Q: 3 clusters Score -127493.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2076 members Mstep: Class 2 contains 198 members Entering Unmasked Estep Score: -127493.414062 Penalty: 703.365906 Iteration 24F: 3 clusters Score -127493.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (16276 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16276 members Entering Unmasked Estep Score: -933789.312500 Penalty: 441.233826 Iteration 0F: 2 clusters Score -933789.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8092 members Mstep: Class 2 contains 8184 members Entering Unmasked Estep Score: -922900.500000 Penalty: 882.467651 Iteration 0F: 3 clusters Score -922900.5 nChanged 7660 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7520 members Mstep: Class 2 contains 8756 members Entering Unmasked Estep Score: -927514.187500 Penalty: 882.467651 Iteration 1F: 3 clusters Score -927514.2 nChanged 958 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7174 members Mstep: Class 2 contains 9102 members Entering Unmasked Estep Score: -928012.562500 Penalty: 882.467651 Iteration 2F: 3 clusters Score -928012.6 nChanged 962 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6716 members Mstep: Class 2 contains 9560 members Entering Unmasked Estep Score: -928607.812500 Penalty: 882.467651 Iteration 3F: 3 clusters Score -928607.8 nChanged 957 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6183 members Mstep: Class 2 contains 10093 members Entering Unmasked Estep Score: -929202.812500 Penalty: 882.467651 Iteration 4F: 3 clusters Score -929202.8 nChanged 939 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5644 members Mstep: Class 2 contains 10632 members Entering Unmasked Estep Score: -929837.625000 Penalty: 882.467651 Iteration 5F: 3 clusters Score -929837.6 nChanged 922 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5134 members Mstep: Class 2 contains 11142 members Entering Unmasked Estep Score: -930498.312500 Penalty: 882.467651 Iteration 6F: 3 clusters Score -930498.3 nChanged 845 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4713 members Mstep: Class 2 contains 11563 members Entering Unmasked Estep Score: -931083.812500 Penalty: 882.467651 Iteration 7F: 3 clusters Score -931083.8 nChanged 711 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4384 members Mstep: Class 2 contains 11892 members Entering Unmasked Estep Score: -931531.625000 Penalty: 882.467651 Iteration 8Q: 3 clusters Score -931531.6 nChanged 564 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4138 members Mstep: Class 2 contains 12138 members Entering Unmasked Estep Score: -931804.375000 Penalty: 882.467651 Iteration 9Q: 3 clusters Score -931804.4 nChanged 433 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3871 members Mstep: Class 2 contains 12405 members Entering Unmasked Estep Score: -931985.375000 Penalty: 882.467651 Iteration 10Q: 3 clusters Score -931985.4 nChanged 340 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3613 members Mstep: Class 2 contains 12663 members Entering Unmasked Estep Score: -932109.187500 Penalty: 882.467651 Iteration 11Q: 3 clusters Score -932109.2 nChanged 280 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3371 members Mstep: Class 2 contains 12905 members Entering Unmasked Estep Score: -932208.250000 Penalty: 882.467651 Iteration 12Q: 3 clusters Score -932208.2 nChanged 247 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3142 members Mstep: Class 2 contains 13134 members Entering Unmasked Estep Score: -932287.375000 Penalty: 882.467651 Iteration 13Q: 3 clusters Score -932287.4 nChanged 237 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2913 members Mstep: Class 2 contains 13363 members Entering Unmasked Estep Score: -932373.812500 Penalty: 882.467651 Iteration 14Q: 3 clusters Score -932373.8 nChanged 219 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2704 members Mstep: Class 2 contains 13572 members Entering Unmasked Estep Score: -932453.062500 Penalty: 882.467651 Iteration 15Q: 3 clusters Score -932453.1 nChanged 202 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2510 members Mstep: Class 2 contains 13766 members Entering Unmasked Estep Score: -932535.937500 Penalty: 882.467651 Iteration 16Q: 3 clusters Score -932535.9 nChanged 217 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2303 members Mstep: Class 2 contains 13973 members Entering Unmasked Estep Score: -932628.062500 Penalty: 882.467651 Iteration 17Q: 3 clusters Score -932628.1 nChanged 210 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2097 members Mstep: Class 2 contains 14179 members Entering Unmasked Estep Score: -932726.687500 Penalty: 882.467651 Iteration 18Q: 3 clusters Score -932726.7 nChanged 183 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1918 members Mstep: Class 2 contains 14358 members Entering Unmasked Estep Score: -932801.562500 Penalty: 882.467651 Iteration 19Q: 3 clusters Score -932801.6 nChanged 170 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1758 members Mstep: Class 2 contains 14518 members Entering Unmasked Estep Score: -932862.250000 Penalty: 882.467651 Iteration 20F: 3 clusters Score -932862.2 nChanged 157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1611 members Mstep: Class 2 contains 14665 members Entering Unmasked Estep Score: -932917.000000 Penalty: 882.467651 Iteration 21Q: 3 clusters Score -932917 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1471 members Mstep: Class 2 contains 14805 members Entering Unmasked Estep Score: -932972.312500 Penalty: 882.467651 Iteration 22Q: 3 clusters Score -932972.3 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1344 members Mstep: Class 2 contains 14932 members Entering Unmasked Estep Score: -933019.375000 Penalty: 882.467651 Iteration 23Q: 3 clusters Score -933019.4 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1220 members Mstep: Class 2 contains 15056 members Entering Unmasked Estep Score: -933068.625000 Penalty: 882.467651 Iteration 24Q: 3 clusters Score -933068.6 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1107 members Mstep: Class 2 contains 15169 members Entering Unmasked Estep Score: -933110.125000 Penalty: 882.467651 Iteration 25Q: 3 clusters Score -933110.1 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 997 members Mstep: Class 2 contains 15279 members Entering Unmasked Estep Score: -933150.312500 Penalty: 882.467651 Iteration 26Q: 3 clusters Score -933150.3 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 913 members Mstep: Class 2 contains 15363 members Entering Unmasked Estep Score: -933183.000000 Penalty: 882.467651 Iteration 27Q: 3 clusters Score -933183 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 838 members Mstep: Class 2 contains 15438 members Entering Unmasked Estep Score: -933203.187500 Penalty: 882.467651 Iteration 28Q: 3 clusters Score -933203.2 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 772 members Mstep: Class 2 contains 15504 members Entering Unmasked Estep Score: -933229.000000 Penalty: 882.467651 Iteration 29Q: 3 clusters Score -933229 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 719 members Mstep: Class 2 contains 15557 members Entering Unmasked Estep Score: -933245.500000 Penalty: 882.467651 Iteration 30Q: 3 clusters Score -933245.5 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 672 members Mstep: Class 2 contains 15604 members Entering Unmasked Estep Score: -933257.625000 Penalty: 882.467651 Iteration 31Q: 3 clusters Score -933257.6 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 635 members Mstep: Class 2 contains 15641 members Entering Unmasked Estep Score: -933266.875000 Penalty: 882.467651 Iteration 32Q: 3 clusters Score -933266.9 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 599 members Mstep: Class 2 contains 15677 members Entering Unmasked Estep Score: -933279.937500 Penalty: 882.467651 Iteration 33Q: 3 clusters Score -933279.9 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 563 members Mstep: Class 2 contains 15713 members Entering Unmasked Estep Score: -933291.437500 Penalty: 882.467651 Iteration 34Q: 3 clusters Score -933291.4 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 536 members Mstep: Class 2 contains 15740 members Entering Unmasked Estep Score: -933297.250000 Penalty: 882.467651 Iteration 35Q: 3 clusters Score -933297.2 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 516 members Mstep: Class 2 contains 15760 members Entering Unmasked Estep Score: -933298.187500 Penalty: 882.467651 Iteration 36Q: 3 clusters Score -933298.2 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 497 members Mstep: Class 2 contains 15779 members Entering Unmasked Estep Score: -933304.437500 Penalty: 882.467651 Iteration 37Q: 3 clusters Score -933304.4 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 477 members Mstep: Class 2 contains 15799 members Entering Unmasked Estep Score: -933314.125000 Penalty: 882.467651 Iteration 38Q: 3 clusters Score -933314.1 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 453 members Mstep: Class 2 contains 15823 members Entering Unmasked Estep Score: -933323.625000 Penalty: 882.467651 Iteration 39Q: 3 clusters Score -933323.6 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 429 members Mstep: Class 2 contains 15847 members Entering Unmasked Estep Score: -933332.687500 Penalty: 882.467651 Iteration 40F: 3 clusters Score -933332.7 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 400 members Mstep: Class 2 contains 15876 members Entering Unmasked Estep Score: -933350.125000 Penalty: 882.467651 Iteration 41Q: 3 clusters Score -933350.1 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 381 members Mstep: Class 2 contains 15895 members Entering Unmasked Estep Score: -933359.875000 Penalty: 882.467651 Iteration 42Q: 3 clusters Score -933359.9 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 367 members Mstep: Class 2 contains 15909 members Entering Unmasked Estep Score: -933362.250000 Penalty: 882.467651 Iteration 43Q: 3 clusters Score -933362.2 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 356 members Mstep: Class 2 contains 15920 members Entering Unmasked Estep Score: -933363.875000 Penalty: 882.467651 Iteration 44Q: 3 clusters Score -933363.9 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 344 members Mstep: Class 2 contains 15932 members Entering Unmasked Estep Score: -933368.750000 Penalty: 882.467651 Iteration 45Q: 3 clusters Score -933368.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 336 members Mstep: Class 2 contains 15940 members Entering Unmasked Estep Score: -933372.437500 Penalty: 882.467651 Iteration 46Q: 3 clusters Score -933372.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 329 members Mstep: Class 2 contains 15947 members Entering Unmasked Estep Score: -933376.750000 Penalty: 882.467651 Iteration 47Q: 3 clusters Score -933376.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 323 members Mstep: Class 2 contains 15953 members Entering Unmasked Estep Score: -933379.375000 Penalty: 882.467651 Iteration 48Q: 3 clusters Score -933379.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 318 members Mstep: Class 2 contains 15958 members Entering Unmasked Estep Score: -933380.125000 Penalty: 882.467651 Iteration 49Q: 3 clusters Score -933380.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 312 members Mstep: Class 2 contains 15964 members Entering Unmasked Estep Score: -933381.937500 Penalty: 882.467651 Iteration 50Q: 3 clusters Score -933381.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 308 members Mstep: Class 2 contains 15968 members Entering Unmasked Estep Score: -933383.312500 Penalty: 882.467651 Iteration 51Q: 3 clusters Score -933383.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 302 members Mstep: Class 2 contains 15974 members Entering Unmasked Estep Score: -933386.062500 Penalty: 882.467651 Iteration 52Q: 3 clusters Score -933386.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 294 members Mstep: Class 2 contains 15982 members Entering Unmasked Estep Score: -933388.062500 Penalty: 882.467651 Iteration 53Q: 3 clusters Score -933388.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 287 members Mstep: Class 2 contains 15989 members Entering Unmasked Estep Score: -933388.500000 Penalty: 882.467651 Iteration 54Q: 3 clusters Score -933388.5 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 277 members Mstep: Class 2 contains 15999 members Entering Unmasked Estep Score: -933391.625000 Penalty: 882.467651 Iteration 55Q: 3 clusters Score -933391.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 271 members Mstep: Class 2 contains 16005 members Entering Unmasked Estep Score: -933391.000000 Penalty: 882.467651 Iteration 56Q: 3 clusters Score -933391 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 266 members Mstep: Class 2 contains 16010 members Entering Unmasked Estep Score: -933392.625000 Penalty: 882.467651 Iteration 57Q: 3 clusters Score -933392.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 261 members Mstep: Class 2 contains 16015 members Entering Unmasked Estep Score: -933393.812500 Penalty: 882.467651 Iteration 58Q: 3 clusters Score -933393.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 256 members Mstep: Class 2 contains 16020 members Entering Unmasked Estep Score: -933396.125000 Penalty: 882.467651 Iteration 59Q: 3 clusters Score -933396.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 249 members Mstep: Class 2 contains 16027 members Entering Unmasked Estep Score: -933399.062500 Penalty: 882.467651 Iteration 60F: 3 clusters Score -933399.1 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 238 members Mstep: Class 2 contains 16038 members Entering Unmasked Estep Score: -933401.375000 Penalty: 882.467651 Iteration 61Q: 3 clusters Score -933401.4 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 223 members Mstep: Class 2 contains 16053 members Entering Unmasked Estep Score: -933405.625000 Penalty: 882.467651 Iteration 62Q: 3 clusters Score -933405.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 213 members Mstep: Class 2 contains 16063 members Entering Unmasked Estep Score: -933410.812500 Penalty: 882.467651 Iteration 63Q: 3 clusters Score -933410.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 208 members Mstep: Class 2 contains 16068 members Entering Unmasked Estep Score: -933412.687500 Penalty: 882.467651 Iteration 64Q: 3 clusters Score -933412.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 200 members Mstep: Class 2 contains 16076 members Entering Unmasked Estep Score: -933414.687500 Penalty: 882.467651 Iteration 65Q: 3 clusters Score -933414.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 192 members Mstep: Class 2 contains 16084 members Entering Unmasked Estep Score: -933417.375000 Penalty: 882.467651 Iteration 66Q: 3 clusters Score -933417.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 187 members Mstep: Class 2 contains 16089 members Entering Unmasked Estep Score: -933419.250000 Penalty: 882.467651 Iteration 67Q: 3 clusters Score -933419.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 182 members Mstep: Class 2 contains 16094 members Entering Unmasked Estep Score: -933422.312500 Penalty: 882.467651 Iteration 68Q: 3 clusters Score -933422.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 180 members Mstep: Class 2 contains 16096 members Entering Unmasked Estep Score: -933422.375000 Penalty: 882.467651 Iteration 69Q: 3 clusters Score -933422.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 178 members Mstep: Class 2 contains 16098 members Entering Unmasked Estep Score: -933422.500000 Penalty: 882.467651 Iteration 70Q: 3 clusters Score -933422.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 177 members Mstep: Class 2 contains 16099 members Entering Unmasked Estep Score: -933423.375000 Penalty: 882.467651 Iteration 71Q: 3 clusters Score -933423.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 177 members Mstep: Class 2 contains 16099 members Entering Unmasked Estep Score: -933424.937500 Penalty: 882.467651 Iteration 72Q: 3 clusters Score -933424.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 177 members Mstep: Class 2 contains 16099 members Entering Unmasked Estep Score: -933424.937500 Penalty: 882.467651 Iteration 73F: 3 clusters Score -933424.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (4473 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4473 members Entering Unmasked Estep Score: -195002.578125 Penalty: 382.464539 Iteration 0F: 2 clusters Score -195002.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2165 members Mstep: Class 2 contains 2308 members Entering Unmasked Estep Score: -192073.390625 Penalty: 764.929077 Iteration 0F: 3 clusters Score -192073.4 nChanged 2029 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1756 members Mstep: Class 2 contains 2717 members Entering Unmasked Estep Score: -194703.640625 Penalty: 764.929077 Iteration 1F: 3 clusters Score -194703.6 nChanged 606 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1640 members Mstep: Class 2 contains 2833 members Entering Unmasked Estep Score: -195631.187500 Penalty: 764.929077 Iteration 2F: 3 clusters Score -195631.2 nChanged 452 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1706 members Mstep: Class 2 contains 2767 members Entering Unmasked Estep Score: -196270.562500 Penalty: 764.929077 Iteration 3F: 3 clusters Score -196270.6 nChanged 285 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1753 members Mstep: Class 2 contains 2720 members Entering Unmasked Estep Score: -196545.718750 Penalty: 764.929077 Iteration 4F: 3 clusters Score -196545.7 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1789 members Mstep: Class 2 contains 2684 members Entering Unmasked Estep Score: -196630.968750 Penalty: 764.929077 Iteration 5Q: 3 clusters Score -196631 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1816 members Mstep: Class 2 contains 2657 members Entering Unmasked Estep Score: -196659.953125 Penalty: 764.929077 Iteration 6Q: 3 clusters Score -196660 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1836 members Mstep: Class 2 contains 2637 members Entering Unmasked Estep Score: -196675.281250 Penalty: 764.929077 Iteration 7Q: 3 clusters Score -196675.3 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1856 members Mstep: Class 2 contains 2617 members Entering Unmasked Estep Score: -196681.250000 Penalty: 764.929077 Iteration 8Q: 3 clusters Score -196681.2 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1873 members Mstep: Class 2 contains 2600 members Entering Unmasked Estep Score: -196686.281250 Penalty: 764.929077 Iteration 9Q: 3 clusters Score -196686.3 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1888 members Mstep: Class 2 contains 2585 members Entering Unmasked Estep Score: -196692.437500 Penalty: 764.929077 Iteration 10Q: 3 clusters Score -196692.4 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1902 members Mstep: Class 2 contains 2571 members Entering Unmasked Estep Score: -196696.093750 Penalty: 764.929077 Iteration 11Q: 3 clusters Score -196696.1 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1910 members Mstep: Class 2 contains 2563 members Entering Unmasked Estep Score: -196698.109375 Penalty: 764.929077 Iteration 12Q: 3 clusters Score -196698.1 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1917 members Mstep: Class 2 contains 2556 members Entering Unmasked Estep Score: -196699.750000 Penalty: 764.929077 Iteration 13Q: 3 clusters Score -196699.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1924 members Mstep: Class 2 contains 2549 members Entering Unmasked Estep Score: -196700.921875 Penalty: 764.929077 Iteration 14Q: 3 clusters Score -196700.9 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1934 members Mstep: Class 2 contains 2539 members Entering Unmasked Estep Score: -196702.468750 Penalty: 764.929077 Iteration 15Q: 3 clusters Score -196702.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1943 members Mstep: Class 2 contains 2530 members Entering Unmasked Estep Score: -196703.000000 Penalty: 764.929077 Iteration 16Q: 3 clusters Score -196703 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1948 members Mstep: Class 2 contains 2525 members Entering Unmasked Estep Score: -196702.906250 Penalty: 764.929077 Iteration 17Q: 3 clusters Score -196702.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1951 members Mstep: Class 2 contains 2522 members Entering Unmasked Estep Score: -196703.375000 Penalty: 764.929077 Iteration 18Q: 3 clusters Score -196703.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1953 members Mstep: Class 2 contains 2520 members Entering Unmasked Estep Score: -196703.515625 Penalty: 764.929077 Iteration 19Q: 3 clusters Score -196703.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1954 members Mstep: Class 2 contains 2519 members Entering Unmasked Estep Score: -196703.609375 Penalty: 764.929077 Iteration 20F: 3 clusters Score -196703.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1955 members Mstep: Class 2 contains 2518 members Entering Unmasked Estep Score: -196703.359375 Penalty: 764.929077 Iteration 21Q: 3 clusters Score -196703.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1955 members Mstep: Class 2 contains 2518 members Entering Unmasked Estep Score: -196703.359375 Penalty: 764.929077 Iteration 22F: 3 clusters Score -196703.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 56 members Mstep: Class 1 contains 13796 members Mstep: Class 2 contains 20458 members Mstep: Class 3 contains 5762 members Mstep: Class 4 contains 3246 members Mstep: Class 5 contains 5091 members Mstep: Class 6 contains 7636 members Mstep: Class 7 contains 9712 members Mstep: Class 8 contains 911 members Mstep: Class 9 contains 3877 members Mstep: Class 10 contains 94022 members Mstep: Class 11 contains 6431 members Mstep: Class 12 contains 4058 members Mstep: Class 13 contains 2274 members Mstep: Class 14 contains 16276 members Mstep: Class 15 contains 1955 members Mstep: Class 16 contains 34153 members Mstep: Class 17 contains 1255 members Mstep: Class 18 contains 7772 members Mstep: Class 19 contains 1585 members Mstep: Class 20 contains 47202 members Mstep: Class 21 contains 80938 members Mstep: Class 22 contains 2232 members Mstep: Class 23 contains 59043 members Mstep: Class 24 contains 2518 members Entering Unmasked Estep Score: -22938084.000000 Penalty: 14170.643555 Splitting cluster 15 changes total score from -22930284.000000 to -22938084.000000 So it's getting split into cluster 24. Entering ConstructFrom: Trying to split cluster 16 (34153 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34153 members Entering Unmasked Estep Score: -1893639.750000 Penalty: 474.956543 Iteration 0F: 2 clusters Score -1893640 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17180 members Mstep: Class 2 contains 16973 members Entering Unmasked Estep Score: -1870922.000000 Penalty: 949.913086 Iteration 0F: 3 clusters Score -1870922 nChanged 16391 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18497 members Mstep: Class 2 contains 15656 members Entering Unmasked Estep Score: -1881023.500000 Penalty: 949.913086 Iteration 1F: 3 clusters Score -1881024 nChanged 2164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19425 members Mstep: Class 2 contains 14728 members Entering Unmasked Estep Score: -1882467.000000 Penalty: 949.913086 Iteration 2F: 3 clusters Score -1882467 nChanged 2763 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20622 members Mstep: Class 2 contains 13531 members Entering Unmasked Estep Score: -1885497.375000 Penalty: 949.913086 Iteration 3F: 3 clusters Score -1885497 nChanged 3463 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21683 members Mstep: Class 2 contains 12470 members Entering Unmasked Estep Score: -1890886.250000 Penalty: 949.913086 Iteration 4F: 3 clusters Score -1890886 nChanged 3145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22320 members Mstep: Class 2 contains 11833 members Entering Unmasked Estep Score: -1895528.000000 Penalty: 949.913086 Iteration 5F: 3 clusters Score -1895528 nChanged 1978 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22600 members Mstep: Class 2 contains 11553 members Entering Unmasked Estep Score: -1897941.500000 Penalty: 949.913086 Iteration 6F: 3 clusters Score -1897942 nChanged 1225 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22685 members Mstep: Class 2 contains 11468 members Entering Unmasked Estep Score: -1899190.750000 Penalty: 949.913086 Iteration 7Q: 3 clusters Score -1899191 nChanged 736 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22669 members Mstep: Class 2 contains 11484 members Entering Unmasked Estep Score: -1899731.625000 Penalty: 949.913086 Iteration 8Q: 3 clusters Score -1899732 nChanged 420 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22603 members Mstep: Class 2 contains 11550 members Entering Unmasked Estep Score: -1899917.375000 Penalty: 949.913086 Iteration 9Q: 3 clusters Score -1899917 nChanged 269 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22544 members Mstep: Class 2 contains 11609 members Entering Unmasked Estep Score: -1899979.500000 Penalty: 949.913086 Iteration 10Q: 3 clusters Score -1899980 nChanged 156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22490 members Mstep: Class 2 contains 11663 members Entering Unmasked Estep Score: -1900026.750000 Penalty: 949.913086 Iteration 11Q: 3 clusters Score -1900027 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22418 members Mstep: Class 2 contains 11735 members Entering Unmasked Estep Score: -1900049.250000 Penalty: 949.913086 Iteration 12Q: 3 clusters Score -1900049 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22353 members Mstep: Class 2 contains 11800 members Entering Unmasked Estep Score: -1900053.250000 Penalty: 949.913086 Iteration 13Q: 3 clusters Score -1900053 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22287 members Mstep: Class 2 contains 11866 members Entering Unmasked Estep Score: -1900065.375000 Penalty: 949.913086 Iteration 14Q: 3 clusters Score -1900065 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22232 members Mstep: Class 2 contains 11921 members Entering Unmasked Estep Score: -1900067.125000 Penalty: 949.913086 Iteration 15Q: 3 clusters Score -1900067 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22177 members Mstep: Class 2 contains 11976 members Entering Unmasked Estep Score: -1900072.750000 Penalty: 949.913086 Iteration 16Q: 3 clusters Score -1900073 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22137 members Mstep: Class 2 contains 12016 members Entering Unmasked Estep Score: -1900076.500000 Penalty: 949.913086 Iteration 17Q: 3 clusters Score -1900076 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22108 members Mstep: Class 2 contains 12045 members Entering Unmasked Estep Score: -1900074.625000 Penalty: 949.913086 Iteration 18Q: 3 clusters Score -1900075 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22086 members Mstep: Class 2 contains 12067 members Entering Unmasked Estep Score: -1900073.375000 Penalty: 949.913086 Iteration 19Q: 3 clusters Score -1900073 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22061 members Mstep: Class 2 contains 12092 members Entering Unmasked Estep Score: -1900079.750000 Penalty: 949.913086 Iteration 20F: 3 clusters Score -1900080 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22032 members Mstep: Class 2 contains 12121 members Entering Unmasked Estep Score: -1900078.375000 Penalty: 949.913086 Iteration 21Q: 3 clusters Score -1900078 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22012 members Mstep: Class 2 contains 12141 members Entering Unmasked Estep Score: -1900080.000000 Penalty: 949.913086 Iteration 22Q: 3 clusters Score -1900080 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22001 members Mstep: Class 2 contains 12152 members Entering Unmasked Estep Score: -1900082.750000 Penalty: 949.913086 Iteration 23Q: 3 clusters Score -1900083 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21996 members Mstep: Class 2 contains 12157 members Entering Unmasked Estep Score: -1900079.750000 Penalty: 949.913086 Iteration 24Q: 3 clusters Score -1900080 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21990 members Mstep: Class 2 contains 12163 members Entering Unmasked Estep Score: -1900079.750000 Penalty: 949.913086 Iteration 25Q: 3 clusters Score -1900080 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21986 members Mstep: Class 2 contains 12167 members Entering Unmasked Estep Score: -1900082.500000 Penalty: 949.913086 Iteration 26Q: 3 clusters Score -1900082 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21984 members Mstep: Class 2 contains 12169 members Entering Unmasked Estep Score: -1900081.250000 Penalty: 949.913086 Iteration 27Q: 3 clusters Score -1900081 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21984 members Mstep: Class 2 contains 12169 members Entering Unmasked Estep Score: -1900081.250000 Penalty: 949.913086 Iteration 28F: 3 clusters Score -1900081 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 56 members Mstep: Class 1 contains 13796 members Mstep: Class 2 contains 20458 members Mstep: Class 3 contains 5762 members Mstep: Class 4 contains 3246 members Mstep: Class 5 contains 5091 members Mstep: Class 6 contains 7636 members Mstep: Class 7 contains 9712 members Mstep: Class 8 contains 911 members Mstep: Class 9 contains 3877 members Mstep: Class 10 contains 94022 members Mstep: Class 11 contains 6431 members Mstep: Class 12 contains 4058 members Mstep: Class 13 contains 2274 members Mstep: Class 14 contains 16276 members Mstep: Class 15 contains 1955 members Mstep: Class 16 contains 21984 members Mstep: Class 17 contains 1255 members Mstep: Class 18 contains 7772 members Mstep: Class 19 contains 1585 members Mstep: Class 20 contains 47202 members Mstep: Class 21 contains 80938 members Mstep: Class 22 contains 2232 members Mstep: Class 23 contains 59043 members Mstep: Class 24 contains 2518 members Mstep: Class 25 contains 12169 members Entering Unmasked Estep Score: -22944394.000000 Penalty: 14761.086914 Splitting cluster 16 changes total score from -22930284.000000 to -22944394.000000 So it's getting split into cluster 25. Entering ConstructFrom: Trying to split cluster 17 (1255 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1255 members Entering Unmasked Estep Score: -70967.703125 Penalty: 324.637543 Iteration 0F: 2 clusters Score -70967.7 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 619 members Entering Unmasked Estep Score: -70018.992188 Penalty: 649.275085 Iteration 0F: 3 clusters Score -70018.99 nChanged 511 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 643 members Mstep: Class 2 contains 612 members Entering Unmasked Estep Score: -70335.851562 Penalty: 649.275085 Iteration 1F: 3 clusters Score -70335.85 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 602 members Mstep: Class 2 contains 653 members Entering Unmasked Estep Score: -70412.468750 Penalty: 649.275085 Iteration 2F: 3 clusters Score -70412.47 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 560 members Mstep: Class 2 contains 695 members Entering Unmasked Estep Score: -70478.437500 Penalty: 649.275085 Iteration 3F: 3 clusters Score -70478.44 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 531 members Mstep: Class 2 contains 724 members Entering Unmasked Estep Score: -70519.062500 Penalty: 649.275085 Iteration 4F: 3 clusters Score -70519.06 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 496 members Mstep: Class 2 contains 759 members Entering Unmasked Estep Score: -70558.570312 Penalty: 649.275085 Iteration 5Q: 3 clusters Score -70558.57 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 466 members Mstep: Class 2 contains 789 members Entering Unmasked Estep Score: -70598.109375 Penalty: 649.275085 Iteration 6Q: 3 clusters Score -70598.11 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 433 members Mstep: Class 2 contains 822 members Entering Unmasked Estep Score: -70621.742188 Penalty: 649.275085 Iteration 7Q: 3 clusters Score -70621.74 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 410 members Mstep: Class 2 contains 845 members Entering Unmasked Estep Score: -70643.664062 Penalty: 649.275085 Iteration 8Q: 3 clusters Score -70643.66 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 394 members Mstep: Class 2 contains 861 members Entering Unmasked Estep Score: -70662.445312 Penalty: 649.275085 Iteration 9Q: 3 clusters Score -70662.45 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 382 members Mstep: Class 2 contains 873 members Entering Unmasked Estep Score: -70670.304688 Penalty: 649.275085 Iteration 10Q: 3 clusters Score -70670.3 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 372 members Mstep: Class 2 contains 883 members Entering Unmasked Estep Score: -70676.359375 Penalty: 649.275085 Iteration 11Q: 3 clusters Score -70676.36 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 366 members Mstep: Class 2 contains 889 members Entering Unmasked Estep Score: -70680.289062 Penalty: 649.275085 Iteration 12Q: 3 clusters Score -70680.29 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 361 members Mstep: Class 2 contains 894 members Entering Unmasked Estep Score: -70684.296875 Penalty: 649.275085 Iteration 13Q: 3 clusters Score -70684.3 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 354 members Mstep: Class 2 contains 901 members Entering Unmasked Estep Score: -70688.796875 Penalty: 649.275085 Iteration 14Q: 3 clusters Score -70688.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 352 members Mstep: Class 2 contains 903 members Entering Unmasked Estep Score: -70689.992188 Penalty: 649.275085 Iteration 15Q: 3 clusters Score -70689.99 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 349 members Mstep: Class 2 contains 906 members Entering Unmasked Estep Score: -70691.007812 Penalty: 649.275085 Iteration 16Q: 3 clusters Score -70691.01 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 348 members Mstep: Class 2 contains 907 members Entering Unmasked Estep Score: -70691.156250 Penalty: 649.275085 Iteration 17Q: 3 clusters Score -70691.16 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 347 members Mstep: Class 2 contains 908 members Entering Unmasked Estep Score: -70691.187500 Penalty: 649.275085 Iteration 18Q: 3 clusters Score -70691.19 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 347 members Mstep: Class 2 contains 908 members Entering Unmasked Estep Score: -70691.187500 Penalty: 649.275085 Iteration 19F: 3 clusters Score -70691.19 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (7772 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7772 members Entering Unmasked Estep Score: -377118.750000 Penalty: 407.601868 Iteration 0F: 2 clusters Score -377118.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3877 members Mstep: Class 2 contains 3895 members Entering Unmasked Estep Score: -372021.187500 Penalty: 815.203735 Iteration 0F: 3 clusters Score -372021.2 nChanged 3637 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4184 members Mstep: Class 2 contains 3588 members Entering Unmasked Estep Score: -374616.500000 Penalty: 815.203735 Iteration 1F: 3 clusters Score -374616.5 nChanged 947 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4439 members Mstep: Class 2 contains 3333 members Entering Unmasked Estep Score: -376397.062500 Penalty: 815.203735 Iteration 2F: 3 clusters Score -376397.1 nChanged 1032 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4949 members Mstep: Class 2 contains 2823 members Entering Unmasked Estep Score: -378615.843750 Penalty: 815.203735 Iteration 3F: 3 clusters Score -378615.8 nChanged 835 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5554 members Mstep: Class 2 contains 2218 members Entering Unmasked Estep Score: -379518.781250 Penalty: 815.203735 Iteration 4F: 3 clusters Score -379518.8 nChanged 467 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5913 members Mstep: Class 2 contains 1859 members Entering Unmasked Estep Score: -379888.468750 Penalty: 815.203735 Iteration 5F: 3 clusters Score -379888.5 nChanged 216 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6053 members Mstep: Class 2 contains 1719 members Entering Unmasked Estep Score: -379998.218750 Penalty: 815.203735 Iteration 6Q: 3 clusters Score -379998.2 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6105 members Mstep: Class 2 contains 1667 members Entering Unmasked Estep Score: -380038.312500 Penalty: 815.203735 Iteration 7Q: 3 clusters Score -380038.3 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6130 members Mstep: Class 2 contains 1642 members Entering Unmasked Estep Score: -380055.000000 Penalty: 815.203735 Iteration 8Q: 3 clusters Score -380055 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6149 members Mstep: Class 2 contains 1623 members Entering Unmasked Estep Score: -380059.968750 Penalty: 815.203735 Iteration 9Q: 3 clusters Score -380060 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6156 members Mstep: Class 2 contains 1616 members Entering Unmasked Estep Score: -380061.218750 Penalty: 815.203735 Iteration 10Q: 3 clusters Score -380061.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6159 members Mstep: Class 2 contains 1613 members Entering Unmasked Estep Score: -380061.687500 Penalty: 815.203735 Iteration 11Q: 3 clusters Score -380061.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6159 members Mstep: Class 2 contains 1613 members Entering Unmasked Estep Score: -380063.156250 Penalty: 815.203735 Iteration 12Q: 3 clusters Score -380063.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6158 members Mstep: Class 2 contains 1614 members Entering Unmasked Estep Score: -380063.375000 Penalty: 815.203735 Iteration 13Q: 3 clusters Score -380063.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6158 members Mstep: Class 2 contains 1614 members Entering Unmasked Estep Score: -380063.656250 Penalty: 815.203735 Iteration 14Q: 3 clusters Score -380063.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6158 members Mstep: Class 2 contains 1614 members Entering Unmasked Estep Score: -380064.375000 Penalty: 815.203735 Iteration 15Q: 3 clusters Score -380064.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6158 members Mstep: Class 2 contains 1614 members Entering Unmasked Estep Score: -380064.375000 Penalty: 815.203735 Iteration 16F: 3 clusters Score -380064.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 56 members Mstep: Class 1 contains 13796 members Mstep: Class 2 contains 20458 members Mstep: Class 3 contains 5762 members Mstep: Class 4 contains 3246 members Mstep: Class 5 contains 5091 members Mstep: Class 6 contains 7636 members Mstep: Class 7 contains 9712 members Mstep: Class 8 contains 911 members Mstep: Class 9 contains 3877 members Mstep: Class 10 contains 94022 members Mstep: Class 11 contains 6431 members Mstep: Class 12 contains 4058 members Mstep: Class 13 contains 2274 members Mstep: Class 14 contains 16276 members Mstep: Class 15 contains 1955 members Mstep: Class 16 contains 21984 members Mstep: Class 17 contains 1255 members Mstep: Class 18 contains 6158 members Mstep: Class 19 contains 1585 members Mstep: Class 20 contains 47202 members Mstep: Class 21 contains 80938 members Mstep: Class 22 contains 2232 members Mstep: Class 23 contains 59043 members Mstep: Class 24 contains 2518 members Mstep: Class 25 contains 12169 members Mstep: Class 26 contains 1614 members Entering Unmasked Estep Score: -22947208.000000 Penalty: 15351.530273 Splitting cluster 18 changes total score from -22930284.000000 to -22947208.000000 So it's getting split into cluster 26. Entering ConstructFrom: Trying to split cluster 19 (1585 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1585 members Entering Unmasked Estep Score: -84992.960938 Penalty: 335.259460 Iteration 0F: 2 clusters Score -84992.96 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 796 members Mstep: Class 2 contains 789 members Entering Unmasked Estep Score: -83811.531250 Penalty: 670.518921 Iteration 0F: 3 clusters Score -83811.53 nChanged 628 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 728 members Mstep: Class 2 contains 857 members Entering Unmasked Estep Score: -84190.218750 Penalty: 670.518921 Iteration 1F: 3 clusters Score -84190.22 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 682 members Mstep: Class 2 contains 903 members Entering Unmasked Estep Score: -84263.859375 Penalty: 670.518921 Iteration 2F: 3 clusters Score -84263.86 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 630 members Mstep: Class 2 contains 955 members Entering Unmasked Estep Score: -84319.304688 Penalty: 670.518921 Iteration 3F: 3 clusters Score -84319.3 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 574 members Mstep: Class 2 contains 1011 members Entering Unmasked Estep Score: -84376.703125 Penalty: 670.518921 Iteration 4F: 3 clusters Score -84376.7 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 513 members Mstep: Class 2 contains 1072 members Entering Unmasked Estep Score: -84434.351562 Penalty: 670.518921 Iteration 5F: 3 clusters Score -84434.35 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 456 members Mstep: Class 2 contains 1129 members Entering Unmasked Estep Score: -84495.789062 Penalty: 670.518921 Iteration 6Q: 3 clusters Score -84495.79 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 400 members Mstep: Class 2 contains 1185 members Entering Unmasked Estep Score: -84560.984375 Penalty: 670.518921 Iteration 7Q: 3 clusters Score -84560.98 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 359 members Mstep: Class 2 contains 1226 members Entering Unmasked Estep Score: -84628.937500 Penalty: 670.518921 Iteration 8Q: 3 clusters Score -84628.94 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 343 members Mstep: Class 2 contains 1242 members Entering Unmasked Estep Score: -84680.828125 Penalty: 670.518921 Iteration 9Q: 3 clusters Score -84680.83 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 342 members Mstep: Class 2 contains 1243 members Entering Unmasked Estep Score: -84730.632812 Penalty: 670.518921 Iteration 10Q: 3 clusters Score -84730.63 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 356 members Mstep: Class 2 contains 1229 members Entering Unmasked Estep Score: -84792.429688 Penalty: 670.518921 Iteration 11Q: 3 clusters Score -84792.43 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 365 members Mstep: Class 2 contains 1220 members Entering Unmasked Estep Score: -84845.203125 Penalty: 670.518921 Iteration 12Q: 3 clusters Score -84845.2 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 376 members Mstep: Class 2 contains 1209 members Entering Unmasked Estep Score: -84878.171875 Penalty: 670.518921 Iteration 13Q: 3 clusters Score -84878.17 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 385 members Mstep: Class 2 contains 1200 members Entering Unmasked Estep Score: -84904.437500 Penalty: 670.518921 Iteration 14Q: 3 clusters Score -84904.44 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 389 members Mstep: Class 2 contains 1196 members Entering Unmasked Estep Score: -84922.101562 Penalty: 670.518921 Iteration 15Q: 3 clusters Score -84922.1 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 395 members Mstep: Class 2 contains 1190 members Entering Unmasked Estep Score: -84934.257812 Penalty: 670.518921 Iteration 16Q: 3 clusters Score -84934.26 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 400 members Mstep: Class 2 contains 1185 members Entering Unmasked Estep Score: -84941.585938 Penalty: 670.518921 Iteration 17Q: 3 clusters Score -84941.59 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 406 members Mstep: Class 2 contains 1179 members Entering Unmasked Estep Score: -84947.015625 Penalty: 670.518921 Iteration 18Q: 3 clusters Score -84947.02 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 407 members Mstep: Class 2 contains 1178 members Entering Unmasked Estep Score: -84951.039062 Penalty: 670.518921 Iteration 19Q: 3 clusters Score -84951.04 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 410 members Mstep: Class 2 contains 1175 members Entering Unmasked Estep Score: -84953.414062 Penalty: 670.518921 Iteration 20F: 3 clusters Score -84953.41 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 410 members Mstep: Class 2 contains 1175 members Entering Unmasked Estep Score: -84954.968750 Penalty: 670.518921 Iteration 21Q: 3 clusters Score -84954.97 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 412 members Mstep: Class 2 contains 1173 members Entering Unmasked Estep Score: -84955.265625 Penalty: 670.518921 Iteration 22Q: 3 clusters Score -84955.27 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 412 members Mstep: Class 2 contains 1173 members Entering Unmasked Estep Score: -84955.265625 Penalty: 670.518921 Iteration 23F: 3 clusters Score -84955.27 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (47202 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47202 members Entering Unmasked Estep Score: -2476043.750000 Penalty: 489.679718 Iteration 0F: 2 clusters Score -2476044 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23471 members Mstep: Class 2 contains 23731 members Entering Unmasked Estep Score: -2444440.750000 Penalty: 979.359436 Iteration 0F: 3 clusters Score -2444441 nChanged 22859 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19748 members Mstep: Class 2 contains 27454 members Entering Unmasked Estep Score: -2461281.750000 Penalty: 979.359436 Iteration 1F: 3 clusters Score -2461282 nChanged 4641 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17181 members Mstep: Class 2 contains 30021 members Entering Unmasked Estep Score: -2465348.750000 Penalty: 979.359436 Iteration 2F: 3 clusters Score -2465349 nChanged 4491 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14798 members Mstep: Class 2 contains 32404 members Entering Unmasked Estep Score: -2469348.750000 Penalty: 979.359436 Iteration 3F: 3 clusters Score -2469349 nChanged 3378 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13162 members Mstep: Class 2 contains 34040 members Entering Unmasked Estep Score: -2472124.500000 Penalty: 979.359436 Iteration 4F: 3 clusters Score -2472124 nChanged 2253 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12083 members Mstep: Class 2 contains 35119 members Entering Unmasked Estep Score: -2474136.750000 Penalty: 979.359436 Iteration 5Q: 3 clusters Score -2474137 nChanged 1594 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11299 members Mstep: Class 2 contains 35903 members Entering Unmasked Estep Score: -2475744.000000 Penalty: 979.359436 Iteration 6Q: 3 clusters Score -2475744 nChanged 1155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10756 members Mstep: Class 2 contains 36446 members Entering Unmasked Estep Score: -2476787.250000 Penalty: 979.359436 Iteration 7Q: 3 clusters Score -2476787 nChanged 864 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10364 members Mstep: Class 2 contains 36838 members Entering Unmasked Estep Score: -2477372.000000 Penalty: 979.359436 Iteration 8Q: 3 clusters Score -2477372 nChanged 601 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10103 members Mstep: Class 2 contains 37099 members Entering Unmasked Estep Score: -2477654.250000 Penalty: 979.359436 Iteration 9Q: 3 clusters Score -2477654 nChanged 420 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9953 members Mstep: Class 2 contains 37249 members Entering Unmasked Estep Score: -2477761.750000 Penalty: 979.359436 Iteration 10Q: 3 clusters Score -2477762 nChanged 271 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9824 members Mstep: Class 2 contains 37378 members Entering Unmasked Estep Score: -2477815.750000 Penalty: 979.359436 Iteration 11Q: 3 clusters Score -2477816 nChanged 200 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9716 members Mstep: Class 2 contains 37486 members Entering Unmasked Estep Score: -2477851.500000 Penalty: 979.359436 Iteration 12Q: 3 clusters Score -2477852 nChanged 155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9611 members Mstep: Class 2 contains 37591 members Entering Unmasked Estep Score: -2477868.500000 Penalty: 979.359436 Iteration 13Q: 3 clusters Score -2477868 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9519 members Mstep: Class 2 contains 37683 members Entering Unmasked Estep Score: -2477880.000000 Penalty: 979.359436 Iteration 14Q: 3 clusters Score -2477880 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9435 members Mstep: Class 2 contains 37767 members Entering Unmasked Estep Score: -2477887.250000 Penalty: 979.359436 Iteration 15Q: 3 clusters Score -2477887 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9371 members Mstep: Class 2 contains 37831 members Entering Unmasked Estep Score: -2477895.750000 Penalty: 979.359436 Iteration 16Q: 3 clusters Score -2477896 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9292 members Mstep: Class 2 contains 37910 members Entering Unmasked Estep Score: -2477897.250000 Penalty: 979.359436 Iteration 17Q: 3 clusters Score -2477897 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9216 members Mstep: Class 2 contains 37986 members Entering Unmasked Estep Score: -2477901.000000 Penalty: 979.359436 Iteration 18Q: 3 clusters Score -2477901 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9139 members Mstep: Class 2 contains 38063 members Entering Unmasked Estep Score: -2477903.000000 Penalty: 979.359436 Iteration 19Q: 3 clusters Score -2477903 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9073 members Mstep: Class 2 contains 38129 members Entering Unmasked Estep Score: -2477907.250000 Penalty: 979.359436 Iteration 20F: 3 clusters Score -2477907 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9016 members Mstep: Class 2 contains 38186 members Entering Unmasked Estep Score: -2477912.000000 Penalty: 979.359436 Iteration 21Q: 3 clusters Score -2477912 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8977 members Mstep: Class 2 contains 38225 members Entering Unmasked Estep Score: -2477917.500000 Penalty: 979.359436 Iteration 22Q: 3 clusters Score -2477918 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8951 members Mstep: Class 2 contains 38251 members Entering Unmasked Estep Score: -2477920.500000 Penalty: 979.359436 Iteration 23Q: 3 clusters Score -2477920 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8927 members Mstep: Class 2 contains 38275 members Entering Unmasked Estep Score: -2477914.250000 Penalty: 979.359436 Iteration 24Q: 3 clusters Score -2477914 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8904 members Mstep: Class 2 contains 38298 members Entering Unmasked Estep Score: -2477926.000000 Penalty: 979.359436 Iteration 25Q: 3 clusters Score -2477926 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8884 members Mstep: Class 2 contains 38318 members Entering Unmasked Estep Score: -2477921.250000 Penalty: 979.359436 Iteration 26Q: 3 clusters Score -2477921 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8865 members Mstep: Class 2 contains 38337 members Entering Unmasked Estep Score: -2477919.500000 Penalty: 979.359436 Iteration 27Q: 3 clusters Score -2477920 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8850 members Mstep: Class 2 contains 38352 members Entering Unmasked Estep Score: -2477919.000000 Penalty: 979.359436 Iteration 28Q: 3 clusters Score -2477919 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8832 members Mstep: Class 2 contains 38370 members Entering Unmasked Estep Score: -2477926.000000 Penalty: 979.359436 Iteration 29Q: 3 clusters Score -2477926 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8817 members Mstep: Class 2 contains 38385 members Entering Unmasked Estep Score: -2477926.500000 Penalty: 979.359436 Iteration 30Q: 3 clusters Score -2477926 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8800 members Mstep: Class 2 contains 38402 members Entering Unmasked Estep Score: -2477931.750000 Penalty: 979.359436 Iteration 31Q: 3 clusters Score -2477932 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8782 members Mstep: Class 2 contains 38420 members Entering Unmasked Estep Score: -2477931.000000 Penalty: 979.359436 Iteration 32Q: 3 clusters Score -2477931 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8763 members Mstep: Class 2 contains 38439 members Entering Unmasked Estep Score: -2477933.500000 Penalty: 979.359436 Iteration 33Q: 3 clusters Score -2477934 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8745 members Mstep: Class 2 contains 38457 members Entering Unmasked Estep Score: -2477940.250000 Penalty: 979.359436 Iteration 34Q: 3 clusters Score -2477940 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8730 members Mstep: Class 2 contains 38472 members Entering Unmasked Estep Score: -2477937.000000 Penalty: 979.359436 Iteration 35Q: 3 clusters Score -2477937 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8715 members Mstep: Class 2 contains 38487 members Entering Unmasked Estep Score: -2477940.750000 Penalty: 979.359436 Iteration 36Q: 3 clusters Score -2477941 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8699 members Mstep: Class 2 contains 38503 members Entering Unmasked Estep Score: -2477939.000000 Penalty: 979.359436 Iteration 37Q: 3 clusters Score -2477939 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8683 members Mstep: Class 2 contains 38519 members Entering Unmasked Estep Score: -2477935.000000 Penalty: 979.359436 Iteration 38Q: 3 clusters Score -2477935 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8667 members Mstep: Class 2 contains 38535 members Entering Unmasked Estep Score: -2477933.750000 Penalty: 979.359436 Iteration 39Q: 3 clusters Score -2477934 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8653 members Mstep: Class 2 contains 38549 members Entering Unmasked Estep Score: -2477941.750000 Penalty: 979.359436 Iteration 40F: 3 clusters Score -2477942 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8634 members Mstep: Class 2 contains 38568 members Entering Unmasked Estep Score: -2477946.000000 Penalty: 979.359436 Iteration 41Q: 3 clusters Score -2477946 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8618 members Mstep: Class 2 contains 38584 members Entering Unmasked Estep Score: -2477947.250000 Penalty: 979.359436 Iteration 42Q: 3 clusters Score -2477947 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8603 members Mstep: Class 2 contains 38599 members Entering Unmasked Estep Score: -2477944.500000 Penalty: 979.359436 Iteration 43Q: 3 clusters Score -2477944 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8591 members Mstep: Class 2 contains 38611 members Entering Unmasked Estep Score: -2477944.250000 Penalty: 979.359436 Iteration 44Q: 3 clusters Score -2477944 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8585 members Mstep: Class 2 contains 38617 members Entering Unmasked Estep Score: -2477945.750000 Penalty: 979.359436 Iteration 45Q: 3 clusters Score -2477946 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8580 members Mstep: Class 2 contains 38622 members Entering Unmasked Estep Score: -2477944.750000 Penalty: 979.359436 Iteration 46Q: 3 clusters Score -2477945 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8574 members Mstep: Class 2 contains 38628 members Entering Unmasked Estep Score: -2477943.750000 Penalty: 979.359436 Iteration 47Q: 3 clusters Score -2477944 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8570 members Mstep: Class 2 contains 38632 members Entering Unmasked Estep Score: -2477943.750000 Penalty: 979.359436 Iteration 48Q: 3 clusters Score -2477944 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8567 members Mstep: Class 2 contains 38635 members Entering Unmasked Estep Score: -2477944.500000 Penalty: 979.359436 Iteration 49Q: 3 clusters Score -2477944 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8564 members Mstep: Class 2 contains 38638 members Entering Unmasked Estep Score: -2477944.000000 Penalty: 979.359436 Iteration 50Q: 3 clusters Score -2477944 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8560 members Mstep: Class 2 contains 38642 members Entering Unmasked Estep Score: -2477942.750000 Penalty: 979.359436 Iteration 51Q: 3 clusters Score -2477943 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8555 members Mstep: Class 2 contains 38647 members Entering Unmasked Estep Score: -2477944.000000 Penalty: 979.359436 Iteration 52Q: 3 clusters Score -2477944 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8551 members Mstep: Class 2 contains 38651 members Entering Unmasked Estep Score: -2477945.250000 Penalty: 979.359436 Iteration 53Q: 3 clusters Score -2477945 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8545 members Mstep: Class 2 contains 38657 members Entering Unmasked Estep Score: -2477949.250000 Penalty: 979.359436 Iteration 54Q: 3 clusters Score -2477949 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8537 members Mstep: Class 2 contains 38665 members Entering Unmasked Estep Score: -2477947.750000 Penalty: 979.359436 Iteration 55Q: 3 clusters Score -2477948 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8528 members Mstep: Class 2 contains 38674 members Entering Unmasked Estep Score: -2477949.750000 Penalty: 979.359436 Iteration 56Q: 3 clusters Score -2477950 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8518 members Mstep: Class 2 contains 38684 members Entering Unmasked Estep Score: -2477949.750000 Penalty: 979.359436 Iteration 57Q: 3 clusters Score -2477950 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8511 members Mstep: Class 2 contains 38691 members Entering Unmasked Estep Score: -2477948.000000 Penalty: 979.359436 Iteration 58Q: 3 clusters Score -2477948 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8506 members Mstep: Class 2 contains 38696 members Entering Unmasked Estep Score: -2477951.000000 Penalty: 979.359436 Iteration 59Q: 3 clusters Score -2477951 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8501 members Mstep: Class 2 contains 38701 members Entering Unmasked Estep Score: -2477950.750000 Penalty: 979.359436 Iteration 60F: 3 clusters Score -2477951 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8498 members Mstep: Class 2 contains 38704 members Entering Unmasked Estep Score: -2477951.000000 Penalty: 979.359436 Iteration 61Q: 3 clusters Score -2477951 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8497 members Mstep: Class 2 contains 38705 members Entering Unmasked Estep Score: -2477948.750000 Penalty: 979.359436 Iteration 62Q: 3 clusters Score -2477949 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8497 members Mstep: Class 2 contains 38705 members Entering Unmasked Estep Score: -2477948.750000 Penalty: 979.359436 Iteration 63F: 3 clusters Score -2477949 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 56 members Mstep: Class 1 contains 13796 members Mstep: Class 2 contains 20458 members Mstep: Class 3 contains 5762 members Mstep: Class 4 contains 3246 members Mstep: Class 5 contains 5091 members Mstep: Class 6 contains 7636 members Mstep: Class 7 contains 9712 members Mstep: Class 8 contains 911 members Mstep: Class 9 contains 3877 members Mstep: Class 10 contains 94022 members Mstep: Class 11 contains 6431 members Mstep: Class 12 contains 4058 members Mstep: Class 13 contains 2274 members Mstep: Class 14 contains 16276 members Mstep: Class 15 contains 1955 members Mstep: Class 16 contains 21984 members Mstep: Class 17 contains 1255 members Mstep: Class 18 contains 6158 members Mstep: Class 19 contains 1585 members Mstep: Class 20 contains 8497 members Mstep: Class 21 contains 80938 members Mstep: Class 22 contains 2232 members Mstep: Class 23 contains 59043 members Mstep: Class 24 contains 2518 members Mstep: Class 25 contains 12169 members Mstep: Class 26 contains 1614 members Mstep: Class 27 contains 38705 members Entering Unmasked Estep Score: -22949024.000000 Penalty: 15941.974609 Splitting cluster 20 changes total score from -22930284.000000 to -22949024.000000 So it's getting split into cluster 27. Entering Unmasked Mstep Mstep: Class 0 contains 56 members Mstep: Class 1 contains 13796 members Mstep: Class 2 contains 20458 members Mstep: Class 3 contains 5762 members Mstep: Class 5 contains 5091 members Mstep: Class 6 contains 7636 members Mstep: Class 7 contains 9712 members Mstep: Class 8 contains 911 members Mstep: Class 9 contains 3877 members Mstep: Class 12 contains 4058 members Mstep: Class 13 contains 2274 members Mstep: Class 14 contains 16276 members Mstep: Class 15 contains 1955 members Mstep: Class 16 contains 21984 members Mstep: Class 17 contains 1255 members Mstep: Class 18 contains 6158 members Mstep: Class 19 contains 1585 members Mstep: Class 20 contains 8497 members Entering Unmasked Estep ConsiderDeletion Score: -22955768.000000 Penalty: 15941.974609 Iteration 39Q: 28 clusters Score -2.295577e+07 nChanged 12168 Entering Unmasked Mstep Mstep: Class 0 contains 56 members Mstep: Class 1 contains 13966 members Mstep: Class 2 contains 21417 members Mstep: Class 3 contains 6124 members Mstep: Class 4 contains 3219 members Mstep: Class 5 contains 5082 members Mstep: Class 6 contains 8374 members Mstep: Class 7 contains 10248 members Mstep: Class 8 contains 1005 members Mstep: Class 9 contains 3903 members Mstep: Class 10 contains 93614 members Mstep: Class 11 contains 7012 members Mstep: Class 12 contains 4000 members Mstep: Class 13 contains 2276 members Mstep: Class 14 contains 17346 members Mstep: Class 15 contains 2333 members Mstep: Class 16 contains 22075 members Mstep: Class 17 contains 1253 members Mstep: Class 18 contains 6204 members Mstep: Class 19 contains 1537 members Mstep: Class 20 contains 8542 members Mstep: Class 21 contains 79644 members Mstep: Class 22 contains 2388 members Mstep: Class 23 contains 58506 members Mstep: Class 24 contains 2459 members Mstep: Class 25 contains 11282 members Mstep: Class 26 contains 1402 members Mstep: Class 27 contains 36992 members Entering Unmasked Estep ConsiderDeletion Score: -22960792.000000 Penalty: 15941.974609 Iteration 40F: 28 clusters Score -2.296079e+07 nChanged 8723 Entering Unmasked Mstep Mstep: Class 0 contains 53 members Mstep: Class 1 contains 13883 members Mstep: Class 2 contains 21722 members Mstep: Class 3 contains 6203 members Mstep: Class 4 contains 3213 members Mstep: Class 5 contains 5131 members Mstep: Class 6 contains 8676 members Mstep: Class 7 contains 10611 members Mstep: Class 8 contains 1049 members Mstep: Class 9 contains 3902 members Mstep: Class 10 contains 93986 members Mstep: Class 11 contains 7515 members Mstep: Class 12 contains 3939 members Mstep: Class 13 contains 2247 members Mstep: Class 14 contains 18135 members Mstep: Class 15 contains 2438 members Mstep: Class 16 contains 21617 members Mstep: Class 17 contains 1243 members Mstep: Class 18 contains 6243 members Mstep: Class 19 contains 1474 members Mstep: Class 20 contains 8512 members Mstep: Class 21 contains 78805 members Mstep: Class 22 contains 2516 members Mstep: Class 23 contains 58195 members Mstep: Class 24 contains 2470 members Mstep: Class 25 contains 10648 members Mstep: Class 26 contains 1297 members Mstep: Class 27 contains 36536 members Entering Unmasked Estep ConsiderDeletion Score: -22963248.000000 Penalty: 15941.974609 Iteration 41Q: 28 clusters Score -2.296325e+07 nChanged 5857 Entering Unmasked Mstep Mstep: Class 0 contains 51 members Mstep: Class 1 contains 13843 members Mstep: Class 2 contains 21992 members Mstep: Class 3 contains 6332 members Mstep: Class 4 contains 3222 members Mstep: Class 5 contains 5217 members Mstep: Class 6 contains 8867 members Mstep: Class 7 contains 10916 members Mstep: Class 8 contains 1082 members Mstep: Class 9 contains 3912 members Mstep: Class 10 contains 94258 members Mstep: Class 11 contains 8002 members Mstep: Class 12 contains 3877 members Mstep: Class 13 contains 2224 members Mstep: Class 14 contains 18880 members Mstep: Class 15 contains 2549 members Mstep: Class 16 contains 21292 members Mstep: Class 17 contains 1237 members Mstep: Class 18 contains 6270 members Mstep: Class 19 contains 1422 members Mstep: Class 20 contains 8539 members Mstep: Class 21 contains 77890 members Mstep: Class 22 contains 2644 members Mstep: Class 23 contains 57929 members Mstep: Class 24 contains 2475 members Mstep: Class 25 contains 10125 members Mstep: Class 26 contains 1212 members Mstep: Class 27 contains 36000 members Entering Unmasked Estep ConsiderDeletion Score: -22964866.000000 Penalty: 15941.974609 Iteration 42Q: 28 clusters Score -2.296487e+07 nChanged 4979 Entering Unmasked Mstep Mstep: Class 0 contains 50 members Mstep: Class 1 contains 13824 members Mstep: Class 2 contains 22274 members Mstep: Class 3 contains 6447 members Mstep: Class 4 contains 3228 members Mstep: Class 5 contains 5309 members Mstep: Class 6 contains 8991 members Mstep: Class 7 contains 11246 members Mstep: Class 8 contains 1116 members Mstep: Class 9 contains 3927 members Mstep: Class 10 contains 94443 members Mstep: Class 11 contains 8477 members Mstep: Class 12 contains 3810 members Mstep: Class 13 contains 2200 members Mstep: Class 14 contains 19634 members Mstep: Class 15 contains 2664 members Mstep: Class 16 contains 21077 members Mstep: Class 17 contains 1235 members Mstep: Class 18 contains 6317 members Mstep: Class 19 contains 1368 members Mstep: Class 20 contains 8574 members Mstep: Class 21 contains 76915 members Mstep: Class 22 contains 2752 members Mstep: Class 23 contains 57632 members Mstep: Class 24 contains 2500 members Mstep: Class 25 contains 9679 members Mstep: Class 26 contains 1124 members Mstep: Class 27 contains 35446 members Entering Unmasked Estep ConsiderDeletion Score: -22966334.000000 Penalty: 15941.974609 Iteration 43Q: 28 clusters Score -2.296633e+07 nChanged 4311 Entering Unmasked Mstep Mstep: Class 0 contains 50 members Mstep: Class 1 contains 13803 members Mstep: Class 2 contains 22511 members Mstep: Class 3 contains 6582 members Mstep: Class 4 contains 3239 members Mstep: Class 5 contains 5393 members Mstep: Class 6 contains 9088 members Mstep: Class 7 contains 11570 members Mstep: Class 8 contains 1144 members Mstep: Class 9 contains 3930 members Mstep: Class 10 contains 94618 members Mstep: Class 11 contains 8983 members Mstep: Class 12 contains 3755 members Mstep: Class 13 contains 2178 members Mstep: Class 14 contains 20299 members Mstep: Class 15 contains 2763 members Mstep: Class 16 contains 20912 members Mstep: Class 17 contains 1234 members Mstep: Class 18 contains 6353 members Mstep: Class 19 contains 1334 members Mstep: Class 20 contains 8616 members Mstep: Class 21 contains 75880 members Mstep: Class 22 contains 2827 members Mstep: Class 23 contains 57324 members Mstep: Class 24 contains 2519 members Mstep: Class 25 contains 9331 members Mstep: Class 26 contains 1073 members Mstep: Class 27 contains 34950 members Entering Unmasked Estep ConsiderDeletion Score: -22967394.000000 Penalty: 15941.974609 Iteration 44Q: 28 clusters Score -2.296739e+07 nChanged 3876 Entering Unmasked Mstep Mstep: Class 0 contains 50 members Mstep: Class 1 contains 13768 members Mstep: Class 2 contains 22765 members Mstep: Class 3 contains 6728 members Mstep: Class 4 contains 3256 members Mstep: Class 5 contains 5490 members Mstep: Class 6 contains 9155 members Mstep: Class 7 contains 11850 members Mstep: Class 8 contains 1163 members Mstep: Class 9 contains 3935 members Mstep: Class 10 contains 94761 members Mstep: Class 11 contains 9496 members Mstep: Class 12 contains 3712 members Mstep: Class 13 contains 2159 members Mstep: Class 14 contains 20897 members Mstep: Class 15 contains 2840 members Mstep: Class 16 contains 20790 members Mstep: Class 17 contains 1230 members Mstep: Class 18 contains 6366 members Mstep: Class 19 contains 1316 members Mstep: Class 20 contains 8673 members Mstep: Class 21 contains 74850 members Mstep: Class 22 contains 2862 members Mstep: Class 23 contains 57063 members Mstep: Class 24 contains 2542 members Mstep: Class 25 contains 9029 members Mstep: Class 26 contains 1063 members Mstep: Class 27 contains 34450 members Entering Unmasked Estep ConsiderDeletion Score: -22968358.000000 Penalty: 15941.974609 Iteration 45Q: 28 clusters Score -2.296836e+07 nChanged 3375 Entering Unmasked Mstep Mstep: Class 0 contains 50 members Mstep: Class 1 contains 13760 members Mstep: Class 2 contains 23050 members Mstep: Class 3 contains 6857 members Mstep: Class 4 contains 3280 members Mstep: Class 5 contains 5572 members Mstep: Class 6 contains 9188 members Mstep: Class 7 contains 12111 members Mstep: Class 8 contains 1177 members Mstep: Class 9 contains 3936 members Mstep: Class 10 contains 94921 members Mstep: Class 11 contains 9949 members Mstep: Class 12 contains 3667 members Mstep: Class 13 contains 2142 members Mstep: Class 14 contains 21355 members Mstep: Class 15 contains 2870 members Mstep: Class 16 contains 20705 members Mstep: Class 17 contains 1225 members Mstep: Class 18 contains 6409 members Mstep: Class 19 contains 1302 members Mstep: Class 20 contains 8729 members Mstep: Class 21 contains 73894 members Mstep: Class 22 contains 2886 members Mstep: Class 23 contains 56815 members Mstep: Class 24 contains 2551 members Mstep: Class 25 contains 8814 members Mstep: Class 26 contains 1053 members Mstep: Class 27 contains 33991 members Entering Unmasked Estep ConsiderDeletion Score: -22969142.000000 Penalty: 15941.974609 Iteration 46Q: 28 clusters Score -2.296914e+07 nChanged 3011 Entering Unmasked Mstep Mstep: Class 0 contains 50 members Mstep: Class 1 contains 13757 members Mstep: Class 2 contains 23292 members Mstep: Class 3 contains 6964 members Mstep: Class 4 contains 3296 members Mstep: Class 5 contains 5684 members Mstep: Class 6 contains 9193 members Mstep: Class 7 contains 12341 members Mstep: Class 8 contains 1187 members Mstep: Class 9 contains 3926 members Mstep: Class 10 contains 95101 members Mstep: Class 11 contains 10374 members Mstep: Class 12 contains 3629 members Mstep: Class 13 contains 2130 members Mstep: Class 14 contains 21746 members Mstep: Class 15 contains 2902 members Mstep: Class 16 contains 20640 members Mstep: Class 17 contains 1225 members Mstep: Class 18 contains 6440 members Mstep: Class 19 contains 1293 members Mstep: Class 20 contains 8786 members Mstep: Class 21 contains 72960 members Mstep: Class 22 contains 2902 members Mstep: Class 23 contains 56584 members Mstep: Class 24 contains 2557 members Mstep: Class 25 contains 8668 members Mstep: Class 26 contains 1056 members Mstep: Class 27 contains 33576 members Entering Unmasked Estep ConsiderDeletion Score: -22969780.000000 Penalty: 15941.974609 Iteration 47Q: 28 clusters Score -2.296978e+07 nChanged 2703 Entering Unmasked Mstep Mstep: Class 0 contains 50 members Mstep: Class 1 contains 13773 members Mstep: Class 2 contains 23559 members Mstep: Class 3 contains 7073 members Mstep: Class 4 contains 3309 members Mstep: Class 5 contains 5795 members Mstep: Class 6 contains 9163 members Mstep: Class 7 contains 12549 members Mstep: Class 8 contains 1208 members Mstep: Class 9 contains 3924 members Mstep: Class 10 contains 95242 members Mstep: Class 11 contains 10716 members Mstep: Class 12 contains 3592 members Mstep: Class 13 contains 2113 members Mstep: Class 14 contains 22074 members Mstep: Class 15 contains 2925 members Mstep: Class 16 contains 20570 members Mstep: Class 17 contains 1226 members Mstep: Class 18 contains 6477 members Mstep: Class 19 contains 1284 members Mstep: Class 20 contains 8854 members Mstep: Class 21 contains 72159 members Mstep: Class 22 contains 2919 members Mstep: Class 23 contains 56371 members Mstep: Class 24 contains 2559 members Mstep: Class 25 contains 8569 members Mstep: Class 26 contains 1055 members Mstep: Class 27 contains 33151 members Entering Unmasked Estep ConsiderDeletion Score: -22970232.000000 Penalty: 15941.974609 Iteration 48Q: 28 clusters Score -2.297023e+07 nChanged 2437 Entering Unmasked Mstep Mstep: Class 0 contains 50 members Mstep: Class 1 contains 13800 members Mstep: Class 2 contains 23823 members Mstep: Class 3 contains 7170 members Mstep: Class 4 contains 3322 members Mstep: Class 5 contains 5891 members Mstep: Class 6 contains 9126 members Mstep: Class 7 contains 12735 members Mstep: Class 8 contains 1228 members Mstep: Class 9 contains 3918 members Mstep: Class 10 contains 95412 members Mstep: Class 11 contains 11010 members Mstep: Class 12 contains 3557 members Mstep: Class 13 contains 2098 members Mstep: Class 14 contains 22338 members Mstep: Class 15 contains 2947 members Mstep: Class 16 contains 20514 members Mstep: Class 17 contains 1224 members Mstep: Class 18 contains 6506 members Mstep: Class 19 contains 1281 members Mstep: Class 20 contains 8920 members Mstep: Class 21 contains 71404 members Mstep: Class 22 contains 2929 members Mstep: Class 23 contains 56178 members Mstep: Class 24 contains 2559 members Mstep: Class 25 contains 8500 members Mstep: Class 26 contains 1058 members Mstep: Class 27 contains 32761 members Entering Unmasked Estep ConsiderDeletion Score: -22970570.000000 Penalty: 15941.974609 Iteration 49Q: 28 clusters Score -2.297057e+07 nChanged 2197 Entering Unmasked Mstep Mstep: Class 0 contains 50 members Mstep: Class 1 contains 13828 members Mstep: Class 2 contains 24092 members Mstep: Class 3 contains 7244 members Mstep: Class 4 contains 3333 members Mstep: Class 5 contains 5965 members Mstep: Class 6 contains 9089 members Mstep: Class 7 contains 12890 members Mstep: Class 8 contains 1248 members Mstep: Class 9 contains 3913 members Mstep: Class 10 contains 95595 members Mstep: Class 11 contains 11270 members Mstep: Class 12 contains 3529 members Mstep: Class 13 contains 2092 members Mstep: Class 14 contains 22570 members Mstep: Class 15 contains 2974 members Mstep: Class 16 contains 20460 members Mstep: Class 17 contains 1213 members Mstep: Class 18 contains 6525 members Mstep: Class 19 contains 1281 members Mstep: Class 20 contains 8981 members Mstep: Class 21 contains 70703 members Mstep: Class 22 contains 2944 members Mstep: Class 23 contains 56001 members Mstep: Class 24 contains 2562 members Mstep: Class 25 contains 8435 members Mstep: Class 26 contains 1062 members Mstep: Class 27 contains 32410 members Entering Unmasked Estep ConsiderDeletion Score: -22970872.000000 Penalty: 15941.974609 Iteration 50Q: 28 clusters Score -2.297087e+07 nChanged 1884 Entering Unmasked Mstep Mstep: Class 0 contains 50 members Mstep: Class 1 contains 13844 members Mstep: Class 2 contains 24334 members Mstep: Class 3 contains 7297 members Mstep: Class 4 contains 3339 members Mstep: Class 5 contains 6040 members Mstep: Class 6 contains 9056 members Mstep: Class 7 contains 13013 members Mstep: Class 8 contains 1263 members Mstep: Class 9 contains 3909 members Mstep: Class 10 contains 95805 members Mstep: Class 11 contains 11460 members Mstep: Class 12 contains 3503 members Mstep: Class 13 contains 2090 members Mstep: Class 14 contains 22765 members Mstep: Class 15 contains 2982 members Mstep: Class 16 contains 20424 members Mstep: Class 17 contains 1211 members Mstep: Class 18 contains 6539 members Mstep: Class 19 contains 1274 members Mstep: Class 20 contains 9056 members Mstep: Class 21 contains 70088 members Mstep: Class 22 contains 2960 members Mstep: Class 23 contains 55857 members Mstep: Class 24 contains 2558 members Mstep: Class 25 contains 8389 members Mstep: Class 26 contains 1068 members Mstep: Class 27 contains 32085 members Entering Unmasked Estep ConsiderDeletion Score: -22971002.000000 Penalty: 15941.974609 Iteration 51Q: 28 clusters Score -2.2971e+07 nChanged 1679 Entering Unmasked Mstep Mstep: Class 0 contains 50 members Mstep: Class 1 contains 13863 members Mstep: Class 2 contains 24557 members Mstep: Class 3 contains 7343 members Mstep: Class 4 contains 3345 members Mstep: Class 5 contains 6112 members Mstep: Class 6 contains 9024 members Mstep: Class 7 contains 13141 members Mstep: Class 8 contains 1278 members Mstep: Class 9 contains 3905 members Mstep: Class 10 contains 96024 members Mstep: Class 11 contains 11592 members Mstep: Class 12 contains 3485 members Mstep: Class 13 contains 2084 members Mstep: Class 14 contains 22920 members Mstep: Class 15 contains 2987 members Mstep: Class 16 contains 20388 members Mstep: Class 17 contains 1211 members Mstep: Class 18 contains 6546 members Mstep: Class 19 contains 1280 members Mstep: Class 20 contains 9131 members Mstep: Class 21 contains 69556 members Mstep: Class 22 contains 2968 members Mstep: Class 23 contains 55706 members Mstep: Class 24 contains 2562 members Mstep: Class 25 contains 8345 members Mstep: Class 26 contains 1075 members Mstep: Class 27 contains 31781 members Entering Unmasked Estep ConsiderDeletion Score: -22971296.000000 Penalty: 15941.974609 Iteration 52Q: 28 clusters Score -2.29713e+07 nChanged 1617 Entering Unmasked Mstep Mstep: Class 0 contains 50 members Mstep: Class 1 contains 13869 members Mstep: Class 2 contains 24787 members Mstep: Class 3 contains 7391 members Mstep: Class 4 contains 3353 members Mstep: Class 5 contains 6190 members Mstep: Class 6 contains 8991 members Mstep: Class 7 contains 13256 members Mstep: Class 8 contains 1290 members Mstep: Class 9 contains 3903 members Mstep: Class 10 contains 96209 members Mstep: Class 11 contains 11698 members Mstep: Class 12 contains 3469 members Mstep: Class 13 contains 2075 members Mstep: Class 14 contains 23069 members Mstep: Class 15 contains 3002 members Mstep: Class 16 contains 20366 members Mstep: Class 17 contains 1213 members Mstep: Class 18 contains 6559 members Mstep: Class 19 contains 1283 members Mstep: Class 20 contains 9209 members Mstep: Class 21 contains 69058 members Mstep: Class 22 contains 2980 members Mstep: Class 23 contains 55567 members Mstep: Class 24 contains 2560 members Mstep: Class 25 contains 8305 members Mstep: Class 26 contains 1075 members Mstep: Class 27 contains 31482 members Entering Unmasked Estep ConsiderDeletion Score: -22971432.000000 Penalty: 15941.974609 Iteration 53Q: 28 clusters Score -2.297143e+07 nChanged 1446 Entering Unmasked Mstep Mstep: Class 0 contains 50 members Mstep: Class 1 contains 13875 members Mstep: Class 2 contains 24983 members Mstep: Class 3 contains 7440 members Mstep: Class 4 contains 3360 members Mstep: Class 5 contains 6259 members Mstep: Class 6 contains 8960 members Mstep: Class 7 contains 13350 members Mstep: Class 8 contains 1304 members Mstep: Class 9 contains 3900 members Mstep: Class 10 contains 96394 members Mstep: Class 11 contains 11787 members Mstep: Class 12 contains 3458 members Mstep: Class 13 contains 2071 members Mstep: Class 14 contains 23193 members Mstep: Class 15 contains 2999 members Mstep: Class 16 contains 20358 members Mstep: Class 17 contains 1214 members Mstep: Class 18 contains 6572 members Mstep: Class 19 contains 1296 members Mstep: Class 20 contains 9285 members Mstep: Class 21 contains 68624 members Mstep: Class 22 contains 2990 members Mstep: Class 23 contains 55442 members Mstep: Class 24 contains 2555 members Mstep: Class 25 contains 8258 members Mstep: Class 26 contains 1076 members Mstep: Class 27 contains 31206 members Entering Unmasked Estep ConsiderDeletion Score: -22971480.000000 Penalty: 15941.974609 Iteration 54Q: 28 clusters Score -2.297148e+07 nChanged 1305 Entering Unmasked Mstep Mstep: Class 0 contains 50 members Mstep: Class 1 contains 13871 members Mstep: Class 2 contains 25186 members Mstep: Class 3 contains 7497 members Mstep: Class 4 contains 3369 members Mstep: Class 5 contains 6332 members Mstep: Class 6 contains 8924 members Mstep: Class 7 contains 13429 members Mstep: Class 8 contains 1315 members Mstep: Class 9 contains 3896 members Mstep: Class 10 contains 96534 members Mstep: Class 11 contains 11854 members Mstep: Class 12 contains 3452 members Mstep: Class 13 contains 2067 members Mstep: Class 14 contains 23316 members Mstep: Class 15 contains 2997 members Mstep: Class 16 contains 20348 members Mstep: Class 17 contains 1212 members Mstep: Class 18 contains 6588 members Mstep: Class 19 contains 1308 members Mstep: Class 20 contains 9342 members Mstep: Class 21 contains 68248 members Mstep: Class 22 contains 2999 members Mstep: Class 23 contains 55335 members Mstep: Class 24 contains 2550 members Mstep: Class 25 contains 8210 members Mstep: Class 26 contains 1077 members Mstep: Class 27 contains 30953 members Entering Unmasked Estep ConsiderDeletion Score: -22971618.000000 Penalty: 15941.974609 Iteration 55Q: 28 clusters Score -2.297162e+07 nChanged 1122 Entering Unmasked Mstep Mstep: Class 0 contains 50 members Mstep: Class 1 contains 13874 members Mstep: Class 2 contains 25385 members Mstep: Class 3 contains 7552 members Mstep: Class 4 contains 3372 members Mstep: Class 5 contains 6394 members Mstep: Class 6 contains 8892 members Mstep: Class 7 contains 13496 members Mstep: Class 8 contains 1331 members Mstep: Class 9 contains 3892 members Mstep: Class 10 contains 96635 members Mstep: Class 11 contains 11900 members Mstep: Class 12 contains 3445 members Mstep: Class 13 contains 2065 members Mstep: Class 14 contains 23397 members Mstep: Class 15 contains 2990 members Mstep: Class 16 contains 20341 members Mstep: Class 17 contains 1212 members Mstep: Class 18 contains 6605 members Mstep: Class 19 contains 1315 members Mstep: Class 20 contains 9397 members Mstep: Class 21 contains 67974 members Mstep: Class 22 contains 3013 members Mstep: Class 23 contains 55232 members Mstep: Class 24 contains 2547 members Mstep: Class 25 contains 8179 members Mstep: Class 26 contains 1078 members Mstep: Class 27 contains 30696 members Entering Unmasked Estep ConsiderDeletion Score: -22971598.000000 Penalty: 15941.974609 Iteration 56Q: 28 clusters Score -2.29716e+07 nChanged 981 Entering Unmasked Mstep Mstep: Class 0 contains 50 members Mstep: Class 1 contains 13868 members Mstep: Class 2 contains 25561 members Mstep: Class 3 contains 7610 members Mstep: Class 4 contains 3370 members Mstep: Class 5 contains 6446 members Mstep: Class 6 contains 8859 members Mstep: Class 7 contains 13555 members Mstep: Class 8 contains 1346 members Mstep: Class 9 contains 3891 members Mstep: Class 10 contains 96762 members Mstep: Class 11 contains 11934 members Mstep: Class 12 contains 3444 members Mstep: Class 13 contains 2064 members Mstep: Class 14 contains 23469 members Mstep: Class 15 contains 2986 members Mstep: Class 16 contains 20322 members Mstep: Class 17 contains 1213 members Mstep: Class 18 contains 6617 members Mstep: Class 19 contains 1324 members Mstep: Class 20 contains 9459 members Mstep: Class 21 contains 67716 members Mstep: Class 22 contains 3019 members Mstep: Class 23 contains 55143 members Mstep: Class 24 contains 2545 members Mstep: Class 25 contains 8145 members Mstep: Class 26 contains 1081 members Mstep: Class 27 contains 30460 members Entering Unmasked Estep ConsiderDeletion Score: -22971686.000000 Penalty: 15941.974609 Iteration 57Q: 28 clusters Score -2.297169e+07 nChanged 891 Entering Unmasked Mstep Mstep: Class 0 contains 50 members Mstep: Class 1 contains 13862 members Mstep: Class 2 contains 25734 members Mstep: Class 3 contains 7647 members Mstep: Class 4 contains 3370 members Mstep: Class 5 contains 6490 members Mstep: Class 6 contains 8825 members Mstep: Class 7 contains 13597 members Mstep: Class 8 contains 1364 members Mstep: Class 9 contains 3890 members Mstep: Class 10 contains 96886 members Mstep: Class 11 contains 11967 members Mstep: Class 12 contains 3443 members Mstep: Class 13 contains 2063 members Mstep: Class 14 contains 23538 members Mstep: Class 15 contains 2987 members Mstep: Class 16 contains 20305 members Mstep: Class 17 contains 1212 members Mstep: Class 18 contains 6628 members Mstep: Class 19 contains 1331 members Mstep: Class 20 contains 9510 members Mstep: Class 21 contains 67471 members Mstep: Class 22 contains 3025 members Mstep: Class 23 contains 55073 members Mstep: Class 24 contains 2544 members Mstep: Class 25 contains 8115 members Mstep: Class 26 contains 1083 members Mstep: Class 27 contains 30249 members Entering Unmasked Estep ConsiderDeletion Score: -22971676.000000 Penalty: 15941.974609 Iteration 58Q: 28 clusters Score -2.297168e+07 nChanged 836 Entering Unmasked Mstep Mstep: Class 0 contains 50 members Mstep: Class 1 contains 13853 members Mstep: Class 2 contains 25895 members Mstep: Class 3 contains 7681 members Mstep: Class 4 contains 3375 members Mstep: Class 5 contains 6540 members Mstep: Class 6 contains 8795 members Mstep: Class 7 contains 13631 members Mstep: Class 8 contains 1380 members Mstep: Class 9 contains 3891 members Mstep: Class 10 contains 97020 members Mstep: Class 11 contains 11979 members Mstep: Class 12 contains 3439 members Mstep: Class 13 contains 2058 members Mstep: Class 14 contains 23598 members Mstep: Class 15 contains 2986 members Mstep: Class 16 contains 20290 members Mstep: Class 17 contains 1213 members Mstep: Class 18 contains 6639 members Mstep: Class 19 contains 1341 members Mstep: Class 20 contains 9564 members Mstep: Class 21 contains 67248 members Mstep: Class 22 contains 3030 members Mstep: Class 23 contains 55011 members Mstep: Class 24 contains 2541 members Mstep: Class 25 contains 8094 members Mstep: Class 26 contains 1087 members Mstep: Class 27 contains 30030 members Entering Unmasked Estep ConsiderDeletion Score: -22971696.000000 Penalty: 15941.974609 Iteration 59Q: 28 clusters Score -2.29717e+07 nChanged 788 Entering Unmasked Mstep Mstep: Class 0 contains 50 members Mstep: Class 1 contains 13850 members Mstep: Class 2 contains 26034 members Mstep: Class 3 contains 7708 members Mstep: Class 4 contains 3380 members Mstep: Class 5 contains 6596 members Mstep: Class 6 contains 8754 members Mstep: Class 7 contains 13671 members Mstep: Class 8 contains 1394 members Mstep: Class 9 contains 3890 members Mstep: Class 10 contains 97153 members Mstep: Class 11 contains 11993 members Mstep: Class 12 contains 3432 members Mstep: Class 13 contains 2054 members Mstep: Class 14 contains 23654 members Mstep: Class 15 contains 2982 members Mstep: Class 16 contains 20277 members Mstep: Class 17 contains 1213 members Mstep: Class 18 contains 6653 members Mstep: Class 19 contains 1345 members Mstep: Class 20 contains 9600 members Mstep: Class 21 contains 67031 members Mstep: Class 22 contains 3037 members Mstep: Class 23 contains 54948 members Mstep: Class 24 contains 2545 members Mstep: Class 25 contains 8074 members Mstep: Class 26 contains 1090 members Mstep: Class 27 contains 29851 members Entering Unmasked Estep ConsiderDeletion Score: -22971730.000000 Penalty: 15941.974609 Iteration 60F: 28 clusters Score -2.297173e+07 nChanged 847 Entering Unmasked Mstep Mstep: Class 0 contains 50 members Mstep: Class 1 contains 13842 members Mstep: Class 2 contains 26181 members Mstep: Class 3 contains 7738 members Mstep: Class 4 contains 3383 members Mstep: Class 5 contains 6671 members Mstep: Class 6 contains 8720 members Mstep: Class 7 contains 13706 members Mstep: Class 8 contains 1406 members Mstep: Class 9 contains 3888 members Mstep: Class 10 contains 97271 members Mstep: Class 11 contains 12034 members Mstep: Class 12 contains 3423 members Mstep: Class 13 contains 2050 members Mstep: Class 14 contains 23717 members Mstep: Class 15 contains 2957 members Mstep: Class 16 contains 20271 members Mstep: Class 17 contains 1214 members Mstep: Class 18 contains 6662 members Mstep: Class 19 contains 1345 members Mstep: Class 20 contains 9637 members Mstep: Class 21 contains 66782 members Mstep: Class 22 contains 3074 members Mstep: Class 23 contains 54897 members Mstep: Class 24 contains 2545 members Mstep: Class 25 contains 8064 members Mstep: Class 26 contains 1062 members Mstep: Class 27 contains 29669 members Entering Unmasked Estep ConsiderDeletion Score: -22971770.000000 Penalty: 15941.974609 Iteration 61Q: 28 clusters Score -2.297177e+07 nChanged 836 Entering Unmasked Mstep Mstep: Class 0 contains 50 members Mstep: Class 1 contains 13837 members Mstep: Class 2 contains 26331 members Mstep: Class 3 contains 7771 members Mstep: Class 4 contains 3385 members Mstep: Class 5 contains 6753 members Mstep: Class 6 contains 8696 members Mstep: Class 7 contains 13745 members Mstep: Class 8 contains 1411 members Mstep: Class 9 contains 3886 members Mstep: Class 10 contains 97371 members Mstep: Class 11 contains 12065 members Mstep: Class 12 contains 3418 members Mstep: Class 13 contains 2047 members Mstep: Class 14 contains 23782 members Mstep: Class 15 contains 2937 members Mstep: Class 16 contains 20265 members Mstep: Class 17 contains 1215 members Mstep: Class 18 contains 6667 members Mstep: Class 19 contains 1346 members Mstep: Class 20 contains 9685 members Mstep: Class 21 contains 66543 members Mstep: Class 22 contains 3097 members Mstep: Class 23 contains 54852 members Mstep: Class 24 contains 2547 members Mstep: Class 25 contains 8051 members Mstep: Class 26 contains 1038 members Mstep: Class 27 contains 29468 members Entering Unmasked Estep ConsiderDeletion Score: -22971900.000000 Penalty: 15941.974609 Iteration 62Q: 28 clusters Score -2.29719e+07 nChanged 729 Entering Unmasked Mstep Mstep: Class 0 contains 50 members Mstep: Class 1 contains 13830 members Mstep: Class 2 contains 26468 members Mstep: Class 3 contains 7799 members Mstep: Class 4 contains 3389 members Mstep: Class 5 contains 6808 members Mstep: Class 6 contains 8693 members Mstep: Class 7 contains 13787 members Mstep: Class 8 contains 1413 members Mstep: Class 9 contains 3886 members Mstep: Class 10 contains 97461 members Mstep: Class 11 contains 12098 members Mstep: Class 12 contains 3417 members Mstep: Class 13 contains 2043 members Mstep: Class 14 contains 23826 members Mstep: Class 15 contains 2916 members Mstep: Class 16 contains 20255 members Mstep: Class 17 contains 1217 members Mstep: Class 18 contains 6674 members Mstep: Class 19 contains 1356 members Mstep: Class 20 contains 9723 members Mstep: Class 21 contains 66331 members Mstep: Class 22 contains 3108 members Mstep: Class 23 contains 54802 members Mstep: Class 24 contains 2551 members Mstep: Class 25 contains 8046 members Mstep: Class 26 contains 1024 members Mstep: Class 27 contains 29288 members Entering Unmasked Estep ConsiderDeletion Score: -22972012.000000 Penalty: 15941.974609 Iteration 63Q: 28 clusters Score -2.297201e+07 nChanged 696 Entering Unmasked Mstep Mstep: Class 0 contains 50 members Mstep: Class 1 contains 13820 members Mstep: Class 2 contains 26612 members Mstep: Class 3 contains 7818 members Mstep: Class 4 contains 3390 members Mstep: Class 5 contains 6859 members Mstep: Class 6 contains 8675 members Mstep: Class 7 contains 13821 members Mstep: Class 8 contains 1420 members Mstep: Class 9 contains 3886 members Mstep: Class 10 contains 97548 members Mstep: Class 11 contains 12127 members Mstep: Class 12 contains 3417 members Mstep: Class 13 contains 2039 members Mstep: Class 14 contains 23879 members Mstep: Class 15 contains 2903 members Mstep: Class 16 contains 20251 members Mstep: Class 17 contains 1219 members Mstep: Class 18 contains 6683 members Mstep: Class 19 contains 1357 members Mstep: Class 20 contains 9756 members Mstep: Class 21 contains 66156 members Mstep: Class 22 contains 3120 members Mstep: Class 23 contains 54765 members Mstep: Class 24 contains 2553 members Mstep: Class 25 contains 8028 members Mstep: Class 26 contains 1012 members Mstep: Class 27 contains 29095 members Entering Unmasked Estep ConsiderDeletion Score: -22972064.000000 Penalty: 15941.974609 Iteration 64Q: 28 clusters Score -2.297206e+07 nChanged 642 Entering Unmasked Mstep Mstep: Class 0 contains 50 members Mstep: Class 1 contains 13811 members Mstep: Class 2 contains 26736 members Mstep: Class 3 contains 7839 members Mstep: Class 4 contains 3393 members Mstep: Class 5 contains 6903 members Mstep: Class 6 contains 8655 members Mstep: Class 7 contains 13849 members Mstep: Class 8 contains 1425 members Mstep: Class 9 contains 3884 members Mstep: Class 10 contains 97650 members Mstep: Class 11 contains 12162 members Mstep: Class 12 contains 3419 members Mstep: Class 13 contains 2036 members Mstep: Class 14 contains 23932 members Mstep: Class 15 contains 2892 members Mstep: Class 16 contains 20246 members Mstep: Class 17 contains 1219 members Mstep: Class 18 contains 6694 members Mstep: Class 19 contains 1368 members Mstep: Class 20 contains 9790 members Mstep: Class 21 contains 65978 members Mstep: Class 22 contains 3125 members Mstep: Class 23 contains 54726 members Mstep: Class 24 contains 2554 members Mstep: Class 25 contains 8006 members Mstep: Class 26 contains 1003 members Mstep: Class 27 contains 28914 members Entering Unmasked Estep ConsiderDeletion Score: -22972136.000000 Penalty: 15941.974609 Iteration 65Q: 28 clusters Score -2.297214e+07 nChanged 616 Entering Unmasked Mstep Mstep: Class 0 contains 49 members Mstep: Class 1 contains 13807 members Mstep: Class 2 contains 26864 members Mstep: Class 3 contains 7862 members Mstep: Class 4 contains 3394 members Mstep: Class 5 contains 6949 members Mstep: Class 6 contains 8637 members Mstep: Class 7 contains 13869 members Mstep: Class 8 contains 1428 members Mstep: Class 9 contains 3883 members Mstep: Class 10 contains 97743 members Mstep: Class 11 contains 12192 members Mstep: Class 12 contains 3416 members Mstep: Class 13 contains 2030 members Mstep: Class 14 contains 23977 members Mstep: Class 15 contains 2876 members Mstep: Class 16 contains 20239 members Mstep: Class 17 contains 1221 members Mstep: Class 18 contains 6706 members Mstep: Class 19 contains 1383 members Mstep: Class 20 contains 9815 members Mstep: Class 21 contains 65813 members Mstep: Class 22 contains 3132 members Mstep: Class 23 contains 54691 members Mstep: Class 24 contains 2554 members Mstep: Class 25 contains 7987 members Mstep: Class 26 contains 998 members Mstep: Class 27 contains 28744 members Entering Unmasked Estep ConsiderDeletion Score: -22972154.000000 Penalty: 15941.974609 Iteration 66Q: 28 clusters Score -2.297215e+07 nChanged 567 Entering Unmasked Mstep Mstep: Class 0 contains 49 members Mstep: Class 1 contains 13804 members Mstep: Class 2 contains 26980 members Mstep: Class 3 contains 7887 members Mstep: Class 4 contains 3395 members Mstep: Class 5 contains 6996 members Mstep: Class 6 contains 8624 members Mstep: Class 7 contains 13889 members Mstep: Class 8 contains 1432 members Mstep: Class 9 contains 3883 members Mstep: Class 10 contains 97826 members Mstep: Class 11 contains 12211 members Mstep: Class 12 contains 3413 members Mstep: Class 13 contains 2027 members Mstep: Class 14 contains 24013 members Mstep: Class 15 contains 2857 members Mstep: Class 16 contains 20225 members Mstep: Class 17 contains 1224 members Mstep: Class 18 contains 6721 members Mstep: Class 19 contains 1391 members Mstep: Class 20 contains 9837 members Mstep: Class 21 contains 65653 members Mstep: Class 22 contains 3133 members Mstep: Class 23 contains 54660 members Mstep: Class 24 contains 2553 members Mstep: Class 25 contains 7976 members Mstep: Class 26 contains 995 members Mstep: Class 27 contains 28605 members Entering Unmasked Estep ConsiderDeletion Score: -22972234.000000 Penalty: 15941.974609 Iteration 67Q: 28 clusters Score -2.297223e+07 nChanged 549 Entering Unmasked Mstep Mstep: Class 0 contains 49 members Mstep: Class 1 contains 13794 members Mstep: Class 2 contains 27086 members Mstep: Class 3 contains 7904 members Mstep: Class 4 contains 3397 members Mstep: Class 5 contains 7044 members Mstep: Class 6 contains 8606 members Mstep: Class 7 contains 13914 members Mstep: Class 8 contains 1437 members Mstep: Class 9 contains 3884 members Mstep: Class 10 contains 97913 members Mstep: Class 11 contains 12226 members Mstep: Class 12 contains 3412 members Mstep: Class 13 contains 2027 members Mstep: Class 14 contains 24053 members Mstep: Class 15 contains 2846 members Mstep: Class 16 contains 20208 members Mstep: Class 17 contains 1222 members Mstep: Class 18 contains 6731 members Mstep: Class 19 contains 1393 members Mstep: Class 20 contains 9864 members Mstep: Class 21 contains 65495 members Mstep: Class 22 contains 3134 members Mstep: Class 23 contains 54631 members Mstep: Class 24 contains 2554 members Mstep: Class 25 contains 7964 members Mstep: Class 26 contains 989 members Mstep: Class 27 contains 28482 members Entering Unmasked Estep ConsiderDeletion Score: -22972242.000000 Penalty: 15941.974609 Iteration 68Q: 28 clusters Score -2.297224e+07 nChanged 472 Entering Unmasked Mstep Mstep: Class 0 contains 49 members Mstep: Class 1 contains 13786 members Mstep: Class 2 contains 27164 members Mstep: Class 3 contains 7918 members Mstep: Class 4 contains 3398 members Mstep: Class 5 contains 7093 members Mstep: Class 6 contains 8594 members Mstep: Class 7 contains 13932 members Mstep: Class 8 contains 1443 members Mstep: Class 9 contains 3886 members Mstep: Class 10 contains 98001 members Mstep: Class 11 contains 12232 members Mstep: Class 12 contains 3411 members Mstep: Class 13 contains 2025 members Mstep: Class 14 contains 24083 members Mstep: Class 15 contains 2836 members Mstep: Class 16 contains 20197 members Mstep: Class 17 contains 1219 members Mstep: Class 18 contains 6743 members Mstep: Class 19 contains 1396 members Mstep: Class 20 contains 9878 members Mstep: Class 21 contains 65357 members Mstep: Class 22 contains 3134 members Mstep: Class 23 contains 54611 members Mstep: Class 24 contains 2555 members Mstep: Class 25 contains 7949 members Mstep: Class 26 contains 986 members Mstep: Class 27 contains 28383 members Entering Unmasked Estep ConsiderDeletion Score: -22972264.000000 Penalty: 15941.974609 Iteration 69Q: 28 clusters Score -2.297226e+07 nChanged 431 Entering Unmasked Mstep Mstep: Class 0 contains 49 members Mstep: Class 1 contains 13774 members Mstep: Class 2 contains 27231 members Mstep: Class 3 contains 7934 members Mstep: Class 4 contains 3401 members Mstep: Class 5 contains 7132 members Mstep: Class 6 contains 8584 members Mstep: Class 7 contains 13949 members Mstep: Class 8 contains 1449 members Mstep: Class 9 contains 3888 members Mstep: Class 10 contains 98069 members Mstep: Class 11 contains 12241 members Mstep: Class 12 contains 3412 members Mstep: Class 13 contains 2027 members Mstep: Class 14 contains 24115 members Mstep: Class 15 contains 2832 members Mstep: Class 16 contains 20189 members Mstep: Class 17 contains 1220 members Mstep: Class 18 contains 6752 members Mstep: Class 19 contains 1396 members Mstep: Class 20 contains 9890 members Mstep: Class 21 contains 65244 members Mstep: Class 22 contains 3133 members Mstep: Class 23 contains 54588 members Mstep: Class 24 contains 2552 members Mstep: Class 25 contains 7934 members Mstep: Class 26 contains 986 members Mstep: Class 27 contains 28288 members Entering Unmasked Estep ConsiderDeletion Score: -22972206.000000 Penalty: 15941.974609 Iteration 70Q: 28 clusters Score -2.297221e+07 nChanged 388 Entering Unmasked Mstep Mstep: Class 0 contains 49 members Mstep: Class 1 contains 13768 members Mstep: Class 2 contains 27287 members Mstep: Class 3 contains 7947 members Mstep: Class 4 contains 3406 members Mstep: Class 5 contains 7157 members Mstep: Class 6 contains 8574 members Mstep: Class 7 contains 13966 members Mstep: Class 8 contains 1452 members Mstep: Class 9 contains 3888 members Mstep: Class 10 contains 98134 members Mstep: Class 11 contains 12246 members Mstep: Class 12 contains 3413 members Mstep: Class 13 contains 2028 members Mstep: Class 14 contains 24142 members Mstep: Class 15 contains 2825 members Mstep: Class 16 contains 20179 members Mstep: Class 17 contains 1220 members Mstep: Class 18 contains 6768 members Mstep: Class 19 contains 1396 members Mstep: Class 20 contains 9897 members Mstep: Class 21 contains 65144 members Mstep: Class 22 contains 3134 members Mstep: Class 23 contains 54567 members Mstep: Class 24 contains 2551 members Mstep: Class 25 contains 7926 members Mstep: Class 26 contains 982 members Mstep: Class 27 contains 28213 members Entering Unmasked Estep ConsiderDeletion Score: -22972206.000000 Penalty: 15941.974609 Iteration 71Q: 28 clusters Score -2.297221e+07 nChanged 365 Entering Unmasked Mstep Mstep: Class 0 contains 48 members Mstep: Class 1 contains 13753 members Mstep: Class 2 contains 27341 members Mstep: Class 3 contains 7963 members Mstep: Class 4 contains 3412 members Mstep: Class 5 contains 7176 members Mstep: Class 6 contains 8567 members Mstep: Class 7 contains 13977 members Mstep: Class 8 contains 1456 members Mstep: Class 9 contains 3888 members Mstep: Class 10 contains 98209 members Mstep: Class 11 contains 12252 members Mstep: Class 12 contains 3413 members Mstep: Class 13 contains 2029 members Mstep: Class 14 contains 24168 members Mstep: Class 15 contains 2823 members Mstep: Class 16 contains 20164 members Mstep: Class 17 contains 1221 members Mstep: Class 18 contains 6780 members Mstep: Class 19 contains 1392 members Mstep: Class 20 contains 9913 members Mstep: Class 21 contains 65044 members Mstep: Class 22 contains 3137 members Mstep: Class 23 contains 54554 members Mstep: Class 24 contains 2550 members Mstep: Class 25 contains 7919 members Mstep: Class 26 contains 980 members Mstep: Class 27 contains 28130 members Entering Unmasked Estep ConsiderDeletion Score: -22972170.000000 Penalty: 15941.974609 Iteration 72Q: 28 clusters Score -2.297217e+07 nChanged 327 Entering Unmasked Mstep Mstep: Class 0 contains 48 members Mstep: Class 1 contains 13736 members Mstep: Class 2 contains 27385 members Mstep: Class 3 contains 7995 members Mstep: Class 4 contains 3419 members Mstep: Class 5 contains 7192 members Mstep: Class 6 contains 8564 members Mstep: Class 7 contains 13989 members Mstep: Class 8 contains 1457 members Mstep: Class 9 contains 3887 members Mstep: Class 10 contains 98257 members Mstep: Class 11 contains 12257 members Mstep: Class 12 contains 3414 members Mstep: Class 13 contains 2032 members Mstep: Class 14 contains 24194 members Mstep: Class 15 contains 2822 members Mstep: Class 16 contains 20158 members Mstep: Class 17 contains 1222 members Mstep: Class 18 contains 6793 members Mstep: Class 19 contains 1384 members Mstep: Class 20 contains 9925 members Mstep: Class 21 contains 64954 members Mstep: Class 22 contains 3137 members Mstep: Class 23 contains 54545 members Mstep: Class 24 contains 2549 members Mstep: Class 25 contains 7913 members Mstep: Class 26 contains 978 members Mstep: Class 27 contains 28053 members Entering Unmasked Estep ConsiderDeletion Score: -22972214.000000 Penalty: 15941.974609 Iteration 73Q: 28 clusters Score -2.297221e+07 nChanged 313 Entering Unmasked Mstep Mstep: Class 0 contains 48 members Mstep: Class 1 contains 13720 members Mstep: Class 2 contains 27425 members Mstep: Class 3 contains 8009 members Mstep: Class 4 contains 3430 members Mstep: Class 5 contains 7210 members Mstep: Class 6 contains 8557 members Mstep: Class 7 contains 13995 members Mstep: Class 8 contains 1458 members Mstep: Class 9 contains 3887 members Mstep: Class 10 contains 98297 members Mstep: Class 11 contains 12265 members Mstep: Class 12 contains 3416 members Mstep: Class 13 contains 2031 members Mstep: Class 14 contains 24217 members Mstep: Class 15 contains 2822 members Mstep: Class 16 contains 20155 members Mstep: Class 17 contains 1223 members Mstep: Class 18 contains 6805 members Mstep: Class 19 contains 1381 members Mstep: Class 20 contains 9939 members Mstep: Class 21 contains 64876 members Mstep: Class 22 contains 3137 members Mstep: Class 23 contains 54541 members Mstep: Class 24 contains 2549 members Mstep: Class 25 contains 7907 members Mstep: Class 26 contains 977 members Mstep: Class 27 contains 27982 members Entering Unmasked Estep ConsiderDeletion Score: -22972190.000000 Penalty: 15941.974609 Iteration 74Q: 28 clusters Score -2.297219e+07 nChanged 285 Entering Unmasked Mstep Mstep: Class 0 contains 48 members Mstep: Class 1 contains 13703 members Mstep: Class 2 contains 27457 members Mstep: Class 3 contains 8024 members Mstep: Class 4 contains 3435 members Mstep: Class 5 contains 7229 members Mstep: Class 6 contains 8551 members Mstep: Class 7 contains 13998 members Mstep: Class 8 contains 1458 members Mstep: Class 9 contains 3887 members Mstep: Class 10 contains 98344 members Mstep: Class 11 contains 12270 members Mstep: Class 12 contains 3418 members Mstep: Class 13 contains 2030 members Mstep: Class 14 contains 24238 members Mstep: Class 15 contains 2815 members Mstep: Class 16 contains 20154 members Mstep: Class 17 contains 1224 members Mstep: Class 18 contains 6819 members Mstep: Class 19 contains 1376 members Mstep: Class 20 contains 9954 members Mstep: Class 21 contains 64810 members Mstep: Class 22 contains 3137 members Mstep: Class 23 contains 54544 members Mstep: Class 24 contains 2550 members Mstep: Class 25 contains 7898 members Mstep: Class 26 contains 974 members Mstep: Class 27 contains 27914 members Entering Unmasked Estep ConsiderDeletion Score: -22972204.000000 Penalty: 15941.974609 Iteration 75Q: 28 clusters Score -2.29722e+07 nChanged 250 Entering Unmasked Mstep Mstep: Class 0 contains 48 members Mstep: Class 1 contains 13690 members Mstep: Class 2 contains 27486 members Mstep: Class 3 contains 8035 members Mstep: Class 4 contains 3440 members Mstep: Class 5 contains 7244 members Mstep: Class 6 contains 8546 members Mstep: Class 7 contains 14000 members Mstep: Class 8 contains 1459 members Mstep: Class 9 contains 3886 members Mstep: Class 10 contains 98371 members Mstep: Class 11 contains 12277 members Mstep: Class 12 contains 3420 members Mstep: Class 13 contains 2029 members Mstep: Class 14 contains 24259 members Mstep: Class 15 contains 2809 members Mstep: Class 16 contains 20152 members Mstep: Class 17 contains 1224 members Mstep: Class 18 contains 6836 members Mstep: Class 19 contains 1376 members Mstep: Class 20 contains 9967 members Mstep: Class 21 contains 64759 members Mstep: Class 22 contains 3137 members Mstep: Class 23 contains 54542 members Mstep: Class 24 contains 2550 members Mstep: Class 25 contains 7894 members Mstep: Class 26 contains 974 members Mstep: Class 27 contains 27849 members Entering Unmasked Estep ConsiderDeletion Score: -22972232.000000 Penalty: 15941.974609 Iteration 76Q: 28 clusters Score -2.297223e+07 nChanged 239 Entering Unmasked Mstep Mstep: Class 0 contains 48 members Mstep: Class 1 contains 13681 members Mstep: Class 2 contains 27505 members Mstep: Class 3 contains 8039 members Mstep: Class 4 contains 3442 members Mstep: Class 5 contains 7258 members Mstep: Class 6 contains 8543 members Mstep: Class 7 contains 14001 members Mstep: Class 8 contains 1459 members Mstep: Class 9 contains 3886 members Mstep: Class 10 contains 98410 members Mstep: Class 11 contains 12284 members Mstep: Class 12 contains 3422 members Mstep: Class 13 contains 2027 members Mstep: Class 14 contains 24275 members Mstep: Class 15 contains 2806 members Mstep: Class 16 contains 20146 members Mstep: Class 17 contains 1224 members Mstep: Class 18 contains 6856 members Mstep: Class 19 contains 1374 members Mstep: Class 20 contains 9975 members Mstep: Class 21 contains 64711 members Mstep: Class 22 contains 3137 members Mstep: Class 23 contains 54545 members Mstep: Class 24 contains 2548 members Mstep: Class 25 contains 7891 members Mstep: Class 26 contains 975 members Mstep: Class 27 contains 27791 members Entering Unmasked Estep ConsiderDeletion Score: -22972198.000000 Penalty: 15941.974609 Iteration 77Q: 28 clusters Score -2.29722e+07 nChanged 212 Entering Unmasked Mstep Mstep: Class 0 contains 48 members Mstep: Class 1 contains 13674 members Mstep: Class 2 contains 27535 members Mstep: Class 3 contains 8046 members Mstep: Class 4 contains 3444 members Mstep: Class 5 contains 7268 members Mstep: Class 6 contains 8534 members Mstep: Class 7 contains 14002 members Mstep: Class 8 contains 1459 members Mstep: Class 9 contains 3884 members Mstep: Class 10 contains 98445 members Mstep: Class 11 contains 12286 members Mstep: Class 12 contains 3423 members Mstep: Class 13 contains 2025 members Mstep: Class 14 contains 24285 members Mstep: Class 15 contains 2801 members Mstep: Class 16 contains 20140 members Mstep: Class 17 contains 1223 members Mstep: Class 18 contains 6880 members Mstep: Class 19 contains 1372 members Mstep: Class 20 contains 9975 members Mstep: Class 21 contains 64673 members Mstep: Class 22 contains 3137 members Mstep: Class 23 contains 54547 members Mstep: Class 24 contains 2549 members Mstep: Class 25 contains 7893 members Mstep: Class 26 contains 974 members Mstep: Class 27 contains 27737 members Entering Unmasked Estep ConsiderDeletion Score: -22972194.000000 Penalty: 15941.974609 Iteration 78Q: 28 clusters Score -2.297219e+07 nChanged 202 Entering ConstructFrom: Score: -22972194.000000 Penalty: 15941.974609 Entering ConstructFrom: Trying to split cluster 1 (13671 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13671 members Entering Unmasked Estep Score: -755296.625000 Penalty: 433.297974 Iteration 0F: 2 clusters Score -755296.6 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 6797 members Entering Unmasked Estep Score: -746322.062500 Penalty: 866.595947 Iteration 0F: 3 clusters Score -746322.1 nChanged 6388 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7520 members Mstep: Class 2 contains 6151 members Entering Unmasked Estep Score: -750671.250000 Penalty: 866.595947 Iteration 1F: 3 clusters Score -750671.2 nChanged 1221 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8157 members Mstep: Class 2 contains 5514 members Entering Unmasked Estep Score: -751736.437500 Penalty: 866.595947 Iteration 2F: 3 clusters Score -751736.4 nChanged 1318 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8895 members Mstep: Class 2 contains 4776 members Entering Unmasked Estep Score: -752928.937500 Penalty: 866.595947 Iteration 3F: 3 clusters Score -752928.9 nChanged 1166 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9499 members Mstep: Class 2 contains 4172 members Entering Unmasked Estep Score: -753960.750000 Penalty: 866.595947 Iteration 4F: 3 clusters Score -753960.8 nChanged 830 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9915 members Mstep: Class 2 contains 3756 members Entering Unmasked Estep Score: -754644.062500 Penalty: 866.595947 Iteration 5F: 3 clusters Score -754644.1 nChanged 520 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10157 members Mstep: Class 2 contains 3514 members Entering Unmasked Estep Score: -754977.312500 Penalty: 866.595947 Iteration 6Q: 3 clusters Score -754977.3 nChanged 296 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10323 members Mstep: Class 2 contains 3348 members Entering Unmasked Estep Score: -755120.375000 Penalty: 866.595947 Iteration 7Q: 3 clusters Score -755120.4 nChanged 230 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10469 members Mstep: Class 2 contains 3202 members Entering Unmasked Estep Score: -755220.187500 Penalty: 866.595947 Iteration 8Q: 3 clusters Score -755220.2 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10583 members Mstep: Class 2 contains 3088 members Entering Unmasked Estep Score: -755267.187500 Penalty: 866.595947 Iteration 9Q: 3 clusters Score -755267.2 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10705 members Mstep: Class 2 contains 2966 members Entering Unmasked Estep Score: -755306.125000 Penalty: 866.595947 Iteration 10Q: 3 clusters Score -755306.1 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10799 members Mstep: Class 2 contains 2872 members Entering Unmasked Estep Score: -755331.500000 Penalty: 866.595947 Iteration 11Q: 3 clusters Score -755331.5 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10888 members Mstep: Class 2 contains 2783 members Entering Unmasked Estep Score: -755353.062500 Penalty: 866.595947 Iteration 12Q: 3 clusters Score -755353.1 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10985 members Mstep: Class 2 contains 2686 members Entering Unmasked Estep Score: -755382.750000 Penalty: 866.595947 Iteration 13Q: 3 clusters Score -755382.8 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11081 members Mstep: Class 2 contains 2590 members Entering Unmasked Estep Score: -755406.812500 Penalty: 866.595947 Iteration 14Q: 3 clusters Score -755406.8 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11147 members Mstep: Class 2 contains 2524 members Entering Unmasked Estep Score: -755421.812500 Penalty: 866.595947 Iteration 15Q: 3 clusters Score -755421.8 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11223 members Mstep: Class 2 contains 2448 members Entering Unmasked Estep Score: -755437.187500 Penalty: 866.595947 Iteration 16Q: 3 clusters Score -755437.2 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11291 members Mstep: Class 2 contains 2380 members Entering Unmasked Estep Score: -755450.625000 Penalty: 866.595947 Iteration 17Q: 3 clusters Score -755450.6 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11354 members Mstep: Class 2 contains 2317 members Entering Unmasked Estep Score: -755461.562500 Penalty: 866.595947 Iteration 18Q: 3 clusters Score -755461.6 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11402 members Mstep: Class 2 contains 2269 members Entering Unmasked Estep Score: -755471.812500 Penalty: 866.595947 Iteration 19Q: 3 clusters Score -755471.8 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11446 members Mstep: Class 2 contains 2225 members Entering Unmasked Estep Score: -755480.687500 Penalty: 866.595947 Iteration 20F: 3 clusters Score -755480.7 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11480 members Mstep: Class 2 contains 2191 members Entering Unmasked Estep Score: -755484.812500 Penalty: 866.595947 Iteration 21Q: 3 clusters Score -755484.8 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11510 members Mstep: Class 2 contains 2161 members Entering Unmasked Estep Score: -755487.687500 Penalty: 866.595947 Iteration 22Q: 3 clusters Score -755487.7 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11539 members Mstep: Class 2 contains 2132 members Entering Unmasked Estep Score: -755493.125000 Penalty: 866.595947 Iteration 23Q: 3 clusters Score -755493.1 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11563 members Mstep: Class 2 contains 2108 members Entering Unmasked Estep Score: -755494.125000 Penalty: 866.595947 Iteration 24Q: 3 clusters Score -755494.1 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11590 members Mstep: Class 2 contains 2081 members Entering Unmasked Estep Score: -755497.000000 Penalty: 866.595947 Iteration 25Q: 3 clusters Score -755497 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11613 members Mstep: Class 2 contains 2058 members Entering Unmasked Estep Score: -755499.875000 Penalty: 866.595947 Iteration 26Q: 3 clusters Score -755499.9 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11637 members Mstep: Class 2 contains 2034 members Entering Unmasked Estep Score: -755503.750000 Penalty: 866.595947 Iteration 27Q: 3 clusters Score -755503.8 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11653 members Mstep: Class 2 contains 2018 members Entering Unmasked Estep Score: -755506.250000 Penalty: 866.595947 Iteration 28Q: 3 clusters Score -755506.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11663 members Mstep: Class 2 contains 2008 members Entering Unmasked Estep Score: -755505.437500 Penalty: 866.595947 Iteration 29Q: 3 clusters Score -755505.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11670 members Mstep: Class 2 contains 2001 members Entering Unmasked Estep Score: -755507.437500 Penalty: 866.595947 Iteration 30Q: 3 clusters Score -755507.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11675 members Mstep: Class 2 contains 1996 members Entering Unmasked Estep Score: -755508.500000 Penalty: 866.595947 Iteration 31Q: 3 clusters Score -755508.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11682 members Mstep: Class 2 contains 1989 members Entering Unmasked Estep Score: -755507.937500 Penalty: 866.595947 Iteration 32Q: 3 clusters Score -755507.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11685 members Mstep: Class 2 contains 1986 members Entering Unmasked Estep Score: -755509.062500 Penalty: 866.595947 Iteration 33Q: 3 clusters Score -755509.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11685 members Mstep: Class 2 contains 1986 members Entering Unmasked Estep Score: -755509.062500 Penalty: 866.595947 Iteration 34F: 3 clusters Score -755509.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 48 members Mstep: Class 1 contains 11685 members Mstep: Class 2 contains 27561 members Mstep: Class 3 contains 8048 members Mstep: Class 4 contains 3443 members Mstep: Class 5 contains 7284 members Mstep: Class 6 contains 8530 members Mstep: Class 7 contains 14003 members Mstep: Class 8 contains 1460 members Mstep: Class 9 contains 3884 members Mstep: Class 10 contains 98470 members Mstep: Class 11 contains 12286 members Mstep: Class 12 contains 3423 members Mstep: Class 13 contains 2023 members Mstep: Class 14 contains 24295 members Mstep: Class 15 contains 2795 members Mstep: Class 16 contains 20137 members Mstep: Class 17 contains 1222 members Mstep: Class 18 contains 6901 members Mstep: Class 19 contains 1371 members Mstep: Class 20 contains 9980 members Mstep: Class 21 contains 64636 members Mstep: Class 22 contains 3137 members Mstep: Class 23 contains 54549 members Mstep: Class 24 contains 2548 members Mstep: Class 25 contains 7892 members Mstep: Class 26 contains 975 members Mstep: Class 27 contains 27687 members Mstep: Class 28 contains 1986 members Entering Unmasked Estep Score: -22972236.000000 Penalty: 16532.417969 Splitting cluster 1 changes total score from -22972194.000000 to -22972236.000000 So it's getting split into cluster 28. Entering ConstructFrom: Trying to split cluster 2 (27561 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27561 members Entering Unmasked Estep Score: -1536442.500000 Penalty: 465.199158 Iteration 0F: 2 clusters Score -1536442 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13840 members Mstep: Class 2 contains 13721 members Entering Unmasked Estep Score: -1517810.375000 Penalty: 930.398315 Iteration 0F: 3 clusters Score -1517810 nChanged 13324 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14708 members Mstep: Class 2 contains 12853 members Entering Unmasked Estep Score: -1525413.625000 Penalty: 930.398315 Iteration 1F: 3 clusters Score -1525414 nChanged 1211 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15335 members Mstep: Class 2 contains 12226 members Entering Unmasked Estep Score: -1525850.500000 Penalty: 930.398315 Iteration 2Q: 3 clusters Score -1525850 nChanged 1340 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16267 members Mstep: Class 2 contains 11294 members Entering Unmasked Estep Score: -1526454.375000 Penalty: 930.398315 Iteration 3Q: 3 clusters Score -1526454 nChanged 1639 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17660 members Mstep: Class 2 contains 9901 members Entering Unmasked Estep Score: -1527469.000000 Penalty: 930.398315 Iteration 4F: 3 clusters Score -1527469 nChanged 1935 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19433 members Mstep: Class 2 contains 8128 members Entering Unmasked Estep Score: -1528924.500000 Penalty: 930.398315 Iteration 5F: 3 clusters Score -1528924 nChanged 2102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21437 members Mstep: Class 2 contains 6124 members Entering Unmasked Estep Score: -1530806.250000 Penalty: 930.398315 Iteration 6F: 3 clusters Score -1530806 nChanged 1862 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23235 members Mstep: Class 2 contains 4326 members Entering Unmasked Estep Score: -1532511.625000 Penalty: 930.398315 Iteration 7F: 3 clusters Score -1532512 nChanged 1418 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24619 members Mstep: Class 2 contains 2942 members Entering Unmasked Estep Score: -1533779.625000 Penalty: 930.398315 Iteration 8F: 3 clusters Score -1533780 nChanged 997 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25596 members Mstep: Class 2 contains 1965 members Entering Unmasked Estep Score: -1534632.500000 Penalty: 930.398315 Iteration 9Q: 3 clusters Score -1534632 nChanged 657 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26243 members Mstep: Class 2 contains 1318 members Entering Unmasked Estep Score: -1535154.375000 Penalty: 930.398315 Iteration 10Q: 3 clusters Score -1535154 nChanged 457 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26694 members Mstep: Class 2 contains 867 members Entering Unmasked Estep Score: -1535502.625000 Penalty: 930.398315 Iteration 11Q: 3 clusters Score -1535503 nChanged 311 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27005 members Mstep: Class 2 contains 556 members Entering Unmasked Estep Score: -1535742.375000 Penalty: 930.398315 Iteration 12Q: 3 clusters Score -1535742 nChanged 180 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27183 members Mstep: Class 2 contains 378 members Entering Unmasked Estep Score: -1535865.750000 Penalty: 930.398315 Iteration 13Q: 3 clusters Score -1535866 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27275 members Mstep: Class 2 contains 286 members Entering Unmasked Estep Score: -1535929.000000 Penalty: 930.398315 Iteration 14Q: 3 clusters Score -1535929 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27336 members Mstep: Class 2 contains 225 members Entering Unmasked Estep Score: -1535972.375000 Penalty: 930.398315 Iteration 15Q: 3 clusters Score -1535972 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27373 members Mstep: Class 2 contains 188 members Entering Unmasked Estep Score: -1536000.500000 Penalty: 930.398315 Iteration 16Q: 3 clusters Score -1536000 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27398 members Mstep: Class 2 contains 163 members Entering Unmasked Estep Score: -1536011.750000 Penalty: 930.398315 Iteration 17Q: 3 clusters Score -1536012 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27412 members Mstep: Class 2 contains 149 members Entering Unmasked Estep Score: -1536024.875000 Penalty: 930.398315 Iteration 18Q: 3 clusters Score -1536025 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27422 members Mstep: Class 2 contains 139 members Entering Unmasked Estep Score: -1536028.000000 Penalty: 930.398315 Iteration 19Q: 3 clusters Score -1536028 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27430 members Mstep: Class 2 contains 131 members Entering Unmasked Estep Score: -1536034.375000 Penalty: 930.398315 Iteration 20F: 3 clusters Score -1536034 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27434 members Mstep: Class 2 contains 127 members Entering Unmasked Estep Score: -1536035.500000 Penalty: 930.398315 Iteration 21Q: 3 clusters Score -1536036 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27434 members Mstep: Class 2 contains 127 members Entering Unmasked Estep Score: -1536035.750000 Penalty: 930.398315 Iteration 22Q: 3 clusters Score -1536036 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27435 members Mstep: Class 2 contains 126 members Entering Unmasked Estep Score: -1536035.875000 Penalty: 930.398315 Iteration 23Q: 3 clusters Score -1536036 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27435 members Mstep: Class 2 contains 126 members Entering Unmasked Estep Score: -1536035.875000 Penalty: 930.398315 Iteration 24F: 3 clusters Score -1536036 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (8048 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8048 members Entering Unmasked Estep Score: -446814.687500 Penalty: 409.189667 Iteration 0F: 2 clusters Score -446814.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4081 members Mstep: Class 2 contains 3967 members Entering Unmasked Estep Score: -441397.031250 Penalty: 818.379333 Iteration 0F: 3 clusters Score -441397 nChanged 3713 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4420 members Mstep: Class 2 contains 3628 members Entering Unmasked Estep Score: -443472.062500 Penalty: 818.379333 Iteration 1F: 3 clusters Score -443472.1 nChanged 538 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4722 members Mstep: Class 2 contains 3326 members Entering Unmasked Estep Score: -443774.125000 Penalty: 818.379333 Iteration 2F: 3 clusters Score -443774.1 nChanged 577 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5127 members Mstep: Class 2 contains 2921 members Entering Unmasked Estep Score: -444157.218750 Penalty: 818.379333 Iteration 3F: 3 clusters Score -444157.2 nChanged 655 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5658 members Mstep: Class 2 contains 2390 members Entering Unmasked Estep Score: -444635.718750 Penalty: 818.379333 Iteration 4F: 3 clusters Score -444635.7 nChanged 650 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6210 members Mstep: Class 2 contains 1838 members Entering Unmasked Estep Score: -445142.687500 Penalty: 818.379333 Iteration 5F: 3 clusters Score -445142.7 nChanged 534 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6676 members Mstep: Class 2 contains 1372 members Entering Unmasked Estep Score: -445582.875000 Penalty: 818.379333 Iteration 6F: 3 clusters Score -445582.9 nChanged 382 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7006 members Mstep: Class 2 contains 1042 members Entering Unmasked Estep Score: -445907.250000 Penalty: 818.379333 Iteration 7Q: 3 clusters Score -445907.2 nChanged 246 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7224 members Mstep: Class 2 contains 824 members Entering Unmasked Estep Score: -446134.562500 Penalty: 818.379333 Iteration 8Q: 3 clusters Score -446134.6 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7353 members Mstep: Class 2 contains 695 members Entering Unmasked Estep Score: -446302.187500 Penalty: 818.379333 Iteration 9Q: 3 clusters Score -446302.2 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7423 members Mstep: Class 2 contains 625 members Entering Unmasked Estep Score: -446391.343750 Penalty: 818.379333 Iteration 10Q: 3 clusters Score -446391.3 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7474 members Mstep: Class 2 contains 574 members Entering Unmasked Estep Score: -446447.250000 Penalty: 818.379333 Iteration 11Q: 3 clusters Score -446447.2 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7518 members Mstep: Class 2 contains 530 members Entering Unmasked Estep Score: -446490.843750 Penalty: 818.379333 Iteration 12Q: 3 clusters Score -446490.8 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7553 members Mstep: Class 2 contains 495 members Entering Unmasked Estep Score: -446520.437500 Penalty: 818.379333 Iteration 13Q: 3 clusters Score -446520.4 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7581 members Mstep: Class 2 contains 467 members Entering Unmasked Estep Score: -446543.000000 Penalty: 818.379333 Iteration 14Q: 3 clusters Score -446543 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7601 members Mstep: Class 2 contains 447 members Entering Unmasked Estep Score: -446554.843750 Penalty: 818.379333 Iteration 15Q: 3 clusters Score -446554.8 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7612 members Mstep: Class 2 contains 436 members Entering Unmasked Estep Score: -446562.781250 Penalty: 818.379333 Iteration 16Q: 3 clusters Score -446562.8 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7621 members Mstep: Class 2 contains 427 members Entering Unmasked Estep Score: -446570.812500 Penalty: 818.379333 Iteration 17Q: 3 clusters Score -446570.8 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7628 members Mstep: Class 2 contains 420 members Entering Unmasked Estep Score: -446574.937500 Penalty: 818.379333 Iteration 18Q: 3 clusters Score -446574.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7635 members Mstep: Class 2 contains 413 members Entering Unmasked Estep Score: -446576.687500 Penalty: 818.379333 Iteration 19Q: 3 clusters Score -446576.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7642 members Mstep: Class 2 contains 406 members Entering Unmasked Estep Score: -446581.625000 Penalty: 818.379333 Iteration 20F: 3 clusters Score -446581.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7647 members Mstep: Class 2 contains 401 members Entering Unmasked Estep Score: -446582.593750 Penalty: 818.379333 Iteration 21Q: 3 clusters Score -446582.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7648 members Mstep: Class 2 contains 400 members Entering Unmasked Estep Score: -446583.062500 Penalty: 818.379333 Iteration 22Q: 3 clusters Score -446583.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7650 members Mstep: Class 2 contains 398 members Entering Unmasked Estep Score: -446584.218750 Penalty: 818.379333 Iteration 23Q: 3 clusters Score -446584.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7652 members Mstep: Class 2 contains 396 members Entering Unmasked Estep Score: -446586.281250 Penalty: 818.379333 Iteration 24Q: 3 clusters Score -446586.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7654 members Mstep: Class 2 contains 394 members Entering Unmasked Estep Score: -446586.843750 Penalty: 818.379333 Iteration 25Q: 3 clusters Score -446586.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7656 members Mstep: Class 2 contains 392 members Entering Unmasked Estep Score: -446587.437500 Penalty: 818.379333 Iteration 26Q: 3 clusters Score -446587.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7659 members Mstep: Class 2 contains 389 members Entering Unmasked Estep Score: -446588.281250 Penalty: 818.379333 Iteration 27Q: 3 clusters Score -446588.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7660 members Mstep: Class 2 contains 388 members Entering Unmasked Estep Score: -446590.437500 Penalty: 818.379333 Iteration 28Q: 3 clusters Score -446590.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7666 members Mstep: Class 2 contains 382 members Entering Unmasked Estep Score: -446592.750000 Penalty: 818.379333 Iteration 29Q: 3 clusters Score -446592.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7670 members Mstep: Class 2 contains 378 members Entering Unmasked Estep Score: -446593.500000 Penalty: 818.379333 Iteration 30Q: 3 clusters Score -446593.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7672 members Mstep: Class 2 contains 376 members Entering Unmasked Estep Score: -446595.812500 Penalty: 818.379333 Iteration 31Q: 3 clusters Score -446595.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7672 members Mstep: Class 2 contains 376 members Entering Unmasked Estep Score: -446596.031250 Penalty: 818.379333 Iteration 32Q: 3 clusters Score -446596 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7671 members Mstep: Class 2 contains 377 members Entering Unmasked Estep Score: -446596.343750 Penalty: 818.379333 Iteration 33Q: 3 clusters Score -446596.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7668 members Mstep: Class 2 contains 380 members Entering Unmasked Estep Score: -446597.625000 Penalty: 818.379333 Iteration 34Q: 3 clusters Score -446597.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7665 members Mstep: Class 2 contains 383 members Entering Unmasked Estep Score: -446597.281250 Penalty: 818.379333 Iteration 35Q: 3 clusters Score -446597.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7664 members Mstep: Class 2 contains 384 members Entering Unmasked Estep Score: -446597.343750 Penalty: 818.379333 Iteration 36Q: 3 clusters Score -446597.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7664 members Mstep: Class 2 contains 384 members Entering Unmasked Estep Score: -446597.343750 Penalty: 818.379333 Iteration 37F: 3 clusters Score -446597.3 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (3443 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3443 members Entering Unmasked Estep Score: -191989.109375 Penalty: 370.556458 Iteration 0F: 2 clusters Score -191989.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1694 members Mstep: Class 2 contains 1749 members Entering Unmasked Estep Score: -189629.312500 Penalty: 741.112915 Iteration 0F: 3 clusters Score -189629.3 nChanged 1478 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1494 members Mstep: Class 2 contains 1949 members Entering Unmasked Estep Score: -190567.000000 Penalty: 741.112915 Iteration 1F: 3 clusters Score -190567 nChanged 289 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1367 members Mstep: Class 2 contains 2076 members Entering Unmasked Estep Score: -190786.500000 Penalty: 741.112915 Iteration 2F: 3 clusters Score -190786.5 nChanged 273 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1244 members Mstep: Class 2 contains 2199 members Entering Unmasked Estep Score: -191027.187500 Penalty: 741.112915 Iteration 3F: 3 clusters Score -191027.2 nChanged 237 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1133 members Mstep: Class 2 contains 2310 members Entering Unmasked Estep Score: -191245.000000 Penalty: 741.112915 Iteration 4F: 3 clusters Score -191245 nChanged 190 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1049 members Mstep: Class 2 contains 2394 members Entering Unmasked Estep Score: -191393.765625 Penalty: 741.112915 Iteration 5F: 3 clusters Score -191393.8 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 984 members Mstep: Class 2 contains 2459 members Entering Unmasked Estep Score: -191468.765625 Penalty: 741.112915 Iteration 6Q: 3 clusters Score -191468.8 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 947 members Mstep: Class 2 contains 2496 members Entering Unmasked Estep Score: -191510.296875 Penalty: 741.112915 Iteration 7Q: 3 clusters Score -191510.3 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 913 members Mstep: Class 2 contains 2530 members Entering Unmasked Estep Score: -191542.515625 Penalty: 741.112915 Iteration 8Q: 3 clusters Score -191542.5 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 888 members Mstep: Class 2 contains 2555 members Entering Unmasked Estep Score: -191566.781250 Penalty: 741.112915 Iteration 9Q: 3 clusters Score -191566.8 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 875 members Mstep: Class 2 contains 2568 members Entering Unmasked Estep Score: -191578.906250 Penalty: 741.112915 Iteration 10Q: 3 clusters Score -191578.9 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 856 members Mstep: Class 2 contains 2587 members Entering Unmasked Estep Score: -191590.312500 Penalty: 741.112915 Iteration 11Q: 3 clusters Score -191590.3 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 833 members Mstep: Class 2 contains 2610 members Entering Unmasked Estep Score: -191599.390625 Penalty: 741.112915 Iteration 12Q: 3 clusters Score -191599.4 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 808 members Mstep: Class 2 contains 2635 members Entering Unmasked Estep Score: -191613.062500 Penalty: 741.112915 Iteration 13Q: 3 clusters Score -191613.1 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 792 members Mstep: Class 2 contains 2651 members Entering Unmasked Estep Score: -191620.796875 Penalty: 741.112915 Iteration 14Q: 3 clusters Score -191620.8 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 779 members Mstep: Class 2 contains 2664 members Entering Unmasked Estep Score: -191626.890625 Penalty: 741.112915 Iteration 15Q: 3 clusters Score -191626.9 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 762 members Mstep: Class 2 contains 2681 members Entering Unmasked Estep Score: -191633.531250 Penalty: 741.112915 Iteration 16Q: 3 clusters Score -191633.5 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 747 members Mstep: Class 2 contains 2696 members Entering Unmasked Estep Score: -191639.109375 Penalty: 741.112915 Iteration 17Q: 3 clusters Score -191639.1 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 723 members Mstep: Class 2 contains 2720 members Entering Unmasked Estep Score: -191650.578125 Penalty: 741.112915 Iteration 18Q: 3 clusters Score -191650.6 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 694 members Mstep: Class 2 contains 2749 members Entering Unmasked Estep Score: -191661.921875 Penalty: 741.112915 Iteration 19Q: 3 clusters Score -191661.9 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 672 members Mstep: Class 2 contains 2771 members Entering Unmasked Estep Score: -191674.421875 Penalty: 741.112915 Iteration 20F: 3 clusters Score -191674.4 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 651 members Mstep: Class 2 contains 2792 members Entering Unmasked Estep Score: -191685.265625 Penalty: 741.112915 Iteration 21Q: 3 clusters Score -191685.3 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 630 members Mstep: Class 2 contains 2813 members Entering Unmasked Estep Score: -191697.484375 Penalty: 741.112915 Iteration 22Q: 3 clusters Score -191697.5 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 611 members Mstep: Class 2 contains 2832 members Entering Unmasked Estep Score: -191705.375000 Penalty: 741.112915 Iteration 23Q: 3 clusters Score -191705.4 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 598 members Mstep: Class 2 contains 2845 members Entering Unmasked Estep Score: -191710.484375 Penalty: 741.112915 Iteration 24Q: 3 clusters Score -191710.5 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 591 members Mstep: Class 2 contains 2852 members Entering Unmasked Estep Score: -191713.203125 Penalty: 741.112915 Iteration 25Q: 3 clusters Score -191713.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 589 members Mstep: Class 2 contains 2854 members Entering Unmasked Estep Score: -191717.203125 Penalty: 741.112915 Iteration 26Q: 3 clusters Score -191717.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 587 members Mstep: Class 2 contains 2856 members Entering Unmasked Estep Score: -191717.953125 Penalty: 741.112915 Iteration 27Q: 3 clusters Score -191718 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 583 members Mstep: Class 2 contains 2860 members Entering Unmasked Estep Score: -191718.359375 Penalty: 741.112915 Iteration 28Q: 3 clusters Score -191718.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 581 members Mstep: Class 2 contains 2862 members Entering Unmasked Estep Score: -191718.468750 Penalty: 741.112915 Iteration 29Q: 3 clusters Score -191718.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 581 members Mstep: Class 2 contains 2862 members Entering Unmasked Estep Score: -191718.968750 Penalty: 741.112915 Iteration 30Q: 3 clusters Score -191719 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 581 members Mstep: Class 2 contains 2862 members Entering Unmasked Estep Score: -191718.968750 Penalty: 741.112915 Iteration 31F: 3 clusters Score -191719 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (7284 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7284 members Entering Unmasked Estep Score: -380466.906250 Penalty: 404.651306 Iteration 0F: 2 clusters Score -380466.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3636 members Mstep: Class 2 contains 3648 members Entering Unmasked Estep Score: -375608.468750 Penalty: 809.302612 Iteration 0F: 3 clusters Score -375608.5 nChanged 3361 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3535 members Mstep: Class 2 contains 3749 members Entering Unmasked Estep Score: -377539.687500 Penalty: 809.302612 Iteration 1F: 3 clusters Score -377539.7 nChanged 526 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3389 members Mstep: Class 2 contains 3895 members Entering Unmasked Estep Score: -377875.687500 Penalty: 809.302612 Iteration 2F: 3 clusters Score -377875.7 nChanged 494 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3207 members Mstep: Class 2 contains 4077 members Entering Unmasked Estep Score: -378206.406250 Penalty: 809.302612 Iteration 3F: 3 clusters Score -378206.4 nChanged 464 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3061 members Mstep: Class 2 contains 4223 members Entering Unmasked Estep Score: -378482.937500 Penalty: 809.302612 Iteration 4F: 3 clusters Score -378482.9 nChanged 419 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2956 members Mstep: Class 2 contains 4328 members Entering Unmasked Estep Score: -378748.500000 Penalty: 809.302612 Iteration 5F: 3 clusters Score -378748.5 nChanged 380 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2892 members Mstep: Class 2 contains 4392 members Entering Unmasked Estep Score: -378998.218750 Penalty: 809.302612 Iteration 6F: 3 clusters Score -378998.2 nChanged 310 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2888 members Mstep: Class 2 contains 4396 members Entering Unmasked Estep Score: -379192.343750 Penalty: 809.302612 Iteration 7Q: 3 clusters Score -379192.3 nChanged 259 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2889 members Mstep: Class 2 contains 4395 members Entering Unmasked Estep Score: -379319.750000 Penalty: 809.302612 Iteration 8Q: 3 clusters Score -379319.8 nChanged 213 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2886 members Mstep: Class 2 contains 4398 members Entering Unmasked Estep Score: -379420.843750 Penalty: 809.302612 Iteration 9Q: 3 clusters Score -379420.8 nChanged 165 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2873 members Mstep: Class 2 contains 4411 members Entering Unmasked Estep Score: -379482.156250 Penalty: 809.302612 Iteration 10Q: 3 clusters Score -379482.2 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2861 members Mstep: Class 2 contains 4423 members Entering Unmasked Estep Score: -379518.156250 Penalty: 809.302612 Iteration 11Q: 3 clusters Score -379518.2 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2836 members Mstep: Class 2 contains 4448 members Entering Unmasked Estep Score: -379547.000000 Penalty: 809.302612 Iteration 12Q: 3 clusters Score -379547 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2808 members Mstep: Class 2 contains 4476 members Entering Unmasked Estep Score: -379568.437500 Penalty: 809.302612 Iteration 13Q: 3 clusters Score -379568.4 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2784 members Mstep: Class 2 contains 4500 members Entering Unmasked Estep Score: -379583.843750 Penalty: 809.302612 Iteration 14Q: 3 clusters Score -379583.8 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2752 members Mstep: Class 2 contains 4532 members Entering Unmasked Estep Score: -379603.281250 Penalty: 809.302612 Iteration 15Q: 3 clusters Score -379603.3 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2726 members Mstep: Class 2 contains 4558 members Entering Unmasked Estep Score: -379618.875000 Penalty: 809.302612 Iteration 16Q: 3 clusters Score -379618.9 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2688 members Mstep: Class 2 contains 4596 members Entering Unmasked Estep Score: -379633.406250 Penalty: 809.302612 Iteration 17Q: 3 clusters Score -379633.4 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2653 members Mstep: Class 2 contains 4631 members Entering Unmasked Estep Score: -379652.031250 Penalty: 809.302612 Iteration 18Q: 3 clusters Score -379652 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2619 members Mstep: Class 2 contains 4665 members Entering Unmasked Estep Score: -379671.000000 Penalty: 809.302612 Iteration 19Q: 3 clusters Score -379671 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2592 members Mstep: Class 2 contains 4692 members Entering Unmasked Estep Score: -379683.625000 Penalty: 809.302612 Iteration 20F: 3 clusters Score -379683.6 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2567 members Mstep: Class 2 contains 4717 members Entering Unmasked Estep Score: -379693.812500 Penalty: 809.302612 Iteration 21Q: 3 clusters Score -379693.8 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2542 members Mstep: Class 2 contains 4742 members Entering Unmasked Estep Score: -379702.593750 Penalty: 809.302612 Iteration 22Q: 3 clusters Score -379702.6 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2518 members Mstep: Class 2 contains 4766 members Entering Unmasked Estep Score: -379710.437500 Penalty: 809.302612 Iteration 23Q: 3 clusters Score -379710.4 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2496 members Mstep: Class 2 contains 4788 members Entering Unmasked Estep Score: -379718.718750 Penalty: 809.302612 Iteration 24Q: 3 clusters Score -379718.7 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2478 members Mstep: Class 2 contains 4806 members Entering Unmasked Estep Score: -379723.656250 Penalty: 809.302612 Iteration 25Q: 3 clusters Score -379723.7 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2457 members Mstep: Class 2 contains 4827 members Entering Unmasked Estep Score: -379728.093750 Penalty: 809.302612 Iteration 26Q: 3 clusters Score -379728.1 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2435 members Mstep: Class 2 contains 4849 members Entering Unmasked Estep Score: -379735.906250 Penalty: 809.302612 Iteration 27Q: 3 clusters Score -379735.9 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2412 members Mstep: Class 2 contains 4872 members Entering Unmasked Estep Score: -379741.875000 Penalty: 809.302612 Iteration 28Q: 3 clusters Score -379741.9 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2389 members Mstep: Class 2 contains 4895 members Entering Unmasked Estep Score: -379747.718750 Penalty: 809.302612 Iteration 29Q: 3 clusters Score -379747.7 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2368 members Mstep: Class 2 contains 4916 members Entering Unmasked Estep Score: -379751.468750 Penalty: 809.302612 Iteration 30Q: 3 clusters Score -379751.5 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2337 members Mstep: Class 2 contains 4947 members Entering Unmasked Estep Score: -379758.531250 Penalty: 809.302612 Iteration 31Q: 3 clusters Score -379758.5 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2302 members Mstep: Class 2 contains 4982 members Entering Unmasked Estep Score: -379766.281250 Penalty: 809.302612 Iteration 32Q: 3 clusters Score -379766.3 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2261 members Mstep: Class 2 contains 5023 members Entering Unmasked Estep Score: -379773.562500 Penalty: 809.302612 Iteration 33Q: 3 clusters Score -379773.6 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2224 members Mstep: Class 2 contains 5060 members Entering Unmasked Estep Score: -379780.562500 Penalty: 809.302612 Iteration 34Q: 3 clusters Score -379780.6 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2190 members Mstep: Class 2 contains 5094 members Entering Unmasked Estep Score: -379786.437500 Penalty: 809.302612 Iteration 35Q: 3 clusters Score -379786.4 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2158 members Mstep: Class 2 contains 5126 members Entering Unmasked Estep Score: -379794.125000 Penalty: 809.302612 Iteration 36Q: 3 clusters Score -379794.1 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2127 members Mstep: Class 2 contains 5157 members Entering Unmasked Estep Score: -379803.125000 Penalty: 809.302612 Iteration 37Q: 3 clusters Score -379803.1 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2094 members Mstep: Class 2 contains 5190 members Entering Unmasked Estep Score: -379813.968750 Penalty: 809.302612 Iteration 38Q: 3 clusters Score -379814 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2051 members Mstep: Class 2 contains 5233 members Entering Unmasked Estep Score: -379825.406250 Penalty: 809.302612 Iteration 39Q: 3 clusters Score -379825.4 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2013 members Mstep: Class 2 contains 5271 members Entering Unmasked Estep Score: -379837.937500 Penalty: 809.302612 Iteration 40F: 3 clusters Score -379837.9 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1964 members Mstep: Class 2 contains 5320 members Entering Unmasked Estep Score: -379848.812500 Penalty: 809.302612 Iteration 41Q: 3 clusters Score -379848.8 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1918 members Mstep: Class 2 contains 5366 members Entering Unmasked Estep Score: -379858.500000 Penalty: 809.302612 Iteration 42Q: 3 clusters Score -379858.5 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1877 members Mstep: Class 2 contains 5407 members Entering Unmasked Estep Score: -379867.468750 Penalty: 809.302612 Iteration 43Q: 3 clusters Score -379867.5 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1839 members Mstep: Class 2 contains 5445 members Entering Unmasked Estep Score: -379875.062500 Penalty: 809.302612 Iteration 44Q: 3 clusters Score -379875.1 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1800 members Mstep: Class 2 contains 5484 members Entering Unmasked Estep Score: -379883.625000 Penalty: 809.302612 Iteration 45Q: 3 clusters Score -379883.6 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1762 members Mstep: Class 2 contains 5522 members Entering Unmasked Estep Score: -379896.250000 Penalty: 809.302612 Iteration 46Q: 3 clusters Score -379896.2 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1713 members Mstep: Class 2 contains 5571 members Entering Unmasked Estep Score: -379907.437500 Penalty: 809.302612 Iteration 47Q: 3 clusters Score -379907.4 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1672 members Mstep: Class 2 contains 5612 members Entering Unmasked Estep Score: -379914.968750 Penalty: 809.302612 Iteration 48Q: 3 clusters Score -379915 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1639 members Mstep: Class 2 contains 5645 members Entering Unmasked Estep Score: -379919.625000 Penalty: 809.302612 Iteration 49Q: 3 clusters Score -379919.6 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1607 members Mstep: Class 2 contains 5677 members Entering Unmasked Estep Score: -379925.625000 Penalty: 809.302612 Iteration 50Q: 3 clusters Score -379925.6 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1572 members Mstep: Class 2 contains 5712 members Entering Unmasked Estep Score: -379930.812500 Penalty: 809.302612 Iteration 51Q: 3 clusters Score -379930.8 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1539 members Mstep: Class 2 contains 5745 members Entering Unmasked Estep Score: -379936.625000 Penalty: 809.302612 Iteration 52Q: 3 clusters Score -379936.6 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1510 members Mstep: Class 2 contains 5774 members Entering Unmasked Estep Score: -379940.687500 Penalty: 809.302612 Iteration 53Q: 3 clusters Score -379940.7 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1475 members Mstep: Class 2 contains 5809 members Entering Unmasked Estep Score: -379947.656250 Penalty: 809.302612 Iteration 54Q: 3 clusters Score -379947.7 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1440 members Mstep: Class 2 contains 5844 members Entering Unmasked Estep Score: -379954.750000 Penalty: 809.302612 Iteration 55Q: 3 clusters Score -379954.8 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1405 members Mstep: Class 2 contains 5879 members Entering Unmasked Estep Score: -379961.250000 Penalty: 809.302612 Iteration 56Q: 3 clusters Score -379961.2 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1374 members Mstep: Class 2 contains 5910 members Entering Unmasked Estep Score: -379968.375000 Penalty: 809.302612 Iteration 57Q: 3 clusters Score -379968.4 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1333 members Mstep: Class 2 contains 5951 members Entering Unmasked Estep Score: -379975.906250 Penalty: 809.302612 Iteration 58Q: 3 clusters Score -379975.9 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1306 members Mstep: Class 2 contains 5978 members Entering Unmasked Estep Score: -379979.312500 Penalty: 809.302612 Iteration 59Q: 3 clusters Score -379979.3 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1279 members Mstep: Class 2 contains 6005 members Entering Unmasked Estep Score: -379981.593750 Penalty: 809.302612 Iteration 60F: 3 clusters Score -379981.6 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1254 members Mstep: Class 2 contains 6030 members Entering Unmasked Estep Score: -379986.781250 Penalty: 809.302612 Iteration 61Q: 3 clusters Score -379986.8 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1220 members Mstep: Class 2 contains 6064 members Entering Unmasked Estep Score: -379994.343750 Penalty: 809.302612 Iteration 62Q: 3 clusters Score -379994.3 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1184 members Mstep: Class 2 contains 6100 members Entering Unmasked Estep Score: -380001.468750 Penalty: 809.302612 Iteration 63Q: 3 clusters Score -380001.5 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1150 members Mstep: Class 2 contains 6134 members Entering Unmasked Estep Score: -380006.906250 Penalty: 809.302612 Iteration 64Q: 3 clusters Score -380006.9 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1120 members Mstep: Class 2 contains 6164 members Entering Unmasked Estep Score: -380014.062500 Penalty: 809.302612 Iteration 65Q: 3 clusters Score -380014.1 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1084 members Mstep: Class 2 contains 6200 members Entering Unmasked Estep Score: -380020.500000 Penalty: 809.302612 Iteration 66Q: 3 clusters Score -380020.5 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1056 members Mstep: Class 2 contains 6228 members Entering Unmasked Estep Score: -380024.718750 Penalty: 809.302612 Iteration 67Q: 3 clusters Score -380024.7 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1037 members Mstep: Class 2 contains 6247 members Entering Unmasked Estep Score: -380030.593750 Penalty: 809.302612 Iteration 68Q: 3 clusters Score -380030.6 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1018 members Mstep: Class 2 contains 6266 members Entering Unmasked Estep Score: -380032.781250 Penalty: 809.302612 Iteration 69Q: 3 clusters Score -380032.8 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 993 members Mstep: Class 2 contains 6291 members Entering Unmasked Estep Score: -380038.875000 Penalty: 809.302612 Iteration 70Q: 3 clusters Score -380038.9 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 969 members Mstep: Class 2 contains 6315 members Entering Unmasked Estep Score: -380042.781250 Penalty: 809.302612 Iteration 71Q: 3 clusters Score -380042.8 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 945 members Mstep: Class 2 contains 6339 members Entering Unmasked Estep Score: -380047.093750 Penalty: 809.302612 Iteration 72Q: 3 clusters Score -380047.1 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 920 members Mstep: Class 2 contains 6364 members Entering Unmasked Estep Score: -380052.750000 Penalty: 809.302612 Iteration 73Q: 3 clusters Score -380052.8 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 896 members Mstep: Class 2 contains 6388 members Entering Unmasked Estep Score: -380057.031250 Penalty: 809.302612 Iteration 74Q: 3 clusters Score -380057 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 873 members Mstep: Class 2 contains 6411 members Entering Unmasked Estep Score: -380059.781250 Penalty: 809.302612 Iteration 75Q: 3 clusters Score -380059.8 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 852 members Mstep: Class 2 contains 6432 members Entering Unmasked Estep Score: -380062.687500 Penalty: 809.302612 Iteration 76Q: 3 clusters Score -380062.7 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 839 members Mstep: Class 2 contains 6445 members Entering Unmasked Estep Score: -380066.312500 Penalty: 809.302612 Iteration 77Q: 3 clusters Score -380066.3 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 824 members Mstep: Class 2 contains 6460 members Entering Unmasked Estep Score: -380069.625000 Penalty: 809.302612 Iteration 78Q: 3 clusters Score -380069.6 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 803 members Mstep: Class 2 contains 6481 members Entering Unmasked Estep Score: -380076.281250 Penalty: 809.302612 Iteration 79Q: 3 clusters Score -380076.3 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 777 members Mstep: Class 2 contains 6507 members Entering Unmasked Estep Score: -380083.062500 Penalty: 809.302612 Iteration 80F: 3 clusters Score -380083.1 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 748 members Mstep: Class 2 contains 6536 members Entering Unmasked Estep Score: -380089.156250 Penalty: 809.302612 Iteration 81Q: 3 clusters Score -380089.2 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 716 members Mstep: Class 2 contains 6568 members Entering Unmasked Estep Score: -380098.843750 Penalty: 809.302612 Iteration 82Q: 3 clusters Score -380098.8 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 682 members Mstep: Class 2 contains 6602 members Entering Unmasked Estep Score: -380108.593750 Penalty: 809.302612 Iteration 83Q: 3 clusters Score -380108.6 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 653 members Mstep: Class 2 contains 6631 members Entering Unmasked Estep Score: -380115.531250 Penalty: 809.302612 Iteration 84Q: 3 clusters Score -380115.5 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 632 members Mstep: Class 2 contains 6652 members Entering Unmasked Estep Score: -380123.125000 Penalty: 809.302612 Iteration 85Q: 3 clusters Score -380123.1 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 615 members Mstep: Class 2 contains 6669 members Entering Unmasked Estep Score: -380127.906250 Penalty: 809.302612 Iteration 86Q: 3 clusters Score -380127.9 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 595 members Mstep: Class 2 contains 6689 members Entering Unmasked Estep Score: -380134.437500 Penalty: 809.302612 Iteration 87Q: 3 clusters Score -380134.4 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 574 members Mstep: Class 2 contains 6710 members Entering Unmasked Estep Score: -380140.312500 Penalty: 809.302612 Iteration 88Q: 3 clusters Score -380140.3 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 558 members Mstep: Class 2 contains 6726 members Entering Unmasked Estep Score: -380146.812500 Penalty: 809.302612 Iteration 89Q: 3 clusters Score -380146.8 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 537 members Mstep: Class 2 contains 6747 members Entering Unmasked Estep Score: -380154.843750 Penalty: 809.302612 Iteration 90Q: 3 clusters Score -380154.8 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 518 members Mstep: Class 2 contains 6766 members Entering Unmasked Estep Score: -380159.125000 Penalty: 809.302612 Iteration 91Q: 3 clusters Score -380159.1 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 500 members Mstep: Class 2 contains 6784 members Entering Unmasked Estep Score: -380167.093750 Penalty: 809.302612 Iteration 92Q: 3 clusters Score -380167.1 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 489 members Mstep: Class 2 contains 6795 members Entering Unmasked Estep Score: -380170.718750 Penalty: 809.302612 Iteration 93Q: 3 clusters Score -380170.7 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 476 members Mstep: Class 2 contains 6808 members Entering Unmasked Estep Score: -380174.312500 Penalty: 809.302612 Iteration 94Q: 3 clusters Score -380174.3 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 462 members Mstep: Class 2 contains 6822 members Entering Unmasked Estep Score: -380182.437500 Penalty: 809.302612 Iteration 95Q: 3 clusters Score -380182.4 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 444 members Mstep: Class 2 contains 6840 members Entering Unmasked Estep Score: -380191.906250 Penalty: 809.302612 Iteration 96Q: 3 clusters Score -380191.9 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 427 members Mstep: Class 2 contains 6857 members Entering Unmasked Estep Score: -380205.031250 Penalty: 809.302612 Iteration 97Q: 3 clusters Score -380205 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 411 members Mstep: Class 2 contains 6873 members Entering Unmasked Estep Score: -380217.031250 Penalty: 809.302612 Iteration 98Q: 3 clusters Score -380217 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 395 members Mstep: Class 2 contains 6889 members Entering Unmasked Estep Score: -380229.906250 Penalty: 809.302612 Iteration 99Q: 3 clusters Score -380229.9 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 384 members Mstep: Class 2 contains 6900 members Entering Unmasked Estep Score: -380247.687500 Penalty: 809.302612 Iteration 100F: 3 clusters Score -380247.7 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 372 members Mstep: Class 2 contains 6912 members Entering Unmasked Estep Score: -380260.812500 Penalty: 809.302612 Iteration 101Q: 3 clusters Score -380260.8 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 367 members Mstep: Class 2 contains 6917 members Entering Unmasked Estep Score: -380269.156250 Penalty: 809.302612 Iteration 102Q: 3 clusters Score -380269.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 361 members Mstep: Class 2 contains 6923 members Entering Unmasked Estep Score: -380272.687500 Penalty: 809.302612 Iteration 103Q: 3 clusters Score -380272.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 358 members Mstep: Class 2 contains 6926 members Entering Unmasked Estep Score: -380274.343750 Penalty: 809.302612 Iteration 104Q: 3 clusters Score -380274.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 357 members Mstep: Class 2 contains 6927 members Entering Unmasked Estep Score: -380276.125000 Penalty: 809.302612 Iteration 105Q: 3 clusters Score -380276.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 357 members Mstep: Class 2 contains 6927 members Entering Unmasked Estep Score: -380276.343750 Penalty: 809.302612 Iteration 106Q: 3 clusters Score -380276.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 357 members Mstep: Class 2 contains 6927 members Entering Unmasked Estep Score: -380276.343750 Penalty: 809.302612 Iteration 107F: 3 clusters Score -380276.3 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (8530 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8530 members Entering Unmasked Estep Score: -484125.593750 Penalty: 411.836182 Iteration 0F: 2 clusters Score -484125.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4155 members Mstep: Class 2 contains 4375 members Entering Unmasked Estep Score: -478465.687500 Penalty: 823.672363 Iteration 0F: 3 clusters Score -478465.7 nChanged 3885 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3078 members Mstep: Class 2 contains 5452 members Entering Unmasked Estep Score: -481165.906250 Penalty: 823.672363 Iteration 1F: 3 clusters Score -481165.9 nChanged 722 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2478 members Mstep: Class 2 contains 6052 members Entering Unmasked Estep Score: -481688.937500 Penalty: 823.672363 Iteration 2F: 3 clusters Score -481688.9 nChanged 661 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1865 members Mstep: Class 2 contains 6665 members Entering Unmasked Estep Score: -482232.468750 Penalty: 823.672363 Iteration 3F: 3 clusters Score -482232.5 nChanged 581 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1304 members Mstep: Class 2 contains 7226 members Entering Unmasked Estep Score: -482735.781250 Penalty: 823.672363 Iteration 4F: 3 clusters Score -482735.8 nChanged 439 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 869 members Mstep: Class 2 contains 7661 members Entering Unmasked Estep Score: -483115.500000 Penalty: 823.672363 Iteration 5F: 3 clusters Score -483115.5 nChanged 294 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 579 members Mstep: Class 2 contains 7951 members Entering Unmasked Estep Score: -483369.812500 Penalty: 823.672363 Iteration 6Q: 3 clusters Score -483369.8 nChanged 181 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 398 members Mstep: Class 2 contains 8132 members Entering Unmasked Estep Score: -483518.187500 Penalty: 823.672363 Iteration 7Q: 3 clusters Score -483518.2 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 302 members Mstep: Class 2 contains 8228 members Entering Unmasked Estep Score: -483601.781250 Penalty: 823.672363 Iteration 8Q: 3 clusters Score -483601.8 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 234 members Mstep: Class 2 contains 8296 members Entering Unmasked Estep Score: -483672.343750 Penalty: 823.672363 Iteration 9Q: 3 clusters Score -483672.3 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 191 members Mstep: Class 2 contains 8339 members Entering Unmasked Estep Score: -483702.000000 Penalty: 823.672363 Iteration 10Q: 3 clusters Score -483702 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 165 members Mstep: Class 2 contains 8365 members Entering Unmasked Estep Score: -483723.593750 Penalty: 823.672363 Iteration 11Q: 3 clusters Score -483723.6 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 142 members Mstep: Class 2 contains 8388 members Entering Unmasked Estep Score: -483745.968750 Penalty: 823.672363 Iteration 12Q: 3 clusters Score -483746 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 128 members Mstep: Class 2 contains 8402 members Entering Unmasked Estep Score: -483762.437500 Penalty: 823.672363 Iteration 13Q: 3 clusters Score -483762.4 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 123 members Mstep: Class 2 contains 8407 members Entering Unmasked Estep Score: -483772.375000 Penalty: 823.672363 Iteration 14Q: 3 clusters Score -483772.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 120 members Mstep: Class 2 contains 8410 members Entering Unmasked Estep Score: -483780.687500 Penalty: 823.672363 Iteration 15Q: 3 clusters Score -483780.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 118 members Mstep: Class 2 contains 8412 members Entering Unmasked Estep Score: -483782.593750 Penalty: 823.672363 Iteration 16Q: 3 clusters Score -483782.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 117 members Mstep: Class 2 contains 8413 members Entering Unmasked Estep Score: -483783.281250 Penalty: 823.672363 Iteration 17Q: 3 clusters Score -483783.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 116 members Mstep: Class 2 contains 8414 members Entering Unmasked Estep Score: -483786.468750 Penalty: 823.672363 Iteration 18Q: 3 clusters Score -483786.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 115 members Mstep: Class 2 contains 8415 members Entering Unmasked Estep Score: -483786.437500 Penalty: 823.672363 Iteration 19Q: 3 clusters Score -483786.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 114 members Mstep: Class 2 contains 8416 members Entering Unmasked Estep Score: -483787.250000 Penalty: 823.672363 Iteration 20F: 3 clusters Score -483787.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (14003 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14003 members Entering Unmasked Estep Score: -768330.062500 Penalty: 434.389709 Iteration 0F: 2 clusters Score -768330.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7027 members Mstep: Class 2 contains 6976 members Entering Unmasked Estep Score: -759049.500000 Penalty: 868.779419 Iteration 0F: 3 clusters Score -759049.5 nChanged 6580 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6499 members Mstep: Class 2 contains 7504 members Entering Unmasked Estep Score: -763345.625000 Penalty: 868.779419 Iteration 1F: 3 clusters Score -763345.6 nChanged 997 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6260 members Mstep: Class 2 contains 7743 members Entering Unmasked Estep Score: -764121.375000 Penalty: 868.779419 Iteration 2F: 3 clusters Score -764121.4 nChanged 1118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6054 members Mstep: Class 2 contains 7949 members Entering Unmasked Estep Score: -765222.187500 Penalty: 868.779419 Iteration 3F: 3 clusters Score -765222.2 nChanged 1100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5848 members Mstep: Class 2 contains 8155 members Entering Unmasked Estep Score: -766303.250000 Penalty: 868.779419 Iteration 4F: 3 clusters Score -766303.2 nChanged 892 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5674 members Mstep: Class 2 contains 8329 members Entering Unmasked Estep Score: -766969.375000 Penalty: 868.779419 Iteration 5F: 3 clusters Score -766969.4 nChanged 584 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5566 members Mstep: Class 2 contains 8437 members Entering Unmasked Estep Score: -767283.250000 Penalty: 868.779419 Iteration 6Q: 3 clusters Score -767283.2 nChanged 424 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5476 members Mstep: Class 2 contains 8527 members Entering Unmasked Estep Score: -767489.187500 Penalty: 868.779419 Iteration 7Q: 3 clusters Score -767489.2 nChanged 322 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5392 members Mstep: Class 2 contains 8611 members Entering Unmasked Estep Score: -767623.875000 Penalty: 868.779419 Iteration 8Q: 3 clusters Score -767623.9 nChanged 264 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5300 members Mstep: Class 2 contains 8703 members Entering Unmasked Estep Score: -767749.875000 Penalty: 868.779419 Iteration 9Q: 3 clusters Score -767749.9 nChanged 216 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5200 members Mstep: Class 2 contains 8803 members Entering Unmasked Estep Score: -767879.187500 Penalty: 868.779419 Iteration 10Q: 3 clusters Score -767879.2 nChanged 201 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5089 members Mstep: Class 2 contains 8914 members Entering Unmasked Estep Score: -768076.312500 Penalty: 868.779419 Iteration 11Q: 3 clusters Score -768076.3 nChanged 154 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4981 members Mstep: Class 2 contains 9022 members Entering Unmasked Estep Score: -768236.187500 Penalty: 868.779419 Iteration 12Q: 3 clusters Score -768236.2 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4862 members Mstep: Class 2 contains 9141 members Entering Unmasked Estep Score: -768287.500000 Penalty: 868.779419 Iteration 13Q: 3 clusters Score -768287.5 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4785 members Mstep: Class 2 contains 9218 members Entering Unmasked Estep Score: -768315.062500 Penalty: 868.779419 Iteration 14Q: 3 clusters Score -768315.1 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4719 members Mstep: Class 2 contains 9284 members Entering Unmasked Estep Score: -768326.625000 Penalty: 868.779419 Iteration 15Q: 3 clusters Score -768326.6 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4665 members Mstep: Class 2 contains 9338 members Entering Unmasked Estep Score: -768336.312500 Penalty: 868.779419 Iteration 16Q: 3 clusters Score -768336.3 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4616 members Mstep: Class 2 contains 9387 members Entering Unmasked Estep Score: -768339.125000 Penalty: 868.779419 Iteration 17Q: 3 clusters Score -768339.1 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4579 members Mstep: Class 2 contains 9424 members Entering Unmasked Estep Score: -768342.187500 Penalty: 868.779419 Iteration 18Q: 3 clusters Score -768342.2 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4544 members Mstep: Class 2 contains 9459 members Entering Unmasked Estep Score: -768346.812500 Penalty: 868.779419 Iteration 19Q: 3 clusters Score -768346.8 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4505 members Mstep: Class 2 contains 9498 members Entering Unmasked Estep Score: -768351.437500 Penalty: 868.779419 Iteration 20F: 3 clusters Score -768351.4 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4463 members Mstep: Class 2 contains 9540 members Entering Unmasked Estep Score: -768356.000000 Penalty: 868.779419 Iteration 21Q: 3 clusters Score -768356 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4414 members Mstep: Class 2 contains 9589 members Entering Unmasked Estep Score: -768365.187500 Penalty: 868.779419 Iteration 22Q: 3 clusters Score -768365.2 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4364 members Mstep: Class 2 contains 9639 members Entering Unmasked Estep Score: -768368.250000 Penalty: 868.779419 Iteration 23Q: 3 clusters Score -768368.2 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4313 members Mstep: Class 2 contains 9690 members Entering Unmasked Estep Score: -768378.312500 Penalty: 868.779419 Iteration 24Q: 3 clusters Score -768378.3 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4267 members Mstep: Class 2 contains 9736 members Entering Unmasked Estep Score: -768379.312500 Penalty: 868.779419 Iteration 25Q: 3 clusters Score -768379.3 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4221 members Mstep: Class 2 contains 9782 members Entering Unmasked Estep Score: -768385.875000 Penalty: 868.779419 Iteration 26Q: 3 clusters Score -768385.9 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4176 members Mstep: Class 2 contains 9827 members Entering Unmasked Estep Score: -768391.812500 Penalty: 868.779419 Iteration 27Q: 3 clusters Score -768391.8 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4138 members Mstep: Class 2 contains 9865 members Entering Unmasked Estep Score: -768395.625000 Penalty: 868.779419 Iteration 28Q: 3 clusters Score -768395.6 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4113 members Mstep: Class 2 contains 9890 members Entering Unmasked Estep Score: -768397.000000 Penalty: 868.779419 Iteration 29Q: 3 clusters Score -768397 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4093 members Mstep: Class 2 contains 9910 members Entering Unmasked Estep Score: -768397.250000 Penalty: 868.779419 Iteration 30Q: 3 clusters Score -768397.2 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4071 members Mstep: Class 2 contains 9932 members Entering Unmasked Estep Score: -768402.062500 Penalty: 868.779419 Iteration 31Q: 3 clusters Score -768402.1 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4045 members Mstep: Class 2 contains 9958 members Entering Unmasked Estep Score: -768399.375000 Penalty: 868.779419 Iteration 32Q: 3 clusters Score -768399.4 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4026 members Mstep: Class 2 contains 9977 members Entering Unmasked Estep Score: -768401.062500 Penalty: 868.779419 Iteration 33Q: 3 clusters Score -768401.1 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4008 members Mstep: Class 2 contains 9995 members Entering Unmasked Estep Score: -768403.937500 Penalty: 868.779419 Iteration 34Q: 3 clusters Score -768403.9 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3991 members Mstep: Class 2 contains 10012 members Entering Unmasked Estep Score: -768403.062500 Penalty: 868.779419 Iteration 35Q: 3 clusters Score -768403.1 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3977 members Mstep: Class 2 contains 10026 members Entering Unmasked Estep Score: -768404.000000 Penalty: 868.779419 Iteration 36Q: 3 clusters Score -768404 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3958 members Mstep: Class 2 contains 10045 members Entering Unmasked Estep Score: -768405.812500 Penalty: 868.779419 Iteration 37Q: 3 clusters Score -768405.8 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3941 members Mstep: Class 2 contains 10062 members Entering Unmasked Estep Score: -768405.687500 Penalty: 868.779419 Iteration 38Q: 3 clusters Score -768405.7 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3924 members Mstep: Class 2 contains 10079 members Entering Unmasked Estep Score: -768407.500000 Penalty: 868.779419 Iteration 39Q: 3 clusters Score -768407.5 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3900 members Mstep: Class 2 contains 10103 members Entering Unmasked Estep Score: -768410.625000 Penalty: 868.779419 Iteration 40F: 3 clusters Score -768410.6 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3875 members Mstep: Class 2 contains 10128 members Entering Unmasked Estep Score: -768413.437500 Penalty: 868.779419 Iteration 41Q: 3 clusters Score -768413.4 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3853 members Mstep: Class 2 contains 10150 members Entering Unmasked Estep Score: -768414.562500 Penalty: 868.779419 Iteration 42Q: 3 clusters Score -768414.6 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3831 members Mstep: Class 2 contains 10172 members Entering Unmasked Estep Score: -768418.937500 Penalty: 868.779419 Iteration 43Q: 3 clusters Score -768418.9 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3810 members Mstep: Class 2 contains 10193 members Entering Unmasked Estep Score: -768418.250000 Penalty: 868.779419 Iteration 44Q: 3 clusters Score -768418.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3798 members Mstep: Class 2 contains 10205 members Entering Unmasked Estep Score: -768419.875000 Penalty: 868.779419 Iteration 45Q: 3 clusters Score -768419.9 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3787 members Mstep: Class 2 contains 10216 members Entering Unmasked Estep Score: -768420.875000 Penalty: 868.779419 Iteration 46Q: 3 clusters Score -768420.9 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3777 members Mstep: Class 2 contains 10226 members Entering Unmasked Estep Score: -768420.625000 Penalty: 868.779419 Iteration 47Q: 3 clusters Score -768420.6 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3758 members Mstep: Class 2 contains 10245 members Entering Unmasked Estep Score: -768417.687500 Penalty: 868.779419 Iteration 48Q: 3 clusters Score -768417.7 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3749 members Mstep: Class 2 contains 10254 members Entering Unmasked Estep Score: -768420.125000 Penalty: 868.779419 Iteration 49Q: 3 clusters Score -768420.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3743 members Mstep: Class 2 contains 10260 members Entering Unmasked Estep Score: -768421.250000 Penalty: 868.779419 Iteration 50Q: 3 clusters Score -768421.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3734 members Mstep: Class 2 contains 10269 members Entering Unmasked Estep Score: -768421.062500 Penalty: 868.779419 Iteration 51Q: 3 clusters Score -768421.1 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3723 members Mstep: Class 2 contains 10280 members Entering Unmasked Estep Score: -768422.187500 Penalty: 868.779419 Iteration 52Q: 3 clusters Score -768422.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3712 members Mstep: Class 2 contains 10291 members Entering Unmasked Estep Score: -768423.625000 Penalty: 868.779419 Iteration 53Q: 3 clusters Score -768423.6 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3701 members Mstep: Class 2 contains 10302 members Entering Unmasked Estep Score: -768424.437500 Penalty: 868.779419 Iteration 54Q: 3 clusters Score -768424.4 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3686 members Mstep: Class 2 contains 10317 members Entering Unmasked Estep Score: -768425.562500 Penalty: 868.779419 Iteration 55Q: 3 clusters Score -768425.6 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3669 members Mstep: Class 2 contains 10334 members Entering Unmasked Estep Score: -768428.125000 Penalty: 868.779419 Iteration 56Q: 3 clusters Score -768428.1 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3651 members Mstep: Class 2 contains 10352 members Entering Unmasked Estep Score: -768427.125000 Penalty: 868.779419 Iteration 57Q: 3 clusters Score -768427.1 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3635 members Mstep: Class 2 contains 10368 members Entering Unmasked Estep Score: -768429.750000 Penalty: 868.779419 Iteration 58Q: 3 clusters Score -768429.8 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3622 members Mstep: Class 2 contains 10381 members Entering Unmasked Estep Score: -768431.687500 Penalty: 868.779419 Iteration 59Q: 3 clusters Score -768431.7 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3608 members Mstep: Class 2 contains 10395 members Entering Unmasked Estep Score: -768430.562500 Penalty: 868.779419 Iteration 60F: 3 clusters Score -768430.6 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3596 members Mstep: Class 2 contains 10407 members Entering Unmasked Estep Score: -768433.062500 Penalty: 868.779419 Iteration 61Q: 3 clusters Score -768433.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3586 members Mstep: Class 2 contains 10417 members Entering Unmasked Estep Score: -768431.000000 Penalty: 868.779419 Iteration 62Q: 3 clusters Score -768431 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3574 members Mstep: Class 2 contains 10429 members Entering Unmasked Estep Score: -768430.687500 Penalty: 868.779419 Iteration 63Q: 3 clusters Score -768430.7 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3558 members Mstep: Class 2 contains 10445 members Entering Unmasked Estep Score: -768430.812500 Penalty: 868.779419 Iteration 64Q: 3 clusters Score -768430.8 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3542 members Mstep: Class 2 contains 10461 members Entering Unmasked Estep Score: -768434.250000 Penalty: 868.779419 Iteration 65Q: 3 clusters Score -768434.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3534 members Mstep: Class 2 contains 10469 members Entering Unmasked Estep Score: -768434.562500 Penalty: 868.779419 Iteration 66Q: 3 clusters Score -768434.6 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3523 members Mstep: Class 2 contains 10480 members Entering Unmasked Estep Score: -768434.125000 Penalty: 868.779419 Iteration 67Q: 3 clusters Score -768434.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3513 members Mstep: Class 2 contains 10490 members Entering Unmasked Estep Score: -768434.250000 Penalty: 868.779419 Iteration 68Q: 3 clusters Score -768434.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3504 members Mstep: Class 2 contains 10499 members Entering Unmasked Estep Score: -768434.125000 Penalty: 868.779419 Iteration 69Q: 3 clusters Score -768434.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3499 members Mstep: Class 2 contains 10504 members Entering Unmasked Estep Score: -768434.625000 Penalty: 868.779419 Iteration 70Q: 3 clusters Score -768434.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3498 members Mstep: Class 2 contains 10505 members Entering Unmasked Estep Score: -768434.000000 Penalty: 868.779419 Iteration 71Q: 3 clusters Score -768434 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3497 members Mstep: Class 2 contains 10506 members Entering Unmasked Estep Score: -768434.562500 Penalty: 868.779419 Iteration 72Q: 3 clusters Score -768434.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3497 members Mstep: Class 2 contains 10506 members Entering Unmasked Estep Score: -768434.562500 Penalty: 868.779419 Iteration 73F: 3 clusters Score -768434.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 48 members Mstep: Class 1 contains 11685 members Mstep: Class 2 contains 27561 members Mstep: Class 3 contains 8048 members Mstep: Class 4 contains 3443 members Mstep: Class 5 contains 7284 members Mstep: Class 6 contains 8530 members Mstep: Class 7 contains 3497 members Mstep: Class 8 contains 1460 members Mstep: Class 9 contains 3884 members Mstep: Class 10 contains 98470 members Mstep: Class 11 contains 12286 members Mstep: Class 12 contains 3423 members Mstep: Class 13 contains 2023 members Mstep: Class 14 contains 24295 members Mstep: Class 15 contains 2795 members Mstep: Class 16 contains 20137 members Mstep: Class 17 contains 1222 members Mstep: Class 18 contains 6901 members Mstep: Class 19 contains 1371 members Mstep: Class 20 contains 9980 members Mstep: Class 21 contains 64636 members Mstep: Class 22 contains 3137 members Mstep: Class 23 contains 54549 members Mstep: Class 24 contains 2548 members Mstep: Class 25 contains 7892 members Mstep: Class 26 contains 975 members Mstep: Class 27 contains 27687 members Mstep: Class 28 contains 1986 members Mstep: Class 29 contains 10506 members Entering Unmasked Estep Score: -22972046.000000 Penalty: 17122.861328 Splitting cluster 7 changes total score from -22972194.000000 to -22972046.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 8 (1460 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1460 members Entering Unmasked Estep Score: -80851.093750 Penalty: 331.521729 Iteration 0F: 2 clusters Score -80851.09 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 763 members Mstep: Class 2 contains 697 members Entering Unmasked Estep Score: -79771.484375 Penalty: 663.043457 Iteration 0F: 3 clusters Score -79771.48 nChanged 612 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 757 members Mstep: Class 2 contains 703 members Entering Unmasked Estep Score: -80130.687500 Penalty: 663.043457 Iteration 1F: 3 clusters Score -80130.69 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 755 members Mstep: Class 2 contains 705 members Entering Unmasked Estep Score: -80211.742188 Penalty: 663.043457 Iteration 2F: 3 clusters Score -80211.74 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 749 members Mstep: Class 2 contains 711 members Entering Unmasked Estep Score: -80295.343750 Penalty: 663.043457 Iteration 3F: 3 clusters Score -80295.34 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 749 members Mstep: Class 2 contains 711 members Entering Unmasked Estep Score: -80360.625000 Penalty: 663.043457 Iteration 4F: 3 clusters Score -80360.62 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 754 members Mstep: Class 2 contains 706 members Entering Unmasked Estep Score: -80412.710938 Penalty: 663.043457 Iteration 5Q: 3 clusters Score -80412.71 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 758 members Mstep: Class 2 contains 702 members Entering Unmasked Estep Score: -80465.664062 Penalty: 663.043457 Iteration 6Q: 3 clusters Score -80465.66 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 769 members Mstep: Class 2 contains 691 members Entering Unmasked Estep Score: -80531.304688 Penalty: 663.043457 Iteration 7F: 3 clusters Score -80531.3 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 779 members Mstep: Class 2 contains 681 members Entering Unmasked Estep Score: -80576.539062 Penalty: 663.043457 Iteration 8Q: 3 clusters Score -80576.54 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 789 members Mstep: Class 2 contains 671 members Entering Unmasked Estep Score: -80613.656250 Penalty: 663.043457 Iteration 9Q: 3 clusters Score -80613.66 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 808 members Mstep: Class 2 contains 652 members Entering Unmasked Estep Score: -80647.789062 Penalty: 663.043457 Iteration 10Q: 3 clusters Score -80647.79 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 821 members Mstep: Class 2 contains 639 members Entering Unmasked Estep Score: -80671.687500 Penalty: 663.043457 Iteration 11Q: 3 clusters Score -80671.69 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 826 members Mstep: Class 2 contains 634 members Entering Unmasked Estep Score: -80683.125000 Penalty: 663.043457 Iteration 12Q: 3 clusters Score -80683.12 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 829 members Mstep: Class 2 contains 631 members Entering Unmasked Estep Score: -80692.578125 Penalty: 663.043457 Iteration 13Q: 3 clusters Score -80692.58 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 836 members Mstep: Class 2 contains 624 members Entering Unmasked Estep Score: -80705.914062 Penalty: 663.043457 Iteration 14Q: 3 clusters Score -80705.91 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 840 members Mstep: Class 2 contains 620 members Entering Unmasked Estep Score: -80712.875000 Penalty: 663.043457 Iteration 15Q: 3 clusters Score -80712.88 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 840 members Mstep: Class 2 contains 620 members Entering Unmasked Estep Score: -80716.953125 Penalty: 663.043457 Iteration 16Q: 3 clusters Score -80716.95 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 831 members Mstep: Class 2 contains 629 members Entering Unmasked Estep Score: -80723.328125 Penalty: 663.043457 Iteration 17Q: 3 clusters Score -80723.33 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 821 members Mstep: Class 2 contains 639 members Entering Unmasked Estep Score: -80727.921875 Penalty: 663.043457 Iteration 18Q: 3 clusters Score -80727.92 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 813 members Mstep: Class 2 contains 647 members Entering Unmasked Estep Score: -80731.460938 Penalty: 663.043457 Iteration 19Q: 3 clusters Score -80731.46 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 805 members Mstep: Class 2 contains 655 members Entering Unmasked Estep Score: -80734.390625 Penalty: 663.043457 Iteration 20F: 3 clusters Score -80734.39 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 798 members Mstep: Class 2 contains 662 members Entering Unmasked Estep Score: -80736.242188 Penalty: 663.043457 Iteration 21Q: 3 clusters Score -80736.24 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 794 members Mstep: Class 2 contains 666 members Entering Unmasked Estep Score: -80737.976562 Penalty: 663.043457 Iteration 22Q: 3 clusters Score -80737.98 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 788 members Mstep: Class 2 contains 672 members Entering Unmasked Estep Score: -80740.890625 Penalty: 663.043457 Iteration 23Q: 3 clusters Score -80740.89 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 781 members Mstep: Class 2 contains 679 members Entering Unmasked Estep Score: -80744.507812 Penalty: 663.043457 Iteration 24Q: 3 clusters Score -80744.51 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 766 members Mstep: Class 2 contains 694 members Entering Unmasked Estep Score: -80752.242188 Penalty: 663.043457 Iteration 25Q: 3 clusters Score -80752.24 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 753 members Mstep: Class 2 contains 707 members Entering Unmasked Estep Score: -80758.601562 Penalty: 663.043457 Iteration 26Q: 3 clusters Score -80758.6 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 744 members Mstep: Class 2 contains 716 members Entering Unmasked Estep Score: -80761.242188 Penalty: 663.043457 Iteration 27Q: 3 clusters Score -80761.24 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 737 members Mstep: Class 2 contains 723 members Entering Unmasked Estep Score: -80764.718750 Penalty: 663.043457 Iteration 28Q: 3 clusters Score -80764.72 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 730 members Mstep: Class 2 contains 730 members Entering Unmasked Estep Score: -80766.453125 Penalty: 663.043457 Iteration 29Q: 3 clusters Score -80766.45 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 726 members Mstep: Class 2 contains 734 members Entering Unmasked Estep Score: -80767.382812 Penalty: 663.043457 Iteration 30Q: 3 clusters Score -80767.38 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 725 members Mstep: Class 2 contains 735 members Entering Unmasked Estep Score: -80768.546875 Penalty: 663.043457 Iteration 31Q: 3 clusters Score -80768.55 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 724 members Mstep: Class 2 contains 736 members Entering Unmasked Estep Score: -80768.945312 Penalty: 663.043457 Iteration 32Q: 3 clusters Score -80768.95 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 724 members Mstep: Class 2 contains 736 members Entering Unmasked Estep Score: -80769.695312 Penalty: 663.043457 Iteration 33Q: 3 clusters Score -80769.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 723 members Mstep: Class 2 contains 737 members Entering Unmasked Estep Score: -80769.968750 Penalty: 663.043457 Iteration 34Q: 3 clusters Score -80769.97 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 722 members Mstep: Class 2 contains 738 members Entering Unmasked Estep Score: -80770.195312 Penalty: 663.043457 Iteration 35Q: 3 clusters Score -80770.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 721 members Mstep: Class 2 contains 739 members Entering Unmasked Estep Score: -80770.453125 Penalty: 663.043457 Iteration 36Q: 3 clusters Score -80770.45 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 721 members Mstep: Class 2 contains 739 members Entering Unmasked Estep Score: -80770.453125 Penalty: 663.043457 Iteration 37F: 3 clusters Score -80770.45 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (3884 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3884 members Entering Unmasked Estep Score: -231429.921875 Penalty: 376.040253 Iteration 0F: 2 clusters Score -231429.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1957 members Mstep: Class 2 contains 1927 members Entering Unmasked Estep Score: -228844.921875 Penalty: 752.080505 Iteration 0F: 3 clusters Score -228844.9 nChanged 1700 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1903 members Mstep: Class 2 contains 1981 members Entering Unmasked Estep Score: -229872.828125 Penalty: 752.080505 Iteration 1F: 3 clusters Score -229872.8 nChanged 303 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1868 members Mstep: Class 2 contains 2016 members Entering Unmasked Estep Score: -230073.765625 Penalty: 752.080505 Iteration 2F: 3 clusters Score -230073.8 nChanged 273 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1843 members Mstep: Class 2 contains 2041 members Entering Unmasked Estep Score: -230258.843750 Penalty: 752.080505 Iteration 3F: 3 clusters Score -230258.8 nChanged 227 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1846 members Mstep: Class 2 contains 2038 members Entering Unmasked Estep Score: -230390.578125 Penalty: 752.080505 Iteration 4F: 3 clusters Score -230390.6 nChanged 179 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1883 members Mstep: Class 2 contains 2001 members Entering Unmasked Estep Score: -230481.171875 Penalty: 752.080505 Iteration 5Q: 3 clusters Score -230481.2 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1923 members Mstep: Class 2 contains 1961 members Entering Unmasked Estep Score: -230533.828125 Penalty: 752.080505 Iteration 6Q: 3 clusters Score -230533.8 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2001 members Mstep: Class 2 contains 1883 members Entering Unmasked Estep Score: -230587.843750 Penalty: 752.080505 Iteration 7Q: 3 clusters Score -230587.8 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2078 members Mstep: Class 2 contains 1806 members Entering Unmasked Estep Score: -230630.781250 Penalty: 752.080505 Iteration 8Q: 3 clusters Score -230630.8 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2155 members Mstep: Class 2 contains 1729 members Entering Unmasked Estep Score: -230673.625000 Penalty: 752.080505 Iteration 9Q: 3 clusters Score -230673.6 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2242 members Mstep: Class 2 contains 1642 members Entering Unmasked Estep Score: -230731.437500 Penalty: 752.080505 Iteration 10Q: 3 clusters Score -230731.4 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2336 members Mstep: Class 2 contains 1548 members Entering Unmasked Estep Score: -230795.328125 Penalty: 752.080505 Iteration 11Q: 3 clusters Score -230795.3 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2436 members Mstep: Class 2 contains 1448 members Entering Unmasked Estep Score: -230867.921875 Penalty: 752.080505 Iteration 12Q: 3 clusters Score -230867.9 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2547 members Mstep: Class 2 contains 1337 members Entering Unmasked Estep Score: -230938.015625 Penalty: 752.080505 Iteration 13Q: 3 clusters Score -230938 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2646 members Mstep: Class 2 contains 1238 members Entering Unmasked Estep Score: -230994.125000 Penalty: 752.080505 Iteration 14Q: 3 clusters Score -230994.1 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2731 members Mstep: Class 2 contains 1153 members Entering Unmasked Estep Score: -231044.062500 Penalty: 752.080505 Iteration 15Q: 3 clusters Score -231044.1 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2808 members Mstep: Class 2 contains 1076 members Entering Unmasked Estep Score: -231087.578125 Penalty: 752.080505 Iteration 16Q: 3 clusters Score -231087.6 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2873 members Mstep: Class 2 contains 1011 members Entering Unmasked Estep Score: -231121.781250 Penalty: 752.080505 Iteration 17Q: 3 clusters Score -231121.8 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2929 members Mstep: Class 2 contains 955 members Entering Unmasked Estep Score: -231145.750000 Penalty: 752.080505 Iteration 18Q: 3 clusters Score -231145.8 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2975 members Mstep: Class 2 contains 909 members Entering Unmasked Estep Score: -231163.312500 Penalty: 752.080505 Iteration 19Q: 3 clusters Score -231163.3 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3012 members Mstep: Class 2 contains 872 members Entering Unmasked Estep Score: -231175.921875 Penalty: 752.080505 Iteration 20F: 3 clusters Score -231175.9 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3045 members Mstep: Class 2 contains 839 members Entering Unmasked Estep Score: -231186.093750 Penalty: 752.080505 Iteration 21Q: 3 clusters Score -231186.1 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3074 members Mstep: Class 2 contains 810 members Entering Unmasked Estep Score: -231194.218750 Penalty: 752.080505 Iteration 22Q: 3 clusters Score -231194.2 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3091 members Mstep: Class 2 contains 793 members Entering Unmasked Estep Score: -231198.578125 Penalty: 752.080505 Iteration 23Q: 3 clusters Score -231198.6 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3113 members Mstep: Class 2 contains 771 members Entering Unmasked Estep Score: -231203.015625 Penalty: 752.080505 Iteration 24Q: 3 clusters Score -231203 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3133 members Mstep: Class 2 contains 751 members Entering Unmasked Estep Score: -231206.828125 Penalty: 752.080505 Iteration 25Q: 3 clusters Score -231206.8 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3150 members Mstep: Class 2 contains 734 members Entering Unmasked Estep Score: -231210.406250 Penalty: 752.080505 Iteration 26Q: 3 clusters Score -231210.4 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3164 members Mstep: Class 2 contains 720 members Entering Unmasked Estep Score: -231214.203125 Penalty: 752.080505 Iteration 27Q: 3 clusters Score -231214.2 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3180 members Mstep: Class 2 contains 704 members Entering Unmasked Estep Score: -231221.031250 Penalty: 752.080505 Iteration 28Q: 3 clusters Score -231221 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3191 members Mstep: Class 2 contains 693 members Entering Unmasked Estep Score: -231223.921875 Penalty: 752.080505 Iteration 29Q: 3 clusters Score -231223.9 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3203 members Mstep: Class 2 contains 681 members Entering Unmasked Estep Score: -231226.421875 Penalty: 752.080505 Iteration 30Q: 3 clusters Score -231226.4 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3213 members Mstep: Class 2 contains 671 members Entering Unmasked Estep Score: -231227.859375 Penalty: 752.080505 Iteration 31Q: 3 clusters Score -231227.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3220 members Mstep: Class 2 contains 664 members Entering Unmasked Estep Score: -231229.234375 Penalty: 752.080505 Iteration 32Q: 3 clusters Score -231229.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3226 members Mstep: Class 2 contains 658 members Entering Unmasked Estep Score: -231230.531250 Penalty: 752.080505 Iteration 33Q: 3 clusters Score -231230.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3231 members Mstep: Class 2 contains 653 members Entering Unmasked Estep Score: -231230.937500 Penalty: 752.080505 Iteration 34Q: 3 clusters Score -231230.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3232 members Mstep: Class 2 contains 652 members Entering Unmasked Estep Score: -231230.812500 Penalty: 752.080505 Iteration 35Q: 3 clusters Score -231230.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3234 members Mstep: Class 2 contains 650 members Entering Unmasked Estep Score: -231231.312500 Penalty: 752.080505 Iteration 36Q: 3 clusters Score -231231.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3238 members Mstep: Class 2 contains 646 members Entering Unmasked Estep Score: -231232.078125 Penalty: 752.080505 Iteration 37Q: 3 clusters Score -231232.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3241 members Mstep: Class 2 contains 643 members Entering Unmasked Estep Score: -231232.187500 Penalty: 752.080505 Iteration 38Q: 3 clusters Score -231232.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3244 members Mstep: Class 2 contains 640 members Entering Unmasked Estep Score: -231232.156250 Penalty: 752.080505 Iteration 39Q: 3 clusters Score -231232.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3246 members Mstep: Class 2 contains 638 members Entering Unmasked Estep Score: -231232.468750 Penalty: 752.080505 Iteration 40F: 3 clusters Score -231232.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3247 members Mstep: Class 2 contains 637 members Entering Unmasked Estep Score: -231232.421875 Penalty: 752.080505 Iteration 41Q: 3 clusters Score -231232.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3248 members Mstep: Class 2 contains 636 members Entering Unmasked Estep Score: -231232.640625 Penalty: 752.080505 Iteration 42Q: 3 clusters Score -231232.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3249 members Mstep: Class 2 contains 635 members Entering Unmasked Estep Score: -231232.609375 Penalty: 752.080505 Iteration 43Q: 3 clusters Score -231232.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3251 members Mstep: Class 2 contains 633 members Entering Unmasked Estep Score: -231233.109375 Penalty: 752.080505 Iteration 44Q: 3 clusters Score -231233.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3251 members Mstep: Class 2 contains 633 members Entering Unmasked Estep Score: -231233.109375 Penalty: 752.080505 Iteration 45F: 3 clusters Score -231233.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (98470 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98470 members Entering Unmasked Estep Score: -5533156.000000 Penalty: 523.136597 Iteration 0F: 2 clusters Score -5533156 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49337 members Mstep: Class 2 contains 49133 members Entering Unmasked Estep Score: -5466551.500000 Penalty: 1046.273193 Iteration 0F: 3 clusters Score -5466552 nChanged 48156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53899 members Mstep: Class 2 contains 44571 members Entering Unmasked Estep Score: -5496810.000000 Penalty: 1046.273193 Iteration 1F: 3 clusters Score -5496810 nChanged 5309 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56176 members Mstep: Class 2 contains 42294 members Entering Unmasked Estep Score: -5499545.000000 Penalty: 1046.273193 Iteration 2F: 3 clusters Score -5499545 nChanged 5834 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58802 members Mstep: Class 2 contains 39668 members Entering Unmasked Estep Score: -5503114.000000 Penalty: 1046.273193 Iteration 3F: 3 clusters Score -5503114 nChanged 6268 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61892 members Mstep: Class 2 contains 36578 members Entering Unmasked Estep Score: -5507747.500000 Penalty: 1046.273193 Iteration 4F: 3 clusters Score -5507748 nChanged 6330 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64870 members Mstep: Class 2 contains 33600 members Entering Unmasked Estep Score: -5513023.500000 Penalty: 1046.273193 Iteration 5F: 3 clusters Score -5513024 nChanged 5960 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67384 members Mstep: Class 2 contains 31086 members Entering Unmasked Estep Score: -5517802.500000 Penalty: 1046.273193 Iteration 6F: 3 clusters Score -5517802 nChanged 4520 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 69384 members Mstep: Class 2 contains 29086 members Entering Unmasked Estep Score: -5520781.500000 Penalty: 1046.273193 Iteration 7Q: 3 clusters Score -5520782 nChanged 3125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71311 members Mstep: Class 2 contains 27159 members Entering Unmasked Estep Score: -5522548.500000 Penalty: 1046.273193 Iteration 8Q: 3 clusters Score -5522548 nChanged 2411 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 73254 members Mstep: Class 2 contains 25216 members Entering Unmasked Estep Score: -5523864.000000 Penalty: 1046.273193 Iteration 9Q: 3 clusters Score -5523864 nChanged 2153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 75091 members Mstep: Class 2 contains 23379 members Entering Unmasked Estep Score: -5525008.500000 Penalty: 1046.273193 Iteration 10Q: 3 clusters Score -5525008 nChanged 2053 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 76852 members Mstep: Class 2 contains 21618 members Entering Unmasked Estep Score: -5526143.000000 Penalty: 1046.273193 Iteration 11Q: 3 clusters Score -5526143 nChanged 1948 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 78532 members Mstep: Class 2 contains 19938 members Entering Unmasked Estep Score: -5527164.000000 Penalty: 1046.273193 Iteration 12Q: 3 clusters Score -5527164 nChanged 1843 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 80137 members Mstep: Class 2 contains 18333 members Entering Unmasked Estep Score: -5528185.000000 Penalty: 1046.273193 Iteration 13Q: 3 clusters Score -5528185 nChanged 1709 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81618 members Mstep: Class 2 contains 16852 members Entering Unmasked Estep Score: -5529100.000000 Penalty: 1046.273193 Iteration 14Q: 3 clusters Score -5529100 nChanged 1531 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 82983 members Mstep: Class 2 contains 15487 members Entering Unmasked Estep Score: -5529816.500000 Penalty: 1046.273193 Iteration 15Q: 3 clusters Score -5529816 nChanged 1296 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 84165 members Mstep: Class 2 contains 14305 members Entering Unmasked Estep Score: -5530387.500000 Penalty: 1046.273193 Iteration 16Q: 3 clusters Score -5530388 nChanged 1072 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 85147 members Mstep: Class 2 contains 13323 members Entering Unmasked Estep Score: -5530776.500000 Penalty: 1046.273193 Iteration 17Q: 3 clusters Score -5530776 nChanged 922 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 86019 members Mstep: Class 2 contains 12451 members Entering Unmasked Estep Score: -5531063.000000 Penalty: 1046.273193 Iteration 18Q: 3 clusters Score -5531063 nChanged 821 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 86816 members Mstep: Class 2 contains 11654 members Entering Unmasked Estep Score: -5531296.500000 Penalty: 1046.273193 Iteration 19Q: 3 clusters Score -5531296 nChanged 737 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 87547 members Mstep: Class 2 contains 10923 members Entering Unmasked Estep Score: -5531485.000000 Penalty: 1046.273193 Iteration 20F: 3 clusters Score -5531485 nChanged 687 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 88230 members Mstep: Class 2 contains 10240 members Entering Unmasked Estep Score: -5531637.500000 Penalty: 1046.273193 Iteration 21Q: 3 clusters Score -5531638 nChanged 661 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 88891 members Mstep: Class 2 contains 9579 members Entering Unmasked Estep Score: -5531757.500000 Penalty: 1046.273193 Iteration 22Q: 3 clusters Score -5531758 nChanged 611 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 89502 members Mstep: Class 2 contains 8968 members Entering Unmasked Estep Score: -5531933.000000 Penalty: 1046.273193 Iteration 23Q: 3 clusters Score -5531933 nChanged 549 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 90051 members Mstep: Class 2 contains 8419 members Entering Unmasked Estep Score: -5532035.500000 Penalty: 1046.273193 Iteration 24Q: 3 clusters Score -5532036 nChanged 490 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 90541 members Mstep: Class 2 contains 7929 members Entering Unmasked Estep Score: -5532101.500000 Penalty: 1046.273193 Iteration 25Q: 3 clusters Score -5532102 nChanged 450 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 90991 members Mstep: Class 2 contains 7479 members Entering Unmasked Estep Score: -5532203.000000 Penalty: 1046.273193 Iteration 26Q: 3 clusters Score -5532203 nChanged 434 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 91425 members Mstep: Class 2 contains 7045 members Entering Unmasked Estep Score: -5532284.500000 Penalty: 1046.273193 Iteration 27Q: 3 clusters Score -5532284 nChanged 390 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 91815 members Mstep: Class 2 contains 6655 members Entering Unmasked Estep Score: -5532365.000000 Penalty: 1046.273193 Iteration 28Q: 3 clusters Score -5532365 nChanged 364 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 92179 members Mstep: Class 2 contains 6291 members Entering Unmasked Estep Score: -5532457.000000 Penalty: 1046.273193 Iteration 29Q: 3 clusters Score -5532457 nChanged 365 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 92544 members Mstep: Class 2 contains 5926 members Entering Unmasked Estep Score: -5532532.500000 Penalty: 1046.273193 Iteration 30Q: 3 clusters Score -5532532 nChanged 332 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 92874 members Mstep: Class 2 contains 5596 members Entering Unmasked Estep Score: -5532581.000000 Penalty: 1046.273193 Iteration 31Q: 3 clusters Score -5532581 nChanged 293 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 93167 members Mstep: Class 2 contains 5303 members Entering Unmasked Estep Score: -5532605.500000 Penalty: 1046.273193 Iteration 32Q: 3 clusters Score -5532606 nChanged 277 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 93444 members Mstep: Class 2 contains 5026 members Entering Unmasked Estep Score: -5532623.000000 Penalty: 1046.273193 Iteration 33Q: 3 clusters Score -5532623 nChanged 259 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 93703 members Mstep: Class 2 contains 4767 members Entering Unmasked Estep Score: -5532693.000000 Penalty: 1046.273193 Iteration 34Q: 3 clusters Score -5532693 nChanged 246 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 93947 members Mstep: Class 2 contains 4523 members Entering Unmasked Estep Score: -5532755.500000 Penalty: 1046.273193 Iteration 35Q: 3 clusters Score -5532756 nChanged 225 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 94170 members Mstep: Class 2 contains 4300 members Entering Unmasked Estep Score: -5532781.000000 Penalty: 1046.273193 Iteration 36Q: 3 clusters Score -5532781 nChanged 234 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 94402 members Mstep: Class 2 contains 4068 members Entering Unmasked Estep Score: -5532805.500000 Penalty: 1046.273193 Iteration 37Q: 3 clusters Score -5532806 nChanged 203 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 94601 members Mstep: Class 2 contains 3869 members Entering Unmasked Estep Score: -5532863.000000 Penalty: 1046.273193 Iteration 38Q: 3 clusters Score -5532863 nChanged 189 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 94786 members Mstep: Class 2 contains 3684 members Entering Unmasked Estep Score: -5532905.500000 Penalty: 1046.273193 Iteration 39Q: 3 clusters Score -5532906 nChanged 174 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 94954 members Mstep: Class 2 contains 3516 members Entering Unmasked Estep Score: -5532930.500000 Penalty: 1046.273193 Iteration 40F: 3 clusters Score -5532930 nChanged 154 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95102 members Mstep: Class 2 contains 3368 members Entering Unmasked Estep Score: -5532957.000000 Penalty: 1046.273193 Iteration 41Q: 3 clusters Score -5532957 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95246 members Mstep: Class 2 contains 3224 members Entering Unmasked Estep Score: -5532988.500000 Penalty: 1046.273193 Iteration 42Q: 3 clusters Score -5532988 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95378 members Mstep: Class 2 contains 3092 members Entering Unmasked Estep Score: -5533009.000000 Penalty: 1046.273193 Iteration 43Q: 3 clusters Score -5533009 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95489 members Mstep: Class 2 contains 2981 members Entering Unmasked Estep Score: -5533021.500000 Penalty: 1046.273193 Iteration 44Q: 3 clusters Score -5533022 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95605 members Mstep: Class 2 contains 2865 members Entering Unmasked Estep Score: -5533046.000000 Penalty: 1046.273193 Iteration 45Q: 3 clusters Score -5533046 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95696 members Mstep: Class 2 contains 2774 members Entering Unmasked Estep Score: -5533046.500000 Penalty: 1046.273193 Iteration 46Q: 3 clusters Score -5533046 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95788 members Mstep: Class 2 contains 2682 members Entering Unmasked Estep Score: -5533054.000000 Penalty: 1046.273193 Iteration 47Q: 3 clusters Score -5533054 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95860 members Mstep: Class 2 contains 2610 members Entering Unmasked Estep Score: -5533048.500000 Penalty: 1046.273193 Iteration 48Q: 3 clusters Score -5533048 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95929 members Mstep: Class 2 contains 2541 members Entering Unmasked Estep Score: -5533055.000000 Penalty: 1046.273193 Iteration 49Q: 3 clusters Score -5533055 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95988 members Mstep: Class 2 contains 2482 members Entering Unmasked Estep Score: -5533064.000000 Penalty: 1046.273193 Iteration 50Q: 3 clusters Score -5533064 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96042 members Mstep: Class 2 contains 2428 members Entering Unmasked Estep Score: -5533081.500000 Penalty: 1046.273193 Iteration 51Q: 3 clusters Score -5533082 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96083 members Mstep: Class 2 contains 2387 members Entering Unmasked Estep Score: -5533074.000000 Penalty: 1046.273193 Iteration 52Q: 3 clusters Score -5533074 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96119 members Mstep: Class 2 contains 2351 members Entering Unmasked Estep Score: -5533079.500000 Penalty: 1046.273193 Iteration 53Q: 3 clusters Score -5533080 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96156 members Mstep: Class 2 contains 2314 members Entering Unmasked Estep Score: -5533089.500000 Penalty: 1046.273193 Iteration 54Q: 3 clusters Score -5533090 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96197 members Mstep: Class 2 contains 2273 members Entering Unmasked Estep Score: -5533097.000000 Penalty: 1046.273193 Iteration 55Q: 3 clusters Score -5533097 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96239 members Mstep: Class 2 contains 2231 members Entering Unmasked Estep Score: -5533098.500000 Penalty: 1046.273193 Iteration 56Q: 3 clusters Score -5533098 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96281 members Mstep: Class 2 contains 2189 members Entering Unmasked Estep Score: -5533097.500000 Penalty: 1046.273193 Iteration 57Q: 3 clusters Score -5533098 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96310 members Mstep: Class 2 contains 2160 members Entering Unmasked Estep Score: -5533097.000000 Penalty: 1046.273193 Iteration 58Q: 3 clusters Score -5533097 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96341 members Mstep: Class 2 contains 2129 members Entering Unmasked Estep Score: -5533105.000000 Penalty: 1046.273193 Iteration 59Q: 3 clusters Score -5533105 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96365 members Mstep: Class 2 contains 2105 members Entering Unmasked Estep Score: -5533109.000000 Penalty: 1046.273193 Iteration 60F: 3 clusters Score -5533109 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96380 members Mstep: Class 2 contains 2090 members Entering Unmasked Estep Score: -5533112.000000 Penalty: 1046.273193 Iteration 61Q: 3 clusters Score -5533112 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96407 members Mstep: Class 2 contains 2063 members Entering Unmasked Estep Score: -5533127.000000 Penalty: 1046.273193 Iteration 62Q: 3 clusters Score -5533127 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96436 members Mstep: Class 2 contains 2034 members Entering Unmasked Estep Score: -5533131.000000 Penalty: 1046.273193 Iteration 63Q: 3 clusters Score -5533131 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96458 members Mstep: Class 2 contains 2012 members Entering Unmasked Estep Score: -5533135.500000 Penalty: 1046.273193 Iteration 64Q: 3 clusters Score -5533136 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96466 members Mstep: Class 2 contains 2004 members Entering Unmasked Estep Score: -5533133.500000 Penalty: 1046.273193 Iteration 65Q: 3 clusters Score -5533134 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96479 members Mstep: Class 2 contains 1991 members Entering Unmasked Estep Score: -5533144.000000 Penalty: 1046.273193 Iteration 66Q: 3 clusters Score -5533144 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96491 members Mstep: Class 2 contains 1979 members Entering Unmasked Estep Score: -5533143.000000 Penalty: 1046.273193 Iteration 67Q: 3 clusters Score -5533143 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96502 members Mstep: Class 2 contains 1968 members Entering Unmasked Estep Score: -5533146.000000 Penalty: 1046.273193 Iteration 68Q: 3 clusters Score -5533146 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96516 members Mstep: Class 2 contains 1954 members Entering Unmasked Estep Score: -5533147.000000 Penalty: 1046.273193 Iteration 69Q: 3 clusters Score -5533147 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96531 members Mstep: Class 2 contains 1939 members Entering Unmasked Estep Score: -5533159.500000 Penalty: 1046.273193 Iteration 70Q: 3 clusters Score -5533160 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96536 members Mstep: Class 2 contains 1934 members Entering Unmasked Estep Score: -5533161.000000 Penalty: 1046.273193 Iteration 71Q: 3 clusters Score -5533161 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96542 members Mstep: Class 2 contains 1928 members Entering Unmasked Estep Score: -5533168.500000 Penalty: 1046.273193 Iteration 72Q: 3 clusters Score -5533168 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96547 members Mstep: Class 2 contains 1923 members Entering Unmasked Estep Score: -5533166.500000 Penalty: 1046.273193 Iteration 73Q: 3 clusters Score -5533166 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96553 members Mstep: Class 2 contains 1917 members Entering Unmasked Estep Score: -5533168.000000 Penalty: 1046.273193 Iteration 74Q: 3 clusters Score -5533168 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96565 members Mstep: Class 2 contains 1905 members Entering Unmasked Estep Score: -5533172.000000 Penalty: 1046.273193 Iteration 75Q: 3 clusters Score -5533172 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96573 members Mstep: Class 2 contains 1897 members Entering Unmasked Estep Score: -5533173.500000 Penalty: 1046.273193 Iteration 76Q: 3 clusters Score -5533174 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96585 members Mstep: Class 2 contains 1885 members Entering Unmasked Estep Score: -5533176.000000 Penalty: 1046.273193 Iteration 77Q: 3 clusters Score -5533176 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96592 members Mstep: Class 2 contains 1878 members Entering Unmasked Estep Score: -5533176.500000 Penalty: 1046.273193 Iteration 78Q: 3 clusters Score -5533176 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96600 members Mstep: Class 2 contains 1870 members Entering Unmasked Estep Score: -5533177.500000 Penalty: 1046.273193 Iteration 79Q: 3 clusters Score -5533178 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96606 members Mstep: Class 2 contains 1864 members Entering Unmasked Estep Score: -5533179.500000 Penalty: 1046.273193 Iteration 80F: 3 clusters Score -5533180 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96609 members Mstep: Class 2 contains 1861 members Entering Unmasked Estep Score: -5533180.000000 Penalty: 1046.273193 Iteration 81Q: 3 clusters Score -5533180 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96611 members Mstep: Class 2 contains 1859 members Entering Unmasked Estep Score: -5533177.500000 Penalty: 1046.273193 Iteration 82Q: 3 clusters Score -5533178 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96611 members Mstep: Class 2 contains 1859 members Entering Unmasked Estep Score: -5533177.500000 Penalty: 1046.273193 Iteration 83F: 3 clusters Score -5533178 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 48 members Mstep: Class 1 contains 11685 members Mstep: Class 2 contains 27561 members Mstep: Class 3 contains 8048 members Mstep: Class 4 contains 3443 members Mstep: Class 5 contains 7284 members Mstep: Class 6 contains 8530 members Mstep: Class 7 contains 14003 members Mstep: Class 8 contains 1460 members Mstep: Class 9 contains 3884 members Mstep: Class 10 contains 96611 members Mstep: Class 11 contains 12286 members Mstep: Class 12 contains 3423 members Mstep: Class 13 contains 2023 members Mstep: Class 14 contains 24295 members Mstep: Class 15 contains 2795 members Mstep: Class 16 contains 20137 members Mstep: Class 17 contains 1222 members Mstep: Class 18 contains 6901 members Mstep: Class 19 contains 1371 members Mstep: Class 20 contains 9980 members Mstep: Class 21 contains 64636 members Mstep: Class 22 contains 3137 members Mstep: Class 23 contains 54549 members Mstep: Class 24 contains 2548 members Mstep: Class 25 contains 7892 members Mstep: Class 26 contains 975 members Mstep: Class 27 contains 27687 members Mstep: Class 28 contains 1986 members Mstep: Class 29 contains 1859 members Entering Unmasked Estep Score: -22972142.000000 Penalty: 17122.861328 Splitting cluster 10 changes total score from -22972194.000000 to -22972142.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 11 (12286 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12286 members Entering Unmasked Estep Score: -694697.937500 Penalty: 428.437836 Iteration 0F: 2 clusters Score -694697.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6023 members Mstep: Class 2 contains 6263 members Entering Unmasked Estep Score: -686586.062500 Penalty: 856.875671 Iteration 0F: 3 clusters Score -686586.1 nChanged 5706 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4783 members Mstep: Class 2 contains 7503 members Entering Unmasked Estep Score: -690459.187500 Penalty: 856.875671 Iteration 1F: 3 clusters Score -690459.2 nChanged 1060 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4023 members Mstep: Class 2 contains 8263 members Entering Unmasked Estep Score: -691273.125000 Penalty: 856.875671 Iteration 2F: 3 clusters Score -691273.1 nChanged 1064 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3209 members Mstep: Class 2 contains 9077 members Entering Unmasked Estep Score: -692174.875000 Penalty: 856.875671 Iteration 3F: 3 clusters Score -692174.9 nChanged 874 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2487 members Mstep: Class 2 contains 9799 members Entering Unmasked Estep Score: -692948.000000 Penalty: 856.875671 Iteration 4F: 3 clusters Score -692948 nChanged 625 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1960 members Mstep: Class 2 contains 10326 members Entering Unmasked Estep Score: -693492.687500 Penalty: 856.875671 Iteration 5F: 3 clusters Score -693492.7 nChanged 466 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1548 members Mstep: Class 2 contains 10738 members Entering Unmasked Estep Score: -693907.250000 Penalty: 856.875671 Iteration 6Q: 3 clusters Score -693907.2 nChanged 306 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1270 members Mstep: Class 2 contains 11016 members Entering Unmasked Estep Score: -694148.312500 Penalty: 856.875671 Iteration 7Q: 3 clusters Score -694148.3 nChanged 196 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1082 members Mstep: Class 2 contains 11204 members Entering Unmasked Estep Score: -694316.687500 Penalty: 856.875671 Iteration 8Q: 3 clusters Score -694316.7 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 941 members Mstep: Class 2 contains 11345 members Entering Unmasked Estep Score: -694437.125000 Penalty: 856.875671 Iteration 9Q: 3 clusters Score -694437.1 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 835 members Mstep: Class 2 contains 11451 members Entering Unmasked Estep Score: -694541.562500 Penalty: 856.875671 Iteration 10Q: 3 clusters Score -694541.6 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 763 members Mstep: Class 2 contains 11523 members Entering Unmasked Estep Score: -694615.687500 Penalty: 856.875671 Iteration 11Q: 3 clusters Score -694615.7 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 713 members Mstep: Class 2 contains 11573 members Entering Unmasked Estep Score: -694675.000000 Penalty: 856.875671 Iteration 12Q: 3 clusters Score -694675 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 678 members Mstep: Class 2 contains 11608 members Entering Unmasked Estep Score: -694721.187500 Penalty: 856.875671 Iteration 13Q: 3 clusters Score -694721.2 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 646 members Mstep: Class 2 contains 11640 members Entering Unmasked Estep Score: -694761.000000 Penalty: 856.875671 Iteration 14Q: 3 clusters Score -694761 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 639 members Mstep: Class 2 contains 11647 members Entering Unmasked Estep Score: -694768.312500 Penalty: 856.875671 Iteration 15Q: 3 clusters Score -694768.3 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 631 members Mstep: Class 2 contains 11655 members Entering Unmasked Estep Score: -694775.875000 Penalty: 856.875671 Iteration 16Q: 3 clusters Score -694775.9 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 633 members Mstep: Class 2 contains 11653 members Entering Unmasked Estep Score: -694781.812500 Penalty: 856.875671 Iteration 17Q: 3 clusters Score -694781.8 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 637 members Mstep: Class 2 contains 11649 members Entering Unmasked Estep Score: -694784.500000 Penalty: 856.875671 Iteration 18Q: 3 clusters Score -694784.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 638 members Mstep: Class 2 contains 11648 members Entering Unmasked Estep Score: -694787.500000 Penalty: 856.875671 Iteration 19Q: 3 clusters Score -694787.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 641 members Mstep: Class 2 contains 11645 members Entering Unmasked Estep Score: -694791.250000 Penalty: 856.875671 Iteration 20F: 3 clusters Score -694791.2 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 643 members Mstep: Class 2 contains 11643 members Entering Unmasked Estep Score: -694797.312500 Penalty: 856.875671 Iteration 21Q: 3 clusters Score -694797.3 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 644 members Mstep: Class 2 contains 11642 members Entering Unmasked Estep Score: -694798.250000 Penalty: 856.875671 Iteration 22Q: 3 clusters Score -694798.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 646 members Mstep: Class 2 contains 11640 members Entering Unmasked Estep Score: -694800.937500 Penalty: 856.875671 Iteration 23Q: 3 clusters Score -694800.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 647 members Mstep: Class 2 contains 11639 members Entering Unmasked Estep Score: -694801.437500 Penalty: 856.875671 Iteration 24Q: 3 clusters Score -694801.4 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 651 members Mstep: Class 2 contains 11635 members Entering Unmasked Estep Score: -694806.125000 Penalty: 856.875671 Iteration 25Q: 3 clusters Score -694806.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 653 members Mstep: Class 2 contains 11633 members Entering Unmasked Estep Score: -694808.437500 Penalty: 856.875671 Iteration 26Q: 3 clusters Score -694808.4 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 655 members Mstep: Class 2 contains 11631 members Entering Unmasked Estep Score: -694812.750000 Penalty: 856.875671 Iteration 27Q: 3 clusters Score -694812.8 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 656 members Mstep: Class 2 contains 11630 members Entering Unmasked Estep Score: -694815.062500 Penalty: 856.875671 Iteration 28Q: 3 clusters Score -694815.1 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 657 members Mstep: Class 2 contains 11629 members Entering Unmasked Estep Score: -694817.750000 Penalty: 856.875671 Iteration 29Q: 3 clusters Score -694817.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 653 members Mstep: Class 2 contains 11633 members Entering Unmasked Estep Score: -694821.687500 Penalty: 856.875671 Iteration 30Q: 3 clusters Score -694821.7 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 658 members Mstep: Class 2 contains 11628 members Entering Unmasked Estep Score: -694825.250000 Penalty: 856.875671 Iteration 31Q: 3 clusters Score -694825.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 658 members Mstep: Class 2 contains 11628 members Entering Unmasked Estep Score: -694827.187500 Penalty: 856.875671 Iteration 32Q: 3 clusters Score -694827.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 665 members Mstep: Class 2 contains 11621 members Entering Unmasked Estep Score: -694830.125000 Penalty: 856.875671 Iteration 33Q: 3 clusters Score -694830.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 667 members Mstep: Class 2 contains 11619 members Entering Unmasked Estep Score: -694829.875000 Penalty: 856.875671 Iteration 34Q: 3 clusters Score -694829.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 672 members Mstep: Class 2 contains 11614 members Entering Unmasked Estep Score: -694830.187500 Penalty: 856.875671 Iteration 35Q: 3 clusters Score -694830.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 675 members Mstep: Class 2 contains 11611 members Entering Unmasked Estep Score: -694830.750000 Penalty: 856.875671 Iteration 36Q: 3 clusters Score -694830.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 677 members Mstep: Class 2 contains 11609 members Entering Unmasked Estep Score: -694831.375000 Penalty: 856.875671 Iteration 37Q: 3 clusters Score -694831.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 681 members Mstep: Class 2 contains 11605 members Entering Unmasked Estep Score: -694832.437500 Penalty: 856.875671 Iteration 38Q: 3 clusters Score -694832.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 680 members Mstep: Class 2 contains 11606 members Entering Unmasked Estep Score: -694832.500000 Penalty: 856.875671 Iteration 39Q: 3 clusters Score -694832.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 678 members Mstep: Class 2 contains 11608 members Entering Unmasked Estep Score: -694833.625000 Penalty: 856.875671 Iteration 40F: 3 clusters Score -694833.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 677 members Mstep: Class 2 contains 11609 members Entering Unmasked Estep Score: -694834.500000 Penalty: 856.875671 Iteration 41Q: 3 clusters Score -694834.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 676 members Mstep: Class 2 contains 11610 members Entering Unmasked Estep Score: -694833.875000 Penalty: 856.875671 Iteration 42Q: 3 clusters Score -694833.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 678 members Mstep: Class 2 contains 11608 members Entering Unmasked Estep Score: -694835.187500 Penalty: 856.875671 Iteration 43Q: 3 clusters Score -694835.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 678 members Mstep: Class 2 contains 11608 members Entering Unmasked Estep Score: -694835.687500 Penalty: 856.875671 Iteration 44Q: 3 clusters Score -694835.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 679 members Mstep: Class 2 contains 11607 members Entering Unmasked Estep Score: -694834.062500 Penalty: 856.875671 Iteration 45Q: 3 clusters Score -694834.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 681 members Mstep: Class 2 contains 11605 members Entering Unmasked Estep Score: -694834.562500 Penalty: 856.875671 Iteration 46Q: 3 clusters Score -694834.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 681 members Mstep: Class 2 contains 11605 members Entering Unmasked Estep Score: -694834.562500 Penalty: 856.875671 Iteration 47F: 3 clusters Score -694834.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 48 members Mstep: Class 1 contains 11685 members Mstep: Class 2 contains 27561 members Mstep: Class 3 contains 8048 members Mstep: Class 4 contains 3443 members Mstep: Class 5 contains 7284 members Mstep: Class 6 contains 8530 members Mstep: Class 7 contains 14003 members Mstep: Class 8 contains 1460 members Mstep: Class 9 contains 3884 members Mstep: Class 10 contains 98470 members Mstep: Class 11 contains 681 members Mstep: Class 12 contains 3423 members Mstep: Class 13 contains 2023 members Mstep: Class 14 contains 24295 members Mstep: Class 15 contains 2795 members Mstep: Class 16 contains 20137 members Mstep: Class 17 contains 1222 members Mstep: Class 18 contains 6901 members Mstep: Class 19 contains 1371 members Mstep: Class 20 contains 9980 members Mstep: Class 21 contains 64636 members Mstep: Class 22 contains 3137 members Mstep: Class 23 contains 54549 members Mstep: Class 24 contains 2548 members Mstep: Class 25 contains 7892 members Mstep: Class 26 contains 975 members Mstep: Class 27 contains 27687 members Mstep: Class 28 contains 1986 members Mstep: Class 29 contains 11605 members Entering Unmasked Estep Score: -22972294.000000 Penalty: 17122.861328 Splitting cluster 11 changes total score from -22972194.000000 to -22972294.000000 So it's getting split into cluster 29. Entering ConstructFrom: Trying to split cluster 12 (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: -195488.859375 Penalty: 370.291382 Iteration 0F: 2 clusters Score -195488.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1692 members Mstep: Class 2 contains 1731 members Entering Unmasked Estep Score: -193151.796875 Penalty: 740.582764 Iteration 0F: 3 clusters Score -193151.8 nChanged 1500 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1754 members Mstep: Class 2 contains 1669 members Entering Unmasked Estep Score: -194168.781250 Penalty: 740.582764 Iteration 1F: 3 clusters Score -194168.8 nChanged 313 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1823 members Mstep: Class 2 contains 1600 members Entering Unmasked Estep Score: -194465.281250 Penalty: 740.582764 Iteration 2F: 3 clusters Score -194465.3 nChanged 283 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1926 members Mstep: Class 2 contains 1497 members Entering Unmasked Estep Score: -194693.937500 Penalty: 740.582764 Iteration 3F: 3 clusters Score -194693.9 nChanged 220 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2022 members Mstep: Class 2 contains 1401 members Entering Unmasked Estep Score: -194853.156250 Penalty: 740.582764 Iteration 4F: 3 clusters Score -194853.2 nChanged 187 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2109 members Mstep: Class 2 contains 1314 members Entering Unmasked Estep Score: -194993.593750 Penalty: 740.582764 Iteration 5F: 3 clusters Score -194993.6 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2174 members Mstep: Class 2 contains 1249 members Entering Unmasked Estep Score: -195079.125000 Penalty: 740.582764 Iteration 6Q: 3 clusters Score -195079.1 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2220 members Mstep: Class 2 contains 1203 members Entering Unmasked Estep Score: -195129.375000 Penalty: 740.582764 Iteration 7Q: 3 clusters Score -195129.4 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2254 members Mstep: Class 2 contains 1169 members Entering Unmasked Estep Score: -195159.593750 Penalty: 740.582764 Iteration 8Q: 3 clusters Score -195159.6 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2277 members Mstep: Class 2 contains 1146 members Entering Unmasked Estep Score: -195176.296875 Penalty: 740.582764 Iteration 9Q: 3 clusters Score -195176.3 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2299 members Mstep: Class 2 contains 1124 members Entering Unmasked Estep Score: -195190.421875 Penalty: 740.582764 Iteration 10Q: 3 clusters Score -195190.4 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2328 members Mstep: Class 2 contains 1095 members Entering Unmasked Estep Score: -195204.062500 Penalty: 740.582764 Iteration 11Q: 3 clusters Score -195204.1 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2355 members Mstep: Class 2 contains 1068 members Entering Unmasked Estep Score: -195213.515625 Penalty: 740.582764 Iteration 12Q: 3 clusters Score -195213.5 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2382 members Mstep: Class 2 contains 1041 members Entering Unmasked Estep Score: -195221.375000 Penalty: 740.582764 Iteration 13Q: 3 clusters Score -195221.4 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2405 members Mstep: Class 2 contains 1018 members Entering Unmasked Estep Score: -195227.765625 Penalty: 740.582764 Iteration 14Q: 3 clusters Score -195227.8 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2433 members Mstep: Class 2 contains 990 members Entering Unmasked Estep Score: -195237.250000 Penalty: 740.582764 Iteration 15Q: 3 clusters Score -195237.2 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2458 members Mstep: Class 2 contains 965 members Entering Unmasked Estep Score: -195243.875000 Penalty: 740.582764 Iteration 16Q: 3 clusters Score -195243.9 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2477 members Mstep: Class 2 contains 946 members Entering Unmasked Estep Score: -195250.609375 Penalty: 740.582764 Iteration 17Q: 3 clusters Score -195250.6 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2497 members Mstep: Class 2 contains 926 members Entering Unmasked Estep Score: -195257.406250 Penalty: 740.582764 Iteration 18Q: 3 clusters Score -195257.4 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2512 members Mstep: Class 2 contains 911 members Entering Unmasked Estep Score: -195260.750000 Penalty: 740.582764 Iteration 19Q: 3 clusters Score -195260.8 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2529 members Mstep: Class 2 contains 894 members Entering Unmasked Estep Score: -195264.359375 Penalty: 740.582764 Iteration 20F: 3 clusters Score -195264.4 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2546 members Mstep: Class 2 contains 877 members Entering Unmasked Estep Score: -195269.062500 Penalty: 740.582764 Iteration 21Q: 3 clusters Score -195269.1 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2562 members Mstep: Class 2 contains 861 members Entering Unmasked Estep Score: -195271.890625 Penalty: 740.582764 Iteration 22Q: 3 clusters Score -195271.9 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2576 members Mstep: Class 2 contains 847 members Entering Unmasked Estep Score: -195274.062500 Penalty: 740.582764 Iteration 23Q: 3 clusters Score -195274.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2584 members Mstep: Class 2 contains 839 members Entering Unmasked Estep Score: -195275.703125 Penalty: 740.582764 Iteration 24Q: 3 clusters Score -195275.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2591 members Mstep: Class 2 contains 832 members Entering Unmasked Estep Score: -195276.875000 Penalty: 740.582764 Iteration 25Q: 3 clusters Score -195276.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2594 members Mstep: Class 2 contains 829 members Entering Unmasked Estep Score: -195277.109375 Penalty: 740.582764 Iteration 26Q: 3 clusters Score -195277.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2595 members Mstep: Class 2 contains 828 members Entering Unmasked Estep Score: -195276.875000 Penalty: 740.582764 Iteration 27Q: 3 clusters Score -195276.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2595 members Mstep: Class 2 contains 828 members Entering Unmasked Estep Score: -195276.875000 Penalty: 740.582764 Iteration 28F: 3 clusters Score -195276.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (2023 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2023 members Entering Unmasked Estep Score: -114122.296875 Penalty: 346.361328 Iteration 0F: 2 clusters Score -114122.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1020 members Mstep: Class 2 contains 1003 members Entering Unmasked Estep Score: -112674.585938 Penalty: 692.722656 Iteration 0F: 3 clusters Score -112674.6 nChanged 884 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1150 members Mstep: Class 2 contains 873 members Entering Unmasked Estep Score: -113305.921875 Penalty: 692.722656 Iteration 1F: 3 clusters Score -113305.9 nChanged 171 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1193 members Mstep: Class 2 contains 830 members Entering Unmasked Estep Score: -113408.851562 Penalty: 692.722656 Iteration 2F: 3 clusters Score -113408.9 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1214 members Mstep: Class 2 contains 809 members Entering Unmasked Estep Score: -113471.148438 Penalty: 692.722656 Iteration 3F: 3 clusters Score -113471.1 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1219 members Mstep: Class 2 contains 804 members Entering Unmasked Estep Score: -113510.578125 Penalty: 692.722656 Iteration 4Q: 3 clusters Score -113510.6 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1218 members Mstep: Class 2 contains 805 members Entering Unmasked Estep Score: -113558.125000 Penalty: 692.722656 Iteration 5Q: 3 clusters Score -113558.1 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1215 members Mstep: Class 2 contains 808 members Entering Unmasked Estep Score: -113598.554688 Penalty: 692.722656 Iteration 6Q: 3 clusters Score -113598.6 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1200 members Mstep: Class 2 contains 823 members Entering Unmasked Estep Score: -113630.101562 Penalty: 692.722656 Iteration 7Q: 3 clusters Score -113630.1 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1189 members Mstep: Class 2 contains 834 members Entering Unmasked Estep Score: -113655.679688 Penalty: 692.722656 Iteration 8Q: 3 clusters Score -113655.7 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1181 members Mstep: Class 2 contains 842 members Entering Unmasked Estep Score: -113671.601562 Penalty: 692.722656 Iteration 9Q: 3 clusters Score -113671.6 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1179 members Mstep: Class 2 contains 844 members Entering Unmasked Estep Score: -113679.859375 Penalty: 692.722656 Iteration 10Q: 3 clusters Score -113679.9 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1176 members Mstep: Class 2 contains 847 members Entering Unmasked Estep Score: -113684.484375 Penalty: 692.722656 Iteration 11Q: 3 clusters Score -113684.5 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1175 members Mstep: Class 2 contains 848 members Entering Unmasked Estep Score: -113688.781250 Penalty: 692.722656 Iteration 12Q: 3 clusters Score -113688.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1169 members Mstep: Class 2 contains 854 members Entering Unmasked Estep Score: -113690.859375 Penalty: 692.722656 Iteration 13Q: 3 clusters Score -113690.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1170 members Mstep: Class 2 contains 853 members Entering Unmasked Estep Score: -113691.843750 Penalty: 692.722656 Iteration 14Q: 3 clusters Score -113691.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1169 members Mstep: Class 2 contains 854 members Entering Unmasked Estep Score: -113692.328125 Penalty: 692.722656 Iteration 15Q: 3 clusters Score -113692.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1169 members Mstep: Class 2 contains 854 members Entering Unmasked Estep Score: -113692.328125 Penalty: 692.722656 Iteration 16F: 3 clusters Score -113692.3 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (24295 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24295 members Entering Unmasked Estep Score: -1386838.500000 Penalty: 459.460205 Iteration 0F: 2 clusters Score -1386838 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12101 members Mstep: Class 2 contains 12194 members Entering Unmasked Estep Score: -1370634.000000 Penalty: 918.920410 Iteration 0F: 3 clusters Score -1370634 nChanged 11571 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11342 members Mstep: Class 2 contains 12953 members Entering Unmasked Estep Score: -1377699.250000 Penalty: 918.920410 Iteration 1F: 3 clusters Score -1377699 nChanged 1422 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10700 members Mstep: Class 2 contains 13595 members Entering Unmasked Estep Score: -1378575.500000 Penalty: 918.920410 Iteration 2F: 3 clusters Score -1378576 nChanged 1653 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9929 members Mstep: Class 2 contains 14366 members Entering Unmasked Estep Score: -1379849.875000 Penalty: 918.920410 Iteration 3F: 3 clusters Score -1379850 nChanged 1671 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9226 members Mstep: Class 2 contains 15069 members Entering Unmasked Estep Score: -1381199.500000 Penalty: 918.920410 Iteration 4F: 3 clusters Score -1381200 nChanged 1526 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8662 members Mstep: Class 2 contains 15633 members Entering Unmasked Estep Score: -1382302.375000 Penalty: 918.920410 Iteration 5F: 3 clusters Score -1382302 nChanged 1155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8237 members Mstep: Class 2 contains 16058 members Entering Unmasked Estep Score: -1382895.875000 Penalty: 918.920410 Iteration 6Q: 3 clusters Score -1382896 nChanged 759 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7858 members Mstep: Class 2 contains 16437 members Entering Unmasked Estep Score: -1383193.250000 Penalty: 918.920410 Iteration 7Q: 3 clusters Score -1383193 nChanged 544 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7486 members Mstep: Class 2 contains 16809 members Entering Unmasked Estep Score: -1383365.375000 Penalty: 918.920410 Iteration 8Q: 3 clusters Score -1383365 nChanged 406 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7134 members Mstep: Class 2 contains 17161 members Entering Unmasked Estep Score: -1383488.625000 Penalty: 918.920410 Iteration 9Q: 3 clusters Score -1383489 nChanged 413 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6753 members Mstep: Class 2 contains 17542 members Entering Unmasked Estep Score: -1383633.000000 Penalty: 918.920410 Iteration 10Q: 3 clusters Score -1383633 nChanged 473 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6308 members Mstep: Class 2 contains 17987 members Entering Unmasked Estep Score: -1383813.500000 Penalty: 918.920410 Iteration 11Q: 3 clusters Score -1383814 nChanged 497 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5837 members Mstep: Class 2 contains 18458 members Entering Unmasked Estep Score: -1384015.000000 Penalty: 918.920410 Iteration 12Q: 3 clusters Score -1384015 nChanged 508 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5335 members Mstep: Class 2 contains 18960 members Entering Unmasked Estep Score: -1384235.500000 Penalty: 918.920410 Iteration 13Q: 3 clusters Score -1384236 nChanged 519 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4824 members Mstep: Class 2 contains 19471 members Entering Unmasked Estep Score: -1384476.750000 Penalty: 918.920410 Iteration 14Q: 3 clusters Score -1384477 nChanged 489 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4339 members Mstep: Class 2 contains 19956 members Entering Unmasked Estep Score: -1384717.750000 Penalty: 918.920410 Iteration 15Q: 3 clusters Score -1384718 nChanged 433 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3912 members Mstep: Class 2 contains 20383 members Entering Unmasked Estep Score: -1384925.125000 Penalty: 918.920410 Iteration 16Q: 3 clusters Score -1384925 nChanged 426 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3494 members Mstep: Class 2 contains 20801 members Entering Unmasked Estep Score: -1385129.375000 Penalty: 918.920410 Iteration 17Q: 3 clusters Score -1385129 nChanged 398 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3096 members Mstep: Class 2 contains 21199 members Entering Unmasked Estep Score: -1385317.000000 Penalty: 918.920410 Iteration 18Q: 3 clusters Score -1385317 nChanged 369 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2729 members Mstep: Class 2 contains 21566 members Entering Unmasked Estep Score: -1385508.500000 Penalty: 918.920410 Iteration 19Q: 3 clusters Score -1385508 nChanged 329 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2400 members Mstep: Class 2 contains 21895 members Entering Unmasked Estep Score: -1385681.625000 Penalty: 918.920410 Iteration 20F: 3 clusters Score -1385682 nChanged 289 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2113 members Mstep: Class 2 contains 22182 members Entering Unmasked Estep Score: -1385828.000000 Penalty: 918.920410 Iteration 21Q: 3 clusters Score -1385828 nChanged 264 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1849 members Mstep: Class 2 contains 22446 members Entering Unmasked Estep Score: -1385982.875000 Penalty: 918.920410 Iteration 22Q: 3 clusters Score -1385983 nChanged 232 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1619 members Mstep: Class 2 contains 22676 members Entering Unmasked Estep Score: -1386123.000000 Penalty: 918.920410 Iteration 23Q: 3 clusters Score -1386123 nChanged 201 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1428 members Mstep: Class 2 contains 22867 members Entering Unmasked Estep Score: -1386242.000000 Penalty: 918.920410 Iteration 24Q: 3 clusters Score -1386242 nChanged 171 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1275 members Mstep: Class 2 contains 23020 members Entering Unmasked Estep Score: -1386332.500000 Penalty: 918.920410 Iteration 25Q: 3 clusters Score -1386332 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1153 members Mstep: Class 2 contains 23142 members Entering Unmasked Estep Score: -1386390.500000 Penalty: 918.920410 Iteration 26Q: 3 clusters Score -1386390 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1063 members Mstep: Class 2 contains 23232 members Entering Unmasked Estep Score: -1386437.875000 Penalty: 918.920410 Iteration 27Q: 3 clusters Score -1386438 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 985 members Mstep: Class 2 contains 23310 members Entering Unmasked Estep Score: -1386470.625000 Penalty: 918.920410 Iteration 28Q: 3 clusters Score -1386471 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 918 members Mstep: Class 2 contains 23377 members Entering Unmasked Estep Score: -1386495.250000 Penalty: 918.920410 Iteration 29Q: 3 clusters Score -1386495 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 852 members Mstep: Class 2 contains 23443 members Entering Unmasked Estep Score: -1386517.875000 Penalty: 918.920410 Iteration 30Q: 3 clusters Score -1386518 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 801 members Mstep: Class 2 contains 23494 members Entering Unmasked Estep Score: -1386541.000000 Penalty: 918.920410 Iteration 31Q: 3 clusters Score -1386541 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 755 members Mstep: Class 2 contains 23540 members Entering Unmasked Estep Score: -1386560.500000 Penalty: 918.920410 Iteration 32Q: 3 clusters Score -1386560 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 716 members Mstep: Class 2 contains 23579 members Entering Unmasked Estep Score: -1386578.500000 Penalty: 918.920410 Iteration 33Q: 3 clusters Score -1386578 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 673 members Mstep: Class 2 contains 23622 members Entering Unmasked Estep Score: -1386600.000000 Penalty: 918.920410 Iteration 34Q: 3 clusters Score -1386600 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 637 members Mstep: Class 2 contains 23658 members Entering Unmasked Estep Score: -1386613.875000 Penalty: 918.920410 Iteration 35Q: 3 clusters Score -1386614 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 608 members Mstep: Class 2 contains 23687 members Entering Unmasked Estep Score: -1386622.000000 Penalty: 918.920410 Iteration 36Q: 3 clusters Score -1386622 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 583 members Mstep: Class 2 contains 23712 members Entering Unmasked Estep Score: -1386631.625000 Penalty: 918.920410 Iteration 37Q: 3 clusters Score -1386632 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 556 members Mstep: Class 2 contains 23739 members Entering Unmasked Estep Score: -1386643.125000 Penalty: 918.920410 Iteration 38Q: 3 clusters Score -1386643 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 535 members Mstep: Class 2 contains 23760 members Entering Unmasked Estep Score: -1386651.500000 Penalty: 918.920410 Iteration 39Q: 3 clusters Score -1386652 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 514 members Mstep: Class 2 contains 23781 members Entering Unmasked Estep Score: -1386660.500000 Penalty: 918.920410 Iteration 40F: 3 clusters Score -1386660 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 501 members Mstep: Class 2 contains 23794 members Entering Unmasked Estep Score: -1386671.625000 Penalty: 918.920410 Iteration 41Q: 3 clusters Score -1386672 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 490 members Mstep: Class 2 contains 23805 members Entering Unmasked Estep Score: -1386681.500000 Penalty: 918.920410 Iteration 42Q: 3 clusters Score -1386682 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 479 members Mstep: Class 2 contains 23816 members Entering Unmasked Estep Score: -1386688.250000 Penalty: 918.920410 Iteration 43Q: 3 clusters Score -1386688 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 471 members Mstep: Class 2 contains 23824 members Entering Unmasked Estep Score: -1386693.250000 Penalty: 918.920410 Iteration 44Q: 3 clusters Score -1386693 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 463 members Mstep: Class 2 contains 23832 members Entering Unmasked Estep Score: -1386695.500000 Penalty: 918.920410 Iteration 45Q: 3 clusters Score -1386696 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 458 members Mstep: Class 2 contains 23837 members Entering Unmasked Estep Score: -1386698.125000 Penalty: 918.920410 Iteration 46Q: 3 clusters Score -1386698 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 456 members Mstep: Class 2 contains 23839 members Entering Unmasked Estep Score: -1386698.625000 Penalty: 918.920410 Iteration 47Q: 3 clusters Score -1386699 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 454 members Mstep: Class 2 contains 23841 members Entering Unmasked Estep Score: -1386698.500000 Penalty: 918.920410 Iteration 48Q: 3 clusters Score -1386698 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 453 members Mstep: Class 2 contains 23842 members Entering Unmasked Estep Score: -1386700.125000 Penalty: 918.920410 Iteration 49Q: 3 clusters Score -1386700 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 453 members Mstep: Class 2 contains 23842 members Entering Unmasked Estep Score: -1386700.125000 Penalty: 918.920410 Iteration 50F: 3 clusters Score -1386700 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (2795 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2795 members Entering Unmasked Estep Score: -129569.007812 Penalty: 361.069214 Iteration 0F: 2 clusters Score -129569 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1398 members Mstep: Class 2 contains 1397 members Entering Unmasked Estep Score: -127740.695312 Penalty: 722.138428 Iteration 0F: 3 clusters Score -127740.7 nChanged 1190 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1318 members Mstep: Class 2 contains 1477 members Entering Unmasked Estep Score: -128864.632812 Penalty: 722.138428 Iteration 1F: 3 clusters Score -128864.6 nChanged 340 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1120 members Mstep: Class 2 contains 1675 members Entering Unmasked Estep Score: -129417.382812 Penalty: 722.138428 Iteration 2F: 3 clusters Score -129417.4 nChanged 334 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 892 members Mstep: Class 2 contains 1903 members Entering Unmasked Estep Score: -130063.468750 Penalty: 722.138428 Iteration 3F: 3 clusters Score -130063.5 nChanged 237 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 753 members Mstep: Class 2 contains 2042 members Entering Unmasked Estep Score: -130481.335938 Penalty: 722.138428 Iteration 4F: 3 clusters Score -130481.3 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 655 members Mstep: Class 2 contains 2140 members Entering Unmasked Estep Score: -130667.257812 Penalty: 722.138428 Iteration 5F: 3 clusters Score -130667.3 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 584 members Mstep: Class 2 contains 2211 members Entering Unmasked Estep Score: -130765.046875 Penalty: 722.138428 Iteration 6Q: 3 clusters Score -130765 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 518 members Mstep: Class 2 contains 2277 members Entering Unmasked Estep Score: -130846.757812 Penalty: 722.138428 Iteration 7Q: 3 clusters Score -130846.8 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 480 members Mstep: Class 2 contains 2315 members Entering Unmasked Estep Score: -130885.281250 Penalty: 722.138428 Iteration 8Q: 3 clusters Score -130885.3 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 445 members Mstep: Class 2 contains 2350 members Entering Unmasked Estep Score: -130910.312500 Penalty: 722.138428 Iteration 9Q: 3 clusters Score -130910.3 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 429 members Mstep: Class 2 contains 2366 members Entering Unmasked Estep Score: -130915.992188 Penalty: 722.138428 Iteration 10Q: 3 clusters Score -130916 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 422 members Mstep: Class 2 contains 2373 members Entering Unmasked Estep Score: -130918.156250 Penalty: 722.138428 Iteration 11Q: 3 clusters Score -130918.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 418 members Mstep: Class 2 contains 2377 members Entering Unmasked Estep Score: -130921.101562 Penalty: 722.138428 Iteration 12Q: 3 clusters Score -130921.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 416 members Mstep: Class 2 contains 2379 members Entering Unmasked Estep Score: -130921.492188 Penalty: 722.138428 Iteration 13Q: 3 clusters Score -130921.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 416 members Mstep: Class 2 contains 2379 members Entering Unmasked Estep Score: -130921.492188 Penalty: 722.138428 Iteration 14F: 3 clusters Score -130921.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 48 members Mstep: Class 1 contains 11685 members Mstep: Class 2 contains 27561 members Mstep: Class 3 contains 8048 members Mstep: Class 4 contains 3443 members Mstep: Class 5 contains 7284 members Mstep: Class 6 contains 8530 members Mstep: Class 7 contains 14003 members Mstep: Class 8 contains 1460 members Mstep: Class 9 contains 3884 members Mstep: Class 10 contains 98470 members Mstep: Class 11 contains 681 members Mstep: Class 12 contains 3423 members Mstep: Class 13 contains 2023 members Mstep: Class 14 contains 24295 members Mstep: Class 15 contains 416 members Mstep: Class 16 contains 20137 members Mstep: Class 17 contains 1222 members Mstep: Class 18 contains 6901 members Mstep: Class 19 contains 1371 members Mstep: Class 20 contains 9980 members Mstep: Class 21 contains 64636 members Mstep: Class 22 contains 3137 members Mstep: Class 23 contains 54549 members Mstep: Class 24 contains 2548 members Mstep: Class 25 contains 7892 members Mstep: Class 26 contains 975 members Mstep: Class 27 contains 27687 members Mstep: Class 28 contains 1986 members Mstep: Class 29 contains 11605 members Mstep: Class 30 contains 2379 members Entering Unmasked Estep Score: -22973428.000000 Penalty: 17713.304688 Splitting cluster 15 changes total score from -22972194.000000 to -22973428.000000 So it's getting split into cluster 30. Entering ConstructFrom: Trying to split cluster 16 (20137 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20137 members Entering Unmasked Estep Score: -1144049.375000 Penalty: 450.919312 Iteration 0F: 2 clusters Score -1144049 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10054 members Mstep: Class 2 contains 10083 members Entering Unmasked Estep Score: -1130694.625000 Penalty: 901.838623 Iteration 0F: 3 clusters Score -1130695 nChanged 9586 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10060 members Mstep: Class 2 contains 10077 members Entering Unmasked Estep Score: -1136171.000000 Penalty: 901.838623 Iteration 1F: 3 clusters Score -1136171 nChanged 982 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10074 members Mstep: Class 2 contains 10063 members Entering Unmasked Estep Score: -1136538.000000 Penalty: 901.838623 Iteration 2Q: 3 clusters Score -1136538 nChanged 1118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10050 members Mstep: Class 2 contains 10087 members Entering Unmasked Estep Score: -1137068.500000 Penalty: 901.838623 Iteration 3F: 3 clusters Score -1137068 nChanged 1201 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10043 members Mstep: Class 2 contains 10094 members Entering Unmasked Estep Score: -1137751.375000 Penalty: 901.838623 Iteration 4F: 3 clusters Score -1137751 nChanged 1215 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10068 members Mstep: Class 2 contains 10069 members Entering Unmasked Estep Score: -1138568.375000 Penalty: 901.838623 Iteration 5F: 3 clusters Score -1138568 nChanged 1228 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10046 members Mstep: Class 2 contains 10091 members Entering Unmasked Estep Score: -1139386.875000 Penalty: 901.838623 Iteration 6F: 3 clusters Score -1139387 nChanged 1107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10045 members Mstep: Class 2 contains 10092 members Entering Unmasked Estep Score: -1140016.750000 Penalty: 901.838623 Iteration 7F: 3 clusters Score -1140017 nChanged 780 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10059 members Mstep: Class 2 contains 10078 members Entering Unmasked Estep Score: -1140268.500000 Penalty: 901.838623 Iteration 8Q: 3 clusters Score -1140268 nChanged 419 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10050 members Mstep: Class 2 contains 10087 members Entering Unmasked Estep Score: -1140341.000000 Penalty: 901.838623 Iteration 9Q: 3 clusters Score -1140341 nChanged 216 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10024 members Mstep: Class 2 contains 10113 members Entering Unmasked Estep Score: -1140375.625000 Penalty: 901.838623 Iteration 10Q: 3 clusters Score -1140376 nChanged 151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9995 members Mstep: Class 2 contains 10142 members Entering Unmasked Estep Score: -1140394.250000 Penalty: 901.838623 Iteration 11Q: 3 clusters Score -1140394 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9968 members Mstep: Class 2 contains 10169 members Entering Unmasked Estep Score: -1140411.625000 Penalty: 901.838623 Iteration 12Q: 3 clusters Score -1140412 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9945 members Mstep: Class 2 contains 10192 members Entering Unmasked Estep Score: -1140426.000000 Penalty: 901.838623 Iteration 13Q: 3 clusters Score -1140426 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9925 members Mstep: Class 2 contains 10212 members Entering Unmasked Estep Score: -1140440.375000 Penalty: 901.838623 Iteration 14Q: 3 clusters Score -1140440 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9904 members Mstep: Class 2 contains 10233 members Entering Unmasked Estep Score: -1140452.500000 Penalty: 901.838623 Iteration 15Q: 3 clusters Score -1140452 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9881 members Mstep: Class 2 contains 10256 members Entering Unmasked Estep Score: -1140462.500000 Penalty: 901.838623 Iteration 16Q: 3 clusters Score -1140462 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9855 members Mstep: Class 2 contains 10282 members Entering Unmasked Estep Score: -1140475.375000 Penalty: 901.838623 Iteration 17Q: 3 clusters Score -1140475 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9830 members Mstep: Class 2 contains 10307 members Entering Unmasked Estep Score: -1140496.625000 Penalty: 901.838623 Iteration 18Q: 3 clusters Score -1140497 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9810 members Mstep: Class 2 contains 10327 members Entering Unmasked Estep Score: -1140518.500000 Penalty: 901.838623 Iteration 19Q: 3 clusters Score -1140518 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9794 members Mstep: Class 2 contains 10343 members Entering Unmasked Estep Score: -1140536.625000 Penalty: 901.838623 Iteration 20F: 3 clusters Score -1140537 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9775 members Mstep: Class 2 contains 10362 members Entering Unmasked Estep Score: -1140558.250000 Penalty: 901.838623 Iteration 21Q: 3 clusters Score -1140558 nChanged 155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9760 members Mstep: Class 2 contains 10377 members Entering Unmasked Estep Score: -1140583.125000 Penalty: 901.838623 Iteration 22Q: 3 clusters Score -1140583 nChanged 162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9762 members Mstep: Class 2 contains 10375 members Entering Unmasked Estep Score: -1140611.875000 Penalty: 901.838623 Iteration 23Q: 3 clusters Score -1140612 nChanged 163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9773 members Mstep: Class 2 contains 10364 members Entering Unmasked Estep Score: -1140637.500000 Penalty: 901.838623 Iteration 24Q: 3 clusters Score -1140638 nChanged 159 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9790 members Mstep: Class 2 contains 10347 members Entering Unmasked Estep Score: -1140655.750000 Penalty: 901.838623 Iteration 25Q: 3 clusters Score -1140656 nChanged 154 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9820 members Mstep: Class 2 contains 10317 members Entering Unmasked Estep Score: -1140672.500000 Penalty: 901.838623 Iteration 26Q: 3 clusters Score -1140672 nChanged 151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9859 members Mstep: Class 2 contains 10278 members Entering Unmasked Estep Score: -1140698.250000 Penalty: 901.838623 Iteration 27Q: 3 clusters Score -1140698 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9896 members Mstep: Class 2 contains 10241 members Entering Unmasked Estep Score: -1140721.375000 Penalty: 901.838623 Iteration 28Q: 3 clusters Score -1140721 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9934 members Mstep: Class 2 contains 10203 members Entering Unmasked Estep Score: -1140738.500000 Penalty: 901.838623 Iteration 29Q: 3 clusters Score -1140738 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9984 members Mstep: Class 2 contains 10153 members Entering Unmasked Estep Score: -1140756.250000 Penalty: 901.838623 Iteration 30Q: 3 clusters Score -1140756 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10024 members Mstep: Class 2 contains 10113 members Entering Unmasked Estep Score: -1140775.750000 Penalty: 901.838623 Iteration 31Q: 3 clusters Score -1140776 nChanged 166 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10086 members Mstep: Class 2 contains 10051 members Entering Unmasked Estep Score: -1140803.250000 Penalty: 901.838623 Iteration 32Q: 3 clusters Score -1140803 nChanged 168 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10166 members Mstep: Class 2 contains 9971 members Entering Unmasked Estep Score: -1140834.750000 Penalty: 901.838623 Iteration 33Q: 3 clusters Score -1140835 nChanged 178 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10260 members Mstep: Class 2 contains 9877 members Entering Unmasked Estep Score: -1140871.875000 Penalty: 901.838623 Iteration 34Q: 3 clusters Score -1140872 nChanged 199 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10365 members Mstep: Class 2 contains 9772 members Entering Unmasked Estep Score: -1140901.250000 Penalty: 901.838623 Iteration 35Q: 3 clusters Score -1140901 nChanged 196 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10461 members Mstep: Class 2 contains 9676 members Entering Unmasked Estep Score: -1140941.125000 Penalty: 901.838623 Iteration 36Q: 3 clusters Score -1140941 nChanged 202 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10567 members Mstep: Class 2 contains 9570 members Entering Unmasked Estep Score: -1140981.500000 Penalty: 901.838623 Iteration 37Q: 3 clusters Score -1140982 nChanged 218 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10693 members Mstep: Class 2 contains 9444 members Entering Unmasked Estep Score: -1141035.000000 Penalty: 901.838623 Iteration 38Q: 3 clusters Score -1141035 nChanged 246 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10833 members Mstep: Class 2 contains 9304 members Entering Unmasked Estep Score: -1141098.375000 Penalty: 901.838623 Iteration 39Q: 3 clusters Score -1141098 nChanged 251 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10972 members Mstep: Class 2 contains 9165 members Entering Unmasked Estep Score: -1141167.875000 Penalty: 901.838623 Iteration 40F: 3 clusters Score -1141168 nChanged 255 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11111 members Mstep: Class 2 contains 9026 members Entering Unmasked Estep Score: -1141240.625000 Penalty: 901.838623 Iteration 41Q: 3 clusters Score -1141241 nChanged 281 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11276 members Mstep: Class 2 contains 8861 members Entering Unmasked Estep Score: -1141318.750000 Penalty: 901.838623 Iteration 42Q: 3 clusters Score -1141319 nChanged 258 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11442 members Mstep: Class 2 contains 8695 members Entering Unmasked Estep Score: -1141387.500000 Penalty: 901.838623 Iteration 43Q: 3 clusters Score -1141388 nChanged 251 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11601 members Mstep: Class 2 contains 8536 members Entering Unmasked Estep Score: -1141438.000000 Penalty: 901.838623 Iteration 44Q: 3 clusters Score -1141438 nChanged 216 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11753 members Mstep: Class 2 contains 8384 members Entering Unmasked Estep Score: -1141488.125000 Penalty: 901.838623 Iteration 45Q: 3 clusters Score -1141488 nChanged 216 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11923 members Mstep: Class 2 contains 8214 members Entering Unmasked Estep Score: -1141532.250000 Penalty: 901.838623 Iteration 46Q: 3 clusters Score -1141532 nChanged 215 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12084 members Mstep: Class 2 contains 8053 members Entering Unmasked Estep Score: -1141578.125000 Penalty: 901.838623 Iteration 47Q: 3 clusters Score -1141578 nChanged 218 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12254 members Mstep: Class 2 contains 7883 members Entering Unmasked Estep Score: -1141625.625000 Penalty: 901.838623 Iteration 48Q: 3 clusters Score -1141626 nChanged 214 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12424 members Mstep: Class 2 contains 7713 members Entering Unmasked Estep Score: -1141668.000000 Penalty: 901.838623 Iteration 49Q: 3 clusters Score -1141668 nChanged 192 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12596 members Mstep: Class 2 contains 7541 members Entering Unmasked Estep Score: -1141709.875000 Penalty: 901.838623 Iteration 50Q: 3 clusters Score -1141710 nChanged 175 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12755 members Mstep: Class 2 contains 7382 members Entering Unmasked Estep Score: -1141738.000000 Penalty: 901.838623 Iteration 51Q: 3 clusters Score -1141738 nChanged 168 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12915 members Mstep: Class 2 contains 7222 members Entering Unmasked Estep Score: -1141765.125000 Penalty: 901.838623 Iteration 52Q: 3 clusters Score -1141765 nChanged 160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13073 members Mstep: Class 2 contains 7064 members Entering Unmasked Estep Score: -1141791.375000 Penalty: 901.838623 Iteration 53Q: 3 clusters Score -1141791 nChanged 160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13233 members Mstep: Class 2 contains 6904 members Entering Unmasked Estep Score: -1141815.125000 Penalty: 901.838623 Iteration 54Q: 3 clusters Score -1141815 nChanged 165 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13396 members Mstep: Class 2 contains 6741 members Entering Unmasked Estep Score: -1141842.125000 Penalty: 901.838623 Iteration 55Q: 3 clusters Score -1141842 nChanged 171 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13567 members Mstep: Class 2 contains 6570 members Entering Unmasked Estep Score: -1141872.375000 Penalty: 901.838623 Iteration 56Q: 3 clusters Score -1141872 nChanged 180 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13747 members Mstep: Class 2 contains 6390 members Entering Unmasked Estep Score: -1141910.625000 Penalty: 901.838623 Iteration 57Q: 3 clusters Score -1141911 nChanged 200 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13947 members Mstep: Class 2 contains 6190 members Entering Unmasked Estep Score: -1141945.125000 Penalty: 901.838623 Iteration 58Q: 3 clusters Score -1141945 nChanged 235 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14182 members Mstep: Class 2 contains 5955 members Entering Unmasked Estep Score: -1141999.125000 Penalty: 901.838623 Iteration 59Q: 3 clusters Score -1141999 nChanged 241 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14423 members Mstep: Class 2 contains 5714 members Entering Unmasked Estep Score: -1142052.375000 Penalty: 901.838623 Iteration 60F: 3 clusters Score -1142052 nChanged 238 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14661 members Mstep: Class 2 contains 5476 members Entering Unmasked Estep Score: -1142112.875000 Penalty: 901.838623 Iteration 61Q: 3 clusters Score -1142113 nChanged 246 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14907 members Mstep: Class 2 contains 5230 members Entering Unmasked Estep Score: -1142179.250000 Penalty: 901.838623 Iteration 62Q: 3 clusters Score -1142179 nChanged 245 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15152 members Mstep: Class 2 contains 4985 members Entering Unmasked Estep Score: -1142245.625000 Penalty: 901.838623 Iteration 63Q: 3 clusters Score -1142246 nChanged 249 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15401 members Mstep: Class 2 contains 4736 members Entering Unmasked Estep Score: -1142320.375000 Penalty: 901.838623 Iteration 64Q: 3 clusters Score -1142320 nChanged 251 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15650 members Mstep: Class 2 contains 4487 members Entering Unmasked Estep Score: -1142386.000000 Penalty: 901.838623 Iteration 65Q: 3 clusters Score -1142386 nChanged 237 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15887 members Mstep: Class 2 contains 4250 members Entering Unmasked Estep Score: -1142444.500000 Penalty: 901.838623 Iteration 66Q: 3 clusters Score -1142444 nChanged 248 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16135 members Mstep: Class 2 contains 4002 members Entering Unmasked Estep Score: -1142518.375000 Penalty: 901.838623 Iteration 67Q: 3 clusters Score -1142518 nChanged 262 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16397 members Mstep: Class 2 contains 3740 members Entering Unmasked Estep Score: -1142594.625000 Penalty: 901.838623 Iteration 68Q: 3 clusters Score -1142595 nChanged 271 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16668 members Mstep: Class 2 contains 3469 members Entering Unmasked Estep Score: -1142680.250000 Penalty: 901.838623 Iteration 69Q: 3 clusters Score -1142680 nChanged 268 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16936 members Mstep: Class 2 contains 3201 members Entering Unmasked Estep Score: -1142776.250000 Penalty: 901.838623 Iteration 70Q: 3 clusters Score -1142776 nChanged 269 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17205 members Mstep: Class 2 contains 2932 members Entering Unmasked Estep Score: -1142866.875000 Penalty: 901.838623 Iteration 71Q: 3 clusters Score -1142867 nChanged 259 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17464 members Mstep: Class 2 contains 2673 members Entering Unmasked Estep Score: -1142962.250000 Penalty: 901.838623 Iteration 72Q: 3 clusters Score -1142962 nChanged 247 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17711 members Mstep: Class 2 contains 2426 members Entering Unmasked Estep Score: -1143058.500000 Penalty: 901.838623 Iteration 73Q: 3 clusters Score -1143058 nChanged 260 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17971 members Mstep: Class 2 contains 2166 members Entering Unmasked Estep Score: -1143165.500000 Penalty: 901.838623 Iteration 74Q: 3 clusters Score -1143166 nChanged 210 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18181 members Mstep: Class 2 contains 1956 members Entering Unmasked Estep Score: -1143248.375000 Penalty: 901.838623 Iteration 75Q: 3 clusters Score -1143248 nChanged 184 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18365 members Mstep: Class 2 contains 1772 members Entering Unmasked Estep Score: -1143310.500000 Penalty: 901.838623 Iteration 76Q: 3 clusters Score -1143310 nChanged 166 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18531 members Mstep: Class 2 contains 1606 members Entering Unmasked Estep Score: -1143378.125000 Penalty: 901.838623 Iteration 77Q: 3 clusters Score -1143378 nChanged 168 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18699 members Mstep: Class 2 contains 1438 members Entering Unmasked Estep Score: -1143428.000000 Penalty: 901.838623 Iteration 78Q: 3 clusters Score -1143428 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18840 members Mstep: Class 2 contains 1297 members Entering Unmasked Estep Score: -1143484.250000 Penalty: 901.838623 Iteration 79Q: 3 clusters Score -1143484 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18966 members Mstep: Class 2 contains 1171 members Entering Unmasked Estep Score: -1143529.125000 Penalty: 901.838623 Iteration 80F: 3 clusters Score -1143529 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19076 members Mstep: Class 2 contains 1061 members Entering Unmasked Estep Score: -1143573.125000 Penalty: 901.838623 Iteration 81Q: 3 clusters Score -1143573 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19187 members Mstep: Class 2 contains 950 members Entering Unmasked Estep Score: -1143613.625000 Penalty: 901.838623 Iteration 82Q: 3 clusters Score -1143614 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19272 members Mstep: Class 2 contains 865 members Entering Unmasked Estep Score: -1143642.375000 Penalty: 901.838623 Iteration 83Q: 3 clusters Score -1143642 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19340 members Mstep: Class 2 contains 797 members Entering Unmasked Estep Score: -1143667.875000 Penalty: 901.838623 Iteration 84Q: 3 clusters Score -1143668 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19393 members Mstep: Class 2 contains 744 members Entering Unmasked Estep Score: -1143673.375000 Penalty: 901.838623 Iteration 85Q: 3 clusters Score -1143673 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19439 members Mstep: Class 2 contains 698 members Entering Unmasked Estep Score: -1143686.375000 Penalty: 901.838623 Iteration 86Q: 3 clusters Score -1143686 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19484 members Mstep: Class 2 contains 653 members Entering Unmasked Estep Score: -1143698.125000 Penalty: 901.838623 Iteration 87Q: 3 clusters Score -1143698 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19516 members Mstep: Class 2 contains 621 members Entering Unmasked Estep Score: -1143707.625000 Penalty: 901.838623 Iteration 88Q: 3 clusters Score -1143708 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19542 members Mstep: Class 2 contains 595 members Entering Unmasked Estep Score: -1143713.125000 Penalty: 901.838623 Iteration 89Q: 3 clusters Score -1143713 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19561 members Mstep: Class 2 contains 576 members Entering Unmasked Estep Score: -1143717.125000 Penalty: 901.838623 Iteration 90Q: 3 clusters Score -1143717 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19579 members Mstep: Class 2 contains 558 members Entering Unmasked Estep Score: -1143722.125000 Penalty: 901.838623 Iteration 91Q: 3 clusters Score -1143722 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19596 members Mstep: Class 2 contains 541 members Entering Unmasked Estep Score: -1143725.000000 Penalty: 901.838623 Iteration 92Q: 3 clusters Score -1143725 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19606 members Mstep: Class 2 contains 531 members Entering Unmasked Estep Score: -1143726.375000 Penalty: 901.838623 Iteration 93Q: 3 clusters Score -1143726 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19615 members Mstep: Class 2 contains 522 members Entering Unmasked Estep Score: -1143730.375000 Penalty: 901.838623 Iteration 94Q: 3 clusters Score -1143730 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19620 members Mstep: Class 2 contains 517 members Entering Unmasked Estep Score: -1143732.375000 Penalty: 901.838623 Iteration 95Q: 3 clusters Score -1143732 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19629 members Mstep: Class 2 contains 508 members Entering Unmasked Estep Score: -1143734.000000 Penalty: 901.838623 Iteration 96Q: 3 clusters Score -1143734 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19639 members Mstep: Class 2 contains 498 members Entering Unmasked Estep Score: -1143738.500000 Penalty: 901.838623 Iteration 97Q: 3 clusters Score -1143738 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19651 members Mstep: Class 2 contains 486 members Entering Unmasked Estep Score: -1143742.625000 Penalty: 901.838623 Iteration 98Q: 3 clusters Score -1143743 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19658 members Mstep: Class 2 contains 479 members Entering Unmasked Estep Score: -1143743.625000 Penalty: 901.838623 Iteration 99Q: 3 clusters Score -1143744 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19665 members Mstep: Class 2 contains 472 members Entering Unmasked Estep Score: -1143746.250000 Penalty: 901.838623 Iteration 100F: 3 clusters Score -1143746 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19669 members Mstep: Class 2 contains 468 members Entering Unmasked Estep Score: -1143746.375000 Penalty: 901.838623 Iteration 101Q: 3 clusters Score -1143746 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19671 members Mstep: Class 2 contains 466 members Entering Unmasked Estep Score: -1143747.750000 Penalty: 901.838623 Iteration 102Q: 3 clusters Score -1143748 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19675 members Mstep: Class 2 contains 462 members Entering Unmasked Estep Score: -1143747.625000 Penalty: 901.838623 Iteration 103Q: 3 clusters Score -1143748 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19677 members Mstep: Class 2 contains 460 members Entering Unmasked Estep Score: -1143750.250000 Penalty: 901.838623 Iteration 104Q: 3 clusters Score -1143750 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19679 members Mstep: Class 2 contains 458 members Entering Unmasked Estep Score: -1143750.000000 Penalty: 901.838623 Iteration 105Q: 3 clusters Score -1143750 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19680 members Mstep: Class 2 contains 457 members Entering Unmasked Estep Score: -1143751.625000 Penalty: 901.838623 Iteration 106Q: 3 clusters Score -1143752 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19680 members Mstep: Class 2 contains 457 members Entering Unmasked Estep Score: -1143751.625000 Penalty: 901.838623 Iteration 107F: 3 clusters Score -1143752 nChanged 0 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: -68998.960938 Penalty: 323.425110 Iteration 0F: 2 clusters Score -68998.96 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: -68040.835938 Penalty: 646.850220 Iteration 0F: 3 clusters Score -68040.84 nChanged 518 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 646 members Mstep: Class 2 contains 576 members Entering Unmasked Estep Score: -68343.718750 Penalty: 646.850220 Iteration 1F: 3 clusters Score -68343.72 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 663 members Mstep: Class 2 contains 559 members Entering Unmasked Estep Score: -68419.695312 Penalty: 646.850220 Iteration 2F: 3 clusters Score -68419.7 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 679 members Mstep: Class 2 contains 543 members Entering Unmasked Estep Score: -68459.023438 Penalty: 646.850220 Iteration 3F: 3 clusters Score -68459.02 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 693 members Mstep: Class 2 contains 529 members Entering Unmasked Estep Score: -68497.062500 Penalty: 646.850220 Iteration 4Q: 3 clusters Score -68497.06 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 707 members Mstep: Class 2 contains 515 members Entering Unmasked Estep Score: -68516.273438 Penalty: 646.850220 Iteration 5Q: 3 clusters Score -68516.27 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 724 members Mstep: Class 2 contains 498 members Entering Unmasked Estep Score: -68531.179688 Penalty: 646.850220 Iteration 6Q: 3 clusters Score -68531.18 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 739 members Mstep: Class 2 contains 483 members Entering Unmasked Estep Score: -68546.703125 Penalty: 646.850220 Iteration 7Q: 3 clusters Score -68546.7 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 750 members Mstep: Class 2 contains 472 members Entering Unmasked Estep Score: -68555.984375 Penalty: 646.850220 Iteration 8Q: 3 clusters Score -68555.98 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 758 members Mstep: Class 2 contains 464 members Entering Unmasked Estep Score: -68567.742188 Penalty: 646.850220 Iteration 9Q: 3 clusters Score -68567.74 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 763 members Mstep: Class 2 contains 459 members Entering Unmasked Estep Score: -68577.492188 Penalty: 646.850220 Iteration 10Q: 3 clusters Score -68577.49 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 770 members Mstep: Class 2 contains 452 members Entering Unmasked Estep Score: -68591.593750 Penalty: 646.850220 Iteration 11Q: 3 clusters Score -68591.59 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 777 members Mstep: Class 2 contains 445 members Entering Unmasked Estep Score: -68603.421875 Penalty: 646.850220 Iteration 12Q: 3 clusters Score -68603.42 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 786 members Mstep: Class 2 contains 436 members Entering Unmasked Estep Score: -68615.023438 Penalty: 646.850220 Iteration 13Q: 3 clusters Score -68615.02 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 798 members Mstep: Class 2 contains 424 members Entering Unmasked Estep Score: -68630.195312 Penalty: 646.850220 Iteration 14Q: 3 clusters Score -68630.2 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 806 members Mstep: Class 2 contains 416 members Entering Unmasked Estep Score: -68647.304688 Penalty: 646.850220 Iteration 15Q: 3 clusters Score -68647.3 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 816 members Mstep: Class 2 contains 406 members Entering Unmasked Estep Score: -68660.109375 Penalty: 646.850220 Iteration 16Q: 3 clusters Score -68660.11 nChanged 14 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: -68671.882812 Penalty: 646.850220 Iteration 17Q: 3 clusters Score -68671.88 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 810 members Mstep: Class 2 contains 412 members Entering Unmasked Estep Score: -68684.765625 Penalty: 646.850220 Iteration 18Q: 3 clusters Score -68684.77 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 803 members Mstep: Class 2 contains 419 members Entering Unmasked Estep Score: -68699.812500 Penalty: 646.850220 Iteration 19Q: 3 clusters Score -68699.81 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 789 members Mstep: Class 2 contains 433 members Entering Unmasked Estep Score: -68714.125000 Penalty: 646.850220 Iteration 20F: 3 clusters Score -68714.12 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 776 members Mstep: Class 2 contains 446 members Entering Unmasked Estep Score: -68724.828125 Penalty: 646.850220 Iteration 21Q: 3 clusters Score -68724.83 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 759 members Mstep: Class 2 contains 463 members Entering Unmasked Estep Score: -68733.468750 Penalty: 646.850220 Iteration 22Q: 3 clusters Score -68733.47 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 750 members Mstep: Class 2 contains 472 members Entering Unmasked Estep Score: -68739.984375 Penalty: 646.850220 Iteration 23Q: 3 clusters Score -68739.98 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 740 members Mstep: Class 2 contains 482 members Entering Unmasked Estep Score: -68747.617188 Penalty: 646.850220 Iteration 24Q: 3 clusters Score -68747.62 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 728 members Mstep: Class 2 contains 494 members Entering Unmasked Estep Score: -68760.695312 Penalty: 646.850220 Iteration 25Q: 3 clusters Score -68760.7 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 716 members Mstep: Class 2 contains 506 members Entering Unmasked Estep Score: -68779.945312 Penalty: 646.850220 Iteration 26Q: 3 clusters Score -68779.95 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 701 members Mstep: Class 2 contains 521 members Entering Unmasked Estep Score: -68799.062500 Penalty: 646.850220 Iteration 27Q: 3 clusters Score -68799.06 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 688 members Mstep: Class 2 contains 534 members Entering Unmasked Estep Score: -68808.242188 Penalty: 646.850220 Iteration 28Q: 3 clusters Score -68808.24 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 684 members Mstep: Class 2 contains 538 members Entering Unmasked Estep Score: -68812.398438 Penalty: 646.850220 Iteration 29Q: 3 clusters Score -68812.4 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 678 members Mstep: Class 2 contains 544 members Entering Unmasked Estep Score: -68815.304688 Penalty: 646.850220 Iteration 30Q: 3 clusters Score -68815.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 676 members Mstep: Class 2 contains 546 members Entering Unmasked Estep Score: -68816.140625 Penalty: 646.850220 Iteration 31Q: 3 clusters Score -68816.14 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 673 members Mstep: Class 2 contains 549 members Entering Unmasked Estep Score: -68817.054688 Penalty: 646.850220 Iteration 32Q: 3 clusters Score -68817.05 nChanged 1 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: -68817.257812 Penalty: 646.850220 Iteration 33Q: 3 clusters Score -68817.26 nChanged 0 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: -68824.968750 Penalty: 646.850220 Iteration 34F: 3 clusters Score -68824.97 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 673 members Mstep: Class 2 contains 549 members Entering Unmasked Estep Score: -68827.687500 Penalty: 646.850220 Iteration 35Q: 3 clusters Score -68827.69 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 671 members Mstep: Class 2 contains 551 members Entering Unmasked Estep Score: -68829.875000 Penalty: 646.850220 Iteration 36Q: 3 clusters Score -68829.88 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 669 members Mstep: Class 2 contains 553 members Entering Unmasked Estep Score: -68830.851562 Penalty: 646.850220 Iteration 37Q: 3 clusters Score -68830.85 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 667 members Mstep: Class 2 contains 555 members Entering Unmasked Estep Score: -68832.187500 Penalty: 646.850220 Iteration 38Q: 3 clusters Score -68832.19 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 665 members Mstep: Class 2 contains 557 members Entering Unmasked Estep Score: -68833.312500 Penalty: 646.850220 Iteration 39Q: 3 clusters Score -68833.31 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 662 members Mstep: Class 2 contains 560 members Entering Unmasked Estep Score: -68835.382812 Penalty: 646.850220 Iteration 40F: 3 clusters Score -68835.38 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 658 members Mstep: Class 2 contains 564 members Entering Unmasked Estep Score: -68837.578125 Penalty: 646.850220 Iteration 41Q: 3 clusters Score -68837.58 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 653 members Mstep: Class 2 contains 569 members Entering Unmasked Estep Score: -68840.335938 Penalty: 646.850220 Iteration 42Q: 3 clusters Score -68840.34 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 649 members Mstep: Class 2 contains 573 members Entering Unmasked Estep Score: -68842.140625 Penalty: 646.850220 Iteration 43Q: 3 clusters Score -68842.14 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 647 members Mstep: Class 2 contains 575 members Entering Unmasked Estep Score: -68842.789062 Penalty: 646.850220 Iteration 44Q: 3 clusters Score -68842.79 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 646 members Mstep: Class 2 contains 576 members Entering Unmasked Estep Score: -68843.023438 Penalty: 646.850220 Iteration 45Q: 3 clusters Score -68843.02 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 647 members Mstep: Class 2 contains 575 members Entering Unmasked Estep Score: -68843.164062 Penalty: 646.850220 Iteration 46Q: 3 clusters Score -68843.16 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 646 members Mstep: Class 2 contains 576 members Entering Unmasked Estep Score: -68843.718750 Penalty: 646.850220 Iteration 47Q: 3 clusters Score -68843.72 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 644 members Mstep: Class 2 contains 578 members Entering Unmasked Estep Score: -68844.453125 Penalty: 646.850220 Iteration 48Q: 3 clusters Score -68844.45 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 641 members Mstep: Class 2 contains 581 members Entering Unmasked Estep Score: -68845.585938 Penalty: 646.850220 Iteration 49Q: 3 clusters Score -68845.59 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 640 members Mstep: Class 2 contains 582 members Entering Unmasked Estep Score: -68846.054688 Penalty: 646.850220 Iteration 50Q: 3 clusters Score -68846.05 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 640 members Mstep: Class 2 contains 582 members Entering Unmasked Estep Score: -68846.054688 Penalty: 646.850220 Iteration 51F: 3 clusters Score -68846.05 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (6901 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6901 members Entering Unmasked Estep Score: -348823.718750 Penalty: 402.193665 Iteration 0F: 2 clusters Score -348823.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3466 members Mstep: Class 2 contains 3435 members Entering Unmasked Estep Score: -344179.250000 Penalty: 804.387329 Iteration 0F: 3 clusters Score -344179.2 nChanged 3182 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3694 members Mstep: Class 2 contains 3207 members Entering Unmasked Estep Score: -346229.187500 Penalty: 804.387329 Iteration 1F: 3 clusters Score -346229.2 nChanged 441 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3787 members Mstep: Class 2 contains 3114 members Entering Unmasked Estep Score: -346455.562500 Penalty: 804.387329 Iteration 2F: 3 clusters Score -346455.6 nChanged 402 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3883 members Mstep: Class 2 contains 3018 members Entering Unmasked Estep Score: -346668.812500 Penalty: 804.387329 Iteration 3F: 3 clusters Score -346668.8 nChanged 377 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4008 members Mstep: Class 2 contains 2893 members Entering Unmasked Estep Score: -346887.125000 Penalty: 804.387329 Iteration 4F: 3 clusters Score -346887.1 nChanged 357 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4141 members Mstep: Class 2 contains 2760 members Entering Unmasked Estep Score: -347110.218750 Penalty: 804.387329 Iteration 5F: 3 clusters Score -347110.2 nChanged 359 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4282 members Mstep: Class 2 contains 2619 members Entering Unmasked Estep Score: -347343.812500 Penalty: 804.387329 Iteration 6F: 3 clusters Score -347343.8 nChanged 295 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4413 members Mstep: Class 2 contains 2488 members Entering Unmasked Estep Score: -347515.968750 Penalty: 804.387329 Iteration 7Q: 3 clusters Score -347516 nChanged 253 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4512 members Mstep: Class 2 contains 2389 members Entering Unmasked Estep Score: -347640.000000 Penalty: 804.387329 Iteration 8Q: 3 clusters Score -347640 nChanged 202 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4604 members Mstep: Class 2 contains 2297 members Entering Unmasked Estep Score: -347735.281250 Penalty: 804.387329 Iteration 9Q: 3 clusters Score -347735.3 nChanged 172 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4684 members Mstep: Class 2 contains 2217 members Entering Unmasked Estep Score: -347804.281250 Penalty: 804.387329 Iteration 10Q: 3 clusters Score -347804.3 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4771 members Mstep: Class 2 contains 2130 members Entering Unmasked Estep Score: -347868.218750 Penalty: 804.387329 Iteration 11Q: 3 clusters Score -347868.2 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4871 members Mstep: Class 2 contains 2030 members Entering Unmasked Estep Score: -347929.468750 Penalty: 804.387329 Iteration 12Q: 3 clusters Score -347929.5 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4975 members Mstep: Class 2 contains 1926 members Entering Unmasked Estep Score: -347988.125000 Penalty: 804.387329 Iteration 13Q: 3 clusters Score -347988.1 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5068 members Mstep: Class 2 contains 1833 members Entering Unmasked Estep Score: -348044.343750 Penalty: 804.387329 Iteration 14Q: 3 clusters Score -348044.3 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5149 members Mstep: Class 2 contains 1752 members Entering Unmasked Estep Score: -348104.875000 Penalty: 804.387329 Iteration 15Q: 3 clusters Score -348104.9 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5219 members Mstep: Class 2 contains 1682 members Entering Unmasked Estep Score: -348146.031250 Penalty: 804.387329 Iteration 16Q: 3 clusters Score -348146 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5268 members Mstep: Class 2 contains 1633 members Entering Unmasked Estep Score: -348164.375000 Penalty: 804.387329 Iteration 17Q: 3 clusters Score -348164.4 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5312 members Mstep: Class 2 contains 1589 members Entering Unmasked Estep Score: -348180.156250 Penalty: 804.387329 Iteration 18Q: 3 clusters Score -348180.2 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5359 members Mstep: Class 2 contains 1542 members Entering Unmasked Estep Score: -348197.937500 Penalty: 804.387329 Iteration 19Q: 3 clusters Score -348197.9 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5393 members Mstep: Class 2 contains 1508 members Entering Unmasked Estep Score: -348210.281250 Penalty: 804.387329 Iteration 20F: 3 clusters Score -348210.3 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5423 members Mstep: Class 2 contains 1478 members Entering Unmasked Estep Score: -348218.062500 Penalty: 804.387329 Iteration 21Q: 3 clusters Score -348218.1 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5450 members Mstep: Class 2 contains 1451 members Entering Unmasked Estep Score: -348223.218750 Penalty: 804.387329 Iteration 22Q: 3 clusters Score -348223.2 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5475 members Mstep: Class 2 contains 1426 members Entering Unmasked Estep Score: -348228.812500 Penalty: 804.387329 Iteration 23Q: 3 clusters Score -348228.8 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5503 members Mstep: Class 2 contains 1398 members Entering Unmasked Estep Score: -348235.000000 Penalty: 804.387329 Iteration 24Q: 3 clusters Score -348235 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5539 members Mstep: Class 2 contains 1362 members Entering Unmasked Estep Score: -348243.437500 Penalty: 804.387329 Iteration 25Q: 3 clusters Score -348243.4 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5572 members Mstep: Class 2 contains 1329 members Entering Unmasked Estep Score: -348256.281250 Penalty: 804.387329 Iteration 26Q: 3 clusters Score -348256.3 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5624 members Mstep: Class 2 contains 1277 members Entering Unmasked Estep Score: -348276.656250 Penalty: 804.387329 Iteration 27Q: 3 clusters Score -348276.7 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5680 members Mstep: Class 2 contains 1221 members Entering Unmasked Estep Score: -348308.562500 Penalty: 804.387329 Iteration 28Q: 3 clusters Score -348308.6 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5745 members Mstep: Class 2 contains 1156 members Entering Unmasked Estep Score: -348361.062500 Penalty: 804.387329 Iteration 29Q: 3 clusters Score -348361.1 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5812 members Mstep: Class 2 contains 1089 members Entering Unmasked Estep Score: -348425.968750 Penalty: 804.387329 Iteration 30Q: 3 clusters Score -348426 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5883 members Mstep: Class 2 contains 1018 members Entering Unmasked Estep Score: -348491.718750 Penalty: 804.387329 Iteration 31Q: 3 clusters Score -348491.7 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5939 members Mstep: Class 2 contains 962 members Entering Unmasked Estep Score: -348542.500000 Penalty: 804.387329 Iteration 32Q: 3 clusters Score -348542.5 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5996 members Mstep: Class 2 contains 905 members Entering Unmasked Estep Score: -348588.375000 Penalty: 804.387329 Iteration 33Q: 3 clusters Score -348588.4 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6050 members Mstep: Class 2 contains 851 members Entering Unmasked Estep Score: -348636.468750 Penalty: 804.387329 Iteration 34Q: 3 clusters Score -348636.5 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6097 members Mstep: Class 2 contains 804 members Entering Unmasked Estep Score: -348674.250000 Penalty: 804.387329 Iteration 35Q: 3 clusters Score -348674.2 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6128 members Mstep: Class 2 contains 773 members Entering Unmasked Estep Score: -348693.812500 Penalty: 804.387329 Iteration 36Q: 3 clusters Score -348693.8 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6156 members Mstep: Class 2 contains 745 members Entering Unmasked Estep Score: -348703.406250 Penalty: 804.387329 Iteration 37Q: 3 clusters Score -348703.4 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6177 members Mstep: Class 2 contains 724 members Entering Unmasked Estep Score: -348709.906250 Penalty: 804.387329 Iteration 38Q: 3 clusters Score -348709.9 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6189 members Mstep: Class 2 contains 712 members Entering Unmasked Estep Score: -348716.968750 Penalty: 804.387329 Iteration 39Q: 3 clusters Score -348717 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6207 members Mstep: Class 2 contains 694 members Entering Unmasked Estep Score: -348721.406250 Penalty: 804.387329 Iteration 40F: 3 clusters Score -348721.4 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6221 members Mstep: Class 2 contains 680 members Entering Unmasked Estep Score: -348723.000000 Penalty: 804.387329 Iteration 41Q: 3 clusters Score -348723 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6232 members Mstep: Class 2 contains 669 members Entering Unmasked Estep Score: -348724.375000 Penalty: 804.387329 Iteration 42Q: 3 clusters Score -348724.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6236 members Mstep: Class 2 contains 665 members Entering Unmasked Estep Score: -348725.000000 Penalty: 804.387329 Iteration 43Q: 3 clusters Score -348725 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6241 members Mstep: Class 2 contains 660 members Entering Unmasked Estep Score: -348724.781250 Penalty: 804.387329 Iteration 44Q: 3 clusters Score -348724.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6246 members Mstep: Class 2 contains 655 members Entering Unmasked Estep Score: -348726.781250 Penalty: 804.387329 Iteration 45Q: 3 clusters Score -348726.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6250 members Mstep: Class 2 contains 651 members Entering Unmasked Estep Score: -348728.031250 Penalty: 804.387329 Iteration 46Q: 3 clusters Score -348728 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6251 members Mstep: Class 2 contains 650 members Entering Unmasked Estep Score: -348727.781250 Penalty: 804.387329 Iteration 47Q: 3 clusters Score -348727.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6254 members Mstep: Class 2 contains 647 members Entering Unmasked Estep Score: -348727.843750 Penalty: 804.387329 Iteration 48Q: 3 clusters Score -348727.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6256 members Mstep: Class 2 contains 645 members Entering Unmasked Estep Score: -348728.093750 Penalty: 804.387329 Iteration 49Q: 3 clusters Score -348728.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6258 members Mstep: Class 2 contains 643 members Entering Unmasked Estep Score: -348728.562500 Penalty: 804.387329 Iteration 50Q: 3 clusters Score -348728.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6262 members Mstep: Class 2 contains 639 members Entering Unmasked Estep Score: -348728.875000 Penalty: 804.387329 Iteration 51Q: 3 clusters Score -348728.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6268 members Mstep: Class 2 contains 633 members Entering Unmasked Estep Score: -348731.218750 Penalty: 804.387329 Iteration 52Q: 3 clusters Score -348731.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6273 members Mstep: Class 2 contains 628 members Entering Unmasked Estep Score: -348730.937500 Penalty: 804.387329 Iteration 53Q: 3 clusters Score -348730.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6280 members Mstep: Class 2 contains 621 members Entering Unmasked Estep Score: -348732.343750 Penalty: 804.387329 Iteration 54Q: 3 clusters Score -348732.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6288 members Mstep: Class 2 contains 613 members Entering Unmasked Estep Score: -348734.093750 Penalty: 804.387329 Iteration 55Q: 3 clusters Score -348734.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6294 members Mstep: Class 2 contains 607 members Entering Unmasked Estep Score: -348734.218750 Penalty: 804.387329 Iteration 56Q: 3 clusters Score -348734.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6295 members Mstep: Class 2 contains 606 members Entering Unmasked Estep Score: -348734.031250 Penalty: 804.387329 Iteration 57Q: 3 clusters Score -348734 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6296 members Mstep: Class 2 contains 605 members Entering Unmasked Estep Score: -348734.156250 Penalty: 804.387329 Iteration 58Q: 3 clusters Score -348734.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6297 members Mstep: Class 2 contains 604 members Entering Unmasked Estep Score: -348734.375000 Penalty: 804.387329 Iteration 59Q: 3 clusters Score -348734.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6297 members Mstep: Class 2 contains 604 members Entering Unmasked Estep Score: -348734.375000 Penalty: 804.387329 Iteration 60F: 3 clusters Score -348734.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (1371 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1371 members Entering Unmasked Estep Score: -75216.882812 Penalty: 328.659943 Iteration 0F: 2 clusters Score -75216.88 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 709 members Mstep: Class 2 contains 662 members Entering Unmasked Estep Score: -74179.148438 Penalty: 657.319885 Iteration 0F: 3 clusters Score -74179.15 nChanged 568 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 843 members Mstep: Class 2 contains 528 members Entering Unmasked Estep Score: -74609.703125 Penalty: 657.319885 Iteration 1F: 3 clusters Score -74609.7 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 911 members Mstep: Class 2 contains 460 members Entering Unmasked Estep Score: -74730.914062 Penalty: 657.319885 Iteration 2F: 3 clusters Score -74730.91 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 966 members Mstep: Class 2 contains 405 members Entering Unmasked Estep Score: -74815.031250 Penalty: 657.319885 Iteration 3F: 3 clusters Score -74815.03 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1003 members Mstep: Class 2 contains 368 members Entering Unmasked Estep Score: -74874.156250 Penalty: 657.319885 Iteration 4F: 3 clusters Score -74874.16 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1021 members Mstep: Class 2 contains 350 members Entering Unmasked Estep Score: -74897.062500 Penalty: 657.319885 Iteration 5Q: 3 clusters Score -74897.06 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1028 members Mstep: Class 2 contains 343 members Entering Unmasked Estep Score: -74907.046875 Penalty: 657.319885 Iteration 6Q: 3 clusters Score -74907.05 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1038 members Mstep: Class 2 contains 333 members Entering Unmasked Estep Score: -74920.179688 Penalty: 657.319885 Iteration 7Q: 3 clusters Score -74920.18 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1046 members Mstep: Class 2 contains 325 members Entering Unmasked Estep Score: -74928.695312 Penalty: 657.319885 Iteration 8Q: 3 clusters Score -74928.7 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1054 members Mstep: Class 2 contains 317 members Entering Unmasked Estep Score: -74936.148438 Penalty: 657.319885 Iteration 9Q: 3 clusters Score -74936.15 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1060 members Mstep: Class 2 contains 311 members Entering Unmasked Estep Score: -74940.000000 Penalty: 657.319885 Iteration 10Q: 3 clusters Score -74940 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1066 members Mstep: Class 2 contains 305 members Entering Unmasked Estep Score: -74941.906250 Penalty: 657.319885 Iteration 11Q: 3 clusters Score -74941.91 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1069 members Mstep: Class 2 contains 302 members Entering Unmasked Estep Score: -74943.187500 Penalty: 657.319885 Iteration 12Q: 3 clusters Score -74943.19 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1072 members Mstep: Class 2 contains 299 members Entering Unmasked Estep Score: -74945.734375 Penalty: 657.319885 Iteration 13Q: 3 clusters Score -74945.73 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1076 members Mstep: Class 2 contains 295 members Entering Unmasked Estep Score: -74948.070312 Penalty: 657.319885 Iteration 14Q: 3 clusters Score -74948.07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1079 members Mstep: Class 2 contains 292 members Entering Unmasked Estep Score: -74950.710938 Penalty: 657.319885 Iteration 15Q: 3 clusters Score -74950.71 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1081 members Mstep: Class 2 contains 290 members Entering Unmasked Estep Score: -74951.140625 Penalty: 657.319885 Iteration 16Q: 3 clusters Score -74951.14 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1081 members Mstep: Class 2 contains 290 members Entering Unmasked Estep Score: -74951.710938 Penalty: 657.319885 Iteration 17Q: 3 clusters Score -74951.71 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1084 members Mstep: Class 2 contains 287 members Entering Unmasked Estep Score: -74952.554688 Penalty: 657.319885 Iteration 18Q: 3 clusters Score -74952.55 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1084 members Mstep: Class 2 contains 287 members Entering Unmasked Estep Score: -74952.554688 Penalty: 657.319885 Iteration 19F: 3 clusters Score -74952.55 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (9980 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9980 members Entering Unmasked Estep Score: -527167.687500 Penalty: 418.979401 Iteration 0F: 2 clusters Score -527167.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5041 members Mstep: Class 2 contains 4939 members Entering Unmasked Estep Score: -520488.656250 Penalty: 837.958801 Iteration 0F: 3 clusters Score -520488.7 nChanged 4667 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5458 members Mstep: Class 2 contains 4522 members Entering Unmasked Estep Score: -523194.593750 Penalty: 837.958801 Iteration 1F: 3 clusters Score -523194.6 nChanged 542 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5692 members Mstep: Class 2 contains 4288 members Entering Unmasked Estep Score: -523409.281250 Penalty: 837.958801 Iteration 2F: 3 clusters Score -523409.3 nChanged 492 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5978 members Mstep: Class 2 contains 4002 members Entering Unmasked Estep Score: -523628.531250 Penalty: 837.958801 Iteration 3Q: 3 clusters Score -523628.5 nChanged 510 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6350 members Mstep: Class 2 contains 3630 members Entering Unmasked Estep Score: -523956.281250 Penalty: 837.958801 Iteration 4F: 3 clusters Score -523956.3 nChanged 579 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6777 members Mstep: Class 2 contains 3203 members Entering Unmasked Estep Score: -524386.062500 Penalty: 837.958801 Iteration 5F: 3 clusters Score -524386.1 nChanged 577 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7196 members Mstep: Class 2 contains 2784 members Entering Unmasked Estep Score: -524852.937500 Penalty: 837.958801 Iteration 6F: 3 clusters Score -524852.9 nChanged 595 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7565 members Mstep: Class 2 contains 2415 members Entering Unmasked Estep Score: -525349.937500 Penalty: 837.958801 Iteration 7F: 3 clusters Score -525349.9 nChanged 532 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7863 members Mstep: Class 2 contains 2117 members Entering Unmasked Estep Score: -525807.000000 Penalty: 837.958801 Iteration 8F: 3 clusters Score -525807 nChanged 398 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8081 members Mstep: Class 2 contains 1899 members Entering Unmasked Estep Score: -526121.312500 Penalty: 837.958801 Iteration 9Q: 3 clusters Score -526121.3 nChanged 299 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8228 members Mstep: Class 2 contains 1752 members Entering Unmasked Estep Score: -526302.437500 Penalty: 837.958801 Iteration 10Q: 3 clusters Score -526302.4 nChanged 220 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8368 members Mstep: Class 2 contains 1612 members Entering Unmasked Estep Score: -526409.000000 Penalty: 837.958801 Iteration 11Q: 3 clusters Score -526409 nChanged 163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8489 members Mstep: Class 2 contains 1491 members Entering Unmasked Estep Score: -526479.187500 Penalty: 837.958801 Iteration 12Q: 3 clusters Score -526479.2 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8598 members Mstep: Class 2 contains 1382 members Entering Unmasked Estep Score: -526532.187500 Penalty: 837.958801 Iteration 13Q: 3 clusters Score -526532.2 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8683 members Mstep: Class 2 contains 1297 members Entering Unmasked Estep Score: -526571.937500 Penalty: 837.958801 Iteration 14Q: 3 clusters Score -526571.9 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8765 members Mstep: Class 2 contains 1215 members Entering Unmasked Estep Score: -526613.375000 Penalty: 837.958801 Iteration 15Q: 3 clusters Score -526613.4 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8847 members Mstep: Class 2 contains 1133 members Entering Unmasked Estep Score: -526645.062500 Penalty: 837.958801 Iteration 16Q: 3 clusters Score -526645.1 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8916 members Mstep: Class 2 contains 1064 members Entering Unmasked Estep Score: -526664.437500 Penalty: 837.958801 Iteration 17Q: 3 clusters Score -526664.4 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8965 members Mstep: Class 2 contains 1015 members Entering Unmasked Estep Score: -526679.625000 Penalty: 837.958801 Iteration 18Q: 3 clusters Score -526679.6 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9015 members Mstep: Class 2 contains 965 members Entering Unmasked Estep Score: -526696.375000 Penalty: 837.958801 Iteration 19Q: 3 clusters Score -526696.4 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9067 members Mstep: Class 2 contains 913 members Entering Unmasked Estep Score: -526711.062500 Penalty: 837.958801 Iteration 20F: 3 clusters Score -526711.1 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9116 members Mstep: Class 2 contains 864 members Entering Unmasked Estep Score: -526728.812500 Penalty: 837.958801 Iteration 21Q: 3 clusters Score -526728.8 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9166 members Mstep: Class 2 contains 814 members Entering Unmasked Estep Score: -526744.562500 Penalty: 837.958801 Iteration 22Q: 3 clusters Score -526744.6 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9206 members Mstep: Class 2 contains 774 members Entering Unmasked Estep Score: -526755.125000 Penalty: 837.958801 Iteration 23Q: 3 clusters Score -526755.1 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9247 members Mstep: Class 2 contains 733 members Entering Unmasked Estep Score: -526766.187500 Penalty: 837.958801 Iteration 24Q: 3 clusters Score -526766.2 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9294 members Mstep: Class 2 contains 686 members Entering Unmasked Estep Score: -526780.875000 Penalty: 837.958801 Iteration 25Q: 3 clusters Score -526780.9 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9321 members Mstep: Class 2 contains 659 members Entering Unmasked Estep Score: -526789.062500 Penalty: 837.958801 Iteration 26Q: 3 clusters Score -526789.1 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9344 members Mstep: Class 2 contains 636 members Entering Unmasked Estep Score: -526794.625000 Penalty: 837.958801 Iteration 27Q: 3 clusters Score -526794.6 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9371 members Mstep: Class 2 contains 609 members Entering Unmasked Estep Score: -526800.750000 Penalty: 837.958801 Iteration 28Q: 3 clusters Score -526800.8 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9394 members Mstep: Class 2 contains 586 members Entering Unmasked Estep Score: -526810.062500 Penalty: 837.958801 Iteration 29Q: 3 clusters Score -526810.1 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9418 members Mstep: Class 2 contains 562 members Entering Unmasked Estep Score: -526814.062500 Penalty: 837.958801 Iteration 30Q: 3 clusters Score -526814.1 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9434 members Mstep: Class 2 contains 546 members Entering Unmasked Estep Score: -526820.437500 Penalty: 837.958801 Iteration 31Q: 3 clusters Score -526820.4 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9452 members Mstep: Class 2 contains 528 members Entering Unmasked Estep Score: -526825.187500 Penalty: 837.958801 Iteration 32Q: 3 clusters Score -526825.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9464 members Mstep: Class 2 contains 516 members Entering Unmasked Estep Score: -526826.062500 Penalty: 837.958801 Iteration 33Q: 3 clusters Score -526826.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9470 members Mstep: Class 2 contains 510 members Entering Unmasked Estep Score: -526827.875000 Penalty: 837.958801 Iteration 34Q: 3 clusters Score -526827.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9475 members Mstep: Class 2 contains 505 members Entering Unmasked Estep Score: -526828.750000 Penalty: 837.958801 Iteration 35Q: 3 clusters Score -526828.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9479 members Mstep: Class 2 contains 501 members Entering Unmasked Estep Score: -526828.062500 Penalty: 837.958801 Iteration 36Q: 3 clusters Score -526828.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9480 members Mstep: Class 2 contains 500 members Entering Unmasked Estep Score: -526828.937500 Penalty: 837.958801 Iteration 37Q: 3 clusters Score -526828.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9481 members Mstep: Class 2 contains 499 members Entering Unmasked Estep Score: -526830.187500 Penalty: 837.958801 Iteration 38Q: 3 clusters Score -526830.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9485 members Mstep: Class 2 contains 495 members Entering Unmasked Estep Score: -526831.000000 Penalty: 837.958801 Iteration 39Q: 3 clusters Score -526831 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9489 members Mstep: Class 2 contains 491 members Entering Unmasked Estep Score: -526832.687500 Penalty: 837.958801 Iteration 40F: 3 clusters Score -526832.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9494 members Mstep: Class 2 contains 486 members Entering Unmasked Estep Score: -526834.250000 Penalty: 837.958801 Iteration 41Q: 3 clusters Score -526834.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9501 members Mstep: Class 2 contains 479 members Entering Unmasked Estep Score: -526834.750000 Penalty: 837.958801 Iteration 42Q: 3 clusters Score -526834.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9509 members Mstep: Class 2 contains 471 members Entering Unmasked Estep Score: -526837.250000 Penalty: 837.958801 Iteration 43Q: 3 clusters Score -526837.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9521 members Mstep: Class 2 contains 459 members Entering Unmasked Estep Score: -526841.375000 Penalty: 837.958801 Iteration 44Q: 3 clusters Score -526841.4 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9530 members Mstep: Class 2 contains 450 members Entering Unmasked Estep Score: -526844.000000 Penalty: 837.958801 Iteration 45Q: 3 clusters Score -526844 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9539 members Mstep: Class 2 contains 441 members Entering Unmasked Estep Score: -526845.187500 Penalty: 837.958801 Iteration 46Q: 3 clusters Score -526845.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9544 members Mstep: Class 2 contains 436 members Entering Unmasked Estep Score: -526847.500000 Penalty: 837.958801 Iteration 47Q: 3 clusters Score -526847.5 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9557 members Mstep: Class 2 contains 423 members Entering Unmasked Estep Score: -526853.000000 Penalty: 837.958801 Iteration 48Q: 3 clusters Score -526853 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9571 members Mstep: Class 2 contains 409 members Entering Unmasked Estep Score: -526857.125000 Penalty: 837.958801 Iteration 49Q: 3 clusters Score -526857.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9575 members Mstep: Class 2 contains 405 members Entering Unmasked Estep Score: -526858.375000 Penalty: 837.958801 Iteration 50Q: 3 clusters Score -526858.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9579 members Mstep: Class 2 contains 401 members Entering Unmasked Estep Score: -526859.187500 Penalty: 837.958801 Iteration 51Q: 3 clusters Score -526859.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9580 members Mstep: Class 2 contains 400 members Entering Unmasked Estep Score: -526859.687500 Penalty: 837.958801 Iteration 52Q: 3 clusters Score -526859.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9582 members Mstep: Class 2 contains 398 members Entering Unmasked Estep Score: -526860.062500 Penalty: 837.958801 Iteration 53Q: 3 clusters Score -526860.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9584 members Mstep: Class 2 contains 396 members Entering Unmasked Estep Score: -526860.125000 Penalty: 837.958801 Iteration 54Q: 3 clusters Score -526860.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9585 members Mstep: Class 2 contains 395 members Entering Unmasked Estep Score: -526859.937500 Penalty: 837.958801 Iteration 55Q: 3 clusters Score -526859.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9586 members Mstep: Class 2 contains 394 members Entering Unmasked Estep Score: -526860.000000 Penalty: 837.958801 Iteration 56Q: 3 clusters Score -526860 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9587 members Mstep: Class 2 contains 393 members Entering Unmasked Estep Score: -526859.375000 Penalty: 837.958801 Iteration 57Q: 3 clusters Score -526859.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9587 members Mstep: Class 2 contains 393 members Entering Unmasked Estep Score: -526860.062500 Penalty: 837.958801 Iteration 58Q: 3 clusters Score -526860.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9589 members Mstep: Class 2 contains 391 members Entering Unmasked Estep Score: -526859.875000 Penalty: 837.958801 Iteration 59Q: 3 clusters Score -526859.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9591 members Mstep: Class 2 contains 389 members Entering Unmasked Estep Score: -526860.500000 Penalty: 837.958801 Iteration 60F: 3 clusters Score -526860.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9593 members Mstep: Class 2 contains 387 members Entering Unmasked Estep Score: -526860.500000 Penalty: 837.958801 Iteration 61Q: 3 clusters Score -526860.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9595 members Mstep: Class 2 contains 385 members Entering Unmasked Estep Score: -526861.312500 Penalty: 837.958801 Iteration 62Q: 3 clusters Score -526861.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9595 members Mstep: Class 2 contains 385 members Entering Unmasked Estep Score: -526861.312500 Penalty: 837.958801 Iteration 63F: 3 clusters Score -526861.3 nChanged 0 Entering ConstructFrom: Trying to split cluster 21 (64636 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64636 members Entering Unmasked Estep Score: -3686330.000000 Penalty: 503.981964 Iteration 0F: 2 clusters Score -3686330 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32360 members Mstep: Class 2 contains 32276 members Entering Unmasked Estep Score: -3642811.000000 Penalty: 1007.963928 Iteration 0F: 3 clusters Score -3642811 nChanged 31396 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32074 members Mstep: Class 2 contains 32562 members Entering Unmasked Estep Score: -3662658.750000 Penalty: 1007.963928 Iteration 1F: 3 clusters Score -3662659 nChanged 3181 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31645 members Mstep: Class 2 contains 32991 members Entering Unmasked Estep Score: -3664148.250000 Penalty: 1007.963928 Iteration 2Q: 3 clusters Score -3664148 nChanged 3629 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31112 members Mstep: Class 2 contains 33524 members Entering Unmasked Estep Score: -3666090.500000 Penalty: 1007.963928 Iteration 3F: 3 clusters Score -3666090 nChanged 3890 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30560 members Mstep: Class 2 contains 34076 members Entering Unmasked Estep Score: -3668461.750000 Penalty: 1007.963928 Iteration 4F: 3 clusters Score -3668462 nChanged 4035 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30135 members Mstep: Class 2 contains 34501 members Entering Unmasked Estep Score: -3671083.750000 Penalty: 1007.963928 Iteration 5F: 3 clusters Score -3671084 nChanged 3846 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29825 members Mstep: Class 2 contains 34811 members Entering Unmasked Estep Score: -3673454.250000 Penalty: 1007.963928 Iteration 6F: 3 clusters Score -3673454 nChanged 2967 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29490 members Mstep: Class 2 contains 35146 members Entering Unmasked Estep Score: -3674824.250000 Penalty: 1007.963928 Iteration 7Q: 3 clusters Score -3674824 nChanged 1947 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29073 members Mstep: Class 2 contains 35563 members Entering Unmasked Estep Score: -3675417.250000 Penalty: 1007.963928 Iteration 8Q: 3 clusters Score -3675417 nChanged 1220 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28621 members Mstep: Class 2 contains 36015 members Entering Unmasked Estep Score: -3675672.500000 Penalty: 1007.963928 Iteration 9Q: 3 clusters Score -3675672 nChanged 838 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28163 members Mstep: Class 2 contains 36473 members Entering Unmasked Estep Score: -3675828.250000 Penalty: 1007.963928 Iteration 10Q: 3 clusters Score -3675828 nChanged 739 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27658 members Mstep: Class 2 contains 36978 members Entering Unmasked Estep Score: -3675988.500000 Penalty: 1007.963928 Iteration 11Q: 3 clusters Score -3675988 nChanged 675 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27143 members Mstep: Class 2 contains 37493 members Entering Unmasked Estep Score: -3676123.500000 Penalty: 1007.963928 Iteration 12Q: 3 clusters Score -3676124 nChanged 666 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26579 members Mstep: Class 2 contains 38057 members Entering Unmasked Estep Score: -3676259.000000 Penalty: 1007.963928 Iteration 13Q: 3 clusters Score -3676259 nChanged 679 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25984 members Mstep: Class 2 contains 38652 members Entering Unmasked Estep Score: -3676398.500000 Penalty: 1007.963928 Iteration 14Q: 3 clusters Score -3676398 nChanged 699 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25333 members Mstep: Class 2 contains 39303 members Entering Unmasked Estep Score: -3676544.250000 Penalty: 1007.963928 Iteration 15Q: 3 clusters Score -3676544 nChanged 783 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24594 members Mstep: Class 2 contains 40042 members Entering Unmasked Estep Score: -3676745.750000 Penalty: 1007.963928 Iteration 16Q: 3 clusters Score -3676746 nChanged 877 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23769 members Mstep: Class 2 contains 40867 members Entering Unmasked Estep Score: -3676958.250000 Penalty: 1007.963928 Iteration 17Q: 3 clusters Score -3676958 nChanged 828 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22979 members Mstep: Class 2 contains 41657 members Entering Unmasked Estep Score: -3677161.000000 Penalty: 1007.963928 Iteration 18Q: 3 clusters Score -3677161 nChanged 839 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22152 members Mstep: Class 2 contains 42484 members Entering Unmasked Estep Score: -3677356.250000 Penalty: 1007.963928 Iteration 19Q: 3 clusters Score -3677356 nChanged 896 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21284 members Mstep: Class 2 contains 43352 members Entering Unmasked Estep Score: -3677584.000000 Penalty: 1007.963928 Iteration 20F: 3 clusters Score -3677584 nChanged 911 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20377 members Mstep: Class 2 contains 44259 members Entering Unmasked Estep Score: -3677831.750000 Penalty: 1007.963928 Iteration 21Q: 3 clusters Score -3677832 nChanged 953 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19432 members Mstep: Class 2 contains 45204 members Entering Unmasked Estep Score: -3678072.500000 Penalty: 1007.963928 Iteration 22Q: 3 clusters Score -3678072 nChanged 934 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18498 members Mstep: Class 2 contains 46138 members Entering Unmasked Estep Score: -3678304.750000 Penalty: 1007.963928 Iteration 23Q: 3 clusters Score -3678305 nChanged 1002 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17502 members Mstep: Class 2 contains 47134 members Entering Unmasked Estep Score: -3678617.000000 Penalty: 1007.963928 Iteration 24Q: 3 clusters Score -3678617 nChanged 1082 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16420 members Mstep: Class 2 contains 48216 members Entering Unmasked Estep Score: -3678919.500000 Penalty: 1007.963928 Iteration 25Q: 3 clusters Score -3678920 nChanged 1108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15314 members Mstep: Class 2 contains 49322 members Entering Unmasked Estep Score: -3679253.250000 Penalty: 1007.963928 Iteration 26Q: 3 clusters Score -3679253 nChanged 1090 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14224 members Mstep: Class 2 contains 50412 members Entering Unmasked Estep Score: -3679610.500000 Penalty: 1007.963928 Iteration 27Q: 3 clusters Score -3679610 nChanged 1139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13085 members Mstep: Class 2 contains 51551 members Entering Unmasked Estep Score: -3679997.500000 Penalty: 1007.963928 Iteration 28Q: 3 clusters Score -3679998 nChanged 1139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11946 members Mstep: Class 2 contains 52690 members Entering Unmasked Estep Score: -3680406.000000 Penalty: 1007.963928 Iteration 29Q: 3 clusters Score -3680406 nChanged 1155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10791 members Mstep: Class 2 contains 53845 members Entering Unmasked Estep Score: -3680869.250000 Penalty: 1007.963928 Iteration 30Q: 3 clusters Score -3680869 nChanged 1215 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9578 members Mstep: Class 2 contains 55058 members Entering Unmasked Estep Score: -3681397.250000 Penalty: 1007.963928 Iteration 31Q: 3 clusters Score -3681397 nChanged 1165 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8413 members Mstep: Class 2 contains 56223 members Entering Unmasked Estep Score: -3681943.500000 Penalty: 1007.963928 Iteration 32Q: 3 clusters Score -3681944 nChanged 1128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7285 members Mstep: Class 2 contains 57351 members Entering Unmasked Estep Score: -3682495.250000 Penalty: 1007.963928 Iteration 33Q: 3 clusters Score -3682495 nChanged 1070 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6215 members Mstep: Class 2 contains 58421 members Entering Unmasked Estep Score: -3683050.250000 Penalty: 1007.963928 Iteration 34Q: 3 clusters Score -3683050 nChanged 946 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5269 members Mstep: Class 2 contains 59367 members Entering Unmasked Estep Score: -3683566.250000 Penalty: 1007.963928 Iteration 35Q: 3 clusters Score -3683566 nChanged 862 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4407 members Mstep: Class 2 contains 60229 members Entering Unmasked Estep Score: -3684004.750000 Penalty: 1007.963928 Iteration 36Q: 3 clusters Score -3684005 nChanged 783 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3624 members Mstep: Class 2 contains 61012 members Entering Unmasked Estep Score: -3684418.000000 Penalty: 1007.963928 Iteration 37Q: 3 clusters Score -3684418 nChanged 647 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2977 members Mstep: Class 2 contains 61659 members Entering Unmasked Estep Score: -3684753.250000 Penalty: 1007.963928 Iteration 38Q: 3 clusters Score -3684753 nChanged 540 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2437 members Mstep: Class 2 contains 62199 members Entering Unmasked Estep Score: -3685012.750000 Penalty: 1007.963928 Iteration 39Q: 3 clusters Score -3685013 nChanged 419 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2018 members Mstep: Class 2 contains 62618 members Entering Unmasked Estep Score: -3685224.250000 Penalty: 1007.963928 Iteration 40F: 3 clusters Score -3685224 nChanged 354 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1664 members Mstep: Class 2 contains 62972 members Entering Unmasked Estep Score: -3685398.250000 Penalty: 1007.963928 Iteration 41Q: 3 clusters Score -3685398 nChanged 281 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1383 members Mstep: Class 2 contains 63253 members Entering Unmasked Estep Score: -3685519.000000 Penalty: 1007.963928 Iteration 42Q: 3 clusters Score -3685519 nChanged 205 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1178 members Mstep: Class 2 contains 63458 members Entering Unmasked Estep Score: -3685618.250000 Penalty: 1007.963928 Iteration 43Q: 3 clusters Score -3685618 nChanged 163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1015 members Mstep: Class 2 contains 63621 members Entering Unmasked Estep Score: -3685672.000000 Penalty: 1007.963928 Iteration 44Q: 3 clusters Score -3685672 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 877 members Mstep: Class 2 contains 63759 members Entering Unmasked Estep Score: -3685737.000000 Penalty: 1007.963928 Iteration 45Q: 3 clusters Score -3685737 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 773 members Mstep: Class 2 contains 63863 members Entering Unmasked Estep Score: -3685810.000000 Penalty: 1007.963928 Iteration 46Q: 3 clusters Score -3685810 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 692 members Mstep: Class 2 contains 63944 members Entering Unmasked Estep Score: -3685846.500000 Penalty: 1007.963928 Iteration 47Q: 3 clusters Score -3685846 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 644 members Mstep: Class 2 contains 63992 members Entering Unmasked Estep Score: -3685860.500000 Penalty: 1007.963928 Iteration 48Q: 3 clusters Score -3685860 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 605 members Mstep: Class 2 contains 64031 members Entering Unmasked Estep Score: -3685883.750000 Penalty: 1007.963928 Iteration 49Q: 3 clusters Score -3685884 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 573 members Mstep: Class 2 contains 64063 members Entering Unmasked Estep Score: -3685899.750000 Penalty: 1007.963928 Iteration 50Q: 3 clusters Score -3685900 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 547 members Mstep: Class 2 contains 64089 members Entering Unmasked Estep Score: -3685920.750000 Penalty: 1007.963928 Iteration 51Q: 3 clusters Score -3685921 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 520 members Mstep: Class 2 contains 64116 members Entering Unmasked Estep Score: -3685925.500000 Penalty: 1007.963928 Iteration 52Q: 3 clusters Score -3685926 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 491 members Mstep: Class 2 contains 64145 members Entering Unmasked Estep Score: -3685939.250000 Penalty: 1007.963928 Iteration 53Q: 3 clusters Score -3685939 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 468 members Mstep: Class 2 contains 64168 members Entering Unmasked Estep Score: -3685948.500000 Penalty: 1007.963928 Iteration 54Q: 3 clusters Score -3685948 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 451 members Mstep: Class 2 contains 64185 members Entering Unmasked Estep Score: -3685953.250000 Penalty: 1007.963928 Iteration 55Q: 3 clusters Score -3685953 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 434 members Mstep: Class 2 contains 64202 members Entering Unmasked Estep Score: -3685958.000000 Penalty: 1007.963928 Iteration 56Q: 3 clusters Score -3685958 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 426 members Mstep: Class 2 contains 64210 members Entering Unmasked Estep Score: -3685965.750000 Penalty: 1007.963928 Iteration 57Q: 3 clusters Score -3685966 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 419 members Mstep: Class 2 contains 64217 members Entering Unmasked Estep Score: -3685964.500000 Penalty: 1007.963928 Iteration 58Q: 3 clusters Score -3685964 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 419 members Mstep: Class 2 contains 64217 members Entering Unmasked Estep Score: -3685964.750000 Penalty: 1007.963928 Iteration 59Q: 3 clusters Score -3685965 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 417 members Mstep: Class 2 contains 64219 members Entering Unmasked Estep Score: -3685967.750000 Penalty: 1007.963928 Iteration 60F: 3 clusters Score -3685968 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 416 members Mstep: Class 2 contains 64220 members Entering Unmasked Estep Score: -3685968.750000 Penalty: 1007.963928 Iteration 61Q: 3 clusters Score -3685969 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 416 members Mstep: Class 2 contains 64220 members Entering Unmasked Estep Score: -3685968.750000 Penalty: 1007.963928 Iteration 62F: 3 clusters Score -3685969 nChanged 0 Entering ConstructFrom: Trying to split cluster 22 (3137 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3137 members Entering Unmasked Estep Score: -165291.875000 Penalty: 366.321533 Iteration 0F: 2 clusters Score -165291.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1576 members Mstep: Class 2 contains 1561 members Entering Unmasked Estep Score: -163118.171875 Penalty: 732.643066 Iteration 0F: 3 clusters Score -163118.2 nChanged 1364 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1602 members Mstep: Class 2 contains 1535 members Entering Unmasked Estep Score: -163962.968750 Penalty: 732.643066 Iteration 1F: 3 clusters Score -163963 nChanged 243 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1581 members Mstep: Class 2 contains 1556 members Entering Unmasked Estep Score: -164145.500000 Penalty: 732.643066 Iteration 2F: 3 clusters Score -164145.5 nChanged 220 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1521 members Mstep: Class 2 contains 1616 members Entering Unmasked Estep Score: -164348.421875 Penalty: 732.643066 Iteration 3F: 3 clusters Score -164348.4 nChanged 226 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1447 members Mstep: Class 2 contains 1690 members Entering Unmasked Estep Score: -164613.718750 Penalty: 732.643066 Iteration 4F: 3 clusters Score -164613.7 nChanged 263 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1346 members Mstep: Class 2 contains 1791 members Entering Unmasked Estep Score: -164881.640625 Penalty: 732.643066 Iteration 5F: 3 clusters Score -164881.6 nChanged 217 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1249 members Mstep: Class 2 contains 1888 members Entering Unmasked Estep Score: -165070.640625 Penalty: 732.643066 Iteration 6F: 3 clusters Score -165070.6 nChanged 165 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1160 members Mstep: Class 2 contains 1977 members Entering Unmasked Estep Score: -165192.437500 Penalty: 732.643066 Iteration 7F: 3 clusters Score -165192.4 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1090 members Mstep: Class 2 contains 2047 members Entering Unmasked Estep Score: -165256.500000 Penalty: 732.643066 Iteration 8Q: 3 clusters Score -165256.5 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1029 members Mstep: Class 2 contains 2108 members Entering Unmasked Estep Score: -165305.437500 Penalty: 732.643066 Iteration 9Q: 3 clusters Score -165305.4 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 992 members Mstep: Class 2 contains 2145 members Entering Unmasked Estep Score: -165331.546875 Penalty: 732.643066 Iteration 10Q: 3 clusters Score -165331.5 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 966 members Mstep: Class 2 contains 2171 members Entering Unmasked Estep Score: -165346.812500 Penalty: 732.643066 Iteration 11Q: 3 clusters Score -165346.8 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 945 members Mstep: Class 2 contains 2192 members Entering Unmasked Estep Score: -165366.312500 Penalty: 732.643066 Iteration 12Q: 3 clusters Score -165366.3 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 926 members Mstep: Class 2 contains 2211 members Entering Unmasked Estep Score: -165383.187500 Penalty: 732.643066 Iteration 13Q: 3 clusters Score -165383.2 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 907 members Mstep: Class 2 contains 2230 members Entering Unmasked Estep Score: -165391.531250 Penalty: 732.643066 Iteration 14Q: 3 clusters Score -165391.5 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 895 members Mstep: Class 2 contains 2242 members Entering Unmasked Estep Score: -165395.812500 Penalty: 732.643066 Iteration 15Q: 3 clusters Score -165395.8 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 880 members Mstep: Class 2 contains 2257 members Entering Unmasked Estep Score: -165400.593750 Penalty: 732.643066 Iteration 16Q: 3 clusters Score -165400.6 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 869 members Mstep: Class 2 contains 2268 members Entering Unmasked Estep Score: -165403.031250 Penalty: 732.643066 Iteration 17Q: 3 clusters Score -165403 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 861 members Mstep: Class 2 contains 2276 members Entering Unmasked Estep Score: -165404.296875 Penalty: 732.643066 Iteration 18Q: 3 clusters Score -165404.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 856 members Mstep: Class 2 contains 2281 members Entering Unmasked Estep Score: -165405.265625 Penalty: 732.643066 Iteration 19Q: 3 clusters Score -165405.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 850 members Mstep: Class 2 contains 2287 members Entering Unmasked Estep Score: -165405.515625 Penalty: 732.643066 Iteration 20F: 3 clusters Score -165405.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 848 members Mstep: Class 2 contains 2289 members Entering Unmasked Estep Score: -165405.984375 Penalty: 732.643066 Iteration 21Q: 3 clusters Score -165406 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 848 members Mstep: Class 2 contains 2289 members Entering Unmasked Estep Score: -165405.984375 Penalty: 732.643066 Iteration 22F: 3 clusters Score -165406 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 48 members Mstep: Class 1 contains 11685 members Mstep: Class 2 contains 27561 members Mstep: Class 3 contains 8048 members Mstep: Class 4 contains 3443 members Mstep: Class 5 contains 7284 members Mstep: Class 6 contains 8530 members Mstep: Class 7 contains 14003 members Mstep: Class 8 contains 1460 members Mstep: Class 9 contains 3884 members Mstep: Class 10 contains 98470 members Mstep: Class 11 contains 681 members Mstep: Class 12 contains 3423 members Mstep: Class 13 contains 2023 members Mstep: Class 14 contains 24295 members Mstep: Class 15 contains 416 members Mstep: Class 16 contains 20137 members Mstep: Class 17 contains 1222 members Mstep: Class 18 contains 6901 members Mstep: Class 19 contains 1371 members Mstep: Class 20 contains 9980 members Mstep: Class 21 contains 64636 members Mstep: Class 22 contains 848 members Mstep: Class 23 contains 54549 members Mstep: Class 24 contains 2548 members Mstep: Class 25 contains 7892 members Mstep: Class 26 contains 975 members Mstep: Class 27 contains 27687 members Mstep: Class 28 contains 1986 members Mstep: Class 29 contains 11605 members Mstep: Class 30 contains 2379 members Mstep: Class 31 contains 2289 members Entering Unmasked Estep Score: -22973296.000000 Penalty: 18303.748047 Splitting cluster 22 changes total score from -22972194.000000 to -22973296.000000 So it's getting split into cluster 31. Entering ConstructFrom: Trying to split cluster 23 (54549 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54549 members Entering Unmasked Estep Score: -3078977.750000 Penalty: 496.261871 Iteration 0F: 2 clusters Score -3078978 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27317 members Mstep: Class 2 contains 27232 members Entering Unmasked Estep Score: -3042301.750000 Penalty: 992.523743 Iteration 0F: 3 clusters Score -3042302 nChanged 26599 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29548 members Mstep: Class 2 contains 25001 members Entering Unmasked Estep Score: -3059248.000000 Penalty: 992.523743 Iteration 1F: 3 clusters Score -3059248 nChanged 2827 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30481 members Mstep: Class 2 contains 24068 members Entering Unmasked Estep Score: -3060679.500000 Penalty: 992.523743 Iteration 2F: 3 clusters Score -3060680 nChanged 3237 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31662 members Mstep: Class 2 contains 22887 members Entering Unmasked Estep Score: -3062898.000000 Penalty: 992.523743 Iteration 3F: 3 clusters Score -3062898 nChanged 3698 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33012 members Mstep: Class 2 contains 21537 members Entering Unmasked Estep Score: -3065887.500000 Penalty: 992.523743 Iteration 4F: 3 clusters Score -3065888 nChanged 3651 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34293 members Mstep: Class 2 contains 20256 members Entering Unmasked Estep Score: -3068821.250000 Penalty: 992.523743 Iteration 5F: 3 clusters Score -3068821 nChanged 2979 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35408 members Mstep: Class 2 contains 19141 members Entering Unmasked Estep Score: -3070846.250000 Penalty: 992.523743 Iteration 6F: 3 clusters Score -3070846 nChanged 2193 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36389 members Mstep: Class 2 contains 18160 members Entering Unmasked Estep Score: -3071917.750000 Penalty: 992.523743 Iteration 7Q: 3 clusters Score -3071918 nChanged 1447 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37274 members Mstep: Class 2 contains 17275 members Entering Unmasked Estep Score: -3072439.000000 Penalty: 992.523743 Iteration 8Q: 3 clusters Score -3072439 nChanged 1028 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38082 members Mstep: Class 2 contains 16467 members Entering Unmasked Estep Score: -3072769.000000 Penalty: 992.523743 Iteration 9Q: 3 clusters Score -3072769 nChanged 879 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38879 members Mstep: Class 2 contains 15670 members Entering Unmasked Estep Score: -3073008.250000 Penalty: 992.523743 Iteration 10Q: 3 clusters Score -3073008 nChanged 863 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39694 members Mstep: Class 2 contains 14855 members Entering Unmasked Estep Score: -3073291.250000 Penalty: 992.523743 Iteration 11Q: 3 clusters Score -3073291 nChanged 882 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40526 members Mstep: Class 2 contains 14023 members Entering Unmasked Estep Score: -3073599.250000 Penalty: 992.523743 Iteration 12Q: 3 clusters Score -3073599 nChanged 873 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41359 members Mstep: Class 2 contains 13190 members Entering Unmasked Estep Score: -3073937.000000 Penalty: 992.523743 Iteration 13Q: 3 clusters Score -3073937 nChanged 875 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42192 members Mstep: Class 2 contains 12357 members Entering Unmasked Estep Score: -3074282.500000 Penalty: 992.523743 Iteration 14Q: 3 clusters Score -3074282 nChanged 846 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42994 members Mstep: Class 2 contains 11555 members Entering Unmasked Estep Score: -3074633.000000 Penalty: 992.523743 Iteration 15Q: 3 clusters Score -3074633 nChanged 797 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43741 members Mstep: Class 2 contains 10808 members Entering Unmasked Estep Score: -3074937.750000 Penalty: 992.523743 Iteration 16Q: 3 clusters Score -3074938 nChanged 764 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44419 members Mstep: Class 2 contains 10130 members Entering Unmasked Estep Score: -3075247.500000 Penalty: 992.523743 Iteration 17Q: 3 clusters Score -3075248 nChanged 832 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45153 members Mstep: Class 2 contains 9396 members Entering Unmasked Estep Score: -3075670.750000 Penalty: 992.523743 Iteration 18Q: 3 clusters Score -3075671 nChanged 818 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45843 members Mstep: Class 2 contains 8706 members Entering Unmasked Estep Score: -3076102.000000 Penalty: 992.523743 Iteration 19Q: 3 clusters Score -3076102 nChanged 796 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46465 members Mstep: Class 2 contains 8084 members Entering Unmasked Estep Score: -3076539.750000 Penalty: 992.523743 Iteration 20F: 3 clusters Score -3076540 nChanged 744 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46993 members Mstep: Class 2 contains 7556 members Entering Unmasked Estep Score: -3076939.250000 Penalty: 992.523743 Iteration 21Q: 3 clusters Score -3076939 nChanged 724 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47431 members Mstep: Class 2 contains 7118 members Entering Unmasked Estep Score: -3077350.000000 Penalty: 992.523743 Iteration 22Q: 3 clusters Score -3077350 nChanged 657 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47782 members Mstep: Class 2 contains 6767 members Entering Unmasked Estep Score: -3077698.750000 Penalty: 992.523743 Iteration 23Q: 3 clusters Score -3077699 nChanged 591 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48057 members Mstep: Class 2 contains 6492 members Entering Unmasked Estep Score: -3077957.750000 Penalty: 992.523743 Iteration 24Q: 3 clusters Score -3077958 nChanged 513 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48242 members Mstep: Class 2 contains 6307 members Entering Unmasked Estep Score: -3078138.750000 Penalty: 992.523743 Iteration 25Q: 3 clusters Score -3078139 nChanged 462 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48396 members Mstep: Class 2 contains 6153 members Entering Unmasked Estep Score: -3078313.500000 Penalty: 992.523743 Iteration 26Q: 3 clusters Score -3078314 nChanged 428 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48490 members Mstep: Class 2 contains 6059 members Entering Unmasked Estep Score: -3078463.000000 Penalty: 992.523743 Iteration 27Q: 3 clusters Score -3078463 nChanged 385 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48551 members Mstep: Class 2 contains 5998 members Entering Unmasked Estep Score: -3078576.000000 Penalty: 992.523743 Iteration 28Q: 3 clusters Score -3078576 nChanged 332 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48597 members Mstep: Class 2 contains 5952 members Entering Unmasked Estep Score: -3078646.500000 Penalty: 992.523743 Iteration 29Q: 3 clusters Score -3078646 nChanged 294 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48615 members Mstep: Class 2 contains 5934 members Entering Unmasked Estep Score: -3078719.250000 Penalty: 992.523743 Iteration 30Q: 3 clusters Score -3078719 nChanged 260 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48609 members Mstep: Class 2 contains 5940 members Entering Unmasked Estep Score: -3078765.000000 Penalty: 992.523743 Iteration 31Q: 3 clusters Score -3078765 nChanged 212 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48609 members Mstep: Class 2 contains 5940 members Entering Unmasked Estep Score: -3078805.000000 Penalty: 992.523743 Iteration 32Q: 3 clusters Score -3078805 nChanged 175 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48610 members Mstep: Class 2 contains 5939 members Entering Unmasked Estep Score: -3078829.000000 Penalty: 992.523743 Iteration 33Q: 3 clusters Score -3078829 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48614 members Mstep: Class 2 contains 5935 members Entering Unmasked Estep Score: -3078835.250000 Penalty: 992.523743 Iteration 34Q: 3 clusters Score -3078835 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48615 members Mstep: Class 2 contains 5934 members Entering Unmasked Estep Score: -3078850.000000 Penalty: 992.523743 Iteration 35Q: 3 clusters Score -3078850 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48616 members Mstep: Class 2 contains 5933 members Entering Unmasked Estep Score: -3078851.000000 Penalty: 992.523743 Iteration 36Q: 3 clusters Score -3078851 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48611 members Mstep: Class 2 contains 5938 members Entering Unmasked Estep Score: -3078865.000000 Penalty: 992.523743 Iteration 37Q: 3 clusters Score -3078865 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48599 members Mstep: Class 2 contains 5950 members Entering Unmasked Estep Score: -3078868.250000 Penalty: 992.523743 Iteration 38Q: 3 clusters Score -3078868 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48587 members Mstep: Class 2 contains 5962 members Entering Unmasked Estep Score: -3078868.500000 Penalty: 992.523743 Iteration 39Q: 3 clusters Score -3078868 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48583 members Mstep: Class 2 contains 5966 members Entering Unmasked Estep Score: -3078895.250000 Penalty: 992.523743 Iteration 40F: 3 clusters Score -3078895 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48563 members Mstep: Class 2 contains 5986 members Entering Unmasked Estep Score: -3078899.000000 Penalty: 992.523743 Iteration 41Q: 3 clusters Score -3078899 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48537 members Mstep: Class 2 contains 6012 members Entering Unmasked Estep Score: -3078891.000000 Penalty: 992.523743 Iteration 42Q: 3 clusters Score -3078891 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48505 members Mstep: Class 2 contains 6044 members Entering Unmasked Estep Score: -3078891.000000 Penalty: 992.523743 Iteration 43Q: 3 clusters Score -3078891 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48480 members Mstep: Class 2 contains 6069 members Entering Unmasked Estep Score: -3078893.750000 Penalty: 992.523743 Iteration 44Q: 3 clusters Score -3078894 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48452 members Mstep: Class 2 contains 6097 members Entering Unmasked Estep Score: -3078893.250000 Penalty: 992.523743 Iteration 45Q: 3 clusters Score -3078893 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48422 members Mstep: Class 2 contains 6127 members Entering Unmasked Estep Score: -3078895.250000 Penalty: 992.523743 Iteration 46Q: 3 clusters Score -3078895 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48399 members Mstep: Class 2 contains 6150 members Entering Unmasked Estep Score: -3078900.500000 Penalty: 992.523743 Iteration 47Q: 3 clusters Score -3078900 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48358 members Mstep: Class 2 contains 6191 members Entering Unmasked Estep Score: -3078907.500000 Penalty: 992.523743 Iteration 48Q: 3 clusters Score -3078908 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48307 members Mstep: Class 2 contains 6242 members Entering Unmasked Estep Score: -3078921.500000 Penalty: 992.523743 Iteration 49Q: 3 clusters Score -3078922 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48245 members Mstep: Class 2 contains 6304 members Entering Unmasked Estep Score: -3078916.750000 Penalty: 992.523743 Iteration 50Q: 3 clusters Score -3078917 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48185 members Mstep: Class 2 contains 6364 members Entering Unmasked Estep Score: -3078911.000000 Penalty: 992.523743 Iteration 51Q: 3 clusters Score -3078911 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48140 members Mstep: Class 2 contains 6409 members Entering Unmasked Estep Score: -3078911.500000 Penalty: 992.523743 Iteration 52Q: 3 clusters Score -3078912 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48101 members Mstep: Class 2 contains 6448 members Entering Unmasked Estep Score: -3078917.750000 Penalty: 992.523743 Iteration 53Q: 3 clusters Score -3078918 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48072 members Mstep: Class 2 contains 6477 members Entering Unmasked Estep Score: -3078916.750000 Penalty: 992.523743 Iteration 54Q: 3 clusters Score -3078917 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48042 members Mstep: Class 2 contains 6507 members Entering Unmasked Estep Score: -3078919.500000 Penalty: 992.523743 Iteration 55Q: 3 clusters Score -3078920 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48016 members Mstep: Class 2 contains 6533 members Entering Unmasked Estep Score: -3078916.500000 Penalty: 992.523743 Iteration 56Q: 3 clusters Score -3078916 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47988 members Mstep: Class 2 contains 6561 members Entering Unmasked Estep Score: -3078918.500000 Penalty: 992.523743 Iteration 57Q: 3 clusters Score -3078918 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47960 members Mstep: Class 2 contains 6589 members Entering Unmasked Estep Score: -3078921.000000 Penalty: 992.523743 Iteration 58Q: 3 clusters Score -3078921 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47925 members Mstep: Class 2 contains 6624 members Entering Unmasked Estep Score: -3078930.000000 Penalty: 992.523743 Iteration 59Q: 3 clusters Score -3078930 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47896 members Mstep: Class 2 contains 6653 members Entering Unmasked Estep Score: -3078926.250000 Penalty: 992.523743 Iteration 60F: 3 clusters Score -3078926 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47865 members Mstep: Class 2 contains 6684 members Entering Unmasked Estep Score: -3078924.250000 Penalty: 992.523743 Iteration 61Q: 3 clusters Score -3078924 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47834 members Mstep: Class 2 contains 6715 members Entering Unmasked Estep Score: -3078922.000000 Penalty: 992.523743 Iteration 62Q: 3 clusters Score -3078922 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47809 members Mstep: Class 2 contains 6740 members Entering Unmasked Estep Score: -3078923.250000 Penalty: 992.523743 Iteration 63Q: 3 clusters Score -3078923 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47781 members Mstep: Class 2 contains 6768 members Entering Unmasked Estep Score: -3078925.250000 Penalty: 992.523743 Iteration 64Q: 3 clusters Score -3078925 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47768 members Mstep: Class 2 contains 6781 members Entering Unmasked Estep Score: -3078924.250000 Penalty: 992.523743 Iteration 65Q: 3 clusters Score -3078924 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47754 members Mstep: Class 2 contains 6795 members Entering Unmasked Estep Score: -3078920.750000 Penalty: 992.523743 Iteration 66Q: 3 clusters Score -3078921 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47742 members Mstep: Class 2 contains 6807 members Entering Unmasked Estep Score: -3078916.250000 Penalty: 992.523743 Iteration 67Q: 3 clusters Score -3078916 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47730 members Mstep: Class 2 contains 6819 members Entering Unmasked Estep Score: -3078922.000000 Penalty: 992.523743 Iteration 68Q: 3 clusters Score -3078922 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47718 members Mstep: Class 2 contains 6831 members Entering Unmasked Estep Score: -3078923.250000 Penalty: 992.523743 Iteration 69Q: 3 clusters Score -3078923 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47711 members Mstep: Class 2 contains 6838 members Entering Unmasked Estep Score: -3078926.750000 Penalty: 992.523743 Iteration 70Q: 3 clusters Score -3078927 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47706 members Mstep: Class 2 contains 6843 members Entering Unmasked Estep Score: -3078926.500000 Penalty: 992.523743 Iteration 71Q: 3 clusters Score -3078926 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47701 members Mstep: Class 2 contains 6848 members Entering Unmasked Estep Score: -3078925.750000 Penalty: 992.523743 Iteration 72Q: 3 clusters Score -3078926 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47698 members Mstep: Class 2 contains 6851 members Entering Unmasked Estep Score: -3078931.250000 Penalty: 992.523743 Iteration 73Q: 3 clusters Score -3078931 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47696 members Mstep: Class 2 contains 6853 members Entering Unmasked Estep Score: -3078927.500000 Penalty: 992.523743 Iteration 74Q: 3 clusters Score -3078928 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47694 members Mstep: Class 2 contains 6855 members Entering Unmasked Estep Score: -3078925.500000 Penalty: 992.523743 Iteration 75Q: 3 clusters Score -3078926 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47694 members Mstep: Class 2 contains 6855 members Entering Unmasked Estep Score: -3078925.500000 Penalty: 992.523743 Iteration 76F: 3 clusters Score -3078926 nChanged 0 Entering ConstructFrom: Trying to split cluster 24 (2548 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2548 members Entering Unmasked Estep Score: -112620.148438 Penalty: 356.859406 Iteration 0F: 2 clusters Score -112620.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1281 members Mstep: Class 2 contains 1267 members Entering Unmasked Estep Score: -110927.898438 Penalty: 713.718811 Iteration 0F: 3 clusters Score -110927.9 nChanged 1163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1268 members Mstep: Class 2 contains 1280 members Entering Unmasked Estep Score: -111976.007812 Penalty: 713.718811 Iteration 1F: 3 clusters Score -111976 nChanged 299 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1267 members Mstep: Class 2 contains 1281 members Entering Unmasked Estep Score: -112302.031250 Penalty: 713.718811 Iteration 2F: 3 clusters Score -112302 nChanged 209 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1310 members Mstep: Class 2 contains 1238 members Entering Unmasked Estep Score: -112492.570312 Penalty: 713.718811 Iteration 3F: 3 clusters Score -112492.6 nChanged 159 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1377 members Mstep: Class 2 contains 1171 members Entering Unmasked Estep Score: -112661.218750 Penalty: 713.718811 Iteration 4F: 3 clusters Score -112661.2 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1458 members Mstep: Class 2 contains 1090 members Entering Unmasked Estep Score: -112825.445312 Penalty: 713.718811 Iteration 5F: 3 clusters Score -112825.4 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1562 members Mstep: Class 2 contains 986 members Entering Unmasked Estep Score: -112991.273438 Penalty: 713.718811 Iteration 6F: 3 clusters Score -112991.3 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1692 members Mstep: Class 2 contains 856 members Entering Unmasked Estep Score: -113152.085938 Penalty: 713.718811 Iteration 7F: 3 clusters Score -113152.1 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1799 members Mstep: Class 2 contains 749 members Entering Unmasked Estep Score: -113262.976562 Penalty: 713.718811 Iteration 8Q: 3 clusters Score -113263 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1871 members Mstep: Class 2 contains 677 members Entering Unmasked Estep Score: -113325.984375 Penalty: 713.718811 Iteration 9Q: 3 clusters Score -113326 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1919 members Mstep: Class 2 contains 629 members Entering Unmasked Estep Score: -113375.539062 Penalty: 713.718811 Iteration 10Q: 3 clusters Score -113375.5 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1944 members Mstep: Class 2 contains 604 members Entering Unmasked Estep Score: -113390.414062 Penalty: 713.718811 Iteration 11Q: 3 clusters Score -113390.4 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1956 members Mstep: Class 2 contains 592 members Entering Unmasked Estep Score: -113400.109375 Penalty: 713.718811 Iteration 12Q: 3 clusters Score -113400.1 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1968 members Mstep: Class 2 contains 580 members Entering Unmasked Estep Score: -113418.257812 Penalty: 713.718811 Iteration 13Q: 3 clusters Score -113418.3 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1983 members Mstep: Class 2 contains 565 members Entering Unmasked Estep Score: -113446.062500 Penalty: 713.718811 Iteration 14Q: 3 clusters Score -113446.1 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1997 members Mstep: Class 2 contains 551 members Entering Unmasked Estep Score: -113485.273438 Penalty: 713.718811 Iteration 15Q: 3 clusters Score -113485.3 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2013 members Mstep: Class 2 contains 535 members Entering Unmasked Estep Score: -113523.843750 Penalty: 713.718811 Iteration 16Q: 3 clusters Score -113523.8 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2023 members Mstep: Class 2 contains 525 members Entering Unmasked Estep Score: -113550.945312 Penalty: 713.718811 Iteration 17Q: 3 clusters Score -113550.9 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2029 members Mstep: Class 2 contains 519 members Entering Unmasked Estep Score: -113570.078125 Penalty: 713.718811 Iteration 18Q: 3 clusters Score -113570.1 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2039 members Mstep: Class 2 contains 509 members Entering Unmasked Estep Score: -113597.875000 Penalty: 713.718811 Iteration 19Q: 3 clusters Score -113597.9 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2047 members Mstep: Class 2 contains 501 members Entering Unmasked Estep Score: -113614.257812 Penalty: 713.718811 Iteration 20F: 3 clusters Score -113614.3 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2058 members Mstep: Class 2 contains 490 members Entering Unmasked Estep Score: -113637.195312 Penalty: 713.718811 Iteration 21Q: 3 clusters Score -113637.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2066 members Mstep: Class 2 contains 482 members Entering Unmasked Estep Score: -113654.382812 Penalty: 713.718811 Iteration 22Q: 3 clusters Score -113654.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2074 members Mstep: Class 2 contains 474 members Entering Unmasked Estep Score: -113659.789062 Penalty: 713.718811 Iteration 23Q: 3 clusters Score -113659.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2077 members Mstep: Class 2 contains 471 members Entering Unmasked Estep Score: -113660.843750 Penalty: 713.718811 Iteration 24Q: 3 clusters Score -113660.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2080 members Mstep: Class 2 contains 468 members Entering Unmasked Estep Score: -113662.921875 Penalty: 713.718811 Iteration 25Q: 3 clusters Score -113662.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2084 members Mstep: Class 2 contains 464 members Entering Unmasked Estep Score: -113669.695312 Penalty: 713.718811 Iteration 26Q: 3 clusters Score -113669.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2089 members Mstep: Class 2 contains 459 members Entering Unmasked Estep Score: -113677.789062 Penalty: 713.718811 Iteration 27Q: 3 clusters Score -113677.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2096 members Mstep: Class 2 contains 452 members Entering Unmasked Estep Score: -113684.632812 Penalty: 713.718811 Iteration 28Q: 3 clusters Score -113684.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2102 members Mstep: Class 2 contains 446 members Entering Unmasked Estep Score: -113693.632812 Penalty: 713.718811 Iteration 29Q: 3 clusters Score -113693.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2110 members Mstep: Class 2 contains 438 members Entering Unmasked Estep Score: -113705.867188 Penalty: 713.718811 Iteration 30Q: 3 clusters Score -113705.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2117 members Mstep: Class 2 contains 431 members Entering Unmasked Estep Score: -113722.171875 Penalty: 713.718811 Iteration 31Q: 3 clusters Score -113722.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2127 members Mstep: Class 2 contains 421 members Entering Unmasked Estep Score: -113736.593750 Penalty: 713.718811 Iteration 32Q: 3 clusters Score -113736.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2135 members Mstep: Class 2 contains 413 members Entering Unmasked Estep Score: -113744.757812 Penalty: 713.718811 Iteration 33Q: 3 clusters Score -113744.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2137 members Mstep: Class 2 contains 411 members Entering Unmasked Estep Score: -113749.820312 Penalty: 713.718811 Iteration 34Q: 3 clusters Score -113749.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2138 members Mstep: Class 2 contains 410 members Entering Unmasked Estep Score: -113751.304688 Penalty: 713.718811 Iteration 35Q: 3 clusters Score -113751.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2139 members Mstep: Class 2 contains 409 members Entering Unmasked Estep Score: -113751.578125 Penalty: 713.718811 Iteration 36Q: 3 clusters Score -113751.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2139 members Mstep: Class 2 contains 409 members Entering Unmasked Estep Score: -113751.578125 Penalty: 713.718811 Iteration 37F: 3 clusters Score -113751.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 48 members Mstep: Class 1 contains 11685 members Mstep: Class 2 contains 27561 members Mstep: Class 3 contains 8048 members Mstep: Class 4 contains 3443 members Mstep: Class 5 contains 7284 members Mstep: Class 6 contains 8530 members Mstep: Class 7 contains 14003 members Mstep: Class 8 contains 1460 members Mstep: Class 9 contains 3884 members Mstep: Class 10 contains 98470 members Mstep: Class 11 contains 681 members Mstep: Class 12 contains 3423 members Mstep: Class 13 contains 2023 members Mstep: Class 14 contains 24295 members Mstep: Class 15 contains 416 members Mstep: Class 16 contains 20137 members Mstep: Class 17 contains 1222 members Mstep: Class 18 contains 6901 members Mstep: Class 19 contains 1371 members Mstep: Class 20 contains 9980 members Mstep: Class 21 contains 64636 members Mstep: Class 22 contains 848 members Mstep: Class 23 contains 54549 members Mstep: Class 24 contains 2139 members Mstep: Class 25 contains 7892 members Mstep: Class 26 contains 975 members Mstep: Class 27 contains 27687 members Mstep: Class 28 contains 1986 members Mstep: Class 29 contains 11605 members Mstep: Class 30 contains 2379 members Mstep: Class 31 contains 2289 members Mstep: Class 32 contains 409 members Entering Unmasked Estep Score: -22974198.000000 Penalty: 18894.191406 Splitting cluster 24 changes total score from -22972194.000000 to -22974198.000000 So it's getting split into cluster 32. Entering ConstructFrom: Trying to split cluster 25 (7892 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7892 members Entering Unmasked Estep Score: -439771.625000 Penalty: 408.299042 Iteration 0F: 2 clusters Score -439771.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3912 members Mstep: Class 2 contains 3980 members Entering Unmasked Estep Score: -434470.125000 Penalty: 816.598083 Iteration 0F: 3 clusters Score -434470.1 nChanged 3645 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3863 members Mstep: Class 2 contains 4029 members Entering Unmasked Estep Score: -436726.718750 Penalty: 816.598083 Iteration 1F: 3 clusters Score -436726.7 nChanged 524 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3929 members Mstep: Class 2 contains 3963 members Entering Unmasked Estep Score: -437075.750000 Penalty: 816.598083 Iteration 2F: 3 clusters Score -437075.8 nChanged 590 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4059 members Mstep: Class 2 contains 3833 members Entering Unmasked Estep Score: -437527.937500 Penalty: 816.598083 Iteration 3F: 3 clusters Score -437527.9 nChanged 584 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4193 members Mstep: Class 2 contains 3699 members Entering Unmasked Estep Score: -437987.500000 Penalty: 816.598083 Iteration 4F: 3 clusters Score -437987.5 nChanged 544 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4345 members Mstep: Class 2 contains 3547 members Entering Unmasked Estep Score: -438414.343750 Penalty: 816.598083 Iteration 5F: 3 clusters Score -438414.3 nChanged 458 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4475 members Mstep: Class 2 contains 3417 members Entering Unmasked Estep Score: -438721.812500 Penalty: 816.598083 Iteration 6F: 3 clusters Score -438721.8 nChanged 334 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4609 members Mstep: Class 2 contains 3283 members Entering Unmasked Estep Score: -438908.218750 Penalty: 816.598083 Iteration 7Q: 3 clusters Score -438908.2 nChanged 232 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4721 members Mstep: Class 2 contains 3171 members Entering Unmasked Estep Score: -439032.187500 Penalty: 816.598083 Iteration 8Q: 3 clusters Score -439032.2 nChanged 171 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4810 members Mstep: Class 2 contains 3082 members Entering Unmasked Estep Score: -439093.500000 Penalty: 816.598083 Iteration 9Q: 3 clusters Score -439093.5 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4902 members Mstep: Class 2 contains 2990 members Entering Unmasked Estep Score: -439139.468750 Penalty: 816.598083 Iteration 10Q: 3 clusters Score -439139.5 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4993 members Mstep: Class 2 contains 2899 members Entering Unmasked Estep Score: -439173.406250 Penalty: 816.598083 Iteration 11Q: 3 clusters Score -439173.4 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5077 members Mstep: Class 2 contains 2815 members Entering Unmasked Estep Score: -439200.875000 Penalty: 816.598083 Iteration 12Q: 3 clusters Score -439200.9 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5145 members Mstep: Class 2 contains 2747 members Entering Unmasked Estep Score: -439221.937500 Penalty: 816.598083 Iteration 13Q: 3 clusters Score -439221.9 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5216 members Mstep: Class 2 contains 2676 members Entering Unmasked Estep Score: -439242.000000 Penalty: 816.598083 Iteration 14Q: 3 clusters Score -439242 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5287 members Mstep: Class 2 contains 2605 members Entering Unmasked Estep Score: -439265.281250 Penalty: 816.598083 Iteration 15Q: 3 clusters Score -439265.3 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5353 members Mstep: Class 2 contains 2539 members Entering Unmasked Estep Score: -439286.031250 Penalty: 816.598083 Iteration 16Q: 3 clusters Score -439286 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5401 members Mstep: Class 2 contains 2491 members Entering Unmasked Estep Score: -439302.218750 Penalty: 816.598083 Iteration 17Q: 3 clusters Score -439302.2 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5444 members Mstep: Class 2 contains 2448 members Entering Unmasked Estep Score: -439319.781250 Penalty: 816.598083 Iteration 18Q: 3 clusters Score -439319.8 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5481 members Mstep: Class 2 contains 2411 members Entering Unmasked Estep Score: -439338.281250 Penalty: 816.598083 Iteration 19Q: 3 clusters Score -439338.3 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5508 members Mstep: Class 2 contains 2384 members Entering Unmasked Estep Score: -439363.562500 Penalty: 816.598083 Iteration 20F: 3 clusters Score -439363.6 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5540 members Mstep: Class 2 contains 2352 members Entering Unmasked Estep Score: -439386.656250 Penalty: 816.598083 Iteration 21Q: 3 clusters Score -439386.7 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5560 members Mstep: Class 2 contains 2332 members Entering Unmasked Estep Score: -439401.531250 Penalty: 816.598083 Iteration 22Q: 3 clusters Score -439401.5 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5577 members Mstep: Class 2 contains 2315 members Entering Unmasked Estep Score: -439413.437500 Penalty: 816.598083 Iteration 23Q: 3 clusters Score -439413.4 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5597 members Mstep: Class 2 contains 2295 members Entering Unmasked Estep Score: -439430.937500 Penalty: 816.598083 Iteration 24Q: 3 clusters Score -439430.9 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5618 members Mstep: Class 2 contains 2274 members Entering Unmasked Estep Score: -439446.625000 Penalty: 816.598083 Iteration 25Q: 3 clusters Score -439446.6 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5636 members Mstep: Class 2 contains 2256 members Entering Unmasked Estep Score: -439457.343750 Penalty: 816.598083 Iteration 26Q: 3 clusters Score -439457.3 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5657 members Mstep: Class 2 contains 2235 members Entering Unmasked Estep Score: -439463.937500 Penalty: 816.598083 Iteration 27Q: 3 clusters Score -439463.9 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5671 members Mstep: Class 2 contains 2221 members Entering Unmasked Estep Score: -439469.687500 Penalty: 816.598083 Iteration 28Q: 3 clusters Score -439469.7 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5678 members Mstep: Class 2 contains 2214 members Entering Unmasked Estep Score: -439475.125000 Penalty: 816.598083 Iteration 29Q: 3 clusters Score -439475.1 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5692 members Mstep: Class 2 contains 2200 members Entering Unmasked Estep Score: -439478.687500 Penalty: 816.598083 Iteration 30Q: 3 clusters Score -439478.7 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5703 members Mstep: Class 2 contains 2189 members Entering Unmasked Estep Score: -439482.156250 Penalty: 816.598083 Iteration 31Q: 3 clusters Score -439482.2 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5710 members Mstep: Class 2 contains 2182 members Entering Unmasked Estep Score: -439483.593750 Penalty: 816.598083 Iteration 32Q: 3 clusters Score -439483.6 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5713 members Mstep: Class 2 contains 2179 members Entering Unmasked Estep Score: -439483.781250 Penalty: 816.598083 Iteration 33Q: 3 clusters Score -439483.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5714 members Mstep: Class 2 contains 2178 members Entering Unmasked Estep Score: -439484.406250 Penalty: 816.598083 Iteration 34Q: 3 clusters Score -439484.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5716 members Mstep: Class 2 contains 2176 members Entering Unmasked Estep Score: -439484.937500 Penalty: 816.598083 Iteration 35Q: 3 clusters Score -439484.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5718 members Mstep: Class 2 contains 2174 members Entering Unmasked Estep Score: -439485.656250 Penalty: 816.598083 Iteration 36Q: 3 clusters Score -439485.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5721 members Mstep: Class 2 contains 2171 members Entering Unmasked Estep Score: -439486.656250 Penalty: 816.598083 Iteration 37Q: 3 clusters Score -439486.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5729 members Mstep: Class 2 contains 2163 members Entering Unmasked Estep Score: -439487.812500 Penalty: 816.598083 Iteration 38Q: 3 clusters Score -439487.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5736 members Mstep: Class 2 contains 2156 members Entering Unmasked Estep Score: -439488.250000 Penalty: 816.598083 Iteration 39Q: 3 clusters Score -439488.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5742 members Mstep: Class 2 contains 2150 members Entering Unmasked Estep Score: -439487.875000 Penalty: 816.598083 Iteration 40F: 3 clusters Score -439487.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5746 members Mstep: Class 2 contains 2146 members Entering Unmasked Estep Score: -439488.500000 Penalty: 816.598083 Iteration 41Q: 3 clusters Score -439488.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5749 members Mstep: Class 2 contains 2143 members Entering Unmasked Estep Score: -439488.062500 Penalty: 816.598083 Iteration 42Q: 3 clusters Score -439488.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5753 members Mstep: Class 2 contains 2139 members Entering Unmasked Estep Score: -439488.312500 Penalty: 816.598083 Iteration 43Q: 3 clusters Score -439488.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5756 members Mstep: Class 2 contains 2136 members Entering Unmasked Estep Score: -439489.375000 Penalty: 816.598083 Iteration 44Q: 3 clusters Score -439489.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5758 members Mstep: Class 2 contains 2134 members Entering Unmasked Estep Score: -439489.781250 Penalty: 816.598083 Iteration 45Q: 3 clusters Score -439489.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5758 members Mstep: Class 2 contains 2134 members Entering Unmasked Estep Score: -439489.781250 Penalty: 816.598083 Iteration 46Q: 3 clusters Score -439489.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5758 members Mstep: Class 2 contains 2134 members Entering Unmasked Estep Score: -439489.125000 Penalty: 816.598083 Iteration 47Q: 3 clusters Score -439489.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5756 members Mstep: Class 2 contains 2136 members Entering Unmasked Estep Score: -439489.156250 Penalty: 816.598083 Iteration 48Q: 3 clusters Score -439489.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5758 members Mstep: Class 2 contains 2134 members Entering Unmasked Estep Score: -439489.343750 Penalty: 816.598083 Iteration 49Q: 3 clusters Score -439489.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5759 members Mstep: Class 2 contains 2133 members Entering Unmasked Estep Score: -439490.093750 Penalty: 816.598083 Iteration 50Q: 3 clusters Score -439490.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5759 members Mstep: Class 2 contains 2133 members Entering Unmasked Estep Score: -439490.093750 Penalty: 816.598083 Iteration 51Q: 3 clusters Score -439490.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5759 members Mstep: Class 2 contains 2133 members Entering Unmasked Estep Score: -439490.093750 Penalty: 816.598083 Iteration 52F: 3 clusters Score -439490.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 26 (975 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 975 members Entering Unmasked Estep Score: -43699.125000 Penalty: 313.150909 Iteration 0F: 2 clusters Score -43699.12 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 521 members Entering Unmasked Estep Score: -42924.335938 Penalty: 626.301819 Iteration 0F: 3 clusters Score -42924.34 nChanged 379 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 367 members Mstep: Class 2 contains 608 members Entering Unmasked Estep Score: -43250.488281 Penalty: 626.301819 Iteration 1F: 3 clusters Score -43250.49 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 325 members Mstep: Class 2 contains 650 members Entering Unmasked Estep Score: -43379.535156 Penalty: 626.301819 Iteration 2F: 3 clusters Score -43379.54 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 289 members Mstep: Class 2 contains 686 members Entering Unmasked Estep Score: -43453.375000 Penalty: 626.301819 Iteration 3F: 3 clusters Score -43453.38 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 256 members Mstep: Class 2 contains 719 members Entering Unmasked Estep Score: -43506.773438 Penalty: 626.301819 Iteration 4F: 3 clusters Score -43506.77 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 230 members Mstep: Class 2 contains 745 members Entering Unmasked Estep Score: -43546.082031 Penalty: 626.301819 Iteration 5Q: 3 clusters Score -43546.08 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 205 members Mstep: Class 2 contains 770 members Entering Unmasked Estep Score: -43584.867188 Penalty: 626.301819 Iteration 6Q: 3 clusters Score -43584.87 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 188 members Mstep: Class 2 contains 787 members Entering Unmasked Estep Score: -43616.679688 Penalty: 626.301819 Iteration 7Q: 3 clusters Score -43616.68 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 178 members Mstep: Class 2 contains 797 members Entering Unmasked Estep Score: -43639.707031 Penalty: 626.301819 Iteration 8Q: 3 clusters Score -43639.71 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 158 members Mstep: Class 2 contains 817 members Entering Unmasked Estep Score: -43663.941406 Penalty: 626.301819 Iteration 9Q: 3 clusters Score -43663.94 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 144 members Mstep: Class 2 contains 831 members Entering Unmasked Estep Score: -43689.609375 Penalty: 626.301819 Iteration 10Q: 3 clusters Score -43689.61 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 133 members Mstep: Class 2 contains 842 members Entering Unmasked Estep Score: -43706.519531 Penalty: 626.301819 Iteration 11Q: 3 clusters Score -43706.52 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 124 members Mstep: Class 2 contains 851 members Entering Unmasked Estep Score: -43716.218750 Penalty: 626.301819 Iteration 12Q: 3 clusters Score -43716.22 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 114 members Mstep: Class 2 contains 861 members Entering Unmasked Estep Score: -43720.945312 Penalty: 626.301819 Iteration 13Q: 3 clusters Score -43720.95 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 111 members Mstep: Class 2 contains 864 members Entering Unmasked Estep Score: -43722.515625 Penalty: 626.301819 Iteration 14Q: 3 clusters Score -43722.52 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 110 members Mstep: Class 2 contains 865 members Entering Unmasked Estep Score: -43722.812500 Penalty: 626.301819 Iteration 15Q: 3 clusters Score -43722.81 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 110 members Mstep: Class 2 contains 865 members Entering Unmasked Estep Score: -43738.464844 Penalty: 626.301819 Iteration 16F: 3 clusters Score -43738.46 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 112 members Mstep: Class 2 contains 863 members Entering Unmasked Estep Score: -43751.246094 Penalty: 626.301819 Iteration 17Q: 3 clusters Score -43751.25 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 113 members Mstep: Class 2 contains 862 members Entering Unmasked Estep Score: -43796.218750 Penalty: 626.301819 Iteration 18Q: 3 clusters Score -43796.22 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 111 members Mstep: Class 2 contains 864 members Entering Unmasked Estep Score: -43842.429688 Penalty: 626.301819 Iteration 19Q: 3 clusters Score -43842.43 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101 members Mstep: Class 2 contains 874 members Entering Unmasked Estep Score: -43889.722656 Penalty: 626.301819 Iteration 20F: 3 clusters Score -43889.72 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97 members Mstep: Class 2 contains 878 members Entering Unmasked Estep Score: -43939.367188 Penalty: 626.301819 Iteration 21Q: 3 clusters Score -43939.37 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 94 members Mstep: Class 2 contains 881 members Entering Unmasked Estep Score: -43960.515625 Penalty: 626.301819 Iteration 22Q: 3 clusters Score -43960.52 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 92 members Mstep: Class 2 contains 883 members Entering Unmasked Estep Score: -43966.167969 Penalty: 626.301819 Iteration 23Q: 3 clusters Score -43966.17 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 93 members Mstep: Class 2 contains 882 members Entering Unmasked Estep Score: -43969.746094 Penalty: 626.301819 Iteration 24Q: 3 clusters Score -43969.75 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 93 members Mstep: Class 2 contains 882 members Entering Unmasked Estep Score: -43972.148438 Penalty: 626.301819 Iteration 25Q: 3 clusters Score -43972.15 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 94 members Mstep: Class 2 contains 881 members Entering Unmasked Estep Score: -43972.613281 Penalty: 626.301819 Iteration 26Q: 3 clusters Score -43972.61 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 94 members Mstep: Class 2 contains 881 members Entering Unmasked Estep Score: -43974.503906 Penalty: 626.301819 Iteration 27F: 3 clusters Score -43974.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95 members Mstep: Class 2 contains 880 members Entering Unmasked Estep Score: -43976.429688 Penalty: 626.301819 Iteration 28Q: 3 clusters Score -43976.43 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96 members Mstep: Class 2 contains 879 members Entering Unmasked Estep Score: -43976.851562 Penalty: 626.301819 Iteration 29Q: 3 clusters Score -43976.85 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98 members Mstep: Class 2 contains 877 members Entering Unmasked Estep Score: -43977.687500 Penalty: 626.301819 Iteration 30Q: 3 clusters Score -43977.69 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98 members Mstep: Class 2 contains 877 members Entering Unmasked Estep Score: -43977.687500 Penalty: 626.301819 Iteration 31F: 3 clusters Score -43977.69 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 48 members Mstep: Class 1 contains 11685 members Mstep: Class 2 contains 27561 members Mstep: Class 3 contains 8048 members Mstep: Class 4 contains 3443 members Mstep: Class 5 contains 7284 members Mstep: Class 6 contains 8530 members Mstep: Class 7 contains 14003 members Mstep: Class 8 contains 1460 members Mstep: Class 9 contains 3884 members Mstep: Class 10 contains 98470 members Mstep: Class 11 contains 681 members Mstep: Class 12 contains 3423 members Mstep: Class 13 contains 2023 members Mstep: Class 14 contains 24295 members Mstep: Class 15 contains 416 members Mstep: Class 16 contains 20137 members Mstep: Class 17 contains 1222 members Mstep: Class 18 contains 6901 members Mstep: Class 19 contains 1371 members Mstep: Class 20 contains 9980 members Mstep: Class 21 contains 64636 members Mstep: Class 22 contains 848 members Mstep: Class 23 contains 54549 members Mstep: Class 24 contains 2139 members Mstep: Class 25 contains 7892 members Mstep: Class 26 contains 98 members Mstep: Class 27 contains 27687 members Mstep: Class 28 contains 1986 members Mstep: Class 29 contains 11605 members Mstep: Class 30 contains 2379 members Mstep: Class 31 contains 2289 members Mstep: Class 32 contains 409 members Mstep: Class 33 contains 877 members Entering Unmasked Estep Score: -22974208.000000 Penalty: 19484.634766 Splitting cluster 26 changes total score from -22972194.000000 to -22974208.000000 So it's getting split into cluster 33. Entering ConstructFrom: Trying to split cluster 27 (27687 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27687 members Entering Unmasked Estep Score: -1488420.250000 Penalty: 465.406647 Iteration 0F: 2 clusters Score -1488420 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13813 members Mstep: Class 2 contains 13874 members Entering Unmasked Estep Score: -1470007.750000 Penalty: 930.813293 Iteration 0F: 3 clusters Score -1470008 nChanged 13266 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13407 members Mstep: Class 2 contains 14280 members Entering Unmasked Estep Score: -1478374.500000 Penalty: 930.813293 Iteration 1F: 3 clusters Score -1478374 nChanged 1661 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13194 members Mstep: Class 2 contains 14493 members Entering Unmasked Estep Score: -1479417.000000 Penalty: 930.813293 Iteration 2F: 3 clusters Score -1479417 nChanged 1890 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12900 members Mstep: Class 2 contains 14787 members Entering Unmasked Estep Score: -1480884.750000 Penalty: 930.813293 Iteration 3F: 3 clusters Score -1480885 nChanged 1954 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12646 members Mstep: Class 2 contains 15041 members Entering Unmasked Estep Score: -1482462.500000 Penalty: 930.813293 Iteration 4F: 3 clusters Score -1482462 nChanged 1737 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12459 members Mstep: Class 2 contains 15228 members Entering Unmasked Estep Score: -1483618.375000 Penalty: 930.813293 Iteration 5F: 3 clusters Score -1483618 nChanged 1289 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12284 members Mstep: Class 2 contains 15403 members Entering Unmasked Estep Score: -1484254.250000 Penalty: 930.813293 Iteration 6Q: 3 clusters Score -1484254 nChanged 837 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12117 members Mstep: Class 2 contains 15570 members Entering Unmasked Estep Score: -1484591.875000 Penalty: 930.813293 Iteration 7Q: 3 clusters Score -1484592 nChanged 561 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11962 members Mstep: Class 2 contains 15725 members Entering Unmasked Estep Score: -1484789.875000 Penalty: 930.813293 Iteration 8Q: 3 clusters Score -1484790 nChanged 458 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11828 members Mstep: Class 2 contains 15859 members Entering Unmasked Estep Score: -1484947.500000 Penalty: 930.813293 Iteration 9Q: 3 clusters Score -1484948 nChanged 424 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11726 members Mstep: Class 2 contains 15961 members Entering Unmasked Estep Score: -1485114.625000 Penalty: 930.813293 Iteration 10Q: 3 clusters Score -1485115 nChanged 477 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11593 members Mstep: Class 2 contains 16094 members Entering Unmasked Estep Score: -1485305.750000 Penalty: 930.813293 Iteration 11Q: 3 clusters Score -1485306 nChanged 488 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11469 members Mstep: Class 2 contains 16218 members Entering Unmasked Estep Score: -1485499.875000 Penalty: 930.813293 Iteration 12Q: 3 clusters Score -1485500 nChanged 472 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11349 members Mstep: Class 2 contains 16338 members Entering Unmasked Estep Score: -1485681.250000 Penalty: 930.813293 Iteration 13Q: 3 clusters Score -1485681 nChanged 447 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11202 members Mstep: Class 2 contains 16485 members Entering Unmasked Estep Score: -1485859.875000 Penalty: 930.813293 Iteration 14Q: 3 clusters Score -1485860 nChanged 430 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11088 members Mstep: Class 2 contains 16599 members Entering Unmasked Estep Score: -1485995.750000 Penalty: 930.813293 Iteration 15Q: 3 clusters Score -1485996 nChanged 411 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10959 members Mstep: Class 2 contains 16728 members Entering Unmasked Estep Score: -1486123.625000 Penalty: 930.813293 Iteration 16Q: 3 clusters Score -1486124 nChanged 369 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10818 members Mstep: Class 2 contains 16869 members Entering Unmasked Estep Score: -1486234.250000 Penalty: 930.813293 Iteration 17Q: 3 clusters Score -1486234 nChanged 331 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10681 members Mstep: Class 2 contains 17006 members Entering Unmasked Estep Score: -1486311.375000 Penalty: 930.813293 Iteration 18Q: 3 clusters Score -1486311 nChanged 305 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10516 members Mstep: Class 2 contains 17171 members Entering Unmasked Estep Score: -1486380.625000 Penalty: 930.813293 Iteration 19Q: 3 clusters Score -1486381 nChanged 243 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10361 members Mstep: Class 2 contains 17326 members Entering Unmasked Estep Score: -1486429.000000 Penalty: 930.813293 Iteration 20F: 3 clusters Score -1486429 nChanged 239 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10184 members Mstep: Class 2 contains 17503 members Entering Unmasked Estep Score: -1486466.125000 Penalty: 930.813293 Iteration 21Q: 3 clusters Score -1486466 nChanged 241 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9969 members Mstep: Class 2 contains 17718 members Entering Unmasked Estep Score: -1486509.250000 Penalty: 930.813293 Iteration 22Q: 3 clusters Score -1486509 nChanged 221 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9756 members Mstep: Class 2 contains 17931 members Entering Unmasked Estep Score: -1486551.000000 Penalty: 930.813293 Iteration 23Q: 3 clusters Score -1486551 nChanged 219 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9541 members Mstep: Class 2 contains 18146 members Entering Unmasked Estep Score: -1486588.000000 Penalty: 930.813293 Iteration 24Q: 3 clusters Score -1486588 nChanged 215 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9332 members Mstep: Class 2 contains 18355 members Entering Unmasked Estep Score: -1486619.000000 Penalty: 930.813293 Iteration 25Q: 3 clusters Score -1486619 nChanged 223 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9113 members Mstep: Class 2 contains 18574 members Entering Unmasked Estep Score: -1486651.875000 Penalty: 930.813293 Iteration 26Q: 3 clusters Score -1486652 nChanged 235 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8888 members Mstep: Class 2 contains 18799 members Entering Unmasked Estep Score: -1486703.375000 Penalty: 930.813293 Iteration 27Q: 3 clusters Score -1486703 nChanged 216 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8676 members Mstep: Class 2 contains 19011 members Entering Unmasked Estep Score: -1486746.875000 Penalty: 930.813293 Iteration 28Q: 3 clusters Score -1486747 nChanged 235 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8441 members Mstep: Class 2 contains 19246 members Entering Unmasked Estep Score: -1486791.375000 Penalty: 930.813293 Iteration 29Q: 3 clusters Score -1486791 nChanged 250 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8191 members Mstep: Class 2 contains 19496 members Entering Unmasked Estep Score: -1486841.750000 Penalty: 930.813293 Iteration 30Q: 3 clusters Score -1486842 nChanged 270 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7921 members Mstep: Class 2 contains 19766 members Entering Unmasked Estep Score: -1486899.000000 Penalty: 930.813293 Iteration 31Q: 3 clusters Score -1486899 nChanged 276 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7645 members Mstep: Class 2 contains 20042 members Entering Unmasked Estep Score: -1486951.625000 Penalty: 930.813293 Iteration 32Q: 3 clusters Score -1486952 nChanged 288 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7357 members Mstep: Class 2 contains 20330 members Entering Unmasked Estep Score: -1487004.875000 Penalty: 930.813293 Iteration 33Q: 3 clusters Score -1487005 nChanged 278 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7079 members Mstep: Class 2 contains 20608 members Entering Unmasked Estep Score: -1487064.625000 Penalty: 930.813293 Iteration 34Q: 3 clusters Score -1487065 nChanged 278 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6801 members Mstep: Class 2 contains 20886 members Entering Unmasked Estep Score: -1487121.875000 Penalty: 930.813293 Iteration 35Q: 3 clusters Score -1487122 nChanged 264 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6537 members Mstep: Class 2 contains 21150 members Entering Unmasked Estep Score: -1487187.375000 Penalty: 930.813293 Iteration 36Q: 3 clusters Score -1487187 nChanged 282 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6255 members Mstep: Class 2 contains 21432 members Entering Unmasked Estep Score: -1487260.500000 Penalty: 930.813293 Iteration 37Q: 3 clusters Score -1487260 nChanged 276 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5979 members Mstep: Class 2 contains 21708 members Entering Unmasked Estep Score: -1487339.000000 Penalty: 930.813293 Iteration 38Q: 3 clusters Score -1487339 nChanged 284 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5701 members Mstep: Class 2 contains 21986 members Entering Unmasked Estep Score: -1487428.375000 Penalty: 930.813293 Iteration 39Q: 3 clusters Score -1487428 nChanged 290 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5415 members Mstep: Class 2 contains 22272 members Entering Unmasked Estep Score: -1487528.875000 Penalty: 930.813293 Iteration 40F: 3 clusters Score -1487529 nChanged 272 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5149 members Mstep: Class 2 contains 22538 members Entering Unmasked Estep Score: -1487600.125000 Penalty: 930.813293 Iteration 41Q: 3 clusters Score -1487600 nChanged 246 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4903 members Mstep: Class 2 contains 22784 members Entering Unmasked Estep Score: -1487661.000000 Penalty: 930.813293 Iteration 42Q: 3 clusters Score -1487661 nChanged 237 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4666 members Mstep: Class 2 contains 23021 members Entering Unmasked Estep Score: -1487717.625000 Penalty: 930.813293 Iteration 43Q: 3 clusters Score -1487718 nChanged 229 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4437 members Mstep: Class 2 contains 23250 members Entering Unmasked Estep Score: -1487776.750000 Penalty: 930.813293 Iteration 44Q: 3 clusters Score -1487777 nChanged 230 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4207 members Mstep: Class 2 contains 23480 members Entering Unmasked Estep Score: -1487825.375000 Penalty: 930.813293 Iteration 45Q: 3 clusters Score -1487825 nChanged 209 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3998 members Mstep: Class 2 contains 23689 members Entering Unmasked Estep Score: -1487876.250000 Penalty: 930.813293 Iteration 46Q: 3 clusters Score -1487876 nChanged 194 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3806 members Mstep: Class 2 contains 23881 members Entering Unmasked Estep Score: -1487922.625000 Penalty: 930.813293 Iteration 47Q: 3 clusters Score -1487923 nChanged 178 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3628 members Mstep: Class 2 contains 24059 members Entering Unmasked Estep Score: -1487964.500000 Penalty: 930.813293 Iteration 48Q: 3 clusters Score -1487964 nChanged 182 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3446 members Mstep: Class 2 contains 24241 members Entering Unmasked Estep Score: -1488004.625000 Penalty: 930.813293 Iteration 49Q: 3 clusters Score -1488005 nChanged 154 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3292 members Mstep: Class 2 contains 24395 members Entering Unmasked Estep Score: -1488041.125000 Penalty: 930.813293 Iteration 50Q: 3 clusters Score -1488041 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3139 members Mstep: Class 2 contains 24548 members Entering Unmasked Estep Score: -1488071.750000 Penalty: 930.813293 Iteration 51Q: 3 clusters Score -1488072 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3002 members Mstep: Class 2 contains 24685 members Entering Unmasked Estep Score: -1488106.500000 Penalty: 930.813293 Iteration 52Q: 3 clusters Score -1488106 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2883 members Mstep: Class 2 contains 24804 members Entering Unmasked Estep Score: -1488127.375000 Penalty: 930.813293 Iteration 53Q: 3 clusters Score -1488127 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2778 members Mstep: Class 2 contains 24909 members Entering Unmasked Estep Score: -1488139.125000 Penalty: 930.813293 Iteration 54Q: 3 clusters Score -1488139 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2669 members Mstep: Class 2 contains 25018 members Entering Unmasked Estep Score: -1488162.000000 Penalty: 930.813293 Iteration 55Q: 3 clusters Score -1488162 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2567 members Mstep: Class 2 contains 25120 members Entering Unmasked Estep Score: -1488177.875000 Penalty: 930.813293 Iteration 56Q: 3 clusters Score -1488178 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2492 members Mstep: Class 2 contains 25195 members Entering Unmasked Estep Score: -1488188.500000 Penalty: 930.813293 Iteration 57Q: 3 clusters Score -1488188 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2420 members Mstep: Class 2 contains 25267 members Entering Unmasked Estep Score: -1488197.375000 Penalty: 930.813293 Iteration 58Q: 3 clusters Score -1488197 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2359 members Mstep: Class 2 contains 25328 members Entering Unmasked Estep Score: -1488203.500000 Penalty: 930.813293 Iteration 59Q: 3 clusters Score -1488204 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2306 members Mstep: Class 2 contains 25381 members Entering Unmasked Estep Score: -1488218.750000 Penalty: 930.813293 Iteration 60F: 3 clusters Score -1488219 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2251 members Mstep: Class 2 contains 25436 members Entering Unmasked Estep Score: -1488227.375000 Penalty: 930.813293 Iteration 61Q: 3 clusters Score -1488227 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2196 members Mstep: Class 2 contains 25491 members Entering Unmasked Estep Score: -1488234.250000 Penalty: 930.813293 Iteration 62Q: 3 clusters Score -1488234 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2147 members Mstep: Class 2 contains 25540 members Entering Unmasked Estep Score: -1488238.500000 Penalty: 930.813293 Iteration 63Q: 3 clusters Score -1488238 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2123 members Mstep: Class 2 contains 25564 members Entering Unmasked Estep Score: -1488239.625000 Penalty: 930.813293 Iteration 64Q: 3 clusters Score -1488240 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2101 members Mstep: Class 2 contains 25586 members Entering Unmasked Estep Score: -1488243.125000 Penalty: 930.813293 Iteration 65Q: 3 clusters Score -1488243 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2082 members Mstep: Class 2 contains 25605 members Entering Unmasked Estep Score: -1488244.625000 Penalty: 930.813293 Iteration 66Q: 3 clusters Score -1488245 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2064 members Mstep: Class 2 contains 25623 members Entering Unmasked Estep Score: -1488246.625000 Penalty: 930.813293 Iteration 67Q: 3 clusters Score -1488247 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2042 members Mstep: Class 2 contains 25645 members Entering Unmasked Estep Score: -1488249.625000 Penalty: 930.813293 Iteration 68Q: 3 clusters Score -1488250 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2021 members Mstep: Class 2 contains 25666 members Entering Unmasked Estep Score: -1488248.750000 Penalty: 930.813293 Iteration 69Q: 3 clusters Score -1488249 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2006 members Mstep: Class 2 contains 25681 members Entering Unmasked Estep Score: -1488251.000000 Penalty: 930.813293 Iteration 70Q: 3 clusters Score -1488251 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1986 members Mstep: Class 2 contains 25701 members Entering Unmasked Estep Score: -1488252.875000 Penalty: 930.813293 Iteration 71Q: 3 clusters Score -1488253 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1966 members Mstep: Class 2 contains 25721 members Entering Unmasked Estep Score: -1488256.250000 Penalty: 930.813293 Iteration 72Q: 3 clusters Score -1488256 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1944 members Mstep: Class 2 contains 25743 members Entering Unmasked Estep Score: -1488259.375000 Penalty: 930.813293 Iteration 73Q: 3 clusters Score -1488259 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1924 members Mstep: Class 2 contains 25763 members Entering Unmasked Estep Score: -1488257.625000 Penalty: 930.813293 Iteration 74Q: 3 clusters Score -1488258 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1914 members Mstep: Class 2 contains 25773 members Entering Unmasked Estep Score: -1488264.750000 Penalty: 930.813293 Iteration 75Q: 3 clusters Score -1488265 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1905 members Mstep: Class 2 contains 25782 members Entering Unmasked Estep Score: -1488263.375000 Penalty: 930.813293 Iteration 76Q: 3 clusters Score -1488263 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1897 members Mstep: Class 2 contains 25790 members Entering Unmasked Estep Score: -1488263.875000 Penalty: 930.813293 Iteration 77Q: 3 clusters Score -1488264 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1888 members Mstep: Class 2 contains 25799 members Entering Unmasked Estep Score: -1488264.500000 Penalty: 930.813293 Iteration 78Q: 3 clusters Score -1488264 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1878 members Mstep: Class 2 contains 25809 members Entering Unmasked Estep Score: -1488260.250000 Penalty: 930.813293 Iteration 79Q: 3 clusters Score -1488260 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1873 members Mstep: Class 2 contains 25814 members Entering Unmasked Estep Score: -1488261.875000 Penalty: 930.813293 Iteration 80F: 3 clusters Score -1488262 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1871 members Mstep: Class 2 contains 25816 members Entering Unmasked Estep Score: -1488262.000000 Penalty: 930.813293 Iteration 81Q: 3 clusters Score -1488262 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1868 members Mstep: Class 2 contains 25819 members Entering Unmasked Estep Score: -1488261.625000 Penalty: 930.813293 Iteration 82Q: 3 clusters Score -1488262 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1866 members Mstep: Class 2 contains 25821 members Entering Unmasked Estep Score: -1488262.125000 Penalty: 930.813293 Iteration 83Q: 3 clusters Score -1488262 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1863 members Mstep: Class 2 contains 25824 members Entering Unmasked Estep Score: -1488261.875000 Penalty: 930.813293 Iteration 84Q: 3 clusters Score -1488262 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1858 members Mstep: Class 2 contains 25829 members Entering Unmasked Estep Score: -1488261.750000 Penalty: 930.813293 Iteration 85Q: 3 clusters Score -1488262 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1856 members Mstep: Class 2 contains 25831 members Entering Unmasked Estep Score: -1488262.250000 Penalty: 930.813293 Iteration 86Q: 3 clusters Score -1488262 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1856 members Mstep: Class 2 contains 25831 members Entering Unmasked Estep Score: -1488262.250000 Penalty: 930.813293 Iteration 87F: 3 clusters Score -1488262 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 48 members Mstep: Class 1 contains 11685 members Mstep: Class 2 contains 27561 members Mstep: Class 3 contains 8048 members Mstep: Class 4 contains 3443 members Mstep: Class 5 contains 7284 members Mstep: Class 6 contains 8530 members Mstep: Class 7 contains 14003 members Mstep: Class 8 contains 1460 members Mstep: Class 9 contains 3884 members Mstep: Class 10 contains 98470 members Mstep: Class 11 contains 681 members Mstep: Class 12 contains 3423 members Mstep: Class 13 contains 2023 members Mstep: Class 14 contains 24295 members Mstep: Class 15 contains 416 members Mstep: Class 16 contains 20137 members Mstep: Class 17 contains 1222 members Mstep: Class 18 contains 6901 members Mstep: Class 19 contains 1371 members Mstep: Class 20 contains 9980 members Mstep: Class 21 contains 64636 members Mstep: Class 22 contains 848 members Mstep: Class 23 contains 54549 members Mstep: Class 24 contains 2139 members Mstep: Class 25 contains 7892 members Mstep: Class 26 contains 98 members Mstep: Class 27 contains 27687 members Entering Unmasked Estep ConsiderDeletion Score: -22975130.000000 Penalty: 19484.634766 Iteration 79Q: 34 clusters Score -2.297513e+07 nChanged 1569 Entering Unmasked Mstep Mstep: Class 0 contains 47 members Mstep: Class 1 contains 11640 members Mstep: Class 2 contains 27582 members Mstep: Class 3 contains 8067 members Mstep: Class 4 contains 3459 members Mstep: Class 5 contains 7346 members Mstep: Class 6 contains 8538 members Mstep: Class 7 contains 14020 members Mstep: Class 8 contains 1461 members Mstep: Class 9 contains 3885 members Mstep: Class 10 contains 98532 members Mstep: Class 11 contains 887 members Mstep: Class 12 contains 3435 members Mstep: Class 13 contains 2023 members Mstep: Class 14 contains 24324 members Mstep: Class 15 contains 433 members Mstep: Class 16 contains 20139 members Mstep: Class 17 contains 1222 members Mstep: Class 18 contains 6940 members Mstep: Class 19 contains 1373 members Mstep: Class 20 contains 9987 members Mstep: Class 21 contains 64641 members Mstep: Class 22 contains 872 members Mstep: Class 23 contains 54551 members Mstep: Class 24 contains 2138 members Mstep: Class 25 contains 7909 members Mstep: Class 26 contains 103 members Mstep: Class 27 contains 27642 members Mstep: Class 28 contains 1973 members Mstep: Class 29 contains 11398 members Mstep: Class 30 contains 2206 members Mstep: Class 31 contains 2262 members Mstep: Class 32 contains 397 members Mstep: Class 33 contains 827 members Entering Unmasked Estep ConsiderDeletion Score: -22976704.000000 Penalty: 19484.634766 Iteration 80F: 34 clusters Score -2.29767e+07 nChanged 1891 Entering Unmasked Mstep Mstep: Class 0 contains 33 members Mstep: Class 1 contains 11527 members Mstep: Class 2 contains 27537 members Mstep: Class 3 contains 8054 members Mstep: Class 4 contains 3440 members Mstep: Class 5 contains 7319 members Mstep: Class 6 contains 8535 members Mstep: Class 7 contains 13941 members Mstep: Class 8 contains 1462 members Mstep: Class 9 contains 3885 members Mstep: Class 10 contains 98425 members Mstep: Class 11 contains 1100 members Mstep: Class 12 contains 3407 members Mstep: Class 13 contains 2017 members Mstep: Class 14 contains 24334 members Mstep: Class 15 contains 439 members Mstep: Class 16 contains 20116 members Mstep: Class 17 contains 1216 members Mstep: Class 18 contains 6906 members Mstep: Class 19 contains 1368 members Mstep: Class 20 contains 9955 members Mstep: Class 21 contains 64537 members Mstep: Class 22 contains 880 members Mstep: Class 23 contains 54553 members Mstep: Class 24 contains 2093 members Mstep: Class 25 contains 7893 members Mstep: Class 26 contains 127 members Mstep: Class 27 contains 27455 members Mstep: Class 28 contains 2107 members Mstep: Class 29 contains 11406 members Mstep: Class 30 contains 2520 members Mstep: Class 31 contains 2340 members Mstep: Class 32 contains 441 members Mstep: Class 33 contains 891 members Entering Unmasked Estep ConsiderDeletion Score: -22977522.000000 Penalty: 19484.634766 Iteration 81Q: 34 clusters Score -2.297752e+07 nChanged 1491 Entering Unmasked Mstep Mstep: Class 0 contains 32 members Mstep: Class 1 contains 11462 members Mstep: Class 2 contains 27538 members Mstep: Class 3 contains 8054 members Mstep: Class 4 contains 3419 members Mstep: Class 5 contains 7329 members Mstep: Class 6 contains 8533 members Mstep: Class 7 contains 13868 members Mstep: Class 8 contains 1466 members Mstep: Class 9 contains 3886 members Mstep: Class 10 contains 98322 members Mstep: Class 11 contains 1305 members Mstep: Class 12 contains 3381 members Mstep: Class 13 contains 2012 members Mstep: Class 14 contains 24336 members Mstep: Class 15 contains 451 members Mstep: Class 16 contains 20087 members Mstep: Class 17 contains 1216 members Mstep: Class 18 contains 6909 members Mstep: Class 19 contains 1366 members Mstep: Class 20 contains 9928 members Mstep: Class 21 contains 64435 members Mstep: Class 22 contains 889 members Mstep: Class 23 contains 54557 members Mstep: Class 24 contains 2075 members Mstep: Class 25 contains 7877 members Mstep: Class 26 contains 127 members Mstep: Class 27 contains 27300 members Mstep: Class 28 contains 2202 members Mstep: Class 29 contains 11397 members Mstep: Class 30 contains 2728 members Mstep: Class 31 contains 2404 members Mstep: Class 32 contains 431 members Mstep: Class 33 contains 937 members Entering Unmasked Estep ConsiderDeletion Score: -22977960.000000 Penalty: 19484.634766 Iteration 82Q: 34 clusters Score -2.297796e+07 nChanged 1320 Entering Unmasked Mstep Mstep: Class 0 contains 32 members Mstep: Class 1 contains 11421 members Mstep: Class 2 contains 27553 members Mstep: Class 3 contains 8061 members Mstep: Class 4 contains 3396 members Mstep: Class 5 contains 7339 members Mstep: Class 6 contains 8526 members Mstep: Class 7 contains 13820 members Mstep: Class 8 contains 1468 members Mstep: Class 9 contains 3884 members Mstep: Class 10 contains 98222 members Mstep: Class 11 contains 1497 members Mstep: Class 12 contains 3354 members Mstep: Class 13 contains 2011 members Mstep: Class 14 contains 24342 members Mstep: Class 15 contains 466 members Mstep: Class 16 contains 20067 members Mstep: Class 17 contains 1216 members Mstep: Class 18 contains 6928 members Mstep: Class 19 contains 1365 members Mstep: Class 20 contains 9905 members Mstep: Class 21 contains 64318 members Mstep: Class 22 contains 893 members Mstep: Class 23 contains 54557 members Mstep: Class 24 contains 2049 members Mstep: Class 25 contains 7875 members Mstep: Class 26 contains 123 members Mstep: Class 27 contains 27165 members Mstep: Class 28 contains 2292 members Mstep: Class 29 contains 11389 members Mstep: Class 30 contains 2875 members Mstep: Class 31 contains 2455 members Mstep: Class 32 contains 411 members Mstep: Class 33 contains 984 members Entering Unmasked Estep ConsiderDeletion Score: -22978414.000000 Penalty: 19484.634766 Iteration 83Q: 34 clusters Score -2.297841e+07 nChanged 1200 Entering Unmasked Mstep Mstep: Class 0 contains 32 members Mstep: Class 1 contains 11385 members Mstep: Class 2 contains 27596 members Mstep: Class 3 contains 8063 members Mstep: Class 4 contains 3382 members Mstep: Class 5 contains 7369 members Mstep: Class 6 contains 8508 members Mstep: Class 7 contains 13781 members Mstep: Class 8 contains 1467 members Mstep: Class 9 contains 3883 members Mstep: Class 10 contains 98116 members Mstep: Class 11 contains 1684 members Mstep: Class 12 contains 3326 members Mstep: Class 13 contains 2010 members Mstep: Class 14 contains 24357 members Mstep: Class 15 contains 480 members Mstep: Class 16 contains 20054 members Mstep: Class 17 contains 1216 members Mstep: Class 18 contains 6952 members Mstep: Class 19 contains 1366 members Mstep: Class 20 contains 9888 members Mstep: Class 21 contains 64199 members Mstep: Class 22 contains 896 members Mstep: Class 23 contains 54547 members Mstep: Class 24 contains 2037 members Mstep: Class 25 contains 7876 members Mstep: Class 26 contains 122 members Mstep: Class 27 contains 27042 members Mstep: Class 28 contains 2374 members Mstep: Class 29 contains 11380 members Mstep: Class 30 contains 2957 members Mstep: Class 31 contains 2506 members Mstep: Class 32 contains 391 members Mstep: Class 33 contains 1017 members Entering Unmasked Estep ConsiderDeletion Score: -22978686.000000 Penalty: 19484.634766 Iteration 84Q: 34 clusters Score -2.297869e+07 nChanged 1113 Entering Unmasked Mstep Mstep: Class 0 contains 32 members Mstep: Class 1 contains 11343 members Mstep: Class 2 contains 27665 members Mstep: Class 3 contains 8061 members Mstep: Class 4 contains 3370 members Mstep: Class 5 contains 7398 members Mstep: Class 6 contains 8486 members Mstep: Class 7 contains 13735 members Mstep: Class 8 contains 1468 members Mstep: Class 9 contains 3883 members Mstep: Class 10 contains 98025 members Mstep: Class 11 contains 1840 members Mstep: Class 12 contains 3305 members Mstep: Class 13 contains 2009 members Mstep: Class 14 contains 24381 members Mstep: Class 15 contains 491 members Mstep: Class 16 contains 20037 members Mstep: Class 17 contains 1219 members Mstep: Class 18 contains 6983 members Mstep: Class 19 contains 1361 members Mstep: Class 20 contains 9886 members Mstep: Class 21 contains 64086 members Mstep: Class 22 contains 900 members Mstep: Class 23 contains 54538 members Mstep: Class 24 contains 2029 members Mstep: Class 25 contains 7881 members Mstep: Class 26 contains 122 members Mstep: Class 27 contains 26921 members Mstep: Class 28 contains 2454 members Mstep: Class 29 contains 11367 members Mstep: Class 30 contains 3006 members Mstep: Class 31 contains 2563 members Mstep: Class 32 contains 379 members Mstep: Class 33 contains 1035 members Entering Unmasked Estep ConsiderDeletion Score: -22978846.000000 Penalty: 19484.634766 Iteration 85Q: 34 clusters Score -2.297885e+07 nChanged 1023 Entering Unmasked Mstep Mstep: Class 0 contains 32 members Mstep: Class 1 contains 11312 members Mstep: Class 2 contains 27736 members Mstep: Class 3 contains 8074 members Mstep: Class 4 contains 3361 members Mstep: Class 5 contains 7422 members Mstep: Class 6 contains 8467 members Mstep: Class 7 contains 13695 members Mstep: Class 8 contains 1472 members Mstep: Class 9 contains 3883 members Mstep: Class 10 contains 97921 members Mstep: Class 11 contains 1970 members Mstep: Class 12 contains 3290 members Mstep: Class 13 contains 2009 members Mstep: Class 14 contains 24400 members Mstep: Class 15 contains 503 members Mstep: Class 16 contains 20027 members Mstep: Class 17 contains 1221 members Mstep: Class 18 contains 7021 members Mstep: Class 19 contains 1354 members Mstep: Class 20 contains 9874 members Mstep: Class 21 contains 63974 members Mstep: Class 22 contains 900 members Mstep: Class 23 contains 54527 members Mstep: Class 24 contains 2020 members Mstep: Class 25 contains 7888 members Mstep: Class 26 contains 123 members Mstep: Class 27 contains 26818 members Mstep: Class 28 contains 2527 members Mstep: Class 29 contains 11360 members Mstep: Class 30 contains 3041 members Mstep: Class 31 contains 2616 members Mstep: Class 32 contains 373 members Mstep: Class 33 contains 1048 members Entering Unmasked Estep ConsiderDeletion Score: -22979014.000000 Penalty: 19484.634766 Iteration 86Q: 34 clusters Score -2.297901e+07 nChanged 929 Entering Unmasked Mstep Mstep: Class 0 contains 33 members Mstep: Class 1 contains 11276 members Mstep: Class 2 contains 27828 members Mstep: Class 3 contains 8080 members Mstep: Class 4 contains 3356 members Mstep: Class 5 contains 7441 members Mstep: Class 6 contains 8451 members Mstep: Class 7 contains 13678 members Mstep: Class 8 contains 1477 members Mstep: Class 9 contains 3884 members Mstep: Class 10 contains 97820 members Mstep: Class 11 contains 2068 members Mstep: Class 12 contains 3278 members Mstep: Class 13 contains 2009 members Mstep: Class 14 contains 24424 members Mstep: Class 15 contains 511 members Mstep: Class 16 contains 20021 members Mstep: Class 17 contains 1221 members Mstep: Class 18 contains 7056 members Mstep: Class 19 contains 1347 members Mstep: Class 20 contains 9871 members Mstep: Class 21 contains 63872 members Mstep: Class 22 contains 900 members Mstep: Class 23 contains 54508 members Mstep: Class 24 contains 2017 members Mstep: Class 25 contains 7889 members Mstep: Class 26 contains 123 members Mstep: Class 27 contains 26724 members Mstep: Class 28 contains 2586 members Mstep: Class 29 contains 11365 members Mstep: Class 30 contains 3061 members Mstep: Class 31 contains 2655 members Mstep: Class 32 contains 372 members Mstep: Class 33 contains 1057 members Entering Unmasked Estep ConsiderDeletion Score: -22979082.000000 Penalty: 19484.634766 Iteration 87Q: 34 clusters Score -2.297908e+07 nChanged 765 Entering Unmasked Mstep Mstep: Class 0 contains 33 members Mstep: Class 1 contains 11250 members Mstep: Class 2 contains 27924 members Mstep: Class 3 contains 8093 members Mstep: Class 4 contains 3345 members Mstep: Class 5 contains 7453 members Mstep: Class 6 contains 8430 members Mstep: Class 7 contains 13677 members Mstep: Class 8 contains 1480 members Mstep: Class 9 contains 3882 members Mstep: Class 10 contains 97753 members Mstep: Class 11 contains 2134 members Mstep: Class 12 contains 3262 members Mstep: Class 13 contains 2008 members Mstep: Class 14 contains 24450 members Mstep: Class 15 contains 519 members Mstep: Class 16 contains 20017 members Mstep: Class 17 contains 1221 members Mstep: Class 18 contains 7074 members Mstep: Class 19 contains 1342 members Mstep: Class 20 contains 9873 members Mstep: Class 21 contains 63792 members Mstep: Class 22 contains 901 members Mstep: Class 23 contains 54486 members Mstep: Class 24 contains 2021 members Mstep: Class 25 contains 7892 members Mstep: Class 26 contains 122 members Mstep: Class 27 contains 26641 members Mstep: Class 28 contains 2634 members Mstep: Class 29 contains 11360 members Mstep: Class 30 contains 3074 members Mstep: Class 31 contains 2682 members Mstep: Class 32 contains 365 members Mstep: Class 33 contains 1069 members Entering Unmasked Estep ConsiderDeletion Score: -22979158.000000 Penalty: 19484.634766 Iteration 88Q: 34 clusters Score -2.297916e+07 nChanged 738 Entering Unmasked Mstep Mstep: Class 0 contains 33 members Mstep: Class 1 contains 11225 members Mstep: Class 2 contains 28019 members Mstep: Class 3 contains 8101 members Mstep: Class 4 contains 3337 members Mstep: Class 5 contains 7468 members Mstep: Class 6 contains 8418 members Mstep: Class 7 contains 13671 members Mstep: Class 8 contains 1482 members Mstep: Class 9 contains 3881 members Mstep: Class 10 contains 97683 members Mstep: Class 11 contains 2198 members Mstep: Class 12 contains 3250 members Mstep: Class 13 contains 2006 members Mstep: Class 14 contains 24464 members Mstep: Class 15 contains 524 members Mstep: Class 16 contains 20014 members Mstep: Class 17 contains 1222 members Mstep: Class 18 contains 7089 members Mstep: Class 19 contains 1341 members Mstep: Class 20 contains 9878 members Mstep: Class 21 contains 63714 members Mstep: Class 22 contains 899 members Mstep: Class 23 contains 54456 members Mstep: Class 24 contains 2033 members Mstep: Class 25 contains 7895 members Mstep: Class 26 contains 122 members Mstep: Class 27 contains 26551 members Mstep: Class 28 contains 2689 members Mstep: Class 29 contains 11346 members Mstep: Class 30 contains 3093 members Mstep: Class 31 contains 2716 members Mstep: Class 32 contains 355 members Mstep: Class 33 contains 1086 members Entering Unmasked Estep ConsiderDeletion Score: -22979168.000000 Penalty: 19484.634766 Iteration 89Q: 34 clusters Score -2.297917e+07 nChanged 686 Entering Unmasked Mstep Mstep: Class 0 contains 33 members Mstep: Class 1 contains 11213 members Mstep: Class 2 contains 28109 members Mstep: Class 3 contains 8107 members Mstep: Class 4 contains 3335 members Mstep: Class 5 contains 7492 members Mstep: Class 6 contains 8396 members Mstep: Class 7 contains 13651 members Mstep: Class 8 contains 1481 members Mstep: Class 9 contains 3881 members Mstep: Class 10 contains 97619 members Mstep: Class 11 contains 2247 members Mstep: Class 12 contains 3239 members Mstep: Class 13 contains 2004 members Mstep: Class 14 contains 24483 members Mstep: Class 15 contains 525 members Mstep: Class 16 contains 20005 members Mstep: Class 17 contains 1222 members Mstep: Class 18 contains 7111 members Mstep: Class 19 contains 1340 members Mstep: Class 20 contains 9882 members Mstep: Class 21 contains 63638 members Mstep: Class 22 contains 899 members Mstep: Class 23 contains 54433 members Mstep: Class 24 contains 2032 members Mstep: Class 25 contains 7901 members Mstep: Class 26 contains 123 members Mstep: Class 27 contains 26468 members Mstep: Class 28 contains 2733 members Mstep: Class 29 contains 11335 members Mstep: Class 30 contains 3105 members Mstep: Class 31 contains 2759 members Mstep: Class 32 contains 356 members Mstep: Class 33 contains 1102 members Entering Unmasked Estep ConsiderDeletion Score: -22979280.000000 Penalty: 19484.634766 Iteration 90Q: 34 clusters Score -2.297928e+07 nChanged 655 Entering Unmasked Mstep Mstep: Class 0 contains 33 members Mstep: Class 1 contains 11202 members Mstep: Class 2 contains 28201 members Mstep: Class 3 contains 8109 members Mstep: Class 4 contains 3331 members Mstep: Class 5 contains 7511 members Mstep: Class 6 contains 8379 members Mstep: Class 7 contains 13629 members Mstep: Class 8 contains 1480 members Mstep: Class 9 contains 3881 members Mstep: Class 10 contains 97549 members Mstep: Class 11 contains 2281 members Mstep: Class 12 contains 3231 members Mstep: Class 13 contains 2003 members Mstep: Class 14 contains 24503 members Mstep: Class 15 contains 527 members Mstep: Class 16 contains 19998 members Mstep: Class 17 contains 1222 members Mstep: Class 18 contains 7136 members Mstep: Class 19 contains 1339 members Mstep: Class 20 contains 9884 members Mstep: Class 21 contains 63561 members Mstep: Class 22 contains 898 members Mstep: Class 23 contains 54408 members Mstep: Class 24 contains 2035 members Mstep: Class 25 contains 7909 members Mstep: Class 26 contains 122 members Mstep: Class 27 contains 26393 members Mstep: Class 28 contains 2779 members Mstep: Class 29 contains 11337 members Mstep: Class 30 contains 3116 members Mstep: Class 31 contains 2809 members Mstep: Class 32 contains 354 members Mstep: Class 33 contains 1109 members Entering Unmasked Estep ConsiderDeletion Score: -22979348.000000 Penalty: 19484.634766 Iteration 91Q: 34 clusters Score -2.297935e+07 nChanged 592 Entering Unmasked Mstep Mstep: Class 0 contains 33 members Mstep: Class 1 contains 11194 members Mstep: Class 2 contains 28277 members Mstep: Class 3 contains 8117 members Mstep: Class 4 contains 3328 members Mstep: Class 5 contains 7532 members Mstep: Class 6 contains 8366 members Mstep: Class 7 contains 13609 members Mstep: Class 8 contains 1481 members Mstep: Class 9 contains 3882 members Mstep: Class 10 contains 97468 members Mstep: Class 11 contains 2309 members Mstep: Class 12 contains 3228 members Mstep: Class 13 contains 2004 members Mstep: Class 14 contains 24515 members Mstep: Class 15 contains 530 members Mstep: Class 16 contains 19998 members Mstep: Class 17 contains 1220 members Mstep: Class 18 contains 7154 members Mstep: Class 19 contains 1338 members Mstep: Class 20 contains 9894 members Mstep: Class 21 contains 63503 members Mstep: Class 22 contains 898 members Mstep: Class 23 contains 54375 members Mstep: Class 24 contains 2039 members Mstep: Class 25 contains 7919 members Mstep: Class 26 contains 122 members Mstep: Class 27 contains 26325 members Mstep: Class 28 contains 2816 members Mstep: Class 29 contains 11331 members Mstep: Class 30 contains 3127 members Mstep: Class 31 contains 2859 members Mstep: Class 32 contains 353 members Mstep: Class 33 contains 1115 members Entering Unmasked Estep ConsiderDeletion Score: -22979396.000000 Penalty: 19484.634766 Iteration 92Q: 34 clusters Score -2.29794e+07 nChanged 558 Entering Unmasked Mstep Mstep: Class 0 contains 33 members Mstep: Class 1 contains 11180 members Mstep: Class 2 contains 28361 members Mstep: Class 3 contains 8129 members Mstep: Class 4 contains 3322 members Mstep: Class 5 contains 7549 members Mstep: Class 6 contains 8354 members Mstep: Class 7 contains 13608 members Mstep: Class 8 contains 1481 members Mstep: Class 9 contains 3883 members Mstep: Class 10 contains 97405 members Mstep: Class 11 contains 2328 members Mstep: Class 12 contains 3227 members Mstep: Class 13 contains 2004 members Mstep: Class 14 contains 24529 members Mstep: Class 15 contains 532 members Mstep: Class 16 contains 19996 members Mstep: Class 17 contains 1218 members Mstep: Class 18 contains 7169 members Mstep: Class 19 contains 1333 members Mstep: Class 20 contains 9901 members Mstep: Class 21 contains 63446 members Mstep: Class 22 contains 898 members Mstep: Class 23 contains 54341 members Mstep: Class 24 contains 2039 members Mstep: Class 25 contains 7925 members Mstep: Class 26 contains 122 members Mstep: Class 27 contains 26262 members Mstep: Class 28 contains 2845 members Mstep: Class 29 contains 11325 members Mstep: Class 30 contains 3143 members Mstep: Class 31 contains 2899 members Mstep: Class 32 contains 351 members Mstep: Class 33 contains 1121 members Entering Unmasked Estep ConsiderDeletion Score: -22979416.000000 Penalty: 19484.634766 Iteration 93Q: 34 clusters Score -2.297942e+07 nChanged 518 Entering Unmasked Mstep Mstep: Class 0 contains 33 members Mstep: Class 1 contains 11164 members Mstep: Class 2 contains 28448 members Mstep: Class 3 contains 8138 members Mstep: Class 4 contains 3324 members Mstep: Class 5 contains 7568 members Mstep: Class 6 contains 8323 members Mstep: Class 7 contains 13619 members Mstep: Class 8 contains 1484 members Mstep: Class 9 contains 3884 members Mstep: Class 10 contains 97340 members Mstep: Class 11 contains 2342 members Mstep: Class 12 contains 3225 members Mstep: Class 13 contains 2003 members Mstep: Class 14 contains 24528 members Mstep: Class 15 contains 535 members Mstep: Class 16 contains 19999 members Mstep: Class 17 contains 1218 members Mstep: Class 18 contains 7175 members Mstep: Class 19 contains 1327 members Mstep: Class 20 contains 9917 members Mstep: Class 21 contains 63422 members Mstep: Class 22 contains 901 members Mstep: Class 23 contains 54296 members Mstep: Class 24 contains 2041 members Mstep: Class 25 contains 7928 members Mstep: Class 26 contains 121 members Mstep: Class 27 contains 26207 members Mstep: Class 28 contains 2865 members Mstep: Class 29 contains 11309 members Mstep: Class 30 contains 3164 members Mstep: Class 31 contains 2932 members Mstep: Class 32 contains 350 members Mstep: Class 33 contains 1129 members Entering Unmasked Estep ConsiderDeletion Score: -22979376.000000 Penalty: 19484.634766 Iteration 94Q: 34 clusters Score -2.297938e+07 nChanged 509 Entering Unmasked Mstep Mstep: Class 0 contains 33 members Mstep: Class 1 contains 11144 members Mstep: Class 2 contains 28540 members Mstep: Class 3 contains 8156 members Mstep: Class 4 contains 3329 members Mstep: Class 5 contains 7578 members Mstep: Class 6 contains 8284 members Mstep: Class 7 contains 13624 members Mstep: Class 8 contains 1487 members Mstep: Class 9 contains 3885 members Mstep: Class 10 contains 97262 members Mstep: Class 11 contains 2354 members Mstep: Class 12 contains 3224 members Mstep: Class 13 contains 2004 members Mstep: Class 14 contains 24530 members Mstep: Class 15 contains 534 members Mstep: Class 16 contains 19996 members Mstep: Class 17 contains 1219 members Mstep: Class 18 contains 7188 members Mstep: Class 19 contains 1321 members Mstep: Class 20 contains 9934 members Mstep: Class 21 contains 63413 members Mstep: Class 22 contains 904 members Mstep: Class 23 contains 54251 members Mstep: Class 24 contains 2044 members Mstep: Class 25 contains 7930 members Mstep: Class 26 contains 121 members Mstep: Class 27 contains 26139 members Mstep: Class 28 contains 2881 members Mstep: Class 29 contains 11301 members Mstep: Class 30 contains 3195 members Mstep: Class 31 contains 2971 members Mstep: Class 32 contains 349 members Mstep: Class 33 contains 1134 members Entering Unmasked Estep ConsiderDeletion Score: -22979358.000000 Penalty: 19484.634766 Iteration 95Q: 34 clusters Score -2.297936e+07 nChanged 486 Entering Unmasked Mstep Mstep: Class 0 contains 33 members Mstep: Class 1 contains 11131 members Mstep: Class 2 contains 28618 members Mstep: Class 3 contains 8167 members Mstep: Class 4 contains 3332 members Mstep: Class 5 contains 7593 members Mstep: Class 6 contains 8249 members Mstep: Class 7 contains 13633 members Mstep: Class 8 contains 1492 members Mstep: Class 9 contains 3888 members Mstep: Class 10 contains 97191 members Mstep: Class 11 contains 2360 members Mstep: Class 12 contains 3221 members Mstep: Class 13 contains 2004 members Mstep: Class 14 contains 24532 members Mstep: Class 15 contains 536 members Mstep: Class 16 contains 19996 members Mstep: Class 17 contains 1220 members Mstep: Class 18 contains 7200 members Mstep: Class 19 contains 1314 members Mstep: Class 20 contains 9963 members Mstep: Class 21 contains 63409 members Mstep: Class 22 contains 905 members Mstep: Class 23 contains 54204 members Mstep: Class 24 contains 2044 members Mstep: Class 25 contains 7931 members Mstep: Class 26 contains 120 members Mstep: Class 27 contains 26066 members Mstep: Class 28 contains 2899 members Mstep: Class 29 contains 11298 members Mstep: Class 30 contains 3216 members Mstep: Class 31 contains 3010 members Mstep: Class 32 contains 349 members Mstep: Class 33 contains 1135 members Entering Unmasked Estep ConsiderDeletion Score: -22979362.000000 Penalty: 19484.634766 Iteration 96Q: 34 clusters Score -2.297936e+07 nChanged 434 Entering Unmasked Mstep Mstep: Class 0 contains 33 members Mstep: Class 1 contains 11124 members Mstep: Class 2 contains 28687 members Mstep: Class 3 contains 8173 members Mstep: Class 4 contains 3331 members Mstep: Class 5 contains 7606 members Mstep: Class 6 contains 8220 members Mstep: Class 7 contains 13616 members Mstep: Class 8 contains 1496 members Mstep: Class 9 contains 3890 members Mstep: Class 10 contains 97125 members Mstep: Class 11 contains 2369 members Mstep: Class 12 contains 3220 members Mstep: Class 13 contains 2004 members Mstep: Class 14 contains 24532 members Mstep: Class 15 contains 536 members Mstep: Class 16 contains 19994 members Mstep: Class 17 contains 1221 members Mstep: Class 18 contains 7214 members Mstep: Class 19 contains 1311 members Mstep: Class 20 contains 9985 members Mstep: Class 21 contains 63417 members Mstep: Class 22 contains 909 members Mstep: Class 23 contains 54169 members Mstep: Class 24 contains 2035 members Mstep: Class 25 contains 7937 members Mstep: Class 26 contains 120 members Mstep: Class 27 contains 26003 members Mstep: Class 28 contains 2909 members Mstep: Class 29 contains 11300 members Mstep: Class 30 contains 3228 members Mstep: Class 31 contains 3057 members Mstep: Class 32 contains 349 members Mstep: Class 33 contains 1139 members Entering Unmasked Estep ConsiderDeletion Score: -22979422.000000 Penalty: 19484.634766 Iteration 97Q: 34 clusters Score -2.297942e+07 nChanged 455 Entering Unmasked Mstep Mstep: Class 0 contains 33 members Mstep: Class 1 contains 11115 members Mstep: Class 2 contains 28744 members Mstep: Class 3 contains 8188 members Mstep: Class 4 contains 3330 members Mstep: Class 5 contains 7623 members Mstep: Class 6 contains 8192 members Mstep: Class 7 contains 13605 members Mstep: Class 8 contains 1504 members Mstep: Class 9 contains 3892 members Mstep: Class 10 contains 97046 members Mstep: Class 11 contains 2377 members Mstep: Class 12 contains 3218 members Mstep: Class 13 contains 2004 members Mstep: Class 14 contains 24539 members Mstep: Class 15 contains 537 members Mstep: Class 16 contains 19996 members Mstep: Class 17 contains 1222 members Mstep: Class 18 contains 7231 members Mstep: Class 19 contains 1306 members Mstep: Class 20 contains 10004 members Mstep: Class 21 contains 63433 members Mstep: Class 22 contains 912 members Mstep: Class 23 contains 54134 members Mstep: Class 24 contains 2024 members Mstep: Class 25 contains 7945 members Mstep: Class 26 contains 120 members Mstep: Class 27 contains 25927 members Mstep: Class 28 contains 2922 members Mstep: Class 29 contains 11301 members Mstep: Class 30 contains 3245 members Mstep: Class 31 contains 3096 members Mstep: Class 32 contains 348 members Mstep: Class 33 contains 1146 members Entering Unmasked Estep ConsiderDeletion Score: -22979494.000000 Penalty: 19484.634766 Iteration 98Q: 34 clusters Score -2.297949e+07 nChanged 453 Entering Unmasked Mstep Mstep: Class 0 contains 33 members Mstep: Class 1 contains 11101 members Mstep: Class 2 contains 28789 members Mstep: Class 3 contains 8221 members Mstep: Class 4 contains 3330 members Mstep: Class 5 contains 7639 members Mstep: Class 6 contains 8168 members Mstep: Class 7 contains 13605 members Mstep: Class 8 contains 1511 members Mstep: Class 9 contains 3892 members Mstep: Class 10 contains 96981 members Mstep: Class 11 contains 2378 members Mstep: Class 12 contains 3214 members Mstep: Class 13 contains 2004 members Mstep: Class 14 contains 24548 members Mstep: Class 15 contains 539 members Mstep: Class 16 contains 19997 members Mstep: Class 17 contains 1222 members Mstep: Class 18 contains 7249 members Mstep: Class 19 contains 1300 members Mstep: Class 20 contains 10024 members Mstep: Class 21 contains 63443 members Mstep: Class 22 contains 912 members Mstep: Class 23 contains 54098 members Mstep: Class 24 contains 2020 members Mstep: Class 25 contains 7954 members Mstep: Class 26 contains 120 members Mstep: Class 27 contains 25844 members Mstep: Class 28 contains 2937 members Mstep: Class 29 contains 11302 members Mstep: Class 30 contains 3252 members Mstep: Class 31 contains 3134 members Mstep: Class 32 contains 345 members Mstep: Class 33 contains 1153 members Entering Unmasked Estep ConsiderDeletion Score: -22979556.000000 Penalty: 19484.634766 Iteration 99Q: 34 clusters Score -2.297956e+07 nChanged 447 Entering Unmasked Mstep Mstep: Class 0 contains 33 members Mstep: Class 1 contains 11087 members Mstep: Class 2 contains 28847 members Mstep: Class 3 contains 8257 members Mstep: Class 4 contains 3328 members Mstep: Class 5 contains 7647 members Mstep: Class 6 contains 8138 members Mstep: Class 7 contains 13596 members Mstep: Class 8 contains 1512 members Mstep: Class 9 contains 3892 members Mstep: Class 10 contains 96917 members Mstep: Class 11 contains 2378 members Mstep: Class 12 contains 3208 members Mstep: Class 13 contains 2005 members Mstep: Class 14 contains 24554 members Mstep: Class 15 contains 541 members Mstep: Class 16 contains 19996 members Mstep: Class 17 contains 1222 members Mstep: Class 18 contains 7270 members Mstep: Class 19 contains 1293 members Mstep: Class 20 contains 10040 members Mstep: Class 21 contains 63452 members Mstep: Class 22 contains 913 members Mstep: Class 23 contains 54066 members Mstep: Class 24 contains 2019 members Mstep: Class 25 contains 7960 members Mstep: Class 26 contains 120 members Mstep: Class 27 contains 25764 members Mstep: Class 28 contains 2960 members Mstep: Class 29 contains 11303 members Mstep: Class 30 contains 3263 members Mstep: Class 31 contains 3178 members Mstep: Class 32 contains 344 members Mstep: Class 33 contains 1156 members Entering Unmasked Estep ConsiderDeletion Score: -22979848.000000 Penalty: 19484.634766 Iteration 100F: 34 clusters Score -2.297985e+07 nChanged 534 Entering Unmasked Mstep Mstep: Class 0 contains 29 members Mstep: Class 1 contains 11069 members Mstep: Class 2 contains 28904 members Mstep: Class 3 contains 8281 members Mstep: Class 4 contains 3320 members Mstep: Class 5 contains 7658 members Mstep: Class 6 contains 8113 members Mstep: Class 7 contains 13585 members Mstep: Class 8 contains 1516 members Mstep: Class 9 contains 3892 members Mstep: Class 10 contains 96808 members Mstep: Class 11 contains 2438 members Mstep: Class 12 contains 3205 members Mstep: Class 13 contains 2005 members Mstep: Class 14 contains 24557 members Mstep: Class 15 contains 559 members Mstep: Class 16 contains 19995 members Mstep: Class 17 contains 1223 members Mstep: Class 18 contains 7284 members Mstep: Class 19 contains 1285 members Mstep: Class 20 contains 10062 members Mstep: Class 21 contains 63463 members Mstep: Class 22 contains 916 members Mstep: Class 23 contains 54033 members Mstep: Class 24 contains 1993 members Mstep: Class 25 contains 7969 members Mstep: Class 26 contains 125 members Mstep: Class 27 contains 25695 members Mstep: Class 28 contains 2983 members Mstep: Class 29 contains 11305 members Mstep: Class 30 contains 3273 members Mstep: Class 31 contains 3218 members Mstep: Class 32 contains 340 members Mstep: Class 33 contains 1158 members Entering Unmasked Estep ConsiderDeletion Score: -22980028.000000 Penalty: 19484.634766 Iteration 101Q: 34 clusters Score -2.298003e+07 nChanged 520 Entering Unmasked Mstep Mstep: Class 0 contains 29 members Mstep: Class 1 contains 11061 members Mstep: Class 2 contains 28967 members Mstep: Class 3 contains 8306 members Mstep: Class 4 contains 3311 members Mstep: Class 5 contains 7665 members Mstep: Class 6 contains 8083 members Mstep: Class 7 contains 13576 members Mstep: Class 8 contains 1519 members Mstep: Class 9 contains 3890 members Mstep: Class 10 contains 96702 members Mstep: Class 11 contains 2487 members Mstep: Class 12 contains 3202 members Mstep: Class 13 contains 2005 members Mstep: Class 14 contains 24565 members Mstep: Class 15 contains 575 members Mstep: Class 16 contains 19995 members Mstep: Class 17 contains 1223 members Mstep: Class 18 contains 7301 members Mstep: Class 19 contains 1284 members Mstep: Class 20 contains 10088 members Mstep: Class 21 contains 63464 members Mstep: Class 22 contains 917 members Mstep: Class 23 contains 53999 members Mstep: Class 24 contains 1982 members Mstep: Class 25 contains 7978 members Mstep: Class 26 contains 118 members Mstep: Class 27 contains 25614 members Mstep: Class 28 contains 3007 members Mstep: Class 29 contains 11309 members Mstep: Class 30 contains 3280 members Mstep: Class 31 contains 3258 members Mstep: Class 32 contains 339 members Mstep: Class 33 contains 1160 members Entering Unmasked Estep ConsiderDeletion Score: -22980028.000000 Penalty: 19484.634766 Iteration 102Q: 34 clusters Score -2.298003e+07 nChanged 469 Entering Unmasked Mstep Mstep: Class 0 contains 29 members Mstep: Class 1 contains 11047 members Mstep: Class 2 contains 29036 members Mstep: Class 3 contains 8329 members Mstep: Class 4 contains 3305 members Mstep: Class 5 contains 7677 members Mstep: Class 6 contains 8049 members Mstep: Class 7 contains 13568 members Mstep: Class 8 contains 1520 members Mstep: Class 9 contains 3890 members Mstep: Class 10 contains 96621 members Mstep: Class 11 contains 2515 members Mstep: Class 12 contains 3202 members Mstep: Class 13 contains 2003 members Mstep: Class 14 contains 24567 members Mstep: Class 15 contains 579 members Mstep: Class 16 contains 19998 members Mstep: Class 17 contains 1223 members Mstep: Class 18 contains 7313 members Mstep: Class 19 contains 1281 members Mstep: Class 20 contains 10108 members Mstep: Class 21 contains 63474 members Mstep: Class 22 contains 919 members Mstep: Class 23 contains 53974 members Mstep: Class 24 contains 1976 members Mstep: Class 25 contains 7986 members Mstep: Class 26 contains 119 members Mstep: Class 27 contains 25544 members Mstep: Class 28 contains 3031 members Mstep: Class 29 contains 11314 members Mstep: Class 30 contains 3271 members Mstep: Class 31 contains 3291 members Mstep: Class 32 contains 336 members Mstep: Class 33 contains 1164 members Entering Unmasked Estep ConsiderDeletion Score: -22980126.000000 Penalty: 19484.634766 Iteration 103Q: 34 clusters Score -2.298013e+07 nChanged 458 Entering Unmasked Mstep Mstep: Class 0 contains 29 members Mstep: Class 1 contains 11034 members Mstep: Class 2 contains 29106 members Mstep: Class 3 contains 8341 members Mstep: Class 4 contains 3304 members Mstep: Class 5 contains 7691 members Mstep: Class 6 contains 8017 members Mstep: Class 7 contains 13550 members Mstep: Class 8 contains 1521 members Mstep: Class 9 contains 3889 members Mstep: Class 10 contains 96561 members Mstep: Class 11 contains 2533 members Mstep: Class 12 contains 3196 members Mstep: Class 13 contains 2002 members Mstep: Class 14 contains 24569 members Mstep: Class 15 contains 583 members Mstep: Class 16 contains 20004 members Mstep: Class 17 contains 1223 members Mstep: Class 18 contains 7326 members Mstep: Class 19 contains 1281 members Mstep: Class 20 contains 10124 members Mstep: Class 21 contains 63470 members Mstep: Class 22 contains 920 members Mstep: Class 23 contains 53957 members Mstep: Class 24 contains 1979 members Mstep: Class 25 contains 7983 members Mstep: Class 26 contains 120 members Mstep: Class 27 contains 25485 members Mstep: Class 28 contains 3059 members Mstep: Class 29 contains 11318 members Mstep: Class 30 contains 3261 members Mstep: Class 31 contains 3326 members Mstep: Class 32 contains 332 members Mstep: Class 33 contains 1165 members Entering Unmasked Estep ConsiderDeletion Score: -22980184.000000 Penalty: 19484.634766 Iteration 104Q: 34 clusters Score -2.298018e+07 nChanged 449 Entering Unmasked Mstep Mstep: Class 0 contains 29 members Mstep: Class 1 contains 11023 members Mstep: Class 2 contains 29178 members Mstep: Class 3 contains 8363 members Mstep: Class 4 contains 3303 members Mstep: Class 5 contains 7707 members Mstep: Class 6 contains 7986 members Mstep: Class 7 contains 13534 members Mstep: Class 8 contains 1522 members Mstep: Class 9 contains 3889 members Mstep: Class 10 contains 96490 members Mstep: Class 11 contains 2550 members Mstep: Class 12 contains 3191 members Mstep: Class 13 contains 2001 members Mstep: Class 14 contains 24572 members Mstep: Class 15 contains 586 members Mstep: Class 16 contains 20006 members Mstep: Class 17 contains 1223 members Mstep: Class 18 contains 7350 members Mstep: Class 19 contains 1282 members Mstep: Class 20 contains 10127 members Mstep: Class 21 contains 63477 members Mstep: Class 22 contains 921 members Mstep: Class 23 contains 53937 members Mstep: Class 24 contains 1977 members Mstep: Class 25 contains 7986 members Mstep: Class 26 contains 120 members Mstep: Class 27 contains 25416 members Mstep: Class 28 contains 3079 members Mstep: Class 29 contains 11323 members Mstep: Class 30 contains 3255 members Mstep: Class 31 contains 3362 members Mstep: Class 32 contains 330 members Mstep: Class 33 contains 1164 members Entering Unmasked Estep ConsiderDeletion Score: -22980162.000000 Penalty: 19484.634766 Iteration 105Q: 34 clusters Score -2.298016e+07 nChanged 440 Entering Unmasked Mstep Mstep: Class 0 contains 29 members Mstep: Class 1 contains 11013 members Mstep: Class 2 contains 29251 members Mstep: Class 3 contains 8378 members Mstep: Class 4 contains 3304 members Mstep: Class 5 contains 7719 members Mstep: Class 6 contains 7945 members Mstep: Class 7 contains 13513 members Mstep: Class 8 contains 1520 members Mstep: Class 9 contains 3889 members Mstep: Class 10 contains 96428 members Mstep: Class 11 contains 2558 members Mstep: Class 12 contains 3186 members Mstep: Class 13 contains 2001 members Mstep: Class 14 contains 24568 members Mstep: Class 15 contains 588 members Mstep: Class 16 contains 20011 members Mstep: Class 17 contains 1223 members Mstep: Class 18 contains 7372 members Mstep: Class 19 contains 1282 members Mstep: Class 20 contains 10133 members Mstep: Class 21 contains 63487 members Mstep: Class 22 contains 924 members Mstep: Class 23 contains 53924 members Mstep: Class 24 contains 1975 members Mstep: Class 25 contains 7988 members Mstep: Class 26 contains 120 members Mstep: Class 27 contains 25365 members Mstep: Class 28 contains 3096 members Mstep: Class 29 contains 11327 members Mstep: Class 30 contains 3252 members Mstep: Class 31 contains 3396 members Mstep: Class 32 contains 330 members Mstep: Class 33 contains 1164 members Entering Unmasked Estep ConsiderDeletion Score: -22980156.000000 Penalty: 19484.634766 Iteration 106Q: 34 clusters Score -2.298016e+07 nChanged 428 Entering Unmasked Mstep Mstep: Class 0 contains 29 members Mstep: Class 1 contains 11008 members Mstep: Class 2 contains 29332 members Mstep: Class 3 contains 8378 members Mstep: Class 4 contains 3305 members Mstep: Class 5 contains 7726 members Mstep: Class 6 contains 7917 members Mstep: Class 7 contains 13494 members Mstep: Class 8 contains 1517 members Mstep: Class 9 contains 3889 members Mstep: Class 10 contains 96367 members Mstep: Class 11 contains 2570 members Mstep: Class 12 contains 3184 members Mstep: Class 13 contains 2001 members Mstep: Class 14 contains 24569 members Mstep: Class 15 contains 590 members Mstep: Class 16 contains 20012 members Mstep: Class 17 contains 1223 members Mstep: Class 18 contains 7386 members Mstep: Class 19 contains 1283 members Mstep: Class 20 contains 10145 members Mstep: Class 21 contains 63494 members Mstep: Class 22 contains 924 members Mstep: Class 23 contains 53912 members Mstep: Class 24 contains 1975 members Mstep: Class 25 contains 7988 members Mstep: Class 26 contains 120 members Mstep: Class 27 contains 25313 members Mstep: Class 28 contains 3108 members Mstep: Class 29 contains 11328 members Mstep: Class 30 contains 3245 members Mstep: Class 31 contains 3430 members Mstep: Class 32 contains 330 members Mstep: Class 33 contains 1167 members Entering Unmasked Estep ConsiderDeletion Score: -22980162.000000 Penalty: 19484.634766 Iteration 107Q: 34 clusters Score -2.298016e+07 nChanged 415 Entering Unmasked Mstep Mstep: Class 0 contains 29 members Mstep: Class 1 contains 10995 members Mstep: Class 2 contains 29397 members Mstep: Class 3 contains 8380 members Mstep: Class 4 contains 3303 members Mstep: Class 5 contains 7736 members Mstep: Class 6 contains 7887 members Mstep: Class 7 contains 13480 members Mstep: Class 8 contains 1517 members Mstep: Class 9 contains 3890 members Mstep: Class 10 contains 96321 members Mstep: Class 11 contains 2577 members Mstep: Class 12 contains 3180 members Mstep: Class 13 contains 2001 members Mstep: Class 14 contains 24566 members Mstep: Class 15 contains 591 members Mstep: Class 16 contains 20012 members Mstep: Class 17 contains 1223 members Mstep: Class 18 contains 7401 members Mstep: Class 19 contains 1284 members Mstep: Class 20 contains 10152 members Mstep: Class 21 contains 63501 members Mstep: Class 22 contains 927 members Mstep: Class 23 contains 53894 members Mstep: Class 24 contains 1979 members Mstep: Class 25 contains 7992 members Mstep: Class 26 contains 120 members Mstep: Class 27 contains 25270 members Mstep: Class 28 contains 3126 members Mstep: Class 29 contains 11330 members Mstep: Class 30 contains 3241 members Mstep: Class 31 contains 3458 members Mstep: Class 32 contains 330 members Mstep: Class 33 contains 1169 members Entering Unmasked Estep ConsiderDeletion Score: -22980184.000000 Penalty: 19484.634766 Iteration 108Q: 34 clusters Score -2.298018e+07 nChanged 419 Entering Unmasked Mstep Mstep: Class 0 contains 29 members Mstep: Class 1 contains 10985 members Mstep: Class 2 contains 29461 members Mstep: Class 3 contains 8377 members Mstep: Class 4 contains 3303 members Mstep: Class 5 contains 7747 members Mstep: Class 6 contains 7857 members Mstep: Class 7 contains 13464 members Mstep: Class 8 contains 1517 members Mstep: Class 9 contains 3890 members Mstep: Class 10 contains 96261 members Mstep: Class 11 contains 2585 members Mstep: Class 12 contains 3173 members Mstep: Class 13 contains 2001 members Mstep: Class 14 contains 24569 members Mstep: Class 15 contains 594 members Mstep: Class 16 contains 20012 members Mstep: Class 17 contains 1223 members Mstep: Class 18 contains 7424 members Mstep: Class 19 contains 1282 members Mstep: Class 20 contains 10160 members Mstep: Class 21 contains 63522 members Mstep: Class 22 contains 930 members Mstep: Class 23 contains 53883 members Mstep: Class 24 contains 1978 members Mstep: Class 25 contains 7992 members Mstep: Class 26 contains 120 members Mstep: Class 27 contains 25224 members Mstep: Class 28 contains 3142 members Mstep: Class 29 contains 11333 members Mstep: Class 30 contains 3234 members Mstep: Class 31 contains 3486 members Mstep: Class 32 contains 329 members Mstep: Class 33 contains 1172 members Entering Unmasked Estep ConsiderDeletion Score: -22980194.000000 Penalty: 19484.634766 Iteration 109Q: 34 clusters Score -2.298019e+07 nChanged 414 Entering Unmasked Mstep Mstep: Class 0 contains 29 members Mstep: Class 1 contains 10967 members Mstep: Class 2 contains 29520 members Mstep: Class 3 contains 8381 members Mstep: Class 4 contains 3304 members Mstep: Class 5 contains 7756 members Mstep: Class 6 contains 7826 members Mstep: Class 7 contains 13449 members Mstep: Class 8 contains 1515 members Mstep: Class 9 contains 3890 members Mstep: Class 10 contains 96179 members Mstep: Class 11 contains 2592 members Mstep: Class 12 contains 3169 members Mstep: Class 13 contains 2001 members Mstep: Class 14 contains 24582 members Mstep: Class 15 contains 593 members Mstep: Class 16 contains 20012 members Mstep: Class 17 contains 1223 members Mstep: Class 18 contains 7445 members Mstep: Class 19 contains 1282 members Mstep: Class 20 contains 10171 members Mstep: Class 21 contains 63554 members Mstep: Class 22 contains 934 members Mstep: Class 23 contains 53870 members Mstep: Class 24 contains 1976 members Mstep: Class 25 contains 7997 members Mstep: Class 26 contains 120 members Mstep: Class 27 contains 25170 members Mstep: Class 28 contains 3161 members Mstep: Class 29 contains 11336 members Mstep: Class 30 contains 3236 members Mstep: Class 31 contains 3512 members Mstep: Class 32 contains 329 members Mstep: Class 33 contains 1178 members Entering Unmasked Estep ConsiderDeletion Score: -22980200.000000 Penalty: 19484.634766 Iteration 110Q: 34 clusters Score -2.29802e+07 nChanged 386 Entering Unmasked Mstep Mstep: Class 0 contains 29 members Mstep: Class 1 contains 10960 members Mstep: Class 2 contains 29601 members Mstep: Class 3 contains 8385 members Mstep: Class 4 contains 3304 members Mstep: Class 5 contains 7758 members Mstep: Class 6 contains 7792 members Mstep: Class 7 contains 13434 members Mstep: Class 8 contains 1510 members Mstep: Class 9 contains 3889 members Mstep: Class 10 contains 96091 members Mstep: Class 11 contains 2602 members Mstep: Class 12 contains 3161 members Mstep: Class 13 contains 2001 members Mstep: Class 14 contains 24594 members Mstep: Class 15 contains 593 members Mstep: Class 16 contains 20012 members Mstep: Class 17 contains 1223 members Mstep: Class 18 contains 7457 members Mstep: Class 19 contains 1282 members Mstep: Class 20 contains 10182 members Mstep: Class 21 contains 63580 members Mstep: Class 22 contains 935 members Mstep: Class 23 contains 53859 members Mstep: Class 24 contains 1976 members Mstep: Class 25 contains 7997 members Mstep: Class 26 contains 119 members Mstep: Class 27 contains 25122 members Mstep: Class 28 contains 3178 members Mstep: Class 29 contains 11341 members Mstep: Class 30 contains 3239 members Mstep: Class 31 contains 3543 members Mstep: Class 32 contains 329 members Mstep: Class 33 contains 1181 members Entering Unmasked Estep ConsiderDeletion Score: -22980156.000000 Penalty: 19484.634766 Iteration 111Q: 34 clusters Score -2.298016e+07 nChanged 389 Entering Unmasked Mstep Mstep: Class 0 contains 29 members Mstep: Class 1 contains 10950 members Mstep: Class 2 contains 29685 members Mstep: Class 3 contains 8383 members Mstep: Class 4 contains 3302 members Mstep: Class 5 contains 7755 members Mstep: Class 6 contains 7761 members Mstep: Class 7 contains 13429 members Mstep: Class 8 contains 1510 members Mstep: Class 9 contains 3889 members Mstep: Class 10 contains 96002 members Mstep: Class 11 contains 2613 members Mstep: Class 12 contains 3156 members Mstep: Class 13 contains 2001 members Mstep: Class 14 contains 24603 members Mstep: Class 15 contains 593 members Mstep: Class 16 contains 20009 members Mstep: Class 17 contains 1224 members Mstep: Class 18 contains 7464 members Mstep: Class 19 contains 1281 members Mstep: Class 20 contains 10197 members Mstep: Class 21 contains 63613 members Mstep: Class 22 contains 935 members Mstep: Class 23 contains 53836 members Mstep: Class 24 contains 1983 members Mstep: Class 25 contains 7997 members Mstep: Class 26 contains 119 members Mstep: Class 27 contains 25071 members Mstep: Class 28 contains 3200 members Mstep: Class 29 contains 11349 members Mstep: Class 30 contains 3234 members Mstep: Class 31 contains 3572 members Mstep: Class 32 contains 329 members Mstep: Class 33 contains 1185 members Entering Unmasked Estep ConsiderDeletion Score: -22980136.000000 Penalty: 19484.634766 Iteration 112Q: 34 clusters Score -2.298014e+07 nChanged 406 Entering Unmasked Mstep Mstep: Class 0 contains 29 members Mstep: Class 1 contains 10943 members Mstep: Class 2 contains 29776 members Mstep: Class 3 contains 8373 members Mstep: Class 4 contains 3304 members Mstep: Class 5 contains 7760 members Mstep: Class 6 contains 7713 members Mstep: Class 7 contains 13413 members Mstep: Class 8 contains 1510 members Mstep: Class 9 contains 3889 members Mstep: Class 10 contains 95934 members Mstep: Class 11 contains 2625 members Mstep: Class 12 contains 3152 members Mstep: Class 13 contains 2001 members Mstep: Class 14 contains 24612 members Mstep: Class 15 contains 594 members Mstep: Class 16 contains 20005 members Mstep: Class 17 contains 1224 members Mstep: Class 18 contains 7477 members Mstep: Class 19 contains 1281 members Mstep: Class 20 contains 10218 members Mstep: Class 21 contains 63643 members Mstep: Class 22 contains 937 members Mstep: Class 23 contains 53810 members Mstep: Class 24 contains 1988 members Mstep: Class 25 contains 7995 members Mstep: Class 26 contains 119 members Mstep: Class 27 contains 25014 members Mstep: Class 28 contains 3215 members Mstep: Class 29 contains 11355 members Mstep: Class 30 contains 3223 members Mstep: Class 31 contains 3612 members Mstep: Class 32 contains 329 members Mstep: Class 33 contains 1186 members Entering Unmasked Estep ConsiderDeletion Score: -22980176.000000 Penalty: 19484.634766 Iteration 113Q: 34 clusters Score -2.298018e+07 nChanged 403 Entering Unmasked Mstep Mstep: Class 0 contains 29 members Mstep: Class 1 contains 10938 members Mstep: Class 2 contains 29870 members Mstep: Class 3 contains 8366 members Mstep: Class 4 contains 3303 members Mstep: Class 5 contains 7764 members Mstep: Class 6 contains 7666 members Mstep: Class 7 contains 13383 members Mstep: Class 8 contains 1510 members Mstep: Class 9 contains 3890 members Mstep: Class 10 contains 95858 members Mstep: Class 11 contains 2632 members Mstep: Class 12 contains 3150 members Mstep: Class 13 contains 2001 members Mstep: Class 14 contains 24626 members Mstep: Class 15 contains 593 members Mstep: Class 16 contains 19999 members Mstep: Class 17 contains 1224 members Mstep: Class 18 contains 7497 members Mstep: Class 19 contains 1279 members Mstep: Class 20 contains 10227 members Mstep: Class 21 contains 63683 members Mstep: Class 22 contains 938 members Mstep: Class 23 contains 53792 members Mstep: Class 24 contains 1989 members Mstep: Class 25 contains 7991 members Mstep: Class 26 contains 119 members Mstep: Class 27 contains 24948 members Mstep: Class 28 contains 3236 members Mstep: Class 29 contains 11358 members Mstep: Class 30 contains 3225 members Mstep: Class 31 contains 3660 members Mstep: Class 32 contains 329 members Mstep: Class 33 contains 1186 members Entering Unmasked Estep ConsiderDeletion Score: -22980228.000000 Penalty: 19484.634766 Iteration 114Q: 34 clusters Score -2.298023e+07 nChanged 383 Entering Unmasked Mstep Mstep: Class 0 contains 29 members Mstep: Class 1 contains 10935 members Mstep: Class 2 contains 29961 members Mstep: Class 3 contains 8366 members Mstep: Class 4 contains 3301 members Mstep: Class 5 contains 7773 members Mstep: Class 6 contains 7618 members Mstep: Class 7 contains 13355 members Mstep: Class 8 contains 1510 members Mstep: Class 9 contains 3890 members Mstep: Class 10 contains 95791 members Mstep: Class 11 contains 2639 members Mstep: Class 12 contains 3146 members Mstep: Class 13 contains 2001 members Mstep: Class 14 contains 24630 members Mstep: Class 15 contains 595 members Mstep: Class 16 contains 19995 members Mstep: Class 17 contains 1224 members Mstep: Class 18 contains 7514 members Mstep: Class 19 contains 1277 members Mstep: Class 20 contains 10238 members Mstep: Class 21 contains 63719 members Mstep: Class 22 contains 938 members Mstep: Class 23 contains 53777 members Mstep: Class 24 contains 1990 members Mstep: Class 25 contains 7992 members Mstep: Class 26 contains 119 members Mstep: Class 27 contains 24886 members Mstep: Class 28 contains 3247 members Mstep: Class 29 contains 11357 members Mstep: Class 30 contains 3226 members Mstep: Class 31 contains 3705 members Mstep: Class 32 contains 329 members Mstep: Class 33 contains 1186 members Entering Unmasked Estep ConsiderDeletion Score: -22980240.000000 Penalty: 19484.634766 Iteration 115Q: 34 clusters Score -2.298024e+07 nChanged 386 Entering Unmasked Mstep Mstep: Class 0 contains 29 members Mstep: Class 1 contains 10929 members Mstep: Class 2 contains 30051 members Mstep: Class 3 contains 8372 members Mstep: Class 4 contains 3301 members Mstep: Class 5 contains 7778 members Mstep: Class 6 contains 7579 members Mstep: Class 7 contains 13337 members Mstep: Class 8 contains 1511 members Mstep: Class 9 contains 3889 members Mstep: Class 10 contains 95730 members Mstep: Class 11 contains 2646 members Mstep: Class 12 contains 3141 members Mstep: Class 13 contains 2000 members Mstep: Class 14 contains 24635 members Mstep: Class 15 contains 595 members Mstep: Class 16 contains 19991 members Mstep: Class 17 contains 1224 members Mstep: Class 18 contains 7532 members Mstep: Class 19 contains 1276 members Mstep: Class 20 contains 10251 members Mstep: Class 21 contains 63752 members Mstep: Class 22 contains 939 members Mstep: Class 23 contains 53755 members Mstep: Class 24 contains 1996 members Mstep: Class 25 contains 7991 members Mstep: Class 26 contains 119 members Mstep: Class 27 contains 24818 members Mstep: Class 28 contains 3256 members Mstep: Class 29 contains 11361 members Mstep: Class 30 contains 3220 members Mstep: Class 31 contains 3741 members Mstep: Class 32 contains 329 members Mstep: Class 33 contains 1185 members Entering Unmasked Estep ConsiderDeletion Score: -22980318.000000 Penalty: 19484.634766 Iteration 116Q: 34 clusters Score -2.298032e+07 nChanged 389 Entering Unmasked Mstep Mstep: Class 0 contains 29 members Mstep: Class 1 contains 10923 members Mstep: Class 2 contains 30131 members Mstep: Class 3 contains 8373 members Mstep: Class 4 contains 3297 members Mstep: Class 5 contains 7788 members Mstep: Class 6 contains 7532 members Mstep: Class 7 contains 13313 members Mstep: Class 8 contains 1511 members Mstep: Class 9 contains 3889 members Mstep: Class 10 contains 95675 members Mstep: Class 11 contains 2652 members Mstep: Class 12 contains 3134 members Mstep: Class 13 contains 2000 members Mstep: Class 14 contains 24644 members Mstep: Class 15 contains 595 members Mstep: Class 16 contains 19988 members Mstep: Class 17 contains 1224 members Mstep: Class 18 contains 7546 members Mstep: Class 19 contains 1276 members Mstep: Class 20 contains 10273 members Mstep: Class 21 contains 63796 members Mstep: Class 22 contains 942 members Mstep: Class 23 contains 53735 members Mstep: Class 24 contains 1997 members Mstep: Class 25 contains 7989 members Mstep: Class 26 contains 119 members Mstep: Class 27 contains 24751 members Mstep: Class 28 contains 3267 members Mstep: Class 29 contains 11363 members Mstep: Class 30 contains 3210 members Mstep: Class 31 contains 3782 members Mstep: Class 32 contains 329 members Mstep: Class 33 contains 1186 members Entering Unmasked Estep ConsiderDeletion Score: -22980388.000000 Penalty: 19484.634766 Iteration 117Q: 34 clusters Score -2.298039e+07 nChanged 389 Entering Unmasked Mstep Mstep: Class 0 contains 29 members Mstep: Class 1 contains 10917 members Mstep: Class 2 contains 30219 members Mstep: Class 3 contains 8380 members Mstep: Class 4 contains 3295 members Mstep: Class 5 contains 7794 members Mstep: Class 6 contains 7490 members Mstep: Class 7 contains 13288 members Mstep: Class 8 contains 1511 members Mstep: Class 9 contains 3889 members Mstep: Class 10 contains 95612 members Mstep: Class 11 contains 2665 members Mstep: Class 12 contains 3130 members Mstep: Class 13 contains 2000 members Mstep: Class 14 contains 24653 members Mstep: Class 15 contains 595 members Mstep: Class 16 contains 19987 members Mstep: Class 17 contains 1224 members Mstep: Class 18 contains 7560 members Mstep: Class 19 contains 1276 members Mstep: Class 20 contains 10288 members Mstep: Class 21 contains 63825 members Mstep: Class 22 contains 942 members Mstep: Class 23 contains 53716 members Mstep: Class 24 contains 1999 members Mstep: Class 25 contains 7987 members Mstep: Class 26 contains 119 members Mstep: Class 27 contains 24684 members Mstep: Class 28 contains 3276 members Mstep: Class 29 contains 11361 members Mstep: Class 30 contains 3209 members Mstep: Class 31 contains 3826 members Mstep: Class 32 contains 329 members Mstep: Class 33 contains 1184 members Entering Unmasked Estep ConsiderDeletion Score: -22980368.000000 Penalty: 19484.634766 Iteration 118Q: 34 clusters Score -2.298037e+07 nChanged 407 Entering ConstructFrom: Score: -22980368.000000 Penalty: 19484.634766 Entering ConstructFrom: Trying to split cluster 1 (10913 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10913 members Entering Unmasked Estep Score: -613459.062500 Penalty: 423.045837 Iteration 0F: 2 clusters Score -613459.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5468 members Mstep: Class 2 contains 5445 members Entering Unmasked Estep Score: -606190.187500 Penalty: 846.091675 Iteration 0F: 3 clusters Score -606190.2 nChanged 5165 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5771 members Mstep: Class 2 contains 5142 members Entering Unmasked Estep Score: -609283.187500 Penalty: 846.091675 Iteration 1F: 3 clusters Score -609283.2 nChanged 844 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5999 members Mstep: Class 2 contains 4914 members Entering Unmasked Estep Score: -609889.937500 Penalty: 846.091675 Iteration 2F: 3 clusters Score -609889.9 nChanged 850 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6187 members Mstep: Class 2 contains 4726 members Entering Unmasked Estep Score: -610562.312500 Penalty: 846.091675 Iteration 3F: 3 clusters Score -610562.3 nChanged 780 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6283 members Mstep: Class 2 contains 4630 members Entering Unmasked Estep Score: -611182.562500 Penalty: 846.091675 Iteration 4F: 3 clusters Score -611182.6 nChanged 632 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6335 members Mstep: Class 2 contains 4578 members Entering Unmasked Estep Score: -611622.437500 Penalty: 846.091675 Iteration 5F: 3 clusters Score -611622.4 nChanged 467 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6368 members Mstep: Class 2 contains 4545 members Entering Unmasked Estep Score: -611867.000000 Penalty: 846.091675 Iteration 6Q: 3 clusters Score -611867 nChanged 312 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6424 members Mstep: Class 2 contains 4489 members Entering Unmasked Estep Score: -611981.750000 Penalty: 846.091675 Iteration 7Q: 3 clusters Score -611981.8 nChanged 206 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6462 members Mstep: Class 2 contains 4451 members Entering Unmasked Estep Score: -612038.937500 Penalty: 846.091675 Iteration 8Q: 3 clusters Score -612038.9 nChanged 155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6507 members Mstep: Class 2 contains 4406 members Entering Unmasked Estep Score: -612072.750000 Penalty: 846.091675 Iteration 9Q: 3 clusters Score -612072.8 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6549 members Mstep: Class 2 contains 4364 members Entering Unmasked Estep Score: -612101.125000 Penalty: 846.091675 Iteration 10Q: 3 clusters Score -612101.1 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6596 members Mstep: Class 2 contains 4317 members Entering Unmasked Estep Score: -612135.937500 Penalty: 846.091675 Iteration 11Q: 3 clusters Score -612135.9 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6656 members Mstep: Class 2 contains 4257 members Entering Unmasked Estep Score: -612170.875000 Penalty: 846.091675 Iteration 12Q: 3 clusters Score -612170.9 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6726 members Mstep: Class 2 contains 4187 members Entering Unmasked Estep Score: -612200.625000 Penalty: 846.091675 Iteration 13Q: 3 clusters Score -612200.6 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6806 members Mstep: Class 2 contains 4107 members Entering Unmasked Estep Score: -612236.250000 Penalty: 846.091675 Iteration 14Q: 3 clusters Score -612236.2 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6883 members Mstep: Class 2 contains 4030 members Entering Unmasked Estep Score: -612271.187500 Penalty: 846.091675 Iteration 15Q: 3 clusters Score -612271.2 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6968 members Mstep: Class 2 contains 3945 members Entering Unmasked Estep Score: -612305.562500 Penalty: 846.091675 Iteration 16Q: 3 clusters Score -612305.6 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7039 members Mstep: Class 2 contains 3874 members Entering Unmasked Estep Score: -612331.312500 Penalty: 846.091675 Iteration 17Q: 3 clusters Score -612331.3 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7101 members Mstep: Class 2 contains 3812 members Entering Unmasked Estep Score: -612362.125000 Penalty: 846.091675 Iteration 18Q: 3 clusters Score -612362.1 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7153 members Mstep: Class 2 contains 3760 members Entering Unmasked Estep Score: -612409.312500 Penalty: 846.091675 Iteration 19Q: 3 clusters Score -612409.3 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7223 members Mstep: Class 2 contains 3690 members Entering Unmasked Estep Score: -612470.812500 Penalty: 846.091675 Iteration 20F: 3 clusters Score -612470.8 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7294 members Mstep: Class 2 contains 3619 members Entering Unmasked Estep Score: -612530.062500 Penalty: 846.091675 Iteration 21Q: 3 clusters Score -612530.1 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7365 members Mstep: Class 2 contains 3548 members Entering Unmasked Estep Score: -612587.062500 Penalty: 846.091675 Iteration 22Q: 3 clusters Score -612587.1 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7426 members Mstep: Class 2 contains 3487 members Entering Unmasked Estep Score: -612634.500000 Penalty: 846.091675 Iteration 23Q: 3 clusters Score -612634.5 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7485 members Mstep: Class 2 contains 3428 members Entering Unmasked Estep Score: -612680.000000 Penalty: 846.091675 Iteration 24Q: 3 clusters Score -612680 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7537 members Mstep: Class 2 contains 3376 members Entering Unmasked Estep Score: -612724.875000 Penalty: 846.091675 Iteration 25Q: 3 clusters Score -612724.9 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7591 members Mstep: Class 2 contains 3322 members Entering Unmasked Estep Score: -612767.375000 Penalty: 846.091675 Iteration 26Q: 3 clusters Score -612767.4 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7634 members Mstep: Class 2 contains 3279 members Entering Unmasked Estep Score: -612804.562500 Penalty: 846.091675 Iteration 27Q: 3 clusters Score -612804.6 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7674 members Mstep: Class 2 contains 3239 members Entering Unmasked Estep Score: -612838.562500 Penalty: 846.091675 Iteration 28Q: 3 clusters Score -612838.6 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7724 members Mstep: Class 2 contains 3189 members Entering Unmasked Estep Score: -612875.000000 Penalty: 846.091675 Iteration 29Q: 3 clusters Score -612875 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7773 members Mstep: Class 2 contains 3140 members Entering Unmasked Estep Score: -612907.000000 Penalty: 846.091675 Iteration 30Q: 3 clusters Score -612907 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7812 members Mstep: Class 2 contains 3101 members Entering Unmasked Estep Score: -612931.625000 Penalty: 846.091675 Iteration 31Q: 3 clusters Score -612931.6 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7866 members Mstep: Class 2 contains 3047 members Entering Unmasked Estep Score: -612952.125000 Penalty: 846.091675 Iteration 32Q: 3 clusters Score -612952.1 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7905 members Mstep: Class 2 contains 3008 members Entering Unmasked Estep Score: -612966.187500 Penalty: 846.091675 Iteration 33Q: 3 clusters Score -612966.2 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7944 members Mstep: Class 2 contains 2969 members Entering Unmasked Estep Score: -612978.250000 Penalty: 846.091675 Iteration 34Q: 3 clusters Score -612978.2 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7996 members Mstep: Class 2 contains 2917 members Entering Unmasked Estep Score: -612995.687500 Penalty: 846.091675 Iteration 35Q: 3 clusters Score -612995.7 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8047 members Mstep: Class 2 contains 2866 members Entering Unmasked Estep Score: -613005.812500 Penalty: 846.091675 Iteration 36Q: 3 clusters Score -613005.8 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8091 members Mstep: Class 2 contains 2822 members Entering Unmasked Estep Score: -613013.687500 Penalty: 846.091675 Iteration 37Q: 3 clusters Score -613013.7 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8133 members Mstep: Class 2 contains 2780 members Entering Unmasked Estep Score: -613020.375000 Penalty: 846.091675 Iteration 38Q: 3 clusters Score -613020.4 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8168 members Mstep: Class 2 contains 2745 members Entering Unmasked Estep Score: -613024.625000 Penalty: 846.091675 Iteration 39Q: 3 clusters Score -613024.6 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8193 members Mstep: Class 2 contains 2720 members Entering Unmasked Estep Score: -613031.125000 Penalty: 846.091675 Iteration 40F: 3 clusters Score -613031.1 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8220 members Mstep: Class 2 contains 2693 members Entering Unmasked Estep Score: -613034.500000 Penalty: 846.091675 Iteration 41Q: 3 clusters Score -613034.5 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8249 members Mstep: Class 2 contains 2664 members Entering Unmasked Estep Score: -613042.500000 Penalty: 846.091675 Iteration 42Q: 3 clusters Score -613042.5 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8269 members Mstep: Class 2 contains 2644 members Entering Unmasked Estep Score: -613046.062500 Penalty: 846.091675 Iteration 43Q: 3 clusters Score -613046.1 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8289 members Mstep: Class 2 contains 2624 members Entering Unmasked Estep Score: -613048.937500 Penalty: 846.091675 Iteration 44Q: 3 clusters Score -613048.9 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8320 members Mstep: Class 2 contains 2593 members Entering Unmasked Estep Score: -613053.625000 Penalty: 846.091675 Iteration 45Q: 3 clusters Score -613053.6 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8353 members Mstep: Class 2 contains 2560 members Entering Unmasked Estep Score: -613057.375000 Penalty: 846.091675 Iteration 46Q: 3 clusters Score -613057.4 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8380 members Mstep: Class 2 contains 2533 members Entering Unmasked Estep Score: -613059.687500 Penalty: 846.091675 Iteration 47Q: 3 clusters Score -613059.7 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8412 members Mstep: Class 2 contains 2501 members Entering Unmasked Estep Score: -613064.687500 Penalty: 846.091675 Iteration 48Q: 3 clusters Score -613064.7 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8441 members Mstep: Class 2 contains 2472 members Entering Unmasked Estep Score: -613069.312500 Penalty: 846.091675 Iteration 49Q: 3 clusters Score -613069.3 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8484 members Mstep: Class 2 contains 2429 members Entering Unmasked Estep Score: -613079.312500 Penalty: 846.091675 Iteration 50Q: 3 clusters Score -613079.3 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8531 members Mstep: Class 2 contains 2382 members Entering Unmasked Estep Score: -613086.312500 Penalty: 846.091675 Iteration 51Q: 3 clusters Score -613086.3 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8575 members Mstep: Class 2 contains 2338 members Entering Unmasked Estep Score: -613098.875000 Penalty: 846.091675 Iteration 52Q: 3 clusters Score -613098.9 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8623 members Mstep: Class 2 contains 2290 members Entering Unmasked Estep Score: -613109.937500 Penalty: 846.091675 Iteration 53Q: 3 clusters Score -613109.9 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8663 members Mstep: Class 2 contains 2250 members Entering Unmasked Estep Score: -613119.125000 Penalty: 846.091675 Iteration 54Q: 3 clusters Score -613119.1 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8701 members Mstep: Class 2 contains 2212 members Entering Unmasked Estep Score: -613125.812500 Penalty: 846.091675 Iteration 55Q: 3 clusters Score -613125.8 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8745 members Mstep: Class 2 contains 2168 members Entering Unmasked Estep Score: -613133.875000 Penalty: 846.091675 Iteration 56Q: 3 clusters Score -613133.9 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8785 members Mstep: Class 2 contains 2128 members Entering Unmasked Estep Score: -613142.750000 Penalty: 846.091675 Iteration 57Q: 3 clusters Score -613142.8 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8816 members Mstep: Class 2 contains 2097 members Entering Unmasked Estep Score: -613146.750000 Penalty: 846.091675 Iteration 58Q: 3 clusters Score -613146.8 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8845 members Mstep: Class 2 contains 2068 members Entering Unmasked Estep Score: -613152.187500 Penalty: 846.091675 Iteration 59Q: 3 clusters Score -613152.2 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8868 members Mstep: Class 2 contains 2045 members Entering Unmasked Estep Score: -613153.687500 Penalty: 846.091675 Iteration 60F: 3 clusters Score -613153.7 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8890 members Mstep: Class 2 contains 2023 members Entering Unmasked Estep Score: -613157.187500 Penalty: 846.091675 Iteration 61Q: 3 clusters Score -613157.2 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8908 members Mstep: Class 2 contains 2005 members Entering Unmasked Estep Score: -613158.500000 Penalty: 846.091675 Iteration 62Q: 3 clusters Score -613158.5 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8924 members Mstep: Class 2 contains 1989 members Entering Unmasked Estep Score: -613160.437500 Penalty: 846.091675 Iteration 63Q: 3 clusters Score -613160.4 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8942 members Mstep: Class 2 contains 1971 members Entering Unmasked Estep Score: -613161.875000 Penalty: 846.091675 Iteration 64Q: 3 clusters Score -613161.9 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8959 members Mstep: Class 2 contains 1954 members Entering Unmasked Estep Score: -613165.625000 Penalty: 846.091675 Iteration 65Q: 3 clusters Score -613165.6 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8976 members Mstep: Class 2 contains 1937 members Entering Unmasked Estep Score: -613167.562500 Penalty: 846.091675 Iteration 66Q: 3 clusters Score -613167.6 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8999 members Mstep: Class 2 contains 1914 members Entering Unmasked Estep Score: -613170.312500 Penalty: 846.091675 Iteration 67Q: 3 clusters Score -613170.3 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9026 members Mstep: Class 2 contains 1887 members Entering Unmasked Estep Score: -613174.875000 Penalty: 846.091675 Iteration 68Q: 3 clusters Score -613174.9 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9054 members Mstep: Class 2 contains 1859 members Entering Unmasked Estep Score: -613180.062500 Penalty: 846.091675 Iteration 69Q: 3 clusters Score -613180.1 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9076 members Mstep: Class 2 contains 1837 members Entering Unmasked Estep Score: -613181.500000 Penalty: 846.091675 Iteration 70Q: 3 clusters Score -613181.5 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9100 members Mstep: Class 2 contains 1813 members Entering Unmasked Estep Score: -613186.375000 Penalty: 846.091675 Iteration 71Q: 3 clusters Score -613186.4 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9121 members Mstep: Class 2 contains 1792 members Entering Unmasked Estep Score: -613188.000000 Penalty: 846.091675 Iteration 72Q: 3 clusters Score -613188 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9133 members Mstep: Class 2 contains 1780 members Entering Unmasked Estep Score: -613189.375000 Penalty: 846.091675 Iteration 73Q: 3 clusters Score -613189.4 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9145 members Mstep: Class 2 contains 1768 members Entering Unmasked Estep Score: -613192.125000 Penalty: 846.091675 Iteration 74Q: 3 clusters Score -613192.1 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9158 members Mstep: Class 2 contains 1755 members Entering Unmasked Estep Score: -613193.375000 Penalty: 846.091675 Iteration 75Q: 3 clusters Score -613193.4 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9175 members Mstep: Class 2 contains 1738 members Entering Unmasked Estep Score: -613194.812500 Penalty: 846.091675 Iteration 76Q: 3 clusters Score -613194.8 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9189 members Mstep: Class 2 contains 1724 members Entering Unmasked Estep Score: -613196.250000 Penalty: 846.091675 Iteration 77Q: 3 clusters Score -613196.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9201 members Mstep: Class 2 contains 1712 members Entering Unmasked Estep Score: -613197.875000 Penalty: 846.091675 Iteration 78Q: 3 clusters Score -613197.9 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9214 members Mstep: Class 2 contains 1699 members Entering Unmasked Estep Score: -613201.062500 Penalty: 846.091675 Iteration 79Q: 3 clusters Score -613201.1 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9234 members Mstep: Class 2 contains 1679 members Entering Unmasked Estep Score: -613204.375000 Penalty: 846.091675 Iteration 80F: 3 clusters Score -613204.4 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9250 members Mstep: Class 2 contains 1663 members Entering Unmasked Estep Score: -613205.375000 Penalty: 846.091675 Iteration 81Q: 3 clusters Score -613205.4 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9266 members Mstep: Class 2 contains 1647 members Entering Unmasked Estep Score: -613209.375000 Penalty: 846.091675 Iteration 82Q: 3 clusters Score -613209.4 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9281 members Mstep: Class 2 contains 1632 members Entering Unmasked Estep Score: -613209.437500 Penalty: 846.091675 Iteration 83Q: 3 clusters Score -613209.4 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9291 members Mstep: Class 2 contains 1622 members Entering Unmasked Estep Score: -613210.875000 Penalty: 846.091675 Iteration 84Q: 3 clusters Score -613210.9 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9307 members Mstep: Class 2 contains 1606 members Entering Unmasked Estep Score: -613214.500000 Penalty: 846.091675 Iteration 85Q: 3 clusters Score -613214.5 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9329 members Mstep: Class 2 contains 1584 members Entering Unmasked Estep Score: -613218.000000 Penalty: 846.091675 Iteration 86Q: 3 clusters Score -613218 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9342 members Mstep: Class 2 contains 1571 members Entering Unmasked Estep Score: -613217.562500 Penalty: 846.091675 Iteration 87Q: 3 clusters Score -613217.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9352 members Mstep: Class 2 contains 1561 members Entering Unmasked Estep Score: -613218.375000 Penalty: 846.091675 Iteration 88Q: 3 clusters Score -613218.4 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9364 members Mstep: Class 2 contains 1549 members Entering Unmasked Estep Score: -613219.500000 Penalty: 846.091675 Iteration 89Q: 3 clusters Score -613219.5 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9378 members Mstep: Class 2 contains 1535 members Entering Unmasked Estep Score: -613220.937500 Penalty: 846.091675 Iteration 90Q: 3 clusters Score -613220.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9387 members Mstep: Class 2 contains 1526 members Entering Unmasked Estep Score: -613221.437500 Penalty: 846.091675 Iteration 91Q: 3 clusters Score -613221.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9393 members Mstep: Class 2 contains 1520 members Entering Unmasked Estep Score: -613222.437500 Penalty: 846.091675 Iteration 92Q: 3 clusters Score -613222.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9396 members Mstep: Class 2 contains 1517 members Entering Unmasked Estep Score: -613221.187500 Penalty: 846.091675 Iteration 93Q: 3 clusters Score -613221.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9400 members Mstep: Class 2 contains 1513 members Entering Unmasked Estep Score: -613222.500000 Penalty: 846.091675 Iteration 94Q: 3 clusters Score -613222.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9402 members Mstep: Class 2 contains 1511 members Entering Unmasked Estep Score: -613222.937500 Penalty: 846.091675 Iteration 95Q: 3 clusters Score -613222.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9404 members Mstep: Class 2 contains 1509 members Entering Unmasked Estep Score: -613222.500000 Penalty: 846.091675 Iteration 96Q: 3 clusters Score -613222.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9407 members Mstep: Class 2 contains 1506 members Entering Unmasked Estep Score: -613223.000000 Penalty: 846.091675 Iteration 97Q: 3 clusters Score -613223 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9408 members Mstep: Class 2 contains 1505 members Entering Unmasked Estep Score: -613222.500000 Penalty: 846.091675 Iteration 98Q: 3 clusters Score -613222.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9409 members Mstep: Class 2 contains 1504 members Entering Unmasked Estep Score: -613221.375000 Penalty: 846.091675 Iteration 99Q: 3 clusters Score -613221.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9411 members Mstep: Class 2 contains 1502 members Entering Unmasked Estep Score: -613222.375000 Penalty: 846.091675 Iteration 100F: 3 clusters Score -613222.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9413 members Mstep: Class 2 contains 1500 members Entering Unmasked Estep Score: -613221.875000 Penalty: 846.091675 Iteration 101Q: 3 clusters Score -613221.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9416 members Mstep: Class 2 contains 1497 members Entering Unmasked Estep Score: -613223.000000 Penalty: 846.091675 Iteration 102Q: 3 clusters Score -613223 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9418 members Mstep: Class 2 contains 1495 members Entering Unmasked Estep Score: -613222.937500 Penalty: 846.091675 Iteration 103Q: 3 clusters Score -613222.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9422 members Mstep: Class 2 contains 1491 members Entering Unmasked Estep Score: -613222.875000 Penalty: 846.091675 Iteration 104Q: 3 clusters Score -613222.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9425 members Mstep: Class 2 contains 1488 members Entering Unmasked Estep Score: -613222.750000 Penalty: 846.091675 Iteration 105Q: 3 clusters Score -613222.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9426 members Mstep: Class 2 contains 1487 members Entering Unmasked Estep Score: -613222.312500 Penalty: 846.091675 Iteration 106Q: 3 clusters Score -613222.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9427 members Mstep: Class 2 contains 1486 members Entering Unmasked Estep Score: -613221.625000 Penalty: 846.091675 Iteration 107Q: 3 clusters Score -613221.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9427 members Mstep: Class 2 contains 1486 members Entering Unmasked Estep Score: -613221.625000 Penalty: 846.091675 Iteration 108F: 3 clusters Score -613221.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (30311 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30311 members Entering Unmasked Estep Score: -1689001.375000 Penalty: 469.526611 Iteration 0F: 2 clusters Score -1689001 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15172 members Mstep: Class 2 contains 15139 members Entering Unmasked Estep Score: -1668773.750000 Penalty: 939.053223 Iteration 0F: 3 clusters Score -1668774 nChanged 14516 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15984 members Mstep: Class 2 contains 14327 members Entering Unmasked Estep Score: -1678135.500000 Penalty: 939.053223 Iteration 1F: 3 clusters Score -1678136 nChanged 2108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16694 members Mstep: Class 2 contains 13617 members Entering Unmasked Estep Score: -1679380.375000 Penalty: 939.053223 Iteration 2F: 3 clusters Score -1679380 nChanged 2186 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17518 members Mstep: Class 2 contains 12793 members Entering Unmasked Estep Score: -1680862.625000 Penalty: 939.053223 Iteration 3F: 3 clusters Score -1680863 nChanged 2088 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18238 members Mstep: Class 2 contains 12073 members Entering Unmasked Estep Score: -1682511.500000 Penalty: 939.053223 Iteration 4F: 3 clusters Score -1682512 nChanged 1959 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18823 members Mstep: Class 2 contains 11488 members Entering Unmasked Estep Score: -1684311.500000 Penalty: 939.053223 Iteration 5F: 3 clusters Score -1684312 nChanged 1688 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19293 members Mstep: Class 2 contains 11018 members Entering Unmasked Estep Score: -1685896.375000 Penalty: 939.053223 Iteration 6F: 3 clusters Score -1685896 nChanged 1184 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19623 members Mstep: Class 2 contains 10688 members Entering Unmasked Estep Score: -1686719.125000 Penalty: 939.053223 Iteration 7Q: 3 clusters Score -1686719 nChanged 795 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19852 members Mstep: Class 2 contains 10459 members Entering Unmasked Estep Score: -1687180.250000 Penalty: 939.053223 Iteration 8Q: 3 clusters Score -1687180 nChanged 649 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20017 members Mstep: Class 2 contains 10294 members Entering Unmasked Estep Score: -1687514.000000 Penalty: 939.053223 Iteration 9Q: 3 clusters Score -1687514 nChanged 504 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20135 members Mstep: Class 2 contains 10176 members Entering Unmasked Estep Score: -1687722.000000 Penalty: 939.053223 Iteration 10Q: 3 clusters Score -1687722 nChanged 415 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20220 members Mstep: Class 2 contains 10091 members Entering Unmasked Estep Score: -1687862.375000 Penalty: 939.053223 Iteration 11Q: 3 clusters Score -1687862 nChanged 319 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20297 members Mstep: Class 2 contains 10014 members Entering Unmasked Estep Score: -1687948.750000 Penalty: 939.053223 Iteration 12Q: 3 clusters Score -1687949 nChanged 241 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20360 members Mstep: Class 2 contains 9951 members Entering Unmasked Estep Score: -1688003.500000 Penalty: 939.053223 Iteration 13Q: 3 clusters Score -1688004 nChanged 184 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20434 members Mstep: Class 2 contains 9877 members Entering Unmasked Estep Score: -1688030.500000 Penalty: 939.053223 Iteration 14Q: 3 clusters Score -1688030 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20493 members Mstep: Class 2 contains 9818 members Entering Unmasked Estep Score: -1688048.750000 Penalty: 939.053223 Iteration 15Q: 3 clusters Score -1688049 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20545 members Mstep: Class 2 contains 9766 members Entering Unmasked Estep Score: -1688065.250000 Penalty: 939.053223 Iteration 16Q: 3 clusters Score -1688065 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20597 members Mstep: Class 2 contains 9714 members Entering Unmasked Estep Score: -1688077.250000 Penalty: 939.053223 Iteration 17Q: 3 clusters Score -1688077 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20659 members Mstep: Class 2 contains 9652 members Entering Unmasked Estep Score: -1688089.375000 Penalty: 939.053223 Iteration 18Q: 3 clusters Score -1688089 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20729 members Mstep: Class 2 contains 9582 members Entering Unmasked Estep Score: -1688098.750000 Penalty: 939.053223 Iteration 19Q: 3 clusters Score -1688099 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20804 members Mstep: Class 2 contains 9507 members Entering Unmasked Estep Score: -1688106.000000 Penalty: 939.053223 Iteration 20F: 3 clusters Score -1688106 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20878 members Mstep: Class 2 contains 9433 members Entering Unmasked Estep Score: -1688120.250000 Penalty: 939.053223 Iteration 21Q: 3 clusters Score -1688120 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20938 members Mstep: Class 2 contains 9373 members Entering Unmasked Estep Score: -1688121.500000 Penalty: 939.053223 Iteration 22Q: 3 clusters Score -1688122 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21010 members Mstep: Class 2 contains 9301 members Entering Unmasked Estep Score: -1688126.750000 Penalty: 939.053223 Iteration 23Q: 3 clusters Score -1688127 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21088 members Mstep: Class 2 contains 9223 members Entering Unmasked Estep Score: -1688131.875000 Penalty: 939.053223 Iteration 24Q: 3 clusters Score -1688132 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21166 members Mstep: Class 2 contains 9145 members Entering Unmasked Estep Score: -1688144.375000 Penalty: 939.053223 Iteration 25Q: 3 clusters Score -1688144 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21262 members Mstep: Class 2 contains 9049 members Entering Unmasked Estep Score: -1688147.125000 Penalty: 939.053223 Iteration 26Q: 3 clusters Score -1688147 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21361 members Mstep: Class 2 contains 8950 members Entering Unmasked Estep Score: -1688160.125000 Penalty: 939.053223 Iteration 27Q: 3 clusters Score -1688160 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21461 members Mstep: Class 2 contains 8850 members Entering Unmasked Estep Score: -1688176.500000 Penalty: 939.053223 Iteration 28Q: 3 clusters Score -1688176 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21552 members Mstep: Class 2 contains 8759 members Entering Unmasked Estep Score: -1688181.625000 Penalty: 939.053223 Iteration 29Q: 3 clusters Score -1688182 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21646 members Mstep: Class 2 contains 8665 members Entering Unmasked Estep Score: -1688190.000000 Penalty: 939.053223 Iteration 30Q: 3 clusters Score -1688190 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21738 members Mstep: Class 2 contains 8573 members Entering Unmasked Estep Score: -1688201.625000 Penalty: 939.053223 Iteration 31Q: 3 clusters Score -1688202 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21830 members Mstep: Class 2 contains 8481 members Entering Unmasked Estep Score: -1688208.250000 Penalty: 939.053223 Iteration 32Q: 3 clusters Score -1688208 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21917 members Mstep: Class 2 contains 8394 members Entering Unmasked Estep Score: -1688214.625000 Penalty: 939.053223 Iteration 33Q: 3 clusters Score -1688215 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21994 members Mstep: Class 2 contains 8317 members Entering Unmasked Estep Score: -1688217.750000 Penalty: 939.053223 Iteration 34Q: 3 clusters Score -1688218 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22066 members Mstep: Class 2 contains 8245 members Entering Unmasked Estep Score: -1688223.375000 Penalty: 939.053223 Iteration 35Q: 3 clusters Score -1688223 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22134 members Mstep: Class 2 contains 8177 members Entering Unmasked Estep Score: -1688227.125000 Penalty: 939.053223 Iteration 36Q: 3 clusters Score -1688227 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22206 members Mstep: Class 2 contains 8105 members Entering Unmasked Estep Score: -1688235.625000 Penalty: 939.053223 Iteration 37Q: 3 clusters Score -1688236 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22281 members Mstep: Class 2 contains 8030 members Entering Unmasked Estep Score: -1688236.375000 Penalty: 939.053223 Iteration 38Q: 3 clusters Score -1688236 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22354 members Mstep: Class 2 contains 7957 members Entering Unmasked Estep Score: -1688245.500000 Penalty: 939.053223 Iteration 39Q: 3 clusters Score -1688246 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22423 members Mstep: Class 2 contains 7888 members Entering Unmasked Estep Score: -1688254.500000 Penalty: 939.053223 Iteration 40F: 3 clusters Score -1688254 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22483 members Mstep: Class 2 contains 7828 members Entering Unmasked Estep Score: -1688251.250000 Penalty: 939.053223 Iteration 41Q: 3 clusters Score -1688251 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22534 members Mstep: Class 2 contains 7777 members Entering Unmasked Estep Score: -1688264.500000 Penalty: 939.053223 Iteration 42Q: 3 clusters Score -1688264 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22573 members Mstep: Class 2 contains 7738 members Entering Unmasked Estep Score: -1688268.500000 Penalty: 939.053223 Iteration 43Q: 3 clusters Score -1688268 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22611 members Mstep: Class 2 contains 7700 members Entering Unmasked Estep Score: -1688269.000000 Penalty: 939.053223 Iteration 44Q: 3 clusters Score -1688269 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22645 members Mstep: Class 2 contains 7666 members Entering Unmasked Estep Score: -1688268.125000 Penalty: 939.053223 Iteration 45Q: 3 clusters Score -1688268 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22677 members Mstep: Class 2 contains 7634 members Entering Unmasked Estep Score: -1688268.000000 Penalty: 939.053223 Iteration 46Q: 3 clusters Score -1688268 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22707 members Mstep: Class 2 contains 7604 members Entering Unmasked Estep Score: -1688269.750000 Penalty: 939.053223 Iteration 47Q: 3 clusters Score -1688270 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22730 members Mstep: Class 2 contains 7581 members Entering Unmasked Estep Score: -1688272.875000 Penalty: 939.053223 Iteration 48Q: 3 clusters Score -1688273 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22747 members Mstep: Class 2 contains 7564 members Entering Unmasked Estep Score: -1688274.375000 Penalty: 939.053223 Iteration 49Q: 3 clusters Score -1688274 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22766 members Mstep: Class 2 contains 7545 members Entering Unmasked Estep Score: -1688274.000000 Penalty: 939.053223 Iteration 50Q: 3 clusters Score -1688274 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22784 members Mstep: Class 2 contains 7527 members Entering Unmasked Estep Score: -1688277.875000 Penalty: 939.053223 Iteration 51Q: 3 clusters Score -1688278 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22798 members Mstep: Class 2 contains 7513 members Entering Unmasked Estep Score: -1688280.625000 Penalty: 939.053223 Iteration 52Q: 3 clusters Score -1688281 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22808 members Mstep: Class 2 contains 7503 members Entering Unmasked Estep Score: -1688277.375000 Penalty: 939.053223 Iteration 53Q: 3 clusters Score -1688277 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22818 members Mstep: Class 2 contains 7493 members Entering Unmasked Estep Score: -1688274.500000 Penalty: 939.053223 Iteration 54Q: 3 clusters Score -1688274 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22824 members Mstep: Class 2 contains 7487 members Entering Unmasked Estep Score: -1688276.250000 Penalty: 939.053223 Iteration 55Q: 3 clusters Score -1688276 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22830 members Mstep: Class 2 contains 7481 members Entering Unmasked Estep Score: -1688278.250000 Penalty: 939.053223 Iteration 56Q: 3 clusters Score -1688278 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22835 members Mstep: Class 2 contains 7476 members Entering Unmasked Estep Score: -1688276.125000 Penalty: 939.053223 Iteration 57Q: 3 clusters Score -1688276 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22845 members Mstep: Class 2 contains 7466 members Entering Unmasked Estep Score: -1688272.250000 Penalty: 939.053223 Iteration 58Q: 3 clusters Score -1688272 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22851 members Mstep: Class 2 contains 7460 members Entering Unmasked Estep Score: -1688271.625000 Penalty: 939.053223 Iteration 59Q: 3 clusters Score -1688272 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22861 members Mstep: Class 2 contains 7450 members Entering Unmasked Estep Score: -1688272.375000 Penalty: 939.053223 Iteration 60F: 3 clusters Score -1688272 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22870 members Mstep: Class 2 contains 7441 members Entering Unmasked Estep Score: -1688271.500000 Penalty: 939.053223 Iteration 61Q: 3 clusters Score -1688272 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22882 members Mstep: Class 2 contains 7429 members Entering Unmasked Estep Score: -1688272.375000 Penalty: 939.053223 Iteration 62Q: 3 clusters Score -1688272 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22895 members Mstep: Class 2 contains 7416 members Entering Unmasked Estep Score: -1688270.125000 Penalty: 939.053223 Iteration 63Q: 3 clusters Score -1688270 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22905 members Mstep: Class 2 contains 7406 members Entering Unmasked Estep Score: -1688271.000000 Penalty: 939.053223 Iteration 64Q: 3 clusters Score -1688271 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22916 members Mstep: Class 2 contains 7395 members Entering Unmasked Estep Score: -1688275.625000 Penalty: 939.053223 Iteration 65Q: 3 clusters Score -1688276 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22927 members Mstep: Class 2 contains 7384 members Entering Unmasked Estep Score: -1688274.875000 Penalty: 939.053223 Iteration 66Q: 3 clusters Score -1688275 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22940 members Mstep: Class 2 contains 7371 members Entering Unmasked Estep Score: -1688277.375000 Penalty: 939.053223 Iteration 67Q: 3 clusters Score -1688277 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22948 members Mstep: Class 2 contains 7363 members Entering Unmasked Estep Score: -1688280.250000 Penalty: 939.053223 Iteration 68Q: 3 clusters Score -1688280 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22958 members Mstep: Class 2 contains 7353 members Entering Unmasked Estep Score: -1688277.125000 Penalty: 939.053223 Iteration 69Q: 3 clusters Score -1688277 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22967 members Mstep: Class 2 contains 7344 members Entering Unmasked Estep Score: -1688278.500000 Penalty: 939.053223 Iteration 70Q: 3 clusters Score -1688278 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22976 members Mstep: Class 2 contains 7335 members Entering Unmasked Estep Score: -1688281.750000 Penalty: 939.053223 Iteration 71Q: 3 clusters Score -1688282 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22984 members Mstep: Class 2 contains 7327 members Entering Unmasked Estep Score: -1688283.125000 Penalty: 939.053223 Iteration 72Q: 3 clusters Score -1688283 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22993 members Mstep: Class 2 contains 7318 members Entering Unmasked Estep Score: -1688287.000000 Penalty: 939.053223 Iteration 73Q: 3 clusters Score -1688287 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23001 members Mstep: Class 2 contains 7310 members Entering Unmasked Estep Score: -1688287.625000 Penalty: 939.053223 Iteration 74Q: 3 clusters Score -1688288 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23012 members Mstep: Class 2 contains 7299 members Entering Unmasked Estep Score: -1688288.250000 Penalty: 939.053223 Iteration 75Q: 3 clusters Score -1688288 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23026 members Mstep: Class 2 contains 7285 members Entering Unmasked Estep Score: -1688286.125000 Penalty: 939.053223 Iteration 76Q: 3 clusters Score -1688286 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23039 members Mstep: Class 2 contains 7272 members Entering Unmasked Estep Score: -1688284.500000 Penalty: 939.053223 Iteration 77Q: 3 clusters Score -1688284 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23053 members Mstep: Class 2 contains 7258 members Entering Unmasked Estep Score: -1688283.750000 Penalty: 939.053223 Iteration 78Q: 3 clusters Score -1688284 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23066 members Mstep: Class 2 contains 7245 members Entering Unmasked Estep Score: -1688283.750000 Penalty: 939.053223 Iteration 79Q: 3 clusters Score -1688284 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23077 members Mstep: Class 2 contains 7234 members Entering Unmasked Estep Score: -1688287.000000 Penalty: 939.053223 Iteration 80F: 3 clusters Score -1688287 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23086 members Mstep: Class 2 contains 7225 members Entering Unmasked Estep Score: -1688286.125000 Penalty: 939.053223 Iteration 81Q: 3 clusters Score -1688286 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23100 members Mstep: Class 2 contains 7211 members Entering Unmasked Estep Score: 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Unmasked Estep Score: -1688295.000000 Penalty: 939.053223 Iteration 90Q: 3 clusters Score -1688295 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23221 members Mstep: Class 2 contains 7090 members Entering Unmasked Estep Score: -1688296.125000 Penalty: 939.053223 Iteration 91Q: 3 clusters Score -1688296 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23236 members Mstep: Class 2 contains 7075 members Entering Unmasked Estep Score: -1688290.625000 Penalty: 939.053223 Iteration 92Q: 3 clusters Score -1688291 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23248 members Mstep: Class 2 contains 7063 members Entering Unmasked Estep Score: -1688292.375000 Penalty: 939.053223 Iteration 93Q: 3 clusters Score -1688292 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23260 members Mstep: Class 2 contains 7051 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contains 7018 members Entering Unmasked Estep Score: -1688290.500000 Penalty: 939.053223 Iteration 98Q: 3 clusters Score -1688290 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23303 members Mstep: Class 2 contains 7008 members Entering Unmasked Estep Score: -1688293.000000 Penalty: 939.053223 Iteration 99Q: 3 clusters Score -1688293 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23315 members Mstep: Class 2 contains 6996 members Entering Unmasked Estep Score: -1688294.625000 Penalty: 939.053223 Iteration 100F: 3 clusters Score -1688295 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23329 members Mstep: Class 2 contains 6982 members Entering Unmasked Estep Score: -1688295.500000 Penalty: 939.053223 Iteration 101Q: 3 clusters Score -1688296 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23339 members 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contains 23396 members Mstep: Class 2 contains 6915 members Entering Unmasked Estep Score: -1688294.125000 Penalty: 939.053223 Iteration 106Q: 3 clusters Score -1688294 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23413 members Mstep: Class 2 contains 6898 members Entering Unmasked Estep Score: -1688296.125000 Penalty: 939.053223 Iteration 107Q: 3 clusters Score -1688296 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23425 members Mstep: Class 2 contains 6886 members Entering Unmasked Estep Score: -1688297.250000 Penalty: 939.053223 Iteration 108Q: 3 clusters Score -1688297 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23436 members Mstep: Class 2 contains 6875 members Entering Unmasked Estep Score: -1688298.250000 Penalty: 939.053223 Iteration 109Q: 3 clusters Score -1688298 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members 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contains 0 members Mstep: Class 1 contains 23485 members Mstep: Class 2 contains 6826 members Entering Unmasked Estep Score: -1688297.625000 Penalty: 939.053223 Iteration 114Q: 3 clusters Score -1688298 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23496 members Mstep: Class 2 contains 6815 members Entering Unmasked Estep Score: -1688293.750000 Penalty: 939.053223 Iteration 115Q: 3 clusters Score -1688294 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23505 members Mstep: Class 2 contains 6806 members Entering Unmasked Estep Score: -1688292.875000 Penalty: 939.053223 Iteration 116Q: 3 clusters Score -1688293 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23512 members Mstep: Class 2 contains 6799 members Entering Unmasked Estep Score: -1688293.625000 Penalty: 939.053223 Iteration 117Q: 3 clusters Score -1688294 nChanged 6 Entering Unmasked Mstep 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nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23592 members Mstep: Class 2 contains 6719 members Entering Unmasked Estep Score: -1688302.125000 Penalty: 939.053223 Iteration 126Q: 3 clusters Score -1688302 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23609 members Mstep: Class 2 contains 6702 members Entering Unmasked Estep Score: -1688305.875000 Penalty: 939.053223 Iteration 127Q: 3 clusters Score -1688306 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23626 members Mstep: Class 2 contains 6685 members Entering Unmasked Estep Score: -1688302.750000 Penalty: 939.053223 Iteration 128Q: 3 clusters Score -1688303 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23647 members Mstep: Class 2 contains 6664 members Entering Unmasked Estep Score: -1688298.375000 Penalty: 939.053223 Iteration 129Q: 3 clusters 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133Q: 3 clusters Score -1688307 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23746 members Mstep: Class 2 contains 6565 members Entering Unmasked Estep Score: -1688308.375000 Penalty: 939.053223 Iteration 134Q: 3 clusters Score -1688308 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23766 members Mstep: Class 2 contains 6545 members Entering Unmasked Estep Score: -1688309.625000 Penalty: 939.053223 Iteration 135Q: 3 clusters Score -1688310 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23791 members Mstep: Class 2 contains 6520 members Entering Unmasked Estep Score: -1688307.500000 Penalty: 939.053223 Iteration 136Q: 3 clusters Score -1688308 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23816 members Mstep: Class 2 contains 6495 members Entering Unmasked Estep Score: -1688311.625000 Penalty: 939.053223 Iteration 137Q: 3 clusters Score -1688312 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23848 members Mstep: Class 2 contains 6463 members Entering Unmasked Estep Score: -1688310.500000 Penalty: 939.053223 Iteration 138Q: 3 clusters Score -1688310 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23890 members Mstep: Class 2 contains 6421 members Entering Unmasked Estep Score: -1688312.375000 Penalty: 939.053223 Iteration 139Q: 3 clusters Score -1688312 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23928 members Mstep: Class 2 contains 6383 members Entering Unmasked Estep Score: -1688316.875000 Penalty: 939.053223 Iteration 140F: 3 clusters Score -1688317 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23963 members Mstep: Class 2 contains 6348 members Entering Unmasked Estep Score: 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Unmasked Estep Score: -1688323.750000 Penalty: 939.053223 Iteration 145Q: 3 clusters Score -1688324 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24100 members Mstep: Class 2 contains 6211 members Entering Unmasked Estep Score: -1688323.000000 Penalty: 939.053223 Iteration 146Q: 3 clusters Score -1688323 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24122 members Mstep: Class 2 contains 6189 members Entering Unmasked Estep Score: -1688321.500000 Penalty: 939.053223 Iteration 147Q: 3 clusters Score -1688322 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24145 members Mstep: Class 2 contains 6166 members Entering Unmasked Estep Score: -1688321.625000 Penalty: 939.053223 Iteration 148Q: 3 clusters Score -1688322 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24170 members Mstep: Class 2 contains 6141 members Entering Unmasked Estep Score: -1688326.000000 Penalty: 939.053223 Iteration 149Q: 3 clusters Score -1688326 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24193 members Mstep: Class 2 contains 6118 members Entering Unmasked Estep Score: -1688323.625000 Penalty: 939.053223 Iteration 150Q: 3 clusters Score -1688324 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24214 members Mstep: Class 2 contains 6097 members Entering Unmasked Estep Score: -1688327.500000 Penalty: 939.053223 Iteration 151Q: 3 clusters Score -1688328 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24234 members Mstep: Class 2 contains 6077 members Entering Unmasked Estep Score: -1688328.500000 Penalty: 939.053223 Iteration 152Q: 3 clusters Score -1688328 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24258 members Mstep: Class 2 contains 6053 members Entering Unmasked Estep Score: -1688334.750000 Penalty: 939.053223 Iteration 153Q: 3 clusters Score -1688335 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24282 members Mstep: Class 2 contains 6029 members Entering Unmasked Estep Score: -1688337.500000 Penalty: 939.053223 Iteration 154Q: 3 clusters Score -1688338 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24312 members Mstep: Class 2 contains 5999 members Entering Unmasked Estep Score: -1688338.375000 Penalty: 939.053223 Iteration 155Q: 3 clusters Score -1688338 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24341 members Mstep: Class 2 contains 5970 members Entering Unmasked Estep Score: -1688343.750000 Penalty: 939.053223 Iteration 156Q: 3 clusters Score -1688344 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24369 members Mstep: Class 2 contains 5942 members Entering Unmasked Estep Score: -1688340.500000 Penalty: 939.053223 Iteration 157Q: 3 clusters Score -1688340 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24403 members Mstep: Class 2 contains 5908 members Entering Unmasked Estep Score: -1688344.125000 Penalty: 939.053223 Iteration 158Q: 3 clusters Score -1688344 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24429 members Mstep: Class 2 contains 5882 members Entering Unmasked Estep Score: -1688343.250000 Penalty: 939.053223 Iteration 159Q: 3 clusters Score -1688343 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24460 members Mstep: Class 2 contains 5851 members Entering Unmasked Estep Score: -1688343.375000 Penalty: 939.053223 Iteration 160F: 3 clusters Score -1688343 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24491 members Mstep: Class 2 contains 5820 members Entering Unmasked Estep Score: -1688345.000000 Penalty: 939.053223 Iteration 161Q: 3 clusters Score -1688345 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24525 members Mstep: Class 2 contains 5786 members Entering Unmasked Estep Score: -1688351.875000 Penalty: 939.053223 Iteration 162Q: 3 clusters Score -1688352 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24565 members Mstep: Class 2 contains 5746 members Entering Unmasked Estep Score: -1688349.000000 Penalty: 939.053223 Iteration 163Q: 3 clusters Score -1688349 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24604 members Mstep: Class 2 contains 5707 members Entering Unmasked Estep Score: -1688352.625000 Penalty: 939.053223 Iteration 164Q: 3 clusters Score -1688353 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24636 members Mstep: Class 2 contains 5675 members Entering Unmasked Estep Score: -1688355.500000 Penalty: 939.053223 Iteration 165Q: 3 clusters Score -1688356 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24671 members Mstep: Class 2 contains 5640 members Entering Unmasked Estep Score: -1688360.125000 Penalty: 939.053223 Iteration 166Q: 3 clusters Score -1688360 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24705 members Mstep: Class 2 contains 5606 members Entering Unmasked Estep Score: -1688359.625000 Penalty: 939.053223 Iteration 167Q: 3 clusters Score -1688360 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24732 members Mstep: Class 2 contains 5579 members Entering Unmasked Estep Score: -1688361.375000 Penalty: 939.053223 Iteration 168Q: 3 clusters Score -1688361 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24762 members Mstep: Class 2 contains 5549 members Entering Unmasked Estep Score: -1688365.000000 Penalty: 939.053223 Iteration 169Q: 3 clusters Score -1688365 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24794 members Mstep: Class 2 contains 5517 members Entering Unmasked Estep Score: -1688368.000000 Penalty: 939.053223 Iteration 170Q: 3 clusters Score -1688368 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24836 members Mstep: Class 2 contains 5475 members Entering Unmasked Estep Score: -1688372.125000 Penalty: 939.053223 Iteration 171Q: 3 clusters Score -1688372 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24885 members Mstep: Class 2 contains 5426 members Entering Unmasked Estep Score: -1688376.500000 Penalty: 939.053223 Iteration 172Q: 3 clusters Score -1688376 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24937 members Mstep: Class 2 contains 5374 members Entering Unmasked Estep Score: -1688382.000000 Penalty: 939.053223 Iteration 173Q: 3 clusters Score -1688382 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24985 members Mstep: Class 2 contains 5326 members Entering Unmasked Estep Score: -1688389.375000 Penalty: 939.053223 Iteration 174Q: 3 clusters Score -1688389 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25030 members Mstep: Class 2 contains 5281 members Entering Unmasked Estep Score: -1688389.250000 Penalty: 939.053223 Iteration 175Q: 3 clusters Score -1688389 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25069 members Mstep: Class 2 contains 5242 members Entering Unmasked Estep Score: -1688393.000000 Penalty: 939.053223 Iteration 176Q: 3 clusters Score -1688393 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25115 members Mstep: Class 2 contains 5196 members Entering Unmasked Estep Score: -1688395.000000 Penalty: 939.053223 Iteration 177Q: 3 clusters Score -1688395 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25163 members Mstep: Class 2 contains 5148 members Entering Unmasked Estep Score: -1688394.125000 Penalty: 939.053223 Iteration 178Q: 3 clusters Score -1688394 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25211 members Mstep: Class 2 contains 5100 members Entering Unmasked Estep Score: -1688404.625000 Penalty: 939.053223 Iteration 179Q: 3 clusters Score -1688405 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25260 members Mstep: Class 2 contains 5051 members Entering Unmasked Estep Score: -1688409.500000 Penalty: 939.053223 Iteration 180F: 3 clusters Score -1688410 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25307 members Mstep: Class 2 contains 5004 members Entering Unmasked Estep Score: -1688413.500000 Penalty: 939.053223 Iteration 181Q: 3 clusters Score -1688414 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25355 members Mstep: Class 2 contains 4956 members Entering Unmasked Estep Score: -1688416.750000 Penalty: 939.053223 Iteration 182Q: 3 clusters Score -1688417 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25406 members Mstep: Class 2 contains 4905 members Entering Unmasked Estep Score: -1688423.125000 Penalty: 939.053223 Iteration 183Q: 3 clusters Score -1688423 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25450 members Mstep: Class 2 contains 4861 members Entering Unmasked Estep Score: -1688427.625000 Penalty: 939.053223 Iteration 184Q: 3 clusters Score -1688428 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25496 members Mstep: Class 2 contains 4815 members Entering Unmasked Estep Score: -1688431.000000 Penalty: 939.053223 Iteration 185Q: 3 clusters Score -1688431 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25536 members Mstep: Class 2 contains 4775 members Entering Unmasked Estep Score: -1688435.000000 Penalty: 939.053223 Iteration 186Q: 3 clusters Score -1688435 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25572 members Mstep: Class 2 contains 4739 members Entering Unmasked Estep Score: -1688433.000000 Penalty: 939.053223 Iteration 187Q: 3 clusters Score -1688433 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25603 members Mstep: Class 2 contains 4708 members Entering Unmasked Estep Score: -1688436.500000 Penalty: 939.053223 Iteration 188Q: 3 clusters Score -1688436 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25630 members Mstep: Class 2 contains 4681 members Entering Unmasked Estep Score: -1688436.375000 Penalty: 939.053223 Iteration 189Q: 3 clusters Score -1688436 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25657 members Mstep: Class 2 contains 4654 members Entering Unmasked Estep Score: -1688440.375000 Penalty: 939.053223 Iteration 190Q: 3 clusters Score -1688440 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25682 members Mstep: Class 2 contains 4629 members Entering Unmasked Estep Score: -1688439.375000 Penalty: 939.053223 Iteration 191Q: 3 clusters Score -1688439 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25706 members Mstep: Class 2 contains 4605 members Entering Unmasked Estep Score: -1688441.375000 Penalty: 939.053223 Iteration 192Q: 3 clusters Score -1688441 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25733 members Mstep: Class 2 contains 4578 members Entering Unmasked Estep Score: -1688439.250000 Penalty: 939.053223 Iteration 193Q: 3 clusters Score -1688439 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25751 members Mstep: Class 2 contains 4560 members Entering Unmasked Estep Score: -1688443.250000 Penalty: 939.053223 Iteration 194Q: 3 clusters Score -1688443 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25768 members Mstep: Class 2 contains 4543 members Entering Unmasked Estep Score: -1688443.625000 Penalty: 939.053223 Iteration 195Q: 3 clusters Score -1688444 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25787 members Mstep: Class 2 contains 4524 members Entering Unmasked Estep Score: 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Unmasked Estep Score: -1688448.750000 Penalty: 939.053223 Iteration 200F: 3 clusters Score -1688449 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25916 members Mstep: Class 2 contains 4395 members Entering Unmasked Estep Score: -1688452.750000 Penalty: 939.053223 Iteration 201Q: 3 clusters Score -1688453 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25945 members Mstep: Class 2 contains 4366 members Entering Unmasked Estep Score: -1688452.250000 Penalty: 939.053223 Iteration 202Q: 3 clusters Score -1688452 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25970 members Mstep: Class 2 contains 4341 members Entering Unmasked Estep Score: -1688451.375000 Penalty: 939.053223 Iteration 203Q: 3 clusters Score -1688451 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25998 members Mstep: Class 2 contains 4313 members Entering Unmasked Estep Score: -1688452.000000 Penalty: 939.053223 Iteration 204Q: 3 clusters Score -1688452 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26021 members Mstep: Class 2 contains 4290 members Entering Unmasked Estep Score: -1688456.250000 Penalty: 939.053223 Iteration 205Q: 3 clusters Score -1688456 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26052 members Mstep: Class 2 contains 4259 members Entering Unmasked Estep Score: -1688454.750000 Penalty: 939.053223 Iteration 206Q: 3 clusters Score -1688455 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26083 members Mstep: Class 2 contains 4228 members Entering Unmasked Estep Score: -1688457.125000 Penalty: 939.053223 Iteration 207Q: 3 clusters Score -1688457 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26124 members Mstep: Class 2 contains 4187 members Entering Unmasked Estep Score: -1688464.500000 Penalty: 939.053223 Iteration 208Q: 3 clusters Score -1688464 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26160 members Mstep: Class 2 contains 4151 members Entering Unmasked Estep Score: -1688464.000000 Penalty: 939.053223 Iteration 209Q: 3 clusters Score -1688464 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26198 members Mstep: Class 2 contains 4113 members Entering Unmasked Estep Score: -1688469.125000 Penalty: 939.053223 Iteration 210Q: 3 clusters Score -1688469 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26222 members Mstep: Class 2 contains 4089 members Entering Unmasked Estep Score: -1688470.000000 Penalty: 939.053223 Iteration 211Q: 3 clusters Score -1688470 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26249 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contains 0 members Mstep: Class 1 contains 26510 members Mstep: Class 2 contains 3801 members Entering Unmasked Estep Score: -1688494.625000 Penalty: 939.053223 Iteration 224Q: 3 clusters Score -1688495 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26519 members Mstep: Class 2 contains 3792 members Entering Unmasked Estep Score: -1688493.625000 Penalty: 939.053223 Iteration 225Q: 3 clusters Score -1688494 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26532 members Mstep: Class 2 contains 3779 members Entering Unmasked Estep Score: -1688495.250000 Penalty: 939.053223 Iteration 226Q: 3 clusters Score -1688495 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26547 members Mstep: Class 2 contains 3764 members Entering Unmasked Estep Score: -1688497.875000 Penalty: 939.053223 Iteration 227Q: 3 clusters Score -1688498 nChanged 22 Entering Unmasked Mstep 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nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26719 members Mstep: Class 2 contains 3592 members Entering Unmasked Estep Score: -1688500.250000 Penalty: 939.053223 Iteration 236Q: 3 clusters Score -1688500 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26730 members Mstep: Class 2 contains 3581 members Entering Unmasked Estep Score: -1688501.750000 Penalty: 939.053223 Iteration 237Q: 3 clusters Score -1688502 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26741 members Mstep: Class 2 contains 3570 members Entering Unmasked Estep Score: -1688503.250000 Penalty: 939.053223 Iteration 238Q: 3 clusters Score -1688503 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26749 members Mstep: Class 2 contains 3562 members Entering Unmasked Estep Score: -1688503.125000 Penalty: 939.053223 Iteration 239Q: 3 clusters Score -1688503 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26755 members Mstep: Class 2 contains 3556 members Entering Unmasked Estep Score: -1688502.375000 Penalty: 939.053223 Iteration 240F: 3 clusters Score -1688502 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26759 members Mstep: Class 2 contains 3552 members Entering Unmasked Estep Score: -1688501.000000 Penalty: 939.053223 Iteration 241Q: 3 clusters Score -1688501 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26766 members Mstep: Class 2 contains 3545 members Entering Unmasked Estep Score: -1688504.750000 Penalty: 939.053223 Iteration 242Q: 3 clusters Score -1688505 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26777 members Mstep: Class 2 contains 3534 members Entering Unmasked Estep Score: -1688505.500000 Penalty: 939.053223 Iteration 243Q: 3 clusters Score -1688506 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26792 members Mstep: Class 2 contains 3519 members Entering Unmasked Estep Score: -1688506.250000 Penalty: 939.053223 Iteration 244Q: 3 clusters Score -1688506 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26801 members Mstep: Class 2 contains 3510 members Entering Unmasked Estep Score: -1688503.125000 Penalty: 939.053223 Iteration 245Q: 3 clusters Score -1688503 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26815 members Mstep: Class 2 contains 3496 members Entering Unmasked Estep Score: -1688503.250000 Penalty: 939.053223 Iteration 246Q: 3 clusters Score -1688503 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26828 members Mstep: Class 2 contains 3483 members Entering Unmasked Estep Score: -1688505.875000 Penalty: 939.053223 Iteration 247Q: 3 clusters Score -1688506 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26844 members Mstep: Class 2 contains 3467 members Entering Unmasked Estep Score: -1688506.375000 Penalty: 939.053223 Iteration 248Q: 3 clusters Score -1688506 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26870 members Mstep: Class 2 contains 3441 members Entering Unmasked Estep Score: -1688507.875000 Penalty: 939.053223 Iteration 249Q: 3 clusters Score -1688508 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26886 members Mstep: Class 2 contains 3425 members Entering Unmasked Estep Score: -1688513.875000 Penalty: 939.053223 Iteration 250Q: 3 clusters Score -1688514 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26906 members Mstep: Class 2 contains 3405 members Entering Unmasked Estep Score: -1688512.625000 Penalty: 939.053223 Iteration 251Q: 3 clusters Score -1688513 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26922 members Mstep: Class 2 contains 3389 members Entering Unmasked Estep Score: -1688511.875000 Penalty: 939.053223 Iteration 252Q: 3 clusters Score -1688512 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26935 members Mstep: Class 2 contains 3376 members Entering Unmasked Estep Score: -1688512.750000 Penalty: 939.053223 Iteration 253Q: 3 clusters Score -1688513 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26948 members Mstep: Class 2 contains 3363 members Entering Unmasked Estep Score: -1688515.375000 Penalty: 939.053223 Iteration 254Q: 3 clusters Score -1688515 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26960 members Mstep: Class 2 contains 3351 members Entering Unmasked Estep Score: -1688516.625000 Penalty: 939.053223 Iteration 255Q: 3 clusters Score -1688517 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26968 members Mstep: Class 2 contains 3343 members Entering Unmasked Estep Score: -1688520.125000 Penalty: 939.053223 Iteration 256Q: 3 clusters Score -1688520 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26978 members Mstep: Class 2 contains 3333 members Entering Unmasked Estep Score: -1688520.625000 Penalty: 939.053223 Iteration 257Q: 3 clusters Score -1688521 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26987 members Mstep: Class 2 contains 3324 members Entering Unmasked Estep Score: -1688520.500000 Penalty: 939.053223 Iteration 258Q: 3 clusters Score -1688520 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26996 members Mstep: Class 2 contains 3315 members Entering Unmasked Estep Score: -1688522.375000 Penalty: 939.053223 Iteration 259Q: 3 clusters Score -1688522 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27007 members Mstep: Class 2 contains 3304 members Entering Unmasked Estep Score: -1688523.375000 Penalty: 939.053223 Iteration 260F: 3 clusters Score -1688523 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27017 members Mstep: Class 2 contains 3294 members Entering Unmasked Estep Score: -1688526.125000 Penalty: 939.053223 Iteration 261Q: 3 clusters Score -1688526 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27027 members Mstep: Class 2 contains 3284 members Entering Unmasked Estep Score: -1688527.000000 Penalty: 939.053223 Iteration 262Q: 3 clusters Score -1688527 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27035 members Mstep: Class 2 contains 3276 members Entering Unmasked Estep Score: -1688528.625000 Penalty: 939.053223 Iteration 263Q: 3 clusters Score -1688529 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27044 members Mstep: Class 2 contains 3267 members Entering Unmasked Estep Score: -1688528.125000 Penalty: 939.053223 Iteration 264Q: 3 clusters Score -1688528 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27053 members Mstep: Class 2 contains 3258 members Entering Unmasked Estep Score: -1688526.500000 Penalty: 939.053223 Iteration 265Q: 3 clusters Score -1688526 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27064 members Mstep: Class 2 contains 3247 members Entering Unmasked Estep Score: -1688526.625000 Penalty: 939.053223 Iteration 266Q: 3 clusters Score -1688527 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27077 members Mstep: Class 2 contains 3234 members Entering Unmasked Estep Score: -1688527.375000 Penalty: 939.053223 Iteration 267Q: 3 clusters Score -1688527 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27086 members Mstep: Class 2 contains 3225 members Entering Unmasked Estep Score: -1688529.875000 Penalty: 939.053223 Iteration 268Q: 3 clusters Score -1688530 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27091 members Mstep: Class 2 contains 3220 members Entering Unmasked Estep Score: -1688529.125000 Penalty: 939.053223 Iteration 269Q: 3 clusters Score -1688529 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27094 members Mstep: Class 2 contains 3217 members Entering Unmasked Estep Score: -1688527.625000 Penalty: 939.053223 Iteration 270Q: 3 clusters Score -1688528 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27096 members Mstep: Class 2 contains 3215 members Entering Unmasked Estep Score: -1688526.500000 Penalty: 939.053223 Iteration 271Q: 3 clusters Score -1688526 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27096 members Mstep: Class 2 contains 3215 members Entering Unmasked Estep Score: -1688526.500000 Penalty: 939.053223 Iteration 272F: 3 clusters Score -1688526 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (8377 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8377 members Entering Unmasked Estep Score: -461817.281250 Penalty: 411.012665 Iteration 0F: 2 clusters Score -461817.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4207 members Mstep: Class 2 contains 4170 members Entering Unmasked Estep Score: -456174.875000 Penalty: 822.025330 Iteration 0F: 3 clusters Score -456174.9 nChanged 3882 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4663 members Mstep: Class 2 contains 3714 members Entering Unmasked Estep Score: -458834.687500 Penalty: 822.025330 Iteration 1F: 3 clusters Score -458834.7 nChanged 611 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4872 members Mstep: Class 2 contains 3505 members Entering Unmasked Estep Score: -459286.312500 Penalty: 822.025330 Iteration 2F: 3 clusters Score -459286.3 nChanged 576 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5098 members Mstep: Class 2 contains 3279 members Entering Unmasked Estep Score: -459704.187500 Penalty: 822.025330 Iteration 3F: 3 clusters Score -459704.2 nChanged 501 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5327 members Mstep: Class 2 contains 3050 members Entering Unmasked Estep Score: -460094.343750 Penalty: 822.025330 Iteration 4F: 3 clusters Score -460094.3 nChanged 423 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5504 members Mstep: Class 2 contains 2873 members Entering Unmasked Estep Score: -460405.500000 Penalty: 822.025330 Iteration 5F: 3 clusters Score -460405.5 nChanged 295 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5645 members Mstep: Class 2 contains 2732 members Entering Unmasked Estep Score: -460566.062500 Penalty: 822.025330 Iteration 6Q: 3 clusters Score -460566.1 nChanged 197 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5784 members Mstep: Class 2 contains 2593 members Entering Unmasked Estep Score: -460646.656250 Penalty: 822.025330 Iteration 7Q: 3 clusters Score -460646.7 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5913 members Mstep: Class 2 contains 2464 members Entering Unmasked Estep Score: -460703.687500 Penalty: 822.025330 Iteration 8Q: 3 clusters Score -460703.7 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6046 members Mstep: Class 2 contains 2331 members Entering Unmasked Estep Score: -460758.812500 Penalty: 822.025330 Iteration 9Q: 3 clusters Score -460758.8 nChanged 154 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6190 members Mstep: Class 2 contains 2187 members Entering Unmasked Estep Score: -460828.937500 Penalty: 822.025330 Iteration 10Q: 3 clusters Score -460828.9 nChanged 171 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6355 members Mstep: Class 2 contains 2022 members Entering Unmasked Estep Score: -460909.968750 Penalty: 822.025330 Iteration 11Q: 3 clusters Score -460910 nChanged 168 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6517 members Mstep: Class 2 contains 1860 members Entering Unmasked Estep Score: -460990.750000 Penalty: 822.025330 Iteration 12Q: 3 clusters Score -460990.8 nChanged 164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6677 members Mstep: Class 2 contains 1700 members Entering Unmasked Estep Score: -461077.156250 Penalty: 822.025330 Iteration 13Q: 3 clusters Score -461077.2 nChanged 156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6823 members Mstep: Class 2 contains 1554 members Entering Unmasked Estep Score: -461162.375000 Penalty: 822.025330 Iteration 14Q: 3 clusters Score -461162.4 nChanged 151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6972 members Mstep: Class 2 contains 1405 members Entering Unmasked Estep Score: -461257.000000 Penalty: 822.025330 Iteration 15Q: 3 clusters Score -461257 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7089 members Mstep: Class 2 contains 1288 members Entering Unmasked Estep Score: -461328.375000 Penalty: 822.025330 Iteration 16Q: 3 clusters Score -461328.4 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7193 members Mstep: Class 2 contains 1184 members Entering Unmasked Estep Score: -461395.718750 Penalty: 822.025330 Iteration 17Q: 3 clusters Score -461395.7 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7286 members Mstep: Class 2 contains 1091 members Entering Unmasked Estep Score: -461451.625000 Penalty: 822.025330 Iteration 18Q: 3 clusters Score -461451.6 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7363 members Mstep: Class 2 contains 1014 members Entering Unmasked Estep Score: -461492.875000 Penalty: 822.025330 Iteration 19Q: 3 clusters Score -461492.9 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7439 members Mstep: Class 2 contains 938 members Entering Unmasked Estep Score: -461531.687500 Penalty: 822.025330 Iteration 20F: 3 clusters Score -461531.7 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7515 members Mstep: Class 2 contains 862 members Entering Unmasked Estep Score: -461569.375000 Penalty: 822.025330 Iteration 21Q: 3 clusters Score -461569.4 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7568 members Mstep: Class 2 contains 809 members Entering Unmasked Estep Score: -461599.656250 Penalty: 822.025330 Iteration 22Q: 3 clusters Score -461599.7 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7618 members Mstep: Class 2 contains 759 members Entering Unmasked Estep Score: -461624.718750 Penalty: 822.025330 Iteration 23Q: 3 clusters Score -461624.7 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7656 members Mstep: Class 2 contains 721 members Entering Unmasked Estep Score: -461641.187500 Penalty: 822.025330 Iteration 24Q: 3 clusters Score -461641.2 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7687 members Mstep: Class 2 contains 690 members Entering Unmasked Estep Score: -461653.625000 Penalty: 822.025330 Iteration 25Q: 3 clusters Score -461653.6 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7703 members Mstep: Class 2 contains 674 members Entering Unmasked Estep Score: -461657.843750 Penalty: 822.025330 Iteration 26Q: 3 clusters Score -461657.8 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7714 members Mstep: Class 2 contains 663 members Entering Unmasked Estep Score: -461659.625000 Penalty: 822.025330 Iteration 27Q: 3 clusters Score -461659.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7722 members Mstep: Class 2 contains 655 members Entering Unmasked Estep Score: -461661.875000 Penalty: 822.025330 Iteration 28Q: 3 clusters Score -461661.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7729 members Mstep: Class 2 contains 648 members Entering Unmasked Estep Score: -461662.812500 Penalty: 822.025330 Iteration 29Q: 3 clusters Score -461662.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7738 members Mstep: Class 2 contains 639 members Entering Unmasked Estep Score: -461663.625000 Penalty: 822.025330 Iteration 30Q: 3 clusters Score -461663.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7742 members Mstep: Class 2 contains 635 members Entering Unmasked Estep Score: -461664.812500 Penalty: 822.025330 Iteration 31Q: 3 clusters Score -461664.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7746 members Mstep: Class 2 contains 631 members Entering Unmasked Estep Score: -461666.750000 Penalty: 822.025330 Iteration 32Q: 3 clusters Score -461666.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7749 members Mstep: Class 2 contains 628 members Entering Unmasked Estep Score: -461667.125000 Penalty: 822.025330 Iteration 33Q: 3 clusters Score -461667.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7751 members Mstep: Class 2 contains 626 members Entering Unmasked Estep Score: -461667.593750 Penalty: 822.025330 Iteration 34Q: 3 clusters Score -461667.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7751 members Mstep: Class 2 contains 626 members Entering Unmasked Estep Score: -461667.593750 Penalty: 822.025330 Iteration 35F: 3 clusters Score -461667.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (3296 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3296 members Entering Unmasked Estep Score: -184925.281250 Penalty: 368.571136 Iteration 0F: 2 clusters Score -184925.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1658 members Mstep: Class 2 contains 1638 members Entering Unmasked Estep Score: -182688.281250 Penalty: 737.142273 Iteration 0F: 3 clusters Score -182688.3 nChanged 1440 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1778 members Mstep: Class 2 contains 1518 members Entering Unmasked Estep Score: -183586.781250 Penalty: 737.142273 Iteration 1F: 3 clusters Score -183586.8 nChanged 223 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1849 members Mstep: Class 2 contains 1447 members Entering Unmasked Estep Score: -183741.968750 Penalty: 737.142273 Iteration 2F: 3 clusters Score -183742 nChanged 215 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1940 members Mstep: Class 2 contains 1356 members Entering Unmasked Estep Score: -183891.421875 Penalty: 737.142273 Iteration 3F: 3 clusters Score -183891.4 nChanged 211 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2031 members Mstep: Class 2 contains 1265 members Entering Unmasked Estep Score: -184086.593750 Penalty: 737.142273 Iteration 4F: 3 clusters Score -184086.6 nChanged 213 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2126 members Mstep: Class 2 contains 1170 members Entering Unmasked Estep Score: -184253.812500 Penalty: 737.142273 Iteration 5F: 3 clusters Score -184253.8 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2197 members Mstep: Class 2 contains 1099 members Entering Unmasked Estep Score: -184348.843750 Penalty: 737.142273 Iteration 6Q: 3 clusters Score -184348.8 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2243 members Mstep: Class 2 contains 1053 members Entering Unmasked Estep Score: -184385.296875 Penalty: 737.142273 Iteration 7Q: 3 clusters Score -184385.3 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2284 members Mstep: Class 2 contains 1012 members Entering Unmasked Estep Score: -184403.953125 Penalty: 737.142273 Iteration 8Q: 3 clusters Score -184404 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2306 members Mstep: Class 2 contains 990 members Entering Unmasked Estep Score: -184414.906250 Penalty: 737.142273 Iteration 9Q: 3 clusters Score -184414.9 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2328 members Mstep: Class 2 contains 968 members Entering Unmasked Estep Score: -184423.296875 Penalty: 737.142273 Iteration 10Q: 3 clusters Score -184423.3 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2347 members Mstep: Class 2 contains 949 members Entering Unmasked Estep Score: -184428.625000 Penalty: 737.142273 Iteration 11Q: 3 clusters Score -184428.6 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2364 members Mstep: Class 2 contains 932 members Entering Unmasked Estep Score: -184432.796875 Penalty: 737.142273 Iteration 12Q: 3 clusters Score -184432.8 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2380 members Mstep: Class 2 contains 916 members Entering Unmasked Estep Score: -184437.250000 Penalty: 737.142273 Iteration 13Q: 3 clusters Score -184437.2 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2397 members Mstep: Class 2 contains 899 members Entering Unmasked Estep Score: -184441.734375 Penalty: 737.142273 Iteration 14Q: 3 clusters Score -184441.7 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2413 members Mstep: Class 2 contains 883 members Entering Unmasked Estep Score: -184443.968750 Penalty: 737.142273 Iteration 15Q: 3 clusters Score -184444 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2423 members Mstep: Class 2 contains 873 members Entering Unmasked Estep Score: -184445.718750 Penalty: 737.142273 Iteration 16Q: 3 clusters Score -184445.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2430 members Mstep: Class 2 contains 866 members Entering Unmasked Estep Score: -184447.500000 Penalty: 737.142273 Iteration 17Q: 3 clusters Score -184447.5 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2444 members Mstep: Class 2 contains 852 members Entering Unmasked Estep Score: -184450.421875 Penalty: 737.142273 Iteration 18Q: 3 clusters Score -184450.4 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2460 members Mstep: Class 2 contains 836 members Entering Unmasked Estep Score: -184453.765625 Penalty: 737.142273 Iteration 19Q: 3 clusters Score -184453.8 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2475 members Mstep: Class 2 contains 821 members Entering Unmasked Estep Score: -184456.218750 Penalty: 737.142273 Iteration 20F: 3 clusters Score -184456.2 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2488 members Mstep: Class 2 contains 808 members Entering Unmasked Estep Score: -184459.046875 Penalty: 737.142273 Iteration 21Q: 3 clusters Score -184459 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2505 members Mstep: Class 2 contains 791 members Entering Unmasked Estep Score: -184463.703125 Penalty: 737.142273 Iteration 22Q: 3 clusters Score -184463.7 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2522 members Mstep: Class 2 contains 774 members Entering Unmasked Estep Score: -184467.671875 Penalty: 737.142273 Iteration 23Q: 3 clusters Score -184467.7 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2542 members Mstep: Class 2 contains 754 members Entering Unmasked Estep Score: -184477.078125 Penalty: 737.142273 Iteration 24Q: 3 clusters Score -184477.1 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2574 members Mstep: Class 2 contains 722 members Entering Unmasked Estep Score: -184490.828125 Penalty: 737.142273 Iteration 25Q: 3 clusters Score -184490.8 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2602 members Mstep: Class 2 contains 694 members Entering Unmasked Estep Score: -184500.781250 Penalty: 737.142273 Iteration 26Q: 3 clusters Score -184500.8 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2627 members Mstep: Class 2 contains 669 members Entering Unmasked Estep Score: -184511.484375 Penalty: 737.142273 Iteration 27Q: 3 clusters Score -184511.5 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2652 members Mstep: Class 2 contains 644 members Entering Unmasked Estep Score: -184525.015625 Penalty: 737.142273 Iteration 28Q: 3 clusters Score -184525 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2681 members Mstep: Class 2 contains 615 members Entering Unmasked Estep Score: -184542.125000 Penalty: 737.142273 Iteration 29Q: 3 clusters Score -184542.1 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2710 members Mstep: Class 2 contains 586 members Entering Unmasked Estep Score: -184559.296875 Penalty: 737.142273 Iteration 30Q: 3 clusters Score -184559.3 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2745 members Mstep: Class 2 contains 551 members Entering Unmasked Estep Score: -184584.046875 Penalty: 737.142273 Iteration 31Q: 3 clusters Score -184584 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2778 members Mstep: Class 2 contains 518 members Entering Unmasked Estep Score: -184604.015625 Penalty: 737.142273 Iteration 32Q: 3 clusters Score -184604 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2803 members Mstep: Class 2 contains 493 members Entering Unmasked Estep Score: -184618.343750 Penalty: 737.142273 Iteration 33Q: 3 clusters Score -184618.3 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2822 members Mstep: Class 2 contains 474 members Entering Unmasked Estep Score: -184627.843750 Penalty: 737.142273 Iteration 34Q: 3 clusters Score -184627.8 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2840 members Mstep: Class 2 contains 456 members Entering Unmasked Estep Score: -184638.828125 Penalty: 737.142273 Iteration 35Q: 3 clusters Score -184638.8 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2860 members Mstep: Class 2 contains 436 members Entering Unmasked Estep Score: -184647.437500 Penalty: 737.142273 Iteration 36Q: 3 clusters Score -184647.4 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2874 members Mstep: Class 2 contains 422 members Entering Unmasked Estep Score: -184651.859375 Penalty: 737.142273 Iteration 37Q: 3 clusters Score -184651.9 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2890 members Mstep: Class 2 contains 406 members Entering Unmasked Estep Score: -184658.468750 Penalty: 737.142273 Iteration 38Q: 3 clusters Score -184658.5 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2907 members Mstep: Class 2 contains 389 members Entering Unmasked Estep Score: -184664.687500 Penalty: 737.142273 Iteration 39Q: 3 clusters Score -184664.7 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2918 members Mstep: Class 2 contains 378 members Entering Unmasked Estep Score: -184668.078125 Penalty: 737.142273 Iteration 40F: 3 clusters Score -184668.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2927 members Mstep: Class 2 contains 369 members Entering Unmasked Estep Score: -184670.359375 Penalty: 737.142273 Iteration 41Q: 3 clusters Score -184670.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2932 members Mstep: Class 2 contains 364 members Entering Unmasked Estep Score: -184672.000000 Penalty: 737.142273 Iteration 42Q: 3 clusters Score -184672 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2939 members Mstep: Class 2 contains 357 members Entering Unmasked Estep Score: -184672.906250 Penalty: 737.142273 Iteration 43Q: 3 clusters Score -184672.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2942 members Mstep: Class 2 contains 354 members Entering Unmasked Estep Score: -184673.640625 Penalty: 737.142273 Iteration 44Q: 3 clusters Score -184673.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2944 members Mstep: Class 2 contains 352 members Entering Unmasked Estep Score: -184674.546875 Penalty: 737.142273 Iteration 45Q: 3 clusters Score -184674.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2944 members Mstep: Class 2 contains 352 members Entering Unmasked Estep Score: -184674.546875 Penalty: 737.142273 Iteration 46F: 3 clusters Score -184674.5 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (7795 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7795 members Entering Unmasked Estep Score: -407823.593750 Penalty: 407.736328 Iteration 0F: 2 clusters Score -407823.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3908 members Mstep: Class 2 contains 3887 members Entering Unmasked Estep Score: -402605.156250 Penalty: 815.472656 Iteration 0F: 3 clusters Score -402605.2 nChanged 3608 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3670 members Mstep: Class 2 contains 4125 members Entering Unmasked Estep Score: -404722.937500 Penalty: 815.472656 Iteration 1F: 3 clusters Score -404722.9 nChanged 421 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3563 members Mstep: Class 2 contains 4232 members Entering Unmasked Estep Score: -404859.812500 Penalty: 815.472656 Iteration 2F: 3 clusters Score -404859.8 nChanged 373 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3426 members Mstep: Class 2 contains 4369 members Entering Unmasked Estep Score: -404985.562500 Penalty: 815.472656 Iteration 3Q: 3 clusters Score -404985.6 nChanged 319 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3261 members Mstep: Class 2 contains 4534 members Entering Unmasked Estep Score: -405095.125000 Penalty: 815.472656 Iteration 4Q: 3 clusters Score -405095.1 nChanged 312 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3073 members Mstep: Class 2 contains 4722 members Entering Unmasked Estep Score: -405230.312500 Penalty: 815.472656 Iteration 5Q: 3 clusters Score -405230.3 nChanged 330 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2837 members Mstep: Class 2 contains 4958 members Entering Unmasked Estep Score: -405378.906250 Penalty: 815.472656 Iteration 6Q: 3 clusters Score -405378.9 nChanged 353 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2540 members Mstep: Class 2 contains 5255 members Entering Unmasked Estep Score: -405564.375000 Penalty: 815.472656 Iteration 7Q: 3 clusters Score -405564.4 nChanged 352 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2220 members Mstep: Class 2 contains 5575 members Entering Unmasked Estep Score: -405788.843750 Penalty: 815.472656 Iteration 8Q: 3 clusters Score -405788.8 nChanged 371 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1885 members Mstep: Class 2 contains 5910 members Entering Unmasked Estep Score: -406044.406250 Penalty: 815.472656 Iteration 9Q: 3 clusters Score -406044.4 nChanged 374 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1541 members Mstep: Class 2 contains 6254 members Entering Unmasked Estep Score: -406340.718750 Penalty: 815.472656 Iteration 10Q: 3 clusters Score -406340.7 nChanged 337 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1224 members Mstep: Class 2 contains 6571 members Entering Unmasked Estep Score: -406616.875000 Penalty: 815.472656 Iteration 11Q: 3 clusters Score -406616.9 nChanged 270 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 974 members Mstep: Class 2 contains 6821 members Entering Unmasked Estep Score: -406829.906250 Penalty: 815.472656 Iteration 12Q: 3 clusters Score -406829.9 nChanged 229 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 755 members Mstep: Class 2 contains 7040 members Entering Unmasked Estep Score: -407031.656250 Penalty: 815.472656 Iteration 13Q: 3 clusters Score -407031.7 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 615 members Mstep: Class 2 contains 7180 members Entering Unmasked Estep Score: -407158.156250 Penalty: 815.472656 Iteration 14Q: 3 clusters Score -407158.2 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 501 members Mstep: Class 2 contains 7294 members Entering Unmasked Estep Score: -407261.843750 Penalty: 815.472656 Iteration 15Q: 3 clusters Score -407261.8 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 428 members Mstep: Class 2 contains 7367 members Entering Unmasked Estep Score: -407322.625000 Penalty: 815.472656 Iteration 16Q: 3 clusters Score -407322.6 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 374 members Mstep: Class 2 contains 7421 members Entering Unmasked Estep Score: -407357.937500 Penalty: 815.472656 Iteration 17Q: 3 clusters Score -407357.9 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 331 members Mstep: Class 2 contains 7464 members Entering Unmasked Estep Score: -407381.031250 Penalty: 815.472656 Iteration 18Q: 3 clusters Score -407381 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 300 members Mstep: Class 2 contains 7495 members Entering Unmasked Estep Score: -407393.437500 Penalty: 815.472656 Iteration 19Q: 3 clusters Score -407393.4 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 271 members Mstep: Class 2 contains 7524 members Entering Unmasked Estep Score: -407410.687500 Penalty: 815.472656 Iteration 20F: 3 clusters Score -407410.7 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 241 members Mstep: Class 2 contains 7554 members Entering Unmasked Estep Score: -407433.375000 Penalty: 815.472656 Iteration 21Q: 3 clusters Score -407433.4 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 220 members Mstep: Class 2 contains 7575 members Entering Unmasked Estep Score: -407452.531250 Penalty: 815.472656 Iteration 22Q: 3 clusters Score -407452.5 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 206 members Mstep: Class 2 contains 7589 members Entering Unmasked Estep Score: -407469.500000 Penalty: 815.472656 Iteration 23Q: 3 clusters Score -407469.5 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 194 members Mstep: Class 2 contains 7601 members Entering Unmasked Estep Score: -407479.500000 Penalty: 815.472656 Iteration 24Q: 3 clusters Score -407479.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 189 members Mstep: Class 2 contains 7606 members Entering Unmasked Estep Score: -407482.187500 Penalty: 815.472656 Iteration 25Q: 3 clusters Score -407482.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 189 members Mstep: Class 2 contains 7606 members Entering Unmasked Estep Score: -407485.250000 Penalty: 815.472656 Iteration 26Q: 3 clusters Score -407485.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 184 members Mstep: Class 2 contains 7611 members Entering Unmasked Estep Score: -407488.406250 Penalty: 815.472656 Iteration 27Q: 3 clusters Score -407488.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 182 members Mstep: Class 2 contains 7613 members Entering Unmasked Estep Score: -407489.218750 Penalty: 815.472656 Iteration 28Q: 3 clusters Score -407489.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 180 members Mstep: Class 2 contains 7615 members Entering Unmasked Estep Score: -407490.593750 Penalty: 815.472656 Iteration 29Q: 3 clusters Score -407490.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 179 members Mstep: Class 2 contains 7616 members Entering Unmasked Estep Score: -407491.218750 Penalty: 815.472656 Iteration 30Q: 3 clusters Score -407491.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 179 members Mstep: Class 2 contains 7616 members Entering Unmasked Estep Score: -407491.218750 Penalty: 815.472656 Iteration 31F: 3 clusters Score -407491.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (7462 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7462 members Entering Unmasked Estep Score: -424862.562500 Penalty: 405.749817 Iteration 0F: 2 clusters Score -424862.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3831 members Mstep: Class 2 contains 3631 members Entering Unmasked Estep Score: -419912.406250 Penalty: 811.499634 Iteration 0F: 3 clusters Score -419912.4 nChanged 3456 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4505 members Mstep: Class 2 contains 2957 members Entering Unmasked Estep Score: -422028.281250 Penalty: 811.499634 Iteration 1F: 3 clusters Score -422028.3 nChanged 500 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4811 members Mstep: Class 2 contains 2651 members Entering Unmasked Estep Score: -422392.312500 Penalty: 811.499634 Iteration 2F: 3 clusters Score -422392.3 nChanged 492 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5123 members Mstep: Class 2 contains 2339 members Entering Unmasked Estep Score: -422782.562500 Penalty: 811.499634 Iteration 3F: 3 clusters Score -422782.6 nChanged 472 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5423 members Mstep: Class 2 contains 2039 members Entering Unmasked Estep Score: -423179.343750 Penalty: 811.499634 Iteration 4F: 3 clusters Score -423179.3 nChanged 427 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5692 members Mstep: Class 2 contains 1770 members Entering Unmasked Estep Score: -423550.156250 Penalty: 811.499634 Iteration 5F: 3 clusters Score -423550.2 nChanged 325 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5913 members Mstep: Class 2 contains 1549 members Entering Unmasked Estep Score: -423814.562500 Penalty: 811.499634 Iteration 6Q: 3 clusters Score -423814.6 nChanged 260 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6093 members Mstep: Class 2 contains 1369 members Entering Unmasked Estep Score: -423979.781250 Penalty: 811.499634 Iteration 7Q: 3 clusters Score -423979.8 nChanged 173 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6226 members Mstep: Class 2 contains 1236 members Entering Unmasked Estep Score: -424083.781250 Penalty: 811.499634 Iteration 8Q: 3 clusters Score -424083.8 nChanged 160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6354 members Mstep: Class 2 contains 1108 members Entering Unmasked Estep Score: -424175.875000 Penalty: 811.499634 Iteration 9Q: 3 clusters Score -424175.9 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6461 members Mstep: Class 2 contains 1001 members Entering Unmasked Estep Score: -424249.687500 Penalty: 811.499634 Iteration 10Q: 3 clusters Score -424249.7 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6553 members Mstep: Class 2 contains 909 members Entering Unmasked Estep Score: -424307.468750 Penalty: 811.499634 Iteration 11Q: 3 clusters Score -424307.5 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6624 members Mstep: Class 2 contains 838 members Entering Unmasked Estep Score: -424357.937500 Penalty: 811.499634 Iteration 12Q: 3 clusters Score -424357.9 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6702 members Mstep: Class 2 contains 760 members Entering Unmasked Estep Score: -424403.562500 Penalty: 811.499634 Iteration 13Q: 3 clusters Score -424403.6 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6761 members Mstep: Class 2 contains 701 members Entering Unmasked Estep Score: -424431.812500 Penalty: 811.499634 Iteration 14Q: 3 clusters Score -424431.8 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6809 members Mstep: Class 2 contains 653 members Entering Unmasked Estep Score: -424452.875000 Penalty: 811.499634 Iteration 15Q: 3 clusters Score -424452.9 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6853 members Mstep: Class 2 contains 609 members Entering Unmasked Estep Score: -424472.375000 Penalty: 811.499634 Iteration 16Q: 3 clusters Score -424472.4 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6878 members Mstep: Class 2 contains 584 members Entering Unmasked Estep Score: -424482.187500 Penalty: 811.499634 Iteration 17Q: 3 clusters Score -424482.2 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6897 members Mstep: Class 2 contains 565 members Entering Unmasked Estep Score: -424489.468750 Penalty: 811.499634 Iteration 18Q: 3 clusters Score -424489.5 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6918 members Mstep: Class 2 contains 544 members Entering Unmasked Estep Score: -424496.781250 Penalty: 811.499634 Iteration 19Q: 3 clusters Score -424496.8 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6938 members Mstep: Class 2 contains 524 members Entering Unmasked Estep Score: -424503.812500 Penalty: 811.499634 Iteration 20F: 3 clusters Score -424503.8 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6954 members Mstep: Class 2 contains 508 members Entering Unmasked Estep Score: -424511.468750 Penalty: 811.499634 Iteration 21Q: 3 clusters Score -424511.5 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6968 members Mstep: Class 2 contains 494 members Entering Unmasked Estep Score: -424517.093750 Penalty: 811.499634 Iteration 22Q: 3 clusters Score -424517.1 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6986 members Mstep: Class 2 contains 476 members Entering Unmasked Estep Score: -424525.875000 Penalty: 811.499634 Iteration 23Q: 3 clusters Score -424525.9 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7005 members Mstep: Class 2 contains 457 members Entering Unmasked Estep Score: -424532.468750 Penalty: 811.499634 Iteration 24Q: 3 clusters Score -424532.5 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7016 members Mstep: Class 2 contains 446 members Entering Unmasked Estep Score: -424535.406250 Penalty: 811.499634 Iteration 25Q: 3 clusters Score -424535.4 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7024 members Mstep: Class 2 contains 438 members Entering Unmasked Estep Score: -424538.468750 Penalty: 811.499634 Iteration 26Q: 3 clusters Score -424538.5 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7035 members Mstep: Class 2 contains 427 members Entering Unmasked Estep Score: -424542.718750 Penalty: 811.499634 Iteration 27Q: 3 clusters Score -424542.7 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7042 members Mstep: Class 2 contains 420 members Entering Unmasked Estep Score: -424545.500000 Penalty: 811.499634 Iteration 28Q: 3 clusters Score -424545.5 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7050 members Mstep: Class 2 contains 412 members Entering Unmasked Estep Score: -424547.656250 Penalty: 811.499634 Iteration 29Q: 3 clusters Score -424547.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7050 members Mstep: Class 2 contains 412 members Entering Unmasked Estep Score: -424549.406250 Penalty: 811.499634 Iteration 30Q: 3 clusters Score -424549.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7053 members Mstep: Class 2 contains 409 members Entering Unmasked Estep Score: -424552.281250 Penalty: 811.499634 Iteration 31Q: 3 clusters Score -424552.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7058 members Mstep: Class 2 contains 404 members Entering Unmasked Estep Score: -424554.187500 Penalty: 811.499634 Iteration 32Q: 3 clusters Score -424554.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7061 members Mstep: Class 2 contains 401 members Entering Unmasked Estep Score: -424554.875000 Penalty: 811.499634 Iteration 33Q: 3 clusters Score -424554.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7061 members Mstep: Class 2 contains 401 members Entering Unmasked Estep Score: -424556.406250 Penalty: 811.499634 Iteration 34Q: 3 clusters Score -424556.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7062 members Mstep: Class 2 contains 400 members Entering Unmasked Estep Score: -424558.343750 Penalty: 811.499634 Iteration 35Q: 3 clusters Score -424558.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7062 members Mstep: Class 2 contains 400 members Entering Unmasked Estep Score: -424559.093750 Penalty: 811.499634 Iteration 36Q: 3 clusters Score -424559.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7064 members Mstep: Class 2 contains 398 members Entering Unmasked Estep Score: -424560.031250 Penalty: 811.499634 Iteration 37Q: 3 clusters Score -424560 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7068 members Mstep: Class 2 contains 394 members Entering Unmasked Estep Score: -424561.375000 Penalty: 811.499634 Iteration 38Q: 3 clusters Score -424561.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7071 members Mstep: Class 2 contains 391 members Entering Unmasked Estep Score: -424562.875000 Penalty: 811.499634 Iteration 39Q: 3 clusters Score -424562.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7072 members Mstep: Class 2 contains 390 members Entering Unmasked Estep Score: -424564.000000 Penalty: 811.499634 Iteration 40F: 3 clusters Score -424564 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7074 members Mstep: Class 2 contains 388 members Entering Unmasked Estep Score: -424566.843750 Penalty: 811.499634 Iteration 41Q: 3 clusters Score -424566.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7075 members Mstep: Class 2 contains 387 members Entering Unmasked Estep Score: -424568.312500 Penalty: 811.499634 Iteration 42Q: 3 clusters Score -424568.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7073 members Mstep: Class 2 contains 389 members Entering Unmasked Estep Score: -424571.125000 Penalty: 811.499634 Iteration 43Q: 3 clusters Score -424571.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7077 members Mstep: Class 2 contains 385 members Entering Unmasked Estep Score: -424572.031250 Penalty: 811.499634 Iteration 44Q: 3 clusters Score -424572 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7081 members Mstep: Class 2 contains 381 members Entering Unmasked Estep Score: -424575.812500 Penalty: 811.499634 Iteration 45Q: 3 clusters Score -424575.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7085 members Mstep: Class 2 contains 377 members Entering Unmasked Estep Score: -424579.531250 Penalty: 811.499634 Iteration 46Q: 3 clusters Score -424579.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7083 members Mstep: Class 2 contains 379 members Entering Unmasked Estep Score: -424580.562500 Penalty: 811.499634 Iteration 47Q: 3 clusters Score -424580.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7082 members Mstep: Class 2 contains 380 members Entering Unmasked Estep Score: -424581.187500 Penalty: 811.499634 Iteration 48Q: 3 clusters Score -424581.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7079 members Mstep: Class 2 contains 383 members Entering Unmasked Estep Score: -424581.437500 Penalty: 811.499634 Iteration 49Q: 3 clusters Score -424581.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7079 members Mstep: Class 2 contains 383 members Entering Unmasked Estep Score: -424582.156250 Penalty: 811.499634 Iteration 50Q: 3 clusters Score -424582.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7079 members Mstep: Class 2 contains 383 members Entering Unmasked Estep Score: -424582.156250 Penalty: 811.499634 Iteration 51F: 3 clusters Score -424582.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (13255 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13255 members Entering Unmasked Estep Score: -732237.125000 Penalty: 431.891937 Iteration 0F: 2 clusters Score -732237.1 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 6734 members Entering Unmasked Estep Score: -723420.250000 Penalty: 863.783875 Iteration 0F: 3 clusters Score -723420.2 nChanged 6212 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5031 members Mstep: Class 2 contains 8224 members Entering Unmasked Estep Score: -727461.312500 Penalty: 863.783875 Iteration 1F: 3 clusters Score -727461.3 nChanged 1057 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4178 members Mstep: Class 2 contains 9077 members Entering Unmasked Estep Score: -728172.187500 Penalty: 863.783875 Iteration 2F: 3 clusters Score -728172.2 nChanged 1099 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3217 members Mstep: Class 2 contains 10038 members Entering Unmasked Estep Score: -729006.750000 Penalty: 863.783875 Iteration 3F: 3 clusters Score -729006.8 nChanged 1018 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2265 members Mstep: Class 2 contains 10990 members Entering Unmasked Estep Score: -729901.312500 Penalty: 863.783875 Iteration 4F: 3 clusters Score -729901.3 nChanged 898 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1387 members Mstep: Class 2 contains 11868 members Entering Unmasked Estep Score: -730754.875000 Penalty: 863.783875 Iteration 5F: 3 clusters Score -730754.9 nChanged 611 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 786 members Mstep: Class 2 contains 12469 members Entering Unmasked Estep Score: -731339.625000 Penalty: 863.783875 Iteration 6Q: 3 clusters Score -731339.6 nChanged 328 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 460 members Mstep: Class 2 contains 12795 members Entering Unmasked Estep Score: -731607.687500 Penalty: 863.783875 Iteration 7Q: 3 clusters Score -731607.7 nChanged 168 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 296 members Mstep: Class 2 contains 12959 members Entering Unmasked Estep Score: -731724.625000 Penalty: 863.783875 Iteration 8Q: 3 clusters Score -731724.6 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 211 members Mstep: Class 2 contains 13044 members Entering Unmasked Estep Score: -731783.812500 Penalty: 863.783875 Iteration 9Q: 3 clusters Score -731783.8 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 163 members Mstep: Class 2 contains 13092 members Entering Unmasked Estep Score: -731821.312500 Penalty: 863.783875 Iteration 10Q: 3 clusters Score -731821.3 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139 members Mstep: Class 2 contains 13116 members Entering Unmasked Estep Score: -731839.750000 Penalty: 863.783875 Iteration 11Q: 3 clusters Score -731839.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 132 members Mstep: Class 2 contains 13123 members Entering Unmasked Estep Score: -731842.750000 Penalty: 863.783875 Iteration 12Q: 3 clusters Score -731842.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 128 members Mstep: Class 2 contains 13127 members Entering Unmasked Estep Score: -731847.187500 Penalty: 863.783875 Iteration 13Q: 3 clusters Score -731847.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 121 members Mstep: Class 2 contains 13134 members Entering Unmasked Estep Score: -731855.312500 Penalty: 863.783875 Iteration 14Q: 3 clusters Score -731855.3 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 111 members Mstep: Class 2 contains 13144 members Entering Unmasked Estep Score: -731862.687500 Penalty: 863.783875 Iteration 15Q: 3 clusters Score -731862.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 106 members Mstep: Class 2 contains 13149 members Entering Unmasked Estep Score: -731871.375000 Penalty: 863.783875 Iteration 16Q: 3 clusters Score -731871.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101 members Mstep: Class 2 contains 13154 members Entering Unmasked Estep Score: -731880.375000 Penalty: 863.783875 Iteration 17Q: 3 clusters Score -731880.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100 members Mstep: Class 2 contains 13155 members Entering Unmasked Estep Score: -731887.937500 Penalty: 863.783875 Iteration 18Q: 3 clusters Score -731887.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101 members Mstep: Class 2 contains 13154 members Entering Unmasked Estep Score: -731887.750000 Penalty: 863.783875 Iteration 19Q: 3 clusters Score -731887.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 102 members Mstep: Class 2 contains 13153 members Entering Unmasked Estep Score: -731887.625000 Penalty: 863.783875 Iteration 20F: 3 clusters Score -731887.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (1510 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1510 members Entering Unmasked Estep Score: -83075.718750 Penalty: 333.053833 Iteration 0F: 2 clusters Score -83075.72 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 751 members Mstep: Class 2 contains 759 members Entering Unmasked Estep Score: -81972.789062 Penalty: 666.107666 Iteration 0F: 3 clusters Score -81972.79 nChanged 630 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 849 members Mstep: Class 2 contains 661 members Entering Unmasked Estep Score: -82427.890625 Penalty: 666.107666 Iteration 1F: 3 clusters Score -82427.89 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 909 members Mstep: Class 2 contains 601 members Entering Unmasked Estep Score: -82517.187500 Penalty: 666.107666 Iteration 2F: 3 clusters Score -82517.19 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 950 members Mstep: Class 2 contains 560 members Entering Unmasked Estep Score: -82599.578125 Penalty: 666.107666 Iteration 3F: 3 clusters Score -82599.58 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 994 members Mstep: Class 2 contains 516 members Entering Unmasked Estep Score: -82650.875000 Penalty: 666.107666 Iteration 4F: 3 clusters Score -82650.88 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1025 members Mstep: Class 2 contains 485 members Entering Unmasked Estep Score: -82695.015625 Penalty: 666.107666 Iteration 5Q: 3 clusters Score -82695.02 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1043 members Mstep: Class 2 contains 467 members Entering Unmasked Estep Score: -82725.335938 Penalty: 666.107666 Iteration 6Q: 3 clusters Score -82725.34 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1045 members Mstep: Class 2 contains 465 members Entering Unmasked Estep Score: -82749.023438 Penalty: 666.107666 Iteration 7Q: 3 clusters Score -82749.02 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1040 members Mstep: Class 2 contains 470 members Entering Unmasked Estep Score: -82760.812500 Penalty: 666.107666 Iteration 8Q: 3 clusters Score -82760.81 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1030 members Mstep: Class 2 contains 480 members Entering Unmasked Estep Score: -82770.375000 Penalty: 666.107666 Iteration 9Q: 3 clusters Score -82770.38 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1028 members Mstep: Class 2 contains 482 members Entering Unmasked Estep Score: -82774.492188 Penalty: 666.107666 Iteration 10Q: 3 clusters Score -82774.49 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1020 members Mstep: Class 2 contains 490 members Entering Unmasked Estep Score: -82777.515625 Penalty: 666.107666 Iteration 11Q: 3 clusters Score -82777.52 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1015 members Mstep: Class 2 contains 495 members Entering Unmasked Estep Score: -82780.851562 Penalty: 666.107666 Iteration 12Q: 3 clusters Score -82780.85 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1012 members Mstep: Class 2 contains 498 members Entering Unmasked Estep Score: -82782.648438 Penalty: 666.107666 Iteration 13Q: 3 clusters Score -82782.65 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1003 members Mstep: Class 2 contains 507 members Entering Unmasked Estep Score: -82786.625000 Penalty: 666.107666 Iteration 14Q: 3 clusters Score -82786.62 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 992 members Mstep: Class 2 contains 518 members Entering Unmasked Estep Score: -82793.687500 Penalty: 666.107666 Iteration 15Q: 3 clusters Score -82793.69 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 981 members Mstep: Class 2 contains 529 members Entering Unmasked Estep Score: -82801.226562 Penalty: 666.107666 Iteration 16Q: 3 clusters Score -82801.23 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 966 members Mstep: Class 2 contains 544 members Entering Unmasked Estep Score: -82808.390625 Penalty: 666.107666 Iteration 17Q: 3 clusters Score -82808.39 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 951 members Mstep: Class 2 contains 559 members Entering Unmasked Estep Score: -82815.828125 Penalty: 666.107666 Iteration 18Q: 3 clusters Score -82815.83 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 933 members Mstep: Class 2 contains 577 members Entering Unmasked Estep Score: -82824.468750 Penalty: 666.107666 Iteration 19Q: 3 clusters Score -82824.47 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 915 members Mstep: Class 2 contains 595 members Entering Unmasked Estep Score: -82833.578125 Penalty: 666.107666 Iteration 20F: 3 clusters Score -82833.58 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 895 members Mstep: Class 2 contains 615 members Entering Unmasked Estep Score: -82845.601562 Penalty: 666.107666 Iteration 21Q: 3 clusters Score -82845.6 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 869 members Mstep: Class 2 contains 641 members Entering Unmasked Estep Score: -82860.578125 Penalty: 666.107666 Iteration 22Q: 3 clusters Score -82860.58 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 844 members Mstep: Class 2 contains 666 members Entering Unmasked Estep Score: -82876.351562 Penalty: 666.107666 Iteration 23Q: 3 clusters Score -82876.35 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 816 members Mstep: Class 2 contains 694 members Entering Unmasked Estep Score: -82896.937500 Penalty: 666.107666 Iteration 24Q: 3 clusters Score -82896.94 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 789 members Mstep: Class 2 contains 721 members Entering Unmasked Estep Score: -82915.382812 Penalty: 666.107666 Iteration 25Q: 3 clusters Score -82915.38 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 766 members Mstep: Class 2 contains 744 members Entering Unmasked Estep Score: -82927.789062 Penalty: 666.107666 Iteration 26Q: 3 clusters Score -82927.79 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 743 members Mstep: Class 2 contains 767 members Entering Unmasked Estep Score: -82935.601562 Penalty: 666.107666 Iteration 27Q: 3 clusters Score -82935.6 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 731 members Mstep: Class 2 contains 779 members Entering Unmasked Estep Score: -82939.351562 Penalty: 666.107666 Iteration 28Q: 3 clusters Score -82939.35 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 719 members Mstep: Class 2 contains 791 members Entering Unmasked Estep Score: -82942.343750 Penalty: 666.107666 Iteration 29Q: 3 clusters Score -82942.34 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 713 members Mstep: Class 2 contains 797 members Entering Unmasked Estep Score: -82944.828125 Penalty: 666.107666 Iteration 30Q: 3 clusters Score -82944.83 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 708 members Mstep: Class 2 contains 802 members Entering Unmasked Estep Score: -82945.578125 Penalty: 666.107666 Iteration 31Q: 3 clusters Score -82945.58 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 707 members Mstep: Class 2 contains 803 members Entering Unmasked Estep Score: -82945.703125 Penalty: 666.107666 Iteration 32Q: 3 clusters Score -82945.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 705 members Mstep: Class 2 contains 805 members Entering Unmasked Estep Score: -82946.148438 Penalty: 666.107666 Iteration 33Q: 3 clusters Score -82946.15 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 703 members Mstep: Class 2 contains 807 members Entering Unmasked Estep Score: -82946.320312 Penalty: 666.107666 Iteration 34Q: 3 clusters Score -82946.32 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 702 members Mstep: Class 2 contains 808 members Entering Unmasked Estep Score: -82946.578125 Penalty: 666.107666 Iteration 35Q: 3 clusters Score -82946.58 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 700 members Mstep: Class 2 contains 810 members Entering Unmasked Estep Score: -82947.226562 Penalty: 666.107666 Iteration 36Q: 3 clusters Score -82947.23 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 698 members Mstep: Class 2 contains 812 members Entering Unmasked Estep Score: -82947.429688 Penalty: 666.107666 Iteration 37Q: 3 clusters Score -82947.43 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 696 members Mstep: Class 2 contains 814 members Entering Unmasked Estep Score: -82947.921875 Penalty: 666.107666 Iteration 38Q: 3 clusters Score -82947.92 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 695 members Mstep: Class 2 contains 815 members Entering Unmasked Estep Score: -82947.851562 Penalty: 666.107666 Iteration 39Q: 3 clusters Score -82947.85 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 694 members Mstep: Class 2 contains 816 members Entering Unmasked Estep Score: -82948.304688 Penalty: 666.107666 Iteration 40F: 3 clusters Score -82948.3 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (3889 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3889 members Entering Unmasked Estep Score: -231735.093750 Penalty: 376.098785 Iteration 0F: 2 clusters Score -231735.1 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 1963 members Entering Unmasked Estep Score: -229070.578125 Penalty: 752.197571 Iteration 0F: 3 clusters Score -229070.6 nChanged 1733 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1643 members Mstep: Class 2 contains 2246 members Entering Unmasked Estep Score: -230062.218750 Penalty: 752.197571 Iteration 1F: 3 clusters Score -230062.2 nChanged 348 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1449 members Mstep: Class 2 contains 2440 members Entering Unmasked Estep Score: -230339.984375 Penalty: 752.197571 Iteration 2F: 3 clusters Score -230340 nChanged 327 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1270 members Mstep: Class 2 contains 2619 members Entering Unmasked Estep Score: -230604.000000 Penalty: 752.197571 Iteration 3F: 3 clusters Score -230604 nChanged 252 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1134 members Mstep: Class 2 contains 2755 members Entering Unmasked Estep Score: -230787.593750 Penalty: 752.197571 Iteration 4F: 3 clusters Score -230787.6 nChanged 195 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1025 members Mstep: Class 2 contains 2864 members Entering Unmasked Estep Score: -230924.515625 Penalty: 752.197571 Iteration 5F: 3 clusters Score -230924.5 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 923 members Mstep: Class 2 contains 2966 members Entering Unmasked Estep Score: -231052.640625 Penalty: 752.197571 Iteration 6Q: 3 clusters Score -231052.6 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 826 members Mstep: Class 2 contains 3063 members Entering Unmasked Estep Score: -231165.765625 Penalty: 752.197571 Iteration 7Q: 3 clusters Score -231165.8 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 743 members Mstep: Class 2 contains 3146 members Entering Unmasked Estep Score: -231288.843750 Penalty: 752.197571 Iteration 8Q: 3 clusters Score -231288.8 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 684 members Mstep: Class 2 contains 3205 members Entering Unmasked Estep Score: -231407.046875 Penalty: 752.197571 Iteration 9Q: 3 clusters Score -231407 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 661 members Mstep: Class 2 contains 3228 members Entering Unmasked Estep Score: -231473.140625 Penalty: 752.197571 Iteration 10Q: 3 clusters Score -231473.1 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 649 members Mstep: Class 2 contains 3240 members Entering Unmasked Estep Score: -231496.671875 Penalty: 752.197571 Iteration 11Q: 3 clusters Score -231496.7 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 646 members Mstep: Class 2 contains 3243 members Entering Unmasked Estep Score: -231505.906250 Penalty: 752.197571 Iteration 12Q: 3 clusters Score -231505.9 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 645 members Mstep: Class 2 contains 3244 members Entering Unmasked Estep Score: -231509.812500 Penalty: 752.197571 Iteration 13Q: 3 clusters Score -231509.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 639 members Mstep: Class 2 contains 3250 members Entering Unmasked Estep Score: -231513.875000 Penalty: 752.197571 Iteration 14Q: 3 clusters Score -231513.9 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 633 members Mstep: Class 2 contains 3256 members Entering Unmasked Estep Score: -231520.953125 Penalty: 752.197571 Iteration 15Q: 3 clusters Score -231521 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 634 members Mstep: Class 2 contains 3255 members Entering Unmasked Estep Score: -231523.062500 Penalty: 752.197571 Iteration 16Q: 3 clusters Score -231523.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 631 members Mstep: Class 2 contains 3258 members Entering Unmasked Estep Score: -231525.265625 Penalty: 752.197571 Iteration 17Q: 3 clusters Score -231525.3 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 624 members Mstep: Class 2 contains 3265 members Entering Unmasked Estep Score: -231527.750000 Penalty: 752.197571 Iteration 18Q: 3 clusters Score -231527.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 616 members Mstep: Class 2 contains 3273 members Entering Unmasked Estep Score: -231529.781250 Penalty: 752.197571 Iteration 19Q: 3 clusters Score -231529.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 609 members Mstep: Class 2 contains 3280 members Entering Unmasked Estep Score: -231531.312500 Penalty: 752.197571 Iteration 20F: 3 clusters Score -231531.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 602 members Mstep: Class 2 contains 3287 members Entering Unmasked Estep Score: -231532.515625 Penalty: 752.197571 Iteration 21Q: 3 clusters Score -231532.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 598 members Mstep: Class 2 contains 3291 members Entering Unmasked Estep Score: -231533.187500 Penalty: 752.197571 Iteration 22Q: 3 clusters Score -231533.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 596 members Mstep: Class 2 contains 3293 members Entering Unmasked Estep Score: -231533.609375 Penalty: 752.197571 Iteration 23Q: 3 clusters Score -231533.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 594 members Mstep: Class 2 contains 3295 members Entering Unmasked Estep Score: -231533.500000 Penalty: 752.197571 Iteration 24Q: 3 clusters Score -231533.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 593 members Mstep: Class 2 contains 3296 members Entering Unmasked Estep Score: -231533.359375 Penalty: 752.197571 Iteration 25Q: 3 clusters Score -231533.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 592 members Mstep: Class 2 contains 3297 members Entering Unmasked Estep Score: -231533.546875 Penalty: 752.197571 Iteration 26Q: 3 clusters Score -231533.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 592 members Mstep: Class 2 contains 3297 members Entering Unmasked Estep Score: -231533.546875 Penalty: 752.197571 Iteration 27F: 3 clusters Score -231533.5 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (95539 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95539 members Entering Unmasked Estep Score: -5380982.500000 Penalty: 521.761719 Iteration 0F: 2 clusters Score -5380982 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47961 members Mstep: Class 2 contains 47578 members Entering Unmasked Estep Score: -5316390.500000 Penalty: 1043.523438 Iteration 0F: 3 clusters Score -5316390 nChanged 46828 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57133 members Mstep: Class 2 contains 38406 members Entering Unmasked Estep Score: -5347886.500000 Penalty: 1043.523438 Iteration 1F: 3 clusters Score -5347886 nChanged 6235 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62208 members Mstep: Class 2 contains 33331 members Entering Unmasked Estep Score: -5351421.500000 Penalty: 1043.523438 Iteration 2F: 3 clusters Score -5351422 nChanged 6883 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 68335 members Mstep: Class 2 contains 27204 members Entering Unmasked Estep Score: -5356154.500000 Penalty: 1043.523438 Iteration 3F: 3 clusters Score -5356154 nChanged 7111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 75070 members Mstep: Class 2 contains 20469 members Entering Unmasked Estep Score: -5362022.000000 Penalty: 1043.523438 Iteration 4F: 3 clusters Score -5362022 nChanged 6713 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81601 members Mstep: Class 2 contains 13938 members Entering Unmasked Estep Score: -5368067.000000 Penalty: 1043.523438 Iteration 5F: 3 clusters Score -5368067 nChanged 5380 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 86947 members Mstep: Class 2 contains 8592 members Entering Unmasked Estep Score: -5373163.500000 Penalty: 1043.523438 Iteration 6F: 3 clusters Score -5373164 nChanged 3753 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 90686 members Mstep: Class 2 contains 4853 members Entering Unmasked Estep Score: -5376594.500000 Penalty: 1043.523438 Iteration 7Q: 3 clusters Score -5376594 nChanged 2268 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 92950 members Mstep: Class 2 contains 2589 members Entering Unmasked Estep Score: -5378587.000000 Penalty: 1043.523438 Iteration 8Q: 3 clusters Score -5378587 nChanged 1279 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 94229 members Mstep: Class 2 contains 1310 members Entering Unmasked Estep Score: -5379656.500000 Penalty: 1043.523438 Iteration 9Q: 3 clusters Score -5379656 nChanged 645 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 94874 members Mstep: Class 2 contains 665 members Entering Unmasked Estep Score: -5380201.000000 Penalty: 1043.523438 Iteration 10Q: 3 clusters Score -5380201 nChanged 266 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95138 members Mstep: Class 2 contains 401 members Entering Unmasked Estep Score: -5380423.000000 Penalty: 1043.523438 Iteration 11Q: 3 clusters Score -5380423 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95228 members Mstep: Class 2 contains 311 members Entering Unmasked Estep Score: -5380505.500000 Penalty: 1043.523438 Iteration 12Q: 3 clusters Score -5380506 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95263 members Mstep: Class 2 contains 276 members Entering Unmasked Estep Score: -5380545.000000 Penalty: 1043.523438 Iteration 13Q: 3 clusters Score -5380545 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95272 members Mstep: Class 2 contains 267 members Entering Unmasked Estep Score: -5380578.000000 Penalty: 1043.523438 Iteration 14Q: 3 clusters Score -5380578 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95279 members Mstep: Class 2 contains 260 members Entering Unmasked Estep Score: -5380590.000000 Penalty: 1043.523438 Iteration 15Q: 3 clusters Score -5380590 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95283 members Mstep: Class 2 contains 256 members Entering Unmasked Estep Score: -5380602.000000 Penalty: 1043.523438 Iteration 16Q: 3 clusters Score -5380602 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95286 members Mstep: Class 2 contains 253 members Entering Unmasked Estep Score: -5380611.000000 Penalty: 1043.523438 Iteration 17Q: 3 clusters Score -5380611 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95293 members Mstep: Class 2 contains 246 members Entering Unmasked Estep Score: -5380615.500000 Penalty: 1043.523438 Iteration 18Q: 3 clusters Score -5380616 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95294 members Mstep: Class 2 contains 245 members Entering Unmasked Estep Score: -5380615.000000 Penalty: 1043.523438 Iteration 19Q: 3 clusters Score -5380615 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95297 members Mstep: Class 2 contains 242 members Entering Unmasked Estep Score: -5380620.500000 Penalty: 1043.523438 Iteration 20F: 3 clusters Score -5380620 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95299 members Mstep: Class 2 contains 240 members Entering Unmasked Estep Score: -5380618.500000 Penalty: 1043.523438 Iteration 21Q: 3 clusters Score -5380618 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95299 members Mstep: Class 2 contains 240 members Entering Unmasked Estep Score: -5380618.500000 Penalty: 1043.523438 Iteration 22F: 3 clusters Score -5380618 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (2675 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2675 members Entering Unmasked Estep Score: -148897.093750 Penalty: 359.072571 Iteration 0F: 2 clusters Score -148897.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1329 members Mstep: Class 2 contains 1346 members Entering Unmasked Estep Score: -147042.125000 Penalty: 718.145142 Iteration 0F: 3 clusters Score -147042.1 nChanged 1136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1223 members Mstep: Class 2 contains 1452 members Entering Unmasked Estep Score: -147667.468750 Penalty: 718.145142 Iteration 1F: 3 clusters Score -147667.5 nChanged 201 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1140 members Mstep: Class 2 contains 1535 members Entering Unmasked Estep Score: -147795.593750 Penalty: 718.145142 Iteration 2F: 3 clusters Score -147795.6 nChanged 183 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1065 members Mstep: Class 2 contains 1610 members Entering Unmasked Estep Score: -147902.281250 Penalty: 718.145142 Iteration 3F: 3 clusters Score -147902.3 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1013 members Mstep: Class 2 contains 1662 members Entering Unmasked Estep Score: -147969.203125 Penalty: 718.145142 Iteration 4Q: 3 clusters Score -147969.2 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 968 members Mstep: Class 2 contains 1707 members Entering Unmasked Estep Score: -148030.156250 Penalty: 718.145142 Iteration 5Q: 3 clusters Score -148030.2 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 923 members Mstep: Class 2 contains 1752 members Entering Unmasked Estep Score: -148103.187500 Penalty: 718.145142 Iteration 6Q: 3 clusters Score -148103.2 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 883 members Mstep: Class 2 contains 1792 members Entering Unmasked Estep Score: -148181.187500 Penalty: 718.145142 Iteration 7Q: 3 clusters Score -148181.2 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 844 members Mstep: Class 2 contains 1831 members Entering Unmasked Estep Score: -148262.937500 Penalty: 718.145142 Iteration 8Q: 3 clusters Score -148262.9 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 823 members Mstep: Class 2 contains 1852 members Entering Unmasked Estep Score: -148308.656250 Penalty: 718.145142 Iteration 9Q: 3 clusters Score -148308.7 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 807 members Mstep: Class 2 contains 1868 members Entering Unmasked Estep Score: -148336.781250 Penalty: 718.145142 Iteration 10Q: 3 clusters Score -148336.8 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 794 members Mstep: Class 2 contains 1881 members Entering Unmasked Estep Score: -148350.546875 Penalty: 718.145142 Iteration 11Q: 3 clusters Score -148350.5 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 778 members Mstep: Class 2 contains 1897 members Entering Unmasked Estep Score: -148363.078125 Penalty: 718.145142 Iteration 12Q: 3 clusters Score -148363.1 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 760 members Mstep: Class 2 contains 1915 members Entering Unmasked Estep Score: -148372.546875 Penalty: 718.145142 Iteration 13Q: 3 clusters Score -148372.5 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 746 members Mstep: Class 2 contains 1929 members Entering Unmasked Estep Score: -148377.859375 Penalty: 718.145142 Iteration 14Q: 3 clusters Score -148377.9 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 728 members Mstep: Class 2 contains 1947 members Entering Unmasked Estep Score: -148384.546875 Penalty: 718.145142 Iteration 15Q: 3 clusters Score -148384.5 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 703 members Mstep: Class 2 contains 1972 members Entering Unmasked Estep Score: -148393.546875 Penalty: 718.145142 Iteration 16Q: 3 clusters Score -148393.5 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 681 members Mstep: Class 2 contains 1994 members Entering Unmasked Estep Score: -148399.656250 Penalty: 718.145142 Iteration 17Q: 3 clusters Score -148399.7 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 672 members Mstep: Class 2 contains 2003 members Entering Unmasked Estep Score: -148402.703125 Penalty: 718.145142 Iteration 18Q: 3 clusters Score -148402.7 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 663 members Mstep: Class 2 contains 2012 members Entering Unmasked Estep Score: -148404.718750 Penalty: 718.145142 Iteration 19Q: 3 clusters Score -148404.7 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 652 members Mstep: Class 2 contains 2023 members Entering Unmasked Estep Score: -148410.640625 Penalty: 718.145142 Iteration 20F: 3 clusters Score -148410.6 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 638 members Mstep: Class 2 contains 2037 members Entering Unmasked Estep Score: -148416.687500 Penalty: 718.145142 Iteration 21Q: 3 clusters Score -148416.7 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 618 members Mstep: Class 2 contains 2057 members Entering Unmasked Estep Score: -148424.812500 Penalty: 718.145142 Iteration 22Q: 3 clusters Score -148424.8 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 601 members Mstep: Class 2 contains 2074 members Entering Unmasked Estep Score: -148429.281250 Penalty: 718.145142 Iteration 23Q: 3 clusters Score -148429.3 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 583 members Mstep: Class 2 contains 2092 members Entering Unmasked Estep Score: -148438.234375 Penalty: 718.145142 Iteration 24Q: 3 clusters Score -148438.2 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 563 members Mstep: Class 2 contains 2112 members Entering Unmasked Estep Score: -148448.203125 Penalty: 718.145142 Iteration 25Q: 3 clusters Score -148448.2 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 549 members Mstep: Class 2 contains 2126 members Entering Unmasked Estep Score: -148455.656250 Penalty: 718.145142 Iteration 26Q: 3 clusters Score -148455.7 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 529 members Mstep: Class 2 contains 2146 members Entering Unmasked Estep Score: -148467.625000 Penalty: 718.145142 Iteration 27Q: 3 clusters Score -148467.6 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 503 members Mstep: Class 2 contains 2172 members Entering Unmasked Estep Score: -148475.890625 Penalty: 718.145142 Iteration 28Q: 3 clusters Score -148475.9 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 483 members Mstep: Class 2 contains 2192 members Entering Unmasked Estep Score: -148483.062500 Penalty: 718.145142 Iteration 29Q: 3 clusters Score -148483.1 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 472 members Mstep: Class 2 contains 2203 members Entering Unmasked Estep Score: -148488.812500 Penalty: 718.145142 Iteration 30Q: 3 clusters Score -148488.8 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 467 members Mstep: Class 2 contains 2208 members Entering Unmasked Estep Score: -148495.671875 Penalty: 718.145142 Iteration 31Q: 3 clusters Score -148495.7 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 455 members Mstep: Class 2 contains 2220 members Entering Unmasked Estep Score: -148502.375000 Penalty: 718.145142 Iteration 32Q: 3 clusters Score -148502.4 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 443 members Mstep: Class 2 contains 2232 members Entering Unmasked Estep Score: -148508.687500 Penalty: 718.145142 Iteration 33Q: 3 clusters Score -148508.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 435 members Mstep: Class 2 contains 2240 members Entering Unmasked Estep Score: -148512.093750 Penalty: 718.145142 Iteration 34Q: 3 clusters Score -148512.1 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 420 members Mstep: Class 2 contains 2255 members Entering Unmasked Estep Score: -148519.703125 Penalty: 718.145142 Iteration 35Q: 3 clusters Score -148519.7 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 406 members Mstep: Class 2 contains 2269 members Entering Unmasked Estep Score: -148525.953125 Penalty: 718.145142 Iteration 36Q: 3 clusters Score -148526 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 398 members Mstep: Class 2 contains 2277 members Entering Unmasked Estep Score: -148531.390625 Penalty: 718.145142 Iteration 37Q: 3 clusters Score -148531.4 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 385 members Mstep: Class 2 contains 2290 members Entering Unmasked Estep Score: -148538.062500 Penalty: 718.145142 Iteration 38Q: 3 clusters Score -148538.1 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 373 members Mstep: Class 2 contains 2302 members Entering Unmasked Estep Score: -148541.843750 Penalty: 718.145142 Iteration 39Q: 3 clusters Score -148541.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 366 members Mstep: Class 2 contains 2309 members Entering Unmasked Estep Score: -148544.640625 Penalty: 718.145142 Iteration 40F: 3 clusters Score -148544.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 359 members Mstep: Class 2 contains 2316 members Entering Unmasked Estep Score: -148547.125000 Penalty: 718.145142 Iteration 41Q: 3 clusters Score -148547.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 357 members Mstep: Class 2 contains 2318 members Entering Unmasked Estep Score: -148547.718750 Penalty: 718.145142 Iteration 42Q: 3 clusters Score -148547.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 357 members Mstep: Class 2 contains 2318 members Entering Unmasked Estep Score: -148547.718750 Penalty: 718.145142 Iteration 43F: 3 clusters Score -148547.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (3126 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3126 members Entering Unmasked Estep Score: -179774.843750 Penalty: 366.161682 Iteration 0F: 2 clusters Score -179774.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1588 members Mstep: Class 2 contains 1538 members Entering Unmasked Estep Score: -177652.687500 Penalty: 732.323364 Iteration 0F: 3 clusters Score -177652.7 nChanged 1375 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1751 members Mstep: Class 2 contains 1375 members Entering Unmasked Estep Score: -178489.140625 Penalty: 732.323364 Iteration 1F: 3 clusters Score -178489.1 nChanged 220 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1843 members Mstep: Class 2 contains 1283 members Entering Unmasked Estep Score: -178635.921875 Penalty: 732.323364 Iteration 2F: 3 clusters Score -178635.9 nChanged 214 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1955 members Mstep: Class 2 contains 1171 members Entering Unmasked Estep Score: -178779.437500 Penalty: 732.323364 Iteration 3F: 3 clusters Score -178779.4 nChanged 179 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2044 members Mstep: Class 2 contains 1082 members Entering Unmasked Estep Score: -178880.312500 Penalty: 732.323364 Iteration 4F: 3 clusters Score -178880.3 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2125 members Mstep: Class 2 contains 1001 members Entering Unmasked Estep Score: -178956.046875 Penalty: 732.323364 Iteration 5Q: 3 clusters Score -178956 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2204 members Mstep: Class 2 contains 922 members Entering Unmasked Estep Score: -179025.953125 Penalty: 732.323364 Iteration 6Q: 3 clusters Score -179026 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2281 members Mstep: Class 2 contains 845 members Entering Unmasked Estep Score: -179115.625000 Penalty: 732.323364 Iteration 7Q: 3 clusters Score -179115.6 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2356 members Mstep: Class 2 contains 770 members Entering Unmasked Estep Score: -179205.125000 Penalty: 732.323364 Iteration 8Q: 3 clusters Score -179205.1 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2414 members Mstep: Class 2 contains 712 members Entering Unmasked Estep Score: -179259.640625 Penalty: 732.323364 Iteration 9Q: 3 clusters Score -179259.6 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2454 members Mstep: Class 2 contains 672 members Entering Unmasked Estep Score: -179291.828125 Penalty: 732.323364 Iteration 10Q: 3 clusters Score -179291.8 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2497 members Mstep: Class 2 contains 629 members Entering Unmasked Estep Score: -179322.734375 Penalty: 732.323364 Iteration 11Q: 3 clusters Score -179322.7 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2526 members Mstep: Class 2 contains 600 members Entering Unmasked Estep Score: -179344.203125 Penalty: 732.323364 Iteration 12Q: 3 clusters Score -179344.2 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2553 members Mstep: Class 2 contains 573 members Entering Unmasked Estep Score: -179367.656250 Penalty: 732.323364 Iteration 13Q: 3 clusters Score -179367.7 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2578 members Mstep: Class 2 contains 548 members Entering Unmasked Estep Score: -179386.953125 Penalty: 732.323364 Iteration 14Q: 3 clusters Score -179387 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2601 members Mstep: Class 2 contains 525 members Entering Unmasked Estep Score: -179412.390625 Penalty: 732.323364 Iteration 15Q: 3 clusters Score -179412.4 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2622 members Mstep: Class 2 contains 504 members Entering Unmasked Estep Score: -179436.046875 Penalty: 732.323364 Iteration 16Q: 3 clusters Score -179436 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2635 members Mstep: Class 2 contains 491 members Entering Unmasked Estep Score: -179452.171875 Penalty: 732.323364 Iteration 17Q: 3 clusters Score -179452.2 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2645 members Mstep: Class 2 contains 481 members Entering Unmasked Estep Score: -179462.734375 Penalty: 732.323364 Iteration 18Q: 3 clusters Score -179462.7 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2656 members Mstep: Class 2 contains 470 members Entering Unmasked Estep Score: -179468.234375 Penalty: 732.323364 Iteration 19Q: 3 clusters Score -179468.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2663 members Mstep: Class 2 contains 463 members Entering Unmasked Estep Score: -179470.890625 Penalty: 732.323364 Iteration 20F: 3 clusters Score -179470.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2667 members Mstep: Class 2 contains 459 members Entering Unmasked Estep Score: -179471.984375 Penalty: 732.323364 Iteration 21Q: 3 clusters Score -179472 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2670 members Mstep: Class 2 contains 456 members Entering Unmasked Estep Score: -179472.828125 Penalty: 732.323364 Iteration 22Q: 3 clusters Score -179472.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2671 members Mstep: Class 2 contains 455 members Entering Unmasked Estep Score: -179472.953125 Penalty: 732.323364 Iteration 23Q: 3 clusters Score -179473 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2672 members Mstep: Class 2 contains 454 members Entering Unmasked Estep Score: -179472.812500 Penalty: 732.323364 Iteration 24Q: 3 clusters Score -179472.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2672 members Mstep: Class 2 contains 454 members Entering Unmasked Estep Score: -179472.812500 Penalty: 732.323364 Iteration 25F: 3 clusters Score -179472.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (2000 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2000 members Entering Unmasked Estep Score: -112947.156250 Penalty: 345.841064 Iteration 0F: 2 clusters Score -112947.2 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 1021 members Entering Unmasked Estep Score: -111503.406250 Penalty: 691.682129 Iteration 0F: 3 clusters Score -111503.4 nChanged 857 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 804 members Mstep: Class 2 contains 1196 members Entering Unmasked Estep Score: -112049.382812 Penalty: 691.682129 Iteration 1F: 3 clusters Score -112049.4 nChanged 192 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 700 members Mstep: Class 2 contains 1300 members Entering Unmasked Estep Score: -112184.476562 Penalty: 691.682129 Iteration 2F: 3 clusters Score -112184.5 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 598 members Mstep: Class 2 contains 1402 members Entering Unmasked Estep Score: -112293.601562 Penalty: 691.682129 Iteration 3F: 3 clusters Score -112293.6 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 504 members Mstep: Class 2 contains 1496 members Entering Unmasked Estep Score: -112375.210938 Penalty: 691.682129 Iteration 4F: 3 clusters Score -112375.2 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 436 members Mstep: Class 2 contains 1564 members Entering Unmasked Estep Score: -112421.945312 Penalty: 691.682129 Iteration 5Q: 3 clusters Score -112421.9 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 369 members Mstep: Class 2 contains 1631 members Entering Unmasked Estep Score: -112470.343750 Penalty: 691.682129 Iteration 6Q: 3 clusters Score -112470.3 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 299 members Mstep: Class 2 contains 1701 members Entering Unmasked Estep Score: -112524.281250 Penalty: 691.682129 Iteration 7Q: 3 clusters Score -112524.3 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 245 members Mstep: Class 2 contains 1755 members Entering Unmasked Estep Score: -112563.101562 Penalty: 691.682129 Iteration 8Q: 3 clusters Score -112563.1 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 206 members Mstep: Class 2 contains 1794 members Entering Unmasked Estep Score: -112591.296875 Penalty: 691.682129 Iteration 9Q: 3 clusters Score -112591.3 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 182 members Mstep: Class 2 contains 1818 members Entering Unmasked Estep Score: -112612.515625 Penalty: 691.682129 Iteration 10Q: 3 clusters Score -112612.5 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 162 members Mstep: Class 2 contains 1838 members Entering Unmasked Estep Score: -112632.335938 Penalty: 691.682129 Iteration 11Q: 3 clusters Score -112632.3 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 151 members Mstep: Class 2 contains 1849 members Entering Unmasked Estep Score: -112646.062500 Penalty: 691.682129 Iteration 12Q: 3 clusters Score -112646.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 144 members Mstep: Class 2 contains 1856 members Entering Unmasked Estep Score: -112655.921875 Penalty: 691.682129 Iteration 13Q: 3 clusters Score -112655.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 137 members Mstep: Class 2 contains 1863 members Entering Unmasked Estep Score: -112661.171875 Penalty: 691.682129 Iteration 14Q: 3 clusters Score -112661.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 134 members Mstep: Class 2 contains 1866 members Entering Unmasked Estep Score: -112665.476562 Penalty: 691.682129 Iteration 15Q: 3 clusters Score -112665.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 133 members Mstep: Class 2 contains 1867 members Entering Unmasked Estep Score: -112670.812500 Penalty: 691.682129 Iteration 16Q: 3 clusters Score -112670.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 131 members Mstep: Class 2 contains 1869 members Entering Unmasked Estep Score: -112675.875000 Penalty: 691.682129 Iteration 17Q: 3 clusters Score -112675.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 132 members Mstep: Class 2 contains 1868 members Entering Unmasked Estep Score: -112680.859375 Penalty: 691.682129 Iteration 18Q: 3 clusters Score -112680.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 132 members Mstep: Class 2 contains 1868 members Entering Unmasked Estep Score: -112688.125000 Penalty: 691.682129 Iteration 19Q: 3 clusters Score -112688.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 131 members Mstep: Class 2 contains 1869 members Entering Unmasked Estep Score: -112691.351562 Penalty: 691.682129 Iteration 20F: 3 clusters Score -112691.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 134 members Mstep: Class 2 contains 1866 members Entering Unmasked Estep Score: -112693.390625 Penalty: 691.682129 Iteration 21Q: 3 clusters Score -112693.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 134 members Mstep: Class 2 contains 1866 members Entering Unmasked Estep Score: -112694.335938 Penalty: 691.682129 Iteration 22Q: 3 clusters Score -112694.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 135 members Mstep: Class 2 contains 1865 members Entering Unmasked Estep Score: -112696.703125 Penalty: 691.682129 Iteration 23Q: 3 clusters Score -112696.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 134 members Mstep: Class 2 contains 1866 members Entering Unmasked Estep Score: -112697.632812 Penalty: 691.682129 Iteration 24Q: 3 clusters Score -112697.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 134 members Mstep: Class 2 contains 1866 members Entering Unmasked Estep Score: -112699.054688 Penalty: 691.682129 Iteration 25Q: 3 clusters Score -112699.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 133 members Mstep: Class 2 contains 1867 members Entering Unmasked Estep Score: -112699.265625 Penalty: 691.682129 Iteration 26Q: 3 clusters Score -112699.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 134 members Mstep: Class 2 contains 1866 members Entering Unmasked Estep Score: -112699.429688 Penalty: 691.682129 Iteration 27Q: 3 clusters Score -112699.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 134 members Mstep: Class 2 contains 1866 members Entering Unmasked Estep Score: -112699.429688 Penalty: 691.682129 Iteration 28F: 3 clusters Score -112699.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (24659 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24659 members Entering Unmasked Estep Score: -1406704.625000 Penalty: 460.136810 Iteration 0F: 2 clusters Score -1406705 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12318 members Mstep: Class 2 contains 12341 members Entering Unmasked Estep Score: -1390086.000000 Penalty: 920.273621 Iteration 0F: 3 clusters Score -1390086 nChanged 11919 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12383 members Mstep: Class 2 contains 12276 members Entering Unmasked Estep Score: -1397473.875000 Penalty: 920.273621 Iteration 1F: 3 clusters Score -1397474 nChanged 1236 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12499 members Mstep: Class 2 contains 12160 members Entering Unmasked Estep Score: -1398008.375000 Penalty: 920.273621 Iteration 2F: 3 clusters Score -1398008 nChanged 1320 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12669 members Mstep: Class 2 contains 11990 members Entering Unmasked Estep Score: -1398699.875000 Penalty: 920.273621 Iteration 3F: 3 clusters Score -1398700 nChanged 1410 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12799 members Mstep: Class 2 contains 11860 members Entering Unmasked Estep Score: -1399549.375000 Penalty: 920.273621 Iteration 4F: 3 clusters Score -1399549 nChanged 1419 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12862 members Mstep: Class 2 contains 11797 members Entering Unmasked Estep Score: -1400464.875000 Penalty: 920.273621 Iteration 5F: 3 clusters Score -1400465 nChanged 1373 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12883 members Mstep: Class 2 contains 11776 members Entering Unmasked Estep Score: -1401308.500000 Penalty: 920.273621 Iteration 6F: 3 clusters Score -1401308 nChanged 1188 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12847 members Mstep: Class 2 contains 11812 members Entering Unmasked Estep Score: -1401924.875000 Penalty: 920.273621 Iteration 7Q: 3 clusters Score -1401925 nChanged 892 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12823 members Mstep: Class 2 contains 11836 members Entering Unmasked Estep Score: -1402270.500000 Penalty: 920.273621 Iteration 8Q: 3 clusters Score -1402270 nChanged 636 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12797 members Mstep: Class 2 contains 11862 members Entering Unmasked Estep Score: -1402446.375000 Penalty: 920.273621 Iteration 9Q: 3 clusters Score -1402446 nChanged 445 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12776 members Mstep: Class 2 contains 11883 members Entering Unmasked Estep Score: -1402538.500000 Penalty: 920.273621 Iteration 10Q: 3 clusters Score -1402538 nChanged 367 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12755 members Mstep: Class 2 contains 11904 members Entering Unmasked Estep Score: -1402626.875000 Penalty: 920.273621 Iteration 11Q: 3 clusters Score -1402627 nChanged 338 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12747 members Mstep: Class 2 contains 11912 members Entering Unmasked Estep Score: -1402706.750000 Penalty: 920.273621 Iteration 12Q: 3 clusters Score -1402707 nChanged 346 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12749 members Mstep: Class 2 contains 11910 members Entering Unmasked Estep Score: -1402804.250000 Penalty: 920.273621 Iteration 13Q: 3 clusters Score -1402804 nChanged 348 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12769 members Mstep: Class 2 contains 11890 members Entering Unmasked Estep Score: -1402890.625000 Penalty: 920.273621 Iteration 14Q: 3 clusters Score -1402891 nChanged 306 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12783 members Mstep: Class 2 contains 11876 members Entering Unmasked Estep Score: -1402963.625000 Penalty: 920.273621 Iteration 15Q: 3 clusters Score -1402964 nChanged 302 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12811 members Mstep: Class 2 contains 11848 members Entering Unmasked Estep Score: -1403030.125000 Penalty: 920.273621 Iteration 16Q: 3 clusters Score -1403030 nChanged 292 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12839 members Mstep: Class 2 contains 11820 members Entering Unmasked Estep Score: -1403108.125000 Penalty: 920.273621 Iteration 17Q: 3 clusters Score -1403108 nChanged 304 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12911 members Mstep: Class 2 contains 11748 members Entering Unmasked Estep Score: -1403184.250000 Penalty: 920.273621 Iteration 18Q: 3 clusters Score -1403184 nChanged 291 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13000 members Mstep: Class 2 contains 11659 members Entering Unmasked Estep Score: -1403256.500000 Penalty: 920.273621 Iteration 19Q: 3 clusters Score -1403256 nChanged 308 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13112 members Mstep: Class 2 contains 11547 members Entering Unmasked Estep Score: -1403329.500000 Penalty: 920.273621 Iteration 20F: 3 clusters Score -1403330 nChanged 290 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13260 members Mstep: Class 2 contains 11399 members Entering Unmasked Estep Score: -1403395.500000 Penalty: 920.273621 Iteration 21Q: 3 clusters Score -1403396 nChanged 280 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13416 members Mstep: Class 2 contains 11243 members Entering Unmasked Estep Score: -1403476.625000 Penalty: 920.273621 Iteration 22Q: 3 clusters Score -1403477 nChanged 268 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13572 members Mstep: Class 2 contains 11087 members Entering Unmasked Estep Score: -1403538.250000 Penalty: 920.273621 Iteration 23Q: 3 clusters Score -1403538 nChanged 250 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13732 members Mstep: Class 2 contains 10927 members Entering Unmasked Estep Score: -1403589.375000 Penalty: 920.273621 Iteration 24Q: 3 clusters Score -1403589 nChanged 285 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13959 members Mstep: Class 2 contains 10700 members Entering Unmasked Estep Score: -1403671.375000 Penalty: 920.273621 Iteration 25Q: 3 clusters Score -1403671 nChanged 289 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14186 members Mstep: Class 2 contains 10473 members Entering Unmasked Estep Score: -1403753.500000 Penalty: 920.273621 Iteration 26Q: 3 clusters Score -1403754 nChanged 291 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14423 members Mstep: Class 2 contains 10236 members Entering Unmasked Estep Score: -1403834.125000 Penalty: 920.273621 Iteration 27Q: 3 clusters Score -1403834 nChanged 318 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14679 members Mstep: Class 2 contains 9980 members Entering Unmasked Estep Score: -1403920.375000 Penalty: 920.273621 Iteration 28Q: 3 clusters Score -1403920 nChanged 284 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14919 members Mstep: Class 2 contains 9740 members Entering Unmasked Estep Score: -1403980.375000 Penalty: 920.273621 Iteration 29Q: 3 clusters Score -1403980 nChanged 274 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15169 members Mstep: Class 2 contains 9490 members Entering Unmasked Estep Score: -1404054.000000 Penalty: 920.273621 Iteration 30Q: 3 clusters Score -1404054 nChanged 264 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15411 members Mstep: Class 2 contains 9248 members Entering Unmasked Estep Score: -1404125.250000 Penalty: 920.273621 Iteration 31Q: 3 clusters Score -1404125 nChanged 276 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15663 members Mstep: Class 2 contains 8996 members Entering Unmasked Estep Score: -1404189.000000 Penalty: 920.273621 Iteration 32Q: 3 clusters Score -1404189 nChanged 272 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15917 members Mstep: Class 2 contains 8742 members Entering Unmasked Estep Score: -1404260.250000 Penalty: 920.273621 Iteration 33Q: 3 clusters Score -1404260 nChanged 275 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16176 members Mstep: Class 2 contains 8483 members Entering Unmasked Estep Score: -1404324.000000 Penalty: 920.273621 Iteration 34Q: 3 clusters Score -1404324 nChanged 245 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16399 members Mstep: Class 2 contains 8260 members Entering Unmasked Estep Score: -1404373.375000 Penalty: 920.273621 Iteration 35Q: 3 clusters Score -1404373 nChanged 225 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16622 members Mstep: Class 2 contains 8037 members Entering Unmasked Estep Score: -1404422.625000 Penalty: 920.273621 Iteration 36Q: 3 clusters Score -1404423 nChanged 229 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16843 members Mstep: Class 2 contains 7816 members Entering Unmasked Estep Score: -1404467.375000 Penalty: 920.273621 Iteration 37Q: 3 clusters Score -1404467 nChanged 232 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17069 members Mstep: Class 2 contains 7590 members Entering Unmasked Estep Score: -1404528.625000 Penalty: 920.273621 Iteration 38Q: 3 clusters Score -1404529 nChanged 253 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17318 members Mstep: Class 2 contains 7341 members Entering Unmasked Estep Score: -1404588.750000 Penalty: 920.273621 Iteration 39Q: 3 clusters Score -1404589 nChanged 248 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17566 members Mstep: Class 2 contains 7093 members Entering Unmasked Estep Score: -1404652.375000 Penalty: 920.273621 Iteration 40F: 3 clusters Score -1404652 nChanged 260 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17826 members Mstep: Class 2 contains 6833 members Entering Unmasked Estep Score: -1404707.500000 Penalty: 920.273621 Iteration 41Q: 3 clusters Score -1404708 nChanged 263 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18089 members Mstep: Class 2 contains 6570 members Entering Unmasked Estep Score: -1404772.500000 Penalty: 920.273621 Iteration 42Q: 3 clusters Score -1404772 nChanged 272 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18361 members Mstep: Class 2 contains 6298 members Entering Unmasked Estep Score: -1404832.000000 Penalty: 920.273621 Iteration 43Q: 3 clusters Score -1404832 nChanged 269 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18630 members Mstep: Class 2 contains 6029 members Entering Unmasked Estep Score: -1404911.500000 Penalty: 920.273621 Iteration 44Q: 3 clusters Score -1404912 nChanged 274 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18904 members Mstep: Class 2 contains 5755 members Entering Unmasked Estep Score: -1404982.375000 Penalty: 920.273621 Iteration 45Q: 3 clusters Score -1404982 nChanged 240 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19144 members Mstep: Class 2 contains 5515 members Entering Unmasked Estep Score: -1405036.875000 Penalty: 920.273621 Iteration 46Q: 3 clusters Score -1405037 nChanged 244 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19388 members Mstep: Class 2 contains 5271 members Entering Unmasked Estep Score: -1405095.000000 Penalty: 920.273621 Iteration 47Q: 3 clusters Score -1405095 nChanged 256 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19644 members Mstep: Class 2 contains 5015 members Entering Unmasked Estep Score: -1405166.000000 Penalty: 920.273621 Iteration 48Q: 3 clusters Score -1405166 nChanged 223 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19867 members Mstep: Class 2 contains 4792 members Entering Unmasked Estep Score: -1405228.750000 Penalty: 920.273621 Iteration 49Q: 3 clusters Score -1405229 nChanged 242 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20109 members Mstep: Class 2 contains 4550 members Entering Unmasked Estep Score: -1405291.375000 Penalty: 920.273621 Iteration 50Q: 3 clusters Score -1405291 nChanged 199 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20308 members Mstep: Class 2 contains 4351 members Entering Unmasked Estep Score: -1405343.875000 Penalty: 920.273621 Iteration 51Q: 3 clusters Score -1405344 nChanged 196 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20504 members Mstep: Class 2 contains 4155 members Entering Unmasked Estep Score: -1405387.000000 Penalty: 920.273621 Iteration 52Q: 3 clusters Score -1405387 nChanged 193 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20697 members Mstep: Class 2 contains 3962 members Entering Unmasked Estep Score: -1405441.500000 Penalty: 920.273621 Iteration 53Q: 3 clusters Score -1405442 nChanged 213 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20910 members Mstep: Class 2 contains 3749 members Entering Unmasked Estep Score: -1405501.375000 Penalty: 920.273621 Iteration 54Q: 3 clusters Score -1405501 nChanged 203 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21113 members Mstep: Class 2 contains 3546 members Entering Unmasked Estep Score: -1405546.125000 Penalty: 920.273621 Iteration 55Q: 3 clusters Score -1405546 nChanged 183 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21296 members Mstep: Class 2 contains 3363 members Entering Unmasked Estep Score: -1405595.375000 Penalty: 920.273621 Iteration 56Q: 3 clusters Score -1405595 nChanged 183 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21479 members Mstep: Class 2 contains 3180 members Entering Unmasked Estep Score: -1405647.625000 Penalty: 920.273621 Iteration 57Q: 3 clusters Score -1405648 nChanged 191 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21670 members Mstep: Class 2 contains 2989 members Entering Unmasked Estep Score: -1405700.500000 Penalty: 920.273621 Iteration 58Q: 3 clusters Score -1405700 nChanged 188 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21858 members Mstep: Class 2 contains 2801 members Entering Unmasked Estep Score: -1405754.375000 Penalty: 920.273621 Iteration 59Q: 3 clusters Score -1405754 nChanged 179 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22037 members Mstep: Class 2 contains 2622 members Entering Unmasked Estep Score: -1405815.625000 Penalty: 920.273621 Iteration 60F: 3 clusters Score -1405816 nChanged 159 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22196 members Mstep: Class 2 contains 2463 members Entering Unmasked Estep Score: -1405856.625000 Penalty: 920.273621 Iteration 61Q: 3 clusters Score -1405857 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22335 members Mstep: Class 2 contains 2324 members Entering Unmasked Estep Score: -1405888.875000 Penalty: 920.273621 Iteration 62Q: 3 clusters Score -1405889 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22473 members Mstep: Class 2 contains 2186 members Entering Unmasked Estep Score: -1405923.125000 Penalty: 920.273621 Iteration 63Q: 3 clusters Score -1405923 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22591 members Mstep: Class 2 contains 2068 members Entering Unmasked Estep Score: -1405954.250000 Penalty: 920.273621 Iteration 64Q: 3 clusters Score -1405954 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22699 members Mstep: Class 2 contains 1960 members Entering Unmasked Estep Score: -1405978.875000 Penalty: 920.273621 Iteration 65Q: 3 clusters Score -1405979 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22817 members Mstep: Class 2 contains 1842 members Entering Unmasked Estep Score: -1406014.500000 Penalty: 920.273621 Iteration 66Q: 3 clusters Score -1406014 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22919 members Mstep: Class 2 contains 1740 members Entering Unmasked Estep Score: -1406042.625000 Penalty: 920.273621 Iteration 67Q: 3 clusters Score -1406043 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23013 members Mstep: Class 2 contains 1646 members Entering Unmasked Estep Score: -1406059.500000 Penalty: 920.273621 Iteration 68Q: 3 clusters Score -1406060 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23105 members Mstep: Class 2 contains 1554 members Entering Unmasked Estep Score: -1406084.125000 Penalty: 920.273621 Iteration 69Q: 3 clusters Score -1406084 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23201 members Mstep: Class 2 contains 1458 members Entering Unmasked Estep Score: -1406106.500000 Penalty: 920.273621 Iteration 70Q: 3 clusters Score -1406106 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23287 members Mstep: Class 2 contains 1372 members Entering Unmasked Estep Score: -1406124.250000 Penalty: 920.273621 Iteration 71Q: 3 clusters Score -1406124 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23375 members Mstep: Class 2 contains 1284 members Entering Unmasked Estep Score: -1406146.625000 Penalty: 920.273621 Iteration 72Q: 3 clusters Score -1406147 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23446 members Mstep: Class 2 contains 1213 members Entering Unmasked Estep Score: -1406170.000000 Penalty: 920.273621 Iteration 73Q: 3 clusters Score -1406170 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23517 members Mstep: Class 2 contains 1142 members Entering Unmasked Estep Score: -1406194.125000 Penalty: 920.273621 Iteration 74Q: 3 clusters Score -1406194 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23582 members Mstep: Class 2 contains 1077 members Entering Unmasked Estep Score: -1406208.000000 Penalty: 920.273621 Iteration 75Q: 3 clusters Score -1406208 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23646 members Mstep: Class 2 contains 1013 members Entering Unmasked Estep Score: -1406229.750000 Penalty: 920.273621 Iteration 76Q: 3 clusters Score -1406230 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23700 members Mstep: Class 2 contains 959 members Entering Unmasked Estep Score: -1406249.500000 Penalty: 920.273621 Iteration 77Q: 3 clusters Score -1406250 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23750 members Mstep: Class 2 contains 909 members Entering Unmasked Estep Score: -1406255.125000 Penalty: 920.273621 Iteration 78Q: 3 clusters Score -1406255 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23789 members Mstep: Class 2 contains 870 members Entering Unmasked Estep Score: -1406266.125000 Penalty: 920.273621 Iteration 79Q: 3 clusters Score -1406266 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23843 members Mstep: Class 2 contains 816 members Entering Unmasked Estep Score: -1406288.625000 Penalty: 920.273621 Iteration 80F: 3 clusters Score -1406289 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23893 members Mstep: Class 2 contains 766 members Entering Unmasked Estep Score: -1406310.125000 Penalty: 920.273621 Iteration 81Q: 3 clusters Score -1406310 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23944 members Mstep: Class 2 contains 715 members Entering Unmasked Estep Score: -1406332.500000 Penalty: 920.273621 Iteration 82Q: 3 clusters Score -1406332 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23991 members Mstep: Class 2 contains 668 members Entering Unmasked Estep Score: -1406348.375000 Penalty: 920.273621 Iteration 83Q: 3 clusters Score -1406348 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24026 members Mstep: Class 2 contains 633 members Entering Unmasked Estep Score: -1406365.125000 Penalty: 920.273621 Iteration 84Q: 3 clusters Score -1406365 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24056 members Mstep: Class 2 contains 603 members Entering Unmasked Estep Score: -1406379.000000 Penalty: 920.273621 Iteration 85Q: 3 clusters Score -1406379 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24086 members Mstep: Class 2 contains 573 members Entering Unmasked Estep Score: -1406386.500000 Penalty: 920.273621 Iteration 86Q: 3 clusters Score -1406386 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24118 members Mstep: Class 2 contains 541 members Entering Unmasked Estep Score: -1406398.750000 Penalty: 920.273621 Iteration 87Q: 3 clusters Score -1406399 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24145 members Mstep: Class 2 contains 514 members Entering Unmasked Estep Score: -1406409.250000 Penalty: 920.273621 Iteration 88Q: 3 clusters Score -1406409 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24167 members Mstep: Class 2 contains 492 members Entering Unmasked Estep Score: -1406414.625000 Penalty: 920.273621 Iteration 89Q: 3 clusters Score -1406415 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24183 members Mstep: Class 2 contains 476 members Entering Unmasked Estep Score: -1406419.000000 Penalty: 920.273621 Iteration 90Q: 3 clusters Score -1406419 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24190 members Mstep: Class 2 contains 469 members Entering Unmasked Estep Score: -1406419.875000 Penalty: 920.273621 Iteration 91Q: 3 clusters Score -1406420 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24196 members Mstep: Class 2 contains 463 members Entering Unmasked Estep Score: -1406420.500000 Penalty: 920.273621 Iteration 92Q: 3 clusters Score -1406420 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24202 members Mstep: Class 2 contains 457 members Entering Unmasked Estep Score: -1406423.250000 Penalty: 920.273621 Iteration 93Q: 3 clusters Score -1406423 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24208 members Mstep: Class 2 contains 451 members Entering Unmasked Estep Score: -1406426.750000 Penalty: 920.273621 Iteration 94Q: 3 clusters Score -1406427 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24212 members Mstep: Class 2 contains 447 members Entering Unmasked Estep Score: -1406426.500000 Penalty: 920.273621 Iteration 95Q: 3 clusters Score -1406426 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24214 members Mstep: Class 2 contains 445 members Entering Unmasked Estep Score: -1406429.625000 Penalty: 920.273621 Iteration 96Q: 3 clusters Score -1406430 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24220 members Mstep: Class 2 contains 439 members Entering Unmasked Estep Score: -1406428.250000 Penalty: 920.273621 Iteration 97Q: 3 clusters Score -1406428 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24226 members Mstep: Class 2 contains 433 members Entering Unmasked Estep Score: -1406431.125000 Penalty: 920.273621 Iteration 98Q: 3 clusters Score -1406431 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24234 members Mstep: Class 2 contains 425 members Entering Unmasked Estep Score: -1406433.250000 Penalty: 920.273621 Iteration 99Q: 3 clusters Score -1406433 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24242 members Mstep: Class 2 contains 417 members Entering Unmasked Estep Score: -1406433.000000 Penalty: 920.273621 Iteration 100F: 3 clusters Score -1406433 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24247 members Mstep: Class 2 contains 412 members Entering Unmasked Estep Score: -1406433.000000 Penalty: 920.273621 Iteration 101Q: 3 clusters Score -1406433 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24245 members Mstep: Class 2 contains 414 members Entering Unmasked Estep Score: -1406433.750000 Penalty: 920.273621 Iteration 102Q: 3 clusters Score -1406434 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24244 members Mstep: Class 2 contains 415 members Entering Unmasked Estep Score: -1406436.250000 Penalty: 920.273621 Iteration 103Q: 3 clusters Score -1406436 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24246 members Mstep: Class 2 contains 413 members Entering Unmasked Estep Score: -1406436.000000 Penalty: 920.273621 Iteration 104Q: 3 clusters Score -1406436 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24244 members Mstep: Class 2 contains 415 members Entering Unmasked Estep Score: -1406438.125000 Penalty: 920.273621 Iteration 105Q: 3 clusters Score -1406438 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24243 members Mstep: Class 2 contains 416 members Entering Unmasked Estep Score: -1406437.500000 Penalty: 920.273621 Iteration 106Q: 3 clusters Score -1406438 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24242 members Mstep: Class 2 contains 417 members Entering Unmasked Estep Score: -1406437.875000 Penalty: 920.273621 Iteration 107Q: 3 clusters Score -1406438 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24242 members Mstep: Class 2 contains 417 members Entering Unmasked Estep Score: -1406437.875000 Penalty: 920.273621 Iteration 108F: 3 clusters Score -1406438 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (595 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 595 members Entering Unmasked Estep Score: -26940.603516 Penalty: 290.679535 Iteration 0F: 2 clusters Score -26940.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 291 members Mstep: Class 2 contains 304 members Entering Unmasked Estep Score: -26423.066406 Penalty: 581.359070 Iteration 0F: 3 clusters Score -26423.07 nChanged 227 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 326 members Mstep: Class 2 contains 269 members Entering Unmasked Estep Score: -26669.009766 Penalty: 581.359070 Iteration 1F: 3 clusters Score -26669.01 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 326 members Mstep: Class 2 contains 269 members Entering Unmasked Estep Score: -26745.037109 Penalty: 581.359070 Iteration 2F: 3 clusters Score -26745.04 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 310 members Mstep: Class 2 contains 285 members Entering Unmasked Estep Score: -26799.087891 Penalty: 581.359070 Iteration 3F: 3 clusters Score -26799.09 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 296 members Mstep: Class 2 contains 299 members Entering Unmasked Estep Score: -26872.800781 Penalty: 581.359070 Iteration 4F: 3 clusters Score -26872.8 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 283 members Mstep: Class 2 contains 312 members Entering Unmasked Estep Score: -26916.695312 Penalty: 581.359070 Iteration 5Q: 3 clusters Score -26916.7 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 267 members Mstep: Class 2 contains 328 members Entering Unmasked Estep Score: -26946.867188 Penalty: 581.359070 Iteration 6Q: 3 clusters Score -26946.87 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 259 members Mstep: Class 2 contains 336 members Entering Unmasked Estep Score: -26958.699219 Penalty: 581.359070 Iteration 7Q: 3 clusters Score -26958.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 253 members Mstep: Class 2 contains 342 members Entering Unmasked Estep Score: -26967.716797 Penalty: 581.359070 Iteration 8Q: 3 clusters Score -26967.72 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 250 members Mstep: Class 2 contains 345 members Entering Unmasked Estep Score: -26976.498047 Penalty: 581.359070 Iteration 9Q: 3 clusters Score -26976.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 247 members Mstep: Class 2 contains 348 members Entering Unmasked Estep Score: -26978.562500 Penalty: 581.359070 Iteration 10Q: 3 clusters Score -26978.56 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 243 members Mstep: Class 2 contains 352 members Entering Unmasked Estep Score: -26979.744141 Penalty: 581.359070 Iteration 11Q: 3 clusters Score -26979.74 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 242 members Mstep: Class 2 contains 353 members Entering Unmasked Estep Score: -26980.027344 Penalty: 581.359070 Iteration 12Q: 3 clusters Score -26980.03 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 242 members Mstep: Class 2 contains 353 members Entering Unmasked Estep Score: -26980.027344 Penalty: 581.359070 Iteration 13F: 3 clusters Score -26980.03 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 29 members Mstep: Class 1 contains 10913 members Mstep: Class 2 contains 30311 members Mstep: Class 3 contains 8377 members Mstep: Class 4 contains 3296 members Mstep: Class 5 contains 7795 members Mstep: Class 6 contains 7462 members Mstep: Class 7 contains 13255 members Mstep: Class 8 contains 1510 members Mstep: Class 9 contains 3889 members Mstep: Class 10 contains 95539 members Mstep: Class 11 contains 2675 members Mstep: Class 12 contains 3126 members Mstep: Class 13 contains 2000 members Mstep: Class 14 contains 24659 members Mstep: Class 15 contains 242 members Mstep: Class 16 contains 19988 members Mstep: Class 17 contains 1224 members Mstep: Class 18 contains 7579 members Mstep: Class 19 contains 1276 members Mstep: Class 20 contains 10294 members Mstep: Class 21 contains 63854 members Mstep: Class 22 contains 944 members Mstep: Class 23 contains 53700 members Mstep: Class 24 contains 2003 members Mstep: Class 25 contains 7986 members Mstep: Class 26 contains 119 members Mstep: Class 27 contains 24628 members Mstep: Class 28 contains 3285 members Mstep: Class 29 contains 11361 members Mstep: Class 30 contains 3199 members Mstep: Class 31 contains 3876 members Mstep: Class 32 contains 329 members Mstep: Class 33 contains 1183 members Mstep: Class 34 contains 353 members Entering Unmasked Estep Score: -22980122.000000 Penalty: 20075.078125 Splitting cluster 15 changes total score from -22980368.000000 to -22980122.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 16 (19988 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19988 members Entering Unmasked Estep Score: -1136891.875000 Penalty: 450.581360 Iteration 0F: 2 clusters Score -1136892 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10040 members Mstep: Class 2 contains 9948 members Entering Unmasked Estep Score: -1123487.375000 Penalty: 901.162720 Iteration 0F: 3 clusters Score -1123487 nChanged 9580 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10482 members Mstep: Class 2 contains 9506 members Entering Unmasked Estep Score: -1128982.000000 Penalty: 901.162720 Iteration 1F: 3 clusters Score -1128982 nChanged 866 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10682 members Mstep: Class 2 contains 9306 members Entering Unmasked Estep Score: -1129240.125000 Penalty: 901.162720 Iteration 2Q: 3 clusters Score -1129240 nChanged 856 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10980 members Mstep: Class 2 contains 9008 members Entering Unmasked Estep Score: -1129488.875000 Penalty: 901.162720 Iteration 3Q: 3 clusters Score -1129489 nChanged 810 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11446 members Mstep: Class 2 contains 8542 members Entering Unmasked Estep Score: -1129782.875000 Penalty: 901.162720 Iteration 4Q: 3 clusters Score -1129783 nChanged 995 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12153 members Mstep: Class 2 contains 7835 members Entering Unmasked Estep Score: -1130234.000000 Penalty: 901.162720 Iteration 5Q: 3 clusters Score -1130234 nChanged 1175 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13164 members Mstep: Class 2 contains 6824 members Entering Unmasked Estep Score: -1130938.375000 Penalty: 901.162720 Iteration 6F: 3 clusters Score -1130938 nChanged 1416 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14464 members Mstep: Class 2 contains 5524 members Entering Unmasked Estep Score: -1131943.125000 Penalty: 901.162720 Iteration 7F: 3 clusters Score -1131943 nChanged 1430 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15796 members Mstep: Class 2 contains 4192 members Entering Unmasked Estep Score: -1133103.000000 Penalty: 901.162720 Iteration 8F: 3 clusters Score -1133103 nChanged 1270 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16978 members Mstep: Class 2 contains 3010 members Entering Unmasked Estep Score: -1134168.875000 Penalty: 901.162720 Iteration 9F: 3 clusters Score -1134169 nChanged 918 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17814 members Mstep: Class 2 contains 2174 members Entering Unmasked Estep Score: -1134930.000000 Penalty: 901.162720 Iteration 10Q: 3 clusters Score -1134930 nChanged 673 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18425 members Mstep: Class 2 contains 1563 members Entering Unmasked Estep Score: -1135480.875000 Penalty: 901.162720 Iteration 11Q: 3 clusters Score -1135481 nChanged 467 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18844 members Mstep: Class 2 contains 1144 members Entering Unmasked Estep Score: -1135861.625000 Penalty: 901.162720 Iteration 12Q: 3 clusters Score -1135862 nChanged 307 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19109 members Mstep: Class 2 contains 879 members Entering Unmasked Estep Score: -1136088.375000 Penalty: 901.162720 Iteration 13Q: 3 clusters Score -1136088 nChanged 202 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19283 members Mstep: Class 2 contains 705 members Entering Unmasked Estep Score: -1136216.250000 Penalty: 901.162720 Iteration 14Q: 3 clusters Score -1136216 nChanged 150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19415 members Mstep: Class 2 contains 573 members Entering Unmasked Estep Score: -1136310.125000 Penalty: 901.162720 Iteration 15Q: 3 clusters Score -1136310 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19484 members Mstep: Class 2 contains 504 members Entering Unmasked Estep Score: -1136353.125000 Penalty: 901.162720 Iteration 16Q: 3 clusters Score -1136353 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19539 members Mstep: Class 2 contains 449 members Entering Unmasked Estep Score: -1136383.750000 Penalty: 901.162720 Iteration 17Q: 3 clusters Score -1136384 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19580 members Mstep: Class 2 contains 408 members Entering Unmasked Estep Score: -1136410.500000 Penalty: 901.162720 Iteration 18Q: 3 clusters Score -1136410 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19617 members Mstep: Class 2 contains 371 members Entering Unmasked Estep Score: -1136438.500000 Penalty: 901.162720 Iteration 19Q: 3 clusters Score -1136438 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19647 members Mstep: Class 2 contains 341 members Entering Unmasked Estep Score: -1136459.000000 Penalty: 901.162720 Iteration 20F: 3 clusters Score -1136459 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19672 members Mstep: Class 2 contains 316 members Entering Unmasked Estep Score: -1136472.500000 Penalty: 901.162720 Iteration 21Q: 3 clusters Score -1136472 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19684 members Mstep: Class 2 contains 304 members Entering Unmasked Estep Score: -1136486.125000 Penalty: 901.162720 Iteration 22Q: 3 clusters Score -1136486 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19696 members Mstep: Class 2 contains 292 members Entering Unmasked Estep Score: -1136493.625000 Penalty: 901.162720 Iteration 23Q: 3 clusters Score -1136494 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19706 members Mstep: Class 2 contains 282 members Entering Unmasked Estep Score: -1136496.125000 Penalty: 901.162720 Iteration 24Q: 3 clusters Score -1136496 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19706 members Mstep: Class 2 contains 282 members Entering Unmasked Estep Score: -1136501.875000 Penalty: 901.162720 Iteration 25Q: 3 clusters Score -1136502 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19706 members Mstep: Class 2 contains 282 members Entering Unmasked Estep Score: -1136502.000000 Penalty: 901.162720 Iteration 26Q: 3 clusters Score -1136502 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19703 members Mstep: Class 2 contains 285 members Entering Unmasked Estep Score: -1136502.375000 Penalty: 901.162720 Iteration 27Q: 3 clusters Score -1136502 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19702 members Mstep: Class 2 contains 286 members Entering Unmasked Estep Score: -1136502.375000 Penalty: 901.162720 Iteration 28Q: 3 clusters Score -1136502 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19704 members Mstep: Class 2 contains 284 members Entering Unmasked Estep Score: -1136503.875000 Penalty: 901.162720 Iteration 29Q: 3 clusters Score -1136504 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19706 members Mstep: Class 2 contains 282 members Entering Unmasked Estep Score: -1136504.000000 Penalty: 901.162720 Iteration 30Q: 3 clusters Score -1136504 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19706 members Mstep: Class 2 contains 282 members Entering Unmasked Estep Score: -1136505.000000 Penalty: 901.162720 Iteration 31Q: 3 clusters Score -1136505 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19708 members Mstep: Class 2 contains 280 members Entering Unmasked Estep Score: -1136505.375000 Penalty: 901.162720 Iteration 32Q: 3 clusters Score -1136505 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19711 members Mstep: Class 2 contains 277 members Entering Unmasked Estep Score: -1136507.125000 Penalty: 901.162720 Iteration 33Q: 3 clusters Score -1136507 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19716 members Mstep: Class 2 contains 272 members Entering Unmasked Estep Score: -1136508.625000 Penalty: 901.162720 Iteration 34Q: 3 clusters Score -1136509 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19718 members Mstep: Class 2 contains 270 members Entering Unmasked Estep Score: -1136508.875000 Penalty: 901.162720 Iteration 35Q: 3 clusters Score -1136509 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19719 members Mstep: Class 2 contains 269 members Entering Unmasked Estep Score: -1136509.750000 Penalty: 901.162720 Iteration 36Q: 3 clusters Score -1136510 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19725 members Mstep: Class 2 contains 263 members Entering Unmasked Estep Score: -1136514.375000 Penalty: 901.162720 Iteration 37Q: 3 clusters Score -1136514 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19732 members Mstep: Class 2 contains 256 members Entering Unmasked Estep Score: -1136517.250000 Penalty: 901.162720 Iteration 38Q: 3 clusters Score -1136517 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19740 members Mstep: Class 2 contains 248 members Entering Unmasked Estep Score: -1136521.875000 Penalty: 901.162720 Iteration 39Q: 3 clusters Score -1136522 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19745 members Mstep: Class 2 contains 243 members Entering Unmasked Estep Score: -1136523.500000 Penalty: 901.162720 Iteration 40F: 3 clusters Score -1136524 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19748 members Mstep: Class 2 contains 240 members Entering Unmasked Estep Score: -1136526.125000 Penalty: 901.162720 Iteration 41Q: 3 clusters Score -1136526 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19752 members Mstep: Class 2 contains 236 members Entering Unmasked Estep Score: -1136529.625000 Penalty: 901.162720 Iteration 42Q: 3 clusters Score -1136530 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19756 members Mstep: Class 2 contains 232 members Entering Unmasked Estep Score: -1136532.875000 Penalty: 901.162720 Iteration 43Q: 3 clusters Score -1136533 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19759 members Mstep: Class 2 contains 229 members Entering Unmasked Estep Score: -1136533.125000 Penalty: 901.162720 Iteration 44Q: 3 clusters Score -1136533 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19761 members Mstep: Class 2 contains 227 members Entering Unmasked Estep Score: -1136533.000000 Penalty: 901.162720 Iteration 45Q: 3 clusters Score -1136533 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19763 members Mstep: Class 2 contains 225 members Entering Unmasked Estep Score: -1136535.250000 Penalty: 901.162720 Iteration 46Q: 3 clusters Score -1136535 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19766 members Mstep: Class 2 contains 222 members Entering Unmasked Estep Score: -1136535.750000 Penalty: 901.162720 Iteration 47Q: 3 clusters Score -1136536 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19768 members Mstep: Class 2 contains 220 members Entering Unmasked Estep Score: -1136538.125000 Penalty: 901.162720 Iteration 48Q: 3 clusters Score -1136538 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19771 members Mstep: Class 2 contains 217 members Entering Unmasked Estep Score: -1136538.875000 Penalty: 901.162720 Iteration 49Q: 3 clusters Score -1136539 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19772 members Mstep: Class 2 contains 216 members Entering Unmasked Estep Score: -1136538.875000 Penalty: 901.162720 Iteration 50Q: 3 clusters Score -1136539 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19773 members Mstep: Class 2 contains 215 members Entering Unmasked Estep Score: -1136538.125000 Penalty: 901.162720 Iteration 51Q: 3 clusters Score -1136538 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19774 members Mstep: Class 2 contains 214 members Entering Unmasked Estep Score: -1136539.125000 Penalty: 901.162720 Iteration 52Q: 3 clusters Score -1136539 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19775 members Mstep: Class 2 contains 213 members Entering Unmasked Estep Score: -1136539.375000 Penalty: 901.162720 Iteration 53Q: 3 clusters Score -1136539 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19775 members Mstep: Class 2 contains 213 members Entering Unmasked Estep Score: -1136539.375000 Penalty: 901.162720 Iteration 54F: 3 clusters Score -1136539 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (1224 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1224 members Entering Unmasked Estep Score: -69235.601562 Penalty: 323.499512 Iteration 0F: 2 clusters Score -69235.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 607 members Mstep: Class 2 contains 617 members Entering Unmasked Estep Score: -68299.265625 Penalty: 646.999023 Iteration 0F: 3 clusters Score -68299.27 nChanged 478 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 609 members Mstep: Class 2 contains 615 members Entering Unmasked Estep Score: -68564.539062 Penalty: 646.999023 Iteration 1F: 3 clusters Score -68564.54 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 626 members Mstep: Class 2 contains 598 members Entering Unmasked Estep Score: -68634.132812 Penalty: 646.999023 Iteration 2F: 3 clusters Score -68634.13 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 651 members Mstep: Class 2 contains 573 members Entering Unmasked Estep Score: -68692.226562 Penalty: 646.999023 Iteration 3F: 3 clusters Score -68692.23 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 684 members Mstep: Class 2 contains 540 members Entering Unmasked Estep Score: -68739.976562 Penalty: 646.999023 Iteration 4F: 3 clusters Score -68739.98 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 711 members Mstep: Class 2 contains 513 members Entering Unmasked Estep Score: -68782.015625 Penalty: 646.999023 Iteration 5Q: 3 clusters Score -68782.02 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 731 members Mstep: Class 2 contains 493 members Entering Unmasked Estep Score: -68816.867188 Penalty: 646.999023 Iteration 6Q: 3 clusters Score -68816.87 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 750 members Mstep: Class 2 contains 474 members Entering Unmasked Estep Score: -68847.437500 Penalty: 646.999023 Iteration 7Q: 3 clusters Score -68847.44 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 758 members Mstep: Class 2 contains 466 members Entering Unmasked Estep Score: -68880.757812 Penalty: 646.999023 Iteration 8Q: 3 clusters Score -68880.76 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 767 members Mstep: Class 2 contains 457 members Entering Unmasked Estep Score: -68897.875000 Penalty: 646.999023 Iteration 9Q: 3 clusters Score -68897.88 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 775 members Mstep: Class 2 contains 449 members Entering Unmasked Estep Score: -68916.820312 Penalty: 646.999023 Iteration 10Q: 3 clusters Score -68916.82 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 775 members Mstep: Class 2 contains 449 members Entering Unmasked Estep Score: -68940.367188 Penalty: 646.999023 Iteration 11Q: 3 clusters Score -68940.37 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 772 members Mstep: Class 2 contains 452 members Entering Unmasked Estep Score: -68957.851562 Penalty: 646.999023 Iteration 12Q: 3 clusters Score -68957.85 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 771 members Mstep: Class 2 contains 453 members Entering Unmasked Estep Score: -68970.351562 Penalty: 646.999023 Iteration 13Q: 3 clusters Score -68970.35 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 768 members Mstep: Class 2 contains 456 members Entering Unmasked Estep Score: -68980.226562 Penalty: 646.999023 Iteration 14Q: 3 clusters Score -68980.23 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 772 members Mstep: Class 2 contains 452 members Entering Unmasked Estep Score: -68990.046875 Penalty: 646.999023 Iteration 15Q: 3 clusters Score -68990.05 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 768 members Mstep: Class 2 contains 456 members Entering Unmasked Estep Score: -68999.312500 Penalty: 646.999023 Iteration 16Q: 3 clusters Score -68999.31 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 767 members Mstep: Class 2 contains 457 members Entering Unmasked Estep Score: -69008.601562 Penalty: 646.999023 Iteration 17Q: 3 clusters Score -69008.6 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 765 members Mstep: Class 2 contains 459 members Entering Unmasked Estep Score: -69015.710938 Penalty: 646.999023 Iteration 18Q: 3 clusters Score -69015.71 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 765 members Mstep: Class 2 contains 459 members Entering Unmasked Estep Score: -69024.898438 Penalty: 646.999023 Iteration 19Q: 3 clusters Score -69024.9 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 756 members Mstep: Class 2 contains 468 members Entering Unmasked Estep Score: -69033.890625 Penalty: 646.999023 Iteration 20F: 3 clusters Score -69033.89 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 743 members Mstep: Class 2 contains 481 members Entering Unmasked Estep Score: -69044.164062 Penalty: 646.999023 Iteration 21Q: 3 clusters Score -69044.16 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 735 members Mstep: Class 2 contains 489 members Entering Unmasked Estep Score: -69051.070312 Penalty: 646.999023 Iteration 22Q: 3 clusters Score -69051.07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 731 members Mstep: Class 2 contains 493 members Entering Unmasked Estep Score: -69055.835938 Penalty: 646.999023 Iteration 23Q: 3 clusters Score -69055.84 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 724 members Mstep: Class 2 contains 500 members Entering Unmasked Estep Score: -69060.046875 Penalty: 646.999023 Iteration 24Q: 3 clusters Score -69060.05 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 714 members Mstep: Class 2 contains 510 members Entering Unmasked Estep Score: -69063.695312 Penalty: 646.999023 Iteration 25Q: 3 clusters Score -69063.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 707 members Mstep: Class 2 contains 517 members Entering Unmasked Estep Score: -69065.640625 Penalty: 646.999023 Iteration 26Q: 3 clusters Score -69065.64 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 702 members Mstep: Class 2 contains 522 members Entering Unmasked Estep Score: -69066.656250 Penalty: 646.999023 Iteration 27Q: 3 clusters Score -69066.66 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 699 members Mstep: Class 2 contains 525 members Entering Unmasked Estep Score: -69067.226562 Penalty: 646.999023 Iteration 28Q: 3 clusters Score -69067.23 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 697 members Mstep: Class 2 contains 527 members Entering Unmasked Estep Score: -69067.648438 Penalty: 646.999023 Iteration 29Q: 3 clusters Score -69067.65 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 693 members Mstep: Class 2 contains 531 members Entering Unmasked Estep Score: -69069.351562 Penalty: 646.999023 Iteration 30Q: 3 clusters Score -69069.35 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 688 members Mstep: Class 2 contains 536 members Entering Unmasked Estep Score: -69071.929688 Penalty: 646.999023 Iteration 31Q: 3 clusters Score -69071.93 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 685 members Mstep: Class 2 contains 539 members Entering Unmasked Estep Score: -69074.828125 Penalty: 646.999023 Iteration 32Q: 3 clusters Score -69074.83 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 681 members Mstep: Class 2 contains 543 members Entering Unmasked Estep Score: -69076.148438 Penalty: 646.999023 Iteration 33Q: 3 clusters Score -69076.15 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 681 members Mstep: Class 2 contains 543 members Entering Unmasked Estep Score: -69077.437500 Penalty: 646.999023 Iteration 34Q: 3 clusters Score -69077.44 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 677 members Mstep: Class 2 contains 547 members Entering Unmasked Estep Score: -69079.812500 Penalty: 646.999023 Iteration 35Q: 3 clusters Score -69079.81 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 672 members Mstep: Class 2 contains 552 members Entering Unmasked Estep Score: -69082.609375 Penalty: 646.999023 Iteration 36Q: 3 clusters Score -69082.61 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 667 members Mstep: Class 2 contains 557 members Entering Unmasked Estep Score: -69084.859375 Penalty: 646.999023 Iteration 37Q: 3 clusters Score -69084.86 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 664 members Mstep: Class 2 contains 560 members Entering Unmasked Estep Score: -69086.820312 Penalty: 646.999023 Iteration 38Q: 3 clusters Score -69086.82 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 661 members Mstep: Class 2 contains 563 members Entering Unmasked Estep Score: -69088.335938 Penalty: 646.999023 Iteration 39Q: 3 clusters Score -69088.34 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 658 members Mstep: Class 2 contains 566 members Entering Unmasked Estep Score: -69090.070312 Penalty: 646.999023 Iteration 40F: 3 clusters Score -69090.07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 655 members Mstep: Class 2 contains 569 members Entering Unmasked Estep Score: -69090.585938 Penalty: 646.999023 Iteration 41Q: 3 clusters Score -69090.59 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 653 members Mstep: Class 2 contains 571 members Entering Unmasked Estep Score: -69091.164062 Penalty: 646.999023 Iteration 42Q: 3 clusters Score -69091.16 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 652 members Mstep: Class 2 contains 572 members Entering Unmasked Estep Score: -69091.335938 Penalty: 646.999023 Iteration 43Q: 3 clusters Score -69091.34 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 652 members Mstep: Class 2 contains 572 members Entering Unmasked Estep Score: -69091.335938 Penalty: 646.999023 Iteration 44F: 3 clusters Score -69091.34 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (7579 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7579 members Entering Unmasked Estep Score: -384677.312500 Penalty: 406.457733 Iteration 0F: 2 clusters Score -384677.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3746 members Mstep: Class 2 contains 3833 members Entering Unmasked Estep Score: -379666.687500 Penalty: 812.915466 Iteration 0F: 3 clusters Score -379666.7 nChanged 3463 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3587 members Mstep: Class 2 contains 3992 members Entering Unmasked Estep Score: -381652.968750 Penalty: 812.915466 Iteration 1F: 3 clusters Score -381653 nChanged 525 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3522 members Mstep: Class 2 contains 4057 members Entering Unmasked Estep Score: -381915.875000 Penalty: 812.915466 Iteration 2F: 3 clusters Score -381915.9 nChanged 476 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3412 members Mstep: Class 2 contains 4167 members Entering Unmasked Estep Score: -382144.000000 Penalty: 812.915466 Iteration 3F: 3 clusters Score -382144 nChanged 429 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3281 members Mstep: Class 2 contains 4298 members Entering Unmasked Estep Score: -382405.218750 Penalty: 812.915466 Iteration 4F: 3 clusters Score -382405.2 nChanged 459 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3078 members Mstep: Class 2 contains 4501 members Entering Unmasked Estep Score: -382716.562500 Penalty: 812.915466 Iteration 5F: 3 clusters Score -382716.6 nChanged 461 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2867 members Mstep: Class 2 contains 4712 members Entering Unmasked Estep Score: -383005.968750 Penalty: 812.915466 Iteration 6F: 3 clusters Score -383006 nChanged 386 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2675 members Mstep: Class 2 contains 4904 members Entering Unmasked Estep Score: -383237.531250 Penalty: 812.915466 Iteration 7F: 3 clusters Score -383237.5 nChanged 334 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2487 members Mstep: Class 2 contains 5092 members Entering Unmasked Estep Score: -383443.718750 Penalty: 812.915466 Iteration 8Q: 3 clusters Score -383443.7 nChanged 280 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2307 members Mstep: Class 2 contains 5272 members Entering Unmasked Estep Score: -383596.031250 Penalty: 812.915466 Iteration 9Q: 3 clusters Score -383596 nChanged 227 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2148 members Mstep: Class 2 contains 5431 members Entering Unmasked Estep Score: -383712.593750 Penalty: 812.915466 Iteration 10Q: 3 clusters Score -383712.6 nChanged 187 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1981 members Mstep: Class 2 contains 5598 members Entering Unmasked Estep Score: -383817.781250 Penalty: 812.915466 Iteration 11Q: 3 clusters Score -383817.8 nChanged 180 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1811 members Mstep: Class 2 contains 5768 members Entering Unmasked Estep Score: -383913.218750 Penalty: 812.915466 Iteration 12Q: 3 clusters Score -383913.2 nChanged 170 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1653 members Mstep: Class 2 contains 5926 members Entering Unmasked Estep Score: -384015.406250 Penalty: 812.915466 Iteration 13Q: 3 clusters Score -384015.4 nChanged 151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1516 members Mstep: Class 2 contains 6063 members Entering Unmasked Estep Score: -384109.500000 Penalty: 812.915466 Iteration 14Q: 3 clusters Score -384109.5 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1387 members Mstep: Class 2 contains 6192 members Entering Unmasked Estep Score: -384221.125000 Penalty: 812.915466 Iteration 15Q: 3 clusters Score -384221.1 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1261 members Mstep: Class 2 contains 6318 members Entering Unmasked Estep Score: -384332.187500 Penalty: 812.915466 Iteration 16Q: 3 clusters Score -384332.2 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1158 members Mstep: Class 2 contains 6421 members Entering Unmasked Estep Score: -384421.625000 Penalty: 812.915466 Iteration 17Q: 3 clusters Score -384421.6 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1088 members Mstep: Class 2 contains 6491 members Entering Unmasked Estep Score: -384474.125000 Penalty: 812.915466 Iteration 18Q: 3 clusters Score -384474.1 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1027 members Mstep: Class 2 contains 6552 members Entering Unmasked Estep Score: -384508.093750 Penalty: 812.915466 Iteration 19Q: 3 clusters Score -384508.1 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 977 members Mstep: Class 2 contains 6602 members Entering Unmasked Estep Score: -384529.281250 Penalty: 812.915466 Iteration 20F: 3 clusters Score -384529.3 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 935 members Mstep: Class 2 contains 6644 members Entering Unmasked Estep Score: -384547.343750 Penalty: 812.915466 Iteration 21Q: 3 clusters Score -384547.3 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 899 members Mstep: Class 2 contains 6680 members Entering Unmasked Estep Score: -384559.093750 Penalty: 812.915466 Iteration 22Q: 3 clusters Score -384559.1 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 871 members Mstep: Class 2 contains 6708 members Entering Unmasked Estep Score: -384568.562500 Penalty: 812.915466 Iteration 23Q: 3 clusters Score -384568.6 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 843 members Mstep: Class 2 contains 6736 members Entering Unmasked Estep Score: -384578.718750 Penalty: 812.915466 Iteration 24Q: 3 clusters Score -384578.7 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 818 members Mstep: Class 2 contains 6761 members Entering Unmasked Estep Score: -384586.343750 Penalty: 812.915466 Iteration 25Q: 3 clusters Score -384586.3 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 797 members Mstep: Class 2 contains 6782 members Entering Unmasked Estep Score: -384589.531250 Penalty: 812.915466 Iteration 26Q: 3 clusters Score -384589.5 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 787 members Mstep: Class 2 contains 6792 members Entering Unmasked Estep Score: -384590.468750 Penalty: 812.915466 Iteration 27Q: 3 clusters Score -384590.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 778 members Mstep: Class 2 contains 6801 members Entering Unmasked Estep Score: -384592.593750 Penalty: 812.915466 Iteration 28Q: 3 clusters Score -384592.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 769 members Mstep: Class 2 contains 6810 members Entering Unmasked Estep Score: -384594.500000 Penalty: 812.915466 Iteration 29Q: 3 clusters Score -384594.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 761 members Mstep: Class 2 contains 6818 members Entering Unmasked Estep Score: -384595.718750 Penalty: 812.915466 Iteration 30Q: 3 clusters Score -384595.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 751 members Mstep: Class 2 contains 6828 members Entering Unmasked Estep Score: -384596.843750 Penalty: 812.915466 Iteration 31Q: 3 clusters Score -384596.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 745 members Mstep: Class 2 contains 6834 members Entering Unmasked Estep Score: -384597.875000 Penalty: 812.915466 Iteration 32Q: 3 clusters Score -384597.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 741 members Mstep: Class 2 contains 6838 members Entering Unmasked Estep Score: -384597.937500 Penalty: 812.915466 Iteration 33Q: 3 clusters Score -384597.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 738 members Mstep: Class 2 contains 6841 members Entering Unmasked Estep Score: -384598.093750 Penalty: 812.915466 Iteration 34Q: 3 clusters Score -384598.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 734 members Mstep: Class 2 contains 6845 members Entering Unmasked Estep Score: -384598.625000 Penalty: 812.915466 Iteration 35Q: 3 clusters Score -384598.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 733 members Mstep: Class 2 contains 6846 members Entering Unmasked Estep Score: -384599.250000 Penalty: 812.915466 Iteration 36Q: 3 clusters Score -384599.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 731 members Mstep: Class 2 contains 6848 members Entering Unmasked Estep Score: -384599.375000 Penalty: 812.915466 Iteration 37Q: 3 clusters Score -384599.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 730 members Mstep: Class 2 contains 6849 members Entering Unmasked Estep Score: -384599.625000 Penalty: 812.915466 Iteration 38Q: 3 clusters Score -384599.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 728 members Mstep: Class 2 contains 6851 members Entering Unmasked Estep Score: -384601.031250 Penalty: 812.915466 Iteration 39Q: 3 clusters Score -384601 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 723 members Mstep: Class 2 contains 6856 members Entering Unmasked Estep Score: -384602.375000 Penalty: 812.915466 Iteration 40F: 3 clusters Score -384602.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 719 members Mstep: Class 2 contains 6860 members Entering Unmasked Estep Score: -384602.843750 Penalty: 812.915466 Iteration 41Q: 3 clusters Score -384602.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 714 members Mstep: Class 2 contains 6865 members Entering Unmasked Estep Score: -384603.406250 Penalty: 812.915466 Iteration 42Q: 3 clusters Score -384603.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 708 members Mstep: Class 2 contains 6871 members Entering Unmasked Estep Score: -384603.937500 Penalty: 812.915466 Iteration 43Q: 3 clusters Score -384603.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 704 members Mstep: Class 2 contains 6875 members Entering Unmasked Estep Score: -384604.843750 Penalty: 812.915466 Iteration 44Q: 3 clusters Score -384604.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 698 members Mstep: Class 2 contains 6881 members Entering Unmasked Estep Score: -384606.312500 Penalty: 812.915466 Iteration 45Q: 3 clusters Score -384606.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 692 members Mstep: Class 2 contains 6887 members Entering Unmasked Estep Score: -384606.718750 Penalty: 812.915466 Iteration 46Q: 3 clusters Score -384606.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 691 members Mstep: Class 2 contains 6888 members Entering Unmasked Estep Score: -384606.343750 Penalty: 812.915466 Iteration 47Q: 3 clusters Score -384606.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 691 members Mstep: Class 2 contains 6888 members Entering Unmasked Estep Score: -384606.343750 Penalty: 812.915466 Iteration 48F: 3 clusters Score -384606.3 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (1276 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1276 members Entering Unmasked Estep Score: -70121.664062 Penalty: 325.392578 Iteration 0F: 2 clusters Score -70121.66 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 623 members Mstep: Class 2 contains 653 members Entering Unmasked Estep Score: -69154.429688 Penalty: 650.785156 Iteration 0F: 3 clusters Score -69154.43 nChanged 508 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 655 members Mstep: Class 2 contains 621 members Entering Unmasked Estep Score: -69521.609375 Penalty: 650.785156 Iteration 1F: 3 clusters Score -69521.61 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 676 members Mstep: Class 2 contains 600 members Entering Unmasked Estep Score: -69579.421875 Penalty: 650.785156 Iteration 2F: 3 clusters Score -69579.42 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 691 members Mstep: Class 2 contains 585 members Entering Unmasked Estep Score: -69630.039062 Penalty: 650.785156 Iteration 3F: 3 clusters Score -69630.04 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 698 members Mstep: Class 2 contains 578 members Entering Unmasked Estep Score: -69674.773438 Penalty: 650.785156 Iteration 4Q: 3 clusters Score -69674.77 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 710 members Mstep: Class 2 contains 566 members Entering Unmasked Estep Score: -69696.656250 Penalty: 650.785156 Iteration 5Q: 3 clusters Score -69696.66 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 717 members Mstep: Class 2 contains 559 members Entering Unmasked Estep Score: -69711.257812 Penalty: 650.785156 Iteration 6Q: 3 clusters Score -69711.26 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 715 members Mstep: Class 2 contains 561 members Entering Unmasked Estep Score: -69721.320312 Penalty: 650.785156 Iteration 7Q: 3 clusters Score -69721.32 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 720 members Mstep: Class 2 contains 556 members Entering Unmasked Estep Score: -69727.796875 Penalty: 650.785156 Iteration 8Q: 3 clusters Score -69727.8 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 723 members Mstep: Class 2 contains 553 members Entering Unmasked Estep Score: -69732.414062 Penalty: 650.785156 Iteration 9Q: 3 clusters Score -69732.41 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 731 members Mstep: Class 2 contains 545 members Entering Unmasked Estep Score: -69735.437500 Penalty: 650.785156 Iteration 10Q: 3 clusters Score -69735.44 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 743 members Mstep: Class 2 contains 533 members Entering Unmasked Estep Score: -69738.585938 Penalty: 650.785156 Iteration 11Q: 3 clusters Score -69738.59 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 748 members Mstep: Class 2 contains 528 members Entering Unmasked Estep Score: -69740.906250 Penalty: 650.785156 Iteration 12Q: 3 clusters Score -69740.91 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 752 members Mstep: Class 2 contains 524 members Entering Unmasked Estep Score: -69743.125000 Penalty: 650.785156 Iteration 13Q: 3 clusters Score -69743.12 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 756 members Mstep: Class 2 contains 520 members Entering Unmasked Estep Score: -69744.835938 Penalty: 650.785156 Iteration 14Q: 3 clusters Score -69744.84 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 759 members Mstep: Class 2 contains 517 members Entering Unmasked Estep Score: -69746.570312 Penalty: 650.785156 Iteration 15Q: 3 clusters Score -69746.57 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 758 members Mstep: Class 2 contains 518 members Entering Unmasked Estep Score: -69747.406250 Penalty: 650.785156 Iteration 16Q: 3 clusters Score -69747.41 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 757 members Mstep: Class 2 contains 519 members Entering Unmasked Estep Score: -69748.257812 Penalty: 650.785156 Iteration 17Q: 3 clusters Score -69748.26 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 757 members Mstep: Class 2 contains 519 members Entering Unmasked Estep Score: -69748.703125 Penalty: 650.785156 Iteration 18Q: 3 clusters Score -69748.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 757 members Mstep: Class 2 contains 519 members Entering Unmasked Estep Score: -69749.351562 Penalty: 650.785156 Iteration 19Q: 3 clusters Score -69749.35 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 756 members Mstep: Class 2 contains 520 members Entering Unmasked Estep Score: -69749.617188 Penalty: 650.785156 Iteration 20F: 3 clusters Score -69749.62 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 755 members Mstep: Class 2 contains 521 members Entering Unmasked Estep Score: -69749.820312 Penalty: 650.785156 Iteration 21Q: 3 clusters Score -69749.82 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 755 members Mstep: Class 2 contains 521 members Entering Unmasked Estep Score: -69750.328125 Penalty: 650.785156 Iteration 22Q: 3 clusters Score -69750.33 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 755 members Mstep: Class 2 contains 521 members Entering Unmasked Estep Score: -69750.328125 Penalty: 650.785156 Iteration 23F: 3 clusters Score -69750.33 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (10294 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10294 members Entering Unmasked Estep Score: -545261.875000 Penalty: 420.388916 Iteration 0F: 2 clusters Score -545261.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5122 members Mstep: Class 2 contains 5172 members Entering Unmasked Estep Score: -538432.812500 Penalty: 840.777832 Iteration 0F: 3 clusters Score -538432.8 nChanged 4740 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4966 members Mstep: Class 2 contains 5328 members Entering Unmasked Estep Score: -541329.187500 Penalty: 840.777832 Iteration 1F: 3 clusters Score -541329.2 nChanged 663 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4893 members Mstep: Class 2 contains 5401 members Entering Unmasked Estep Score: -541727.250000 Penalty: 840.777832 Iteration 2F: 3 clusters Score -541727.2 nChanged 645 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4798 members Mstep: Class 2 contains 5496 members Entering Unmasked Estep Score: -542182.500000 Penalty: 840.777832 Iteration 3F: 3 clusters Score -542182.5 nChanged 638 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4694 members Mstep: Class 2 contains 5600 members Entering Unmasked Estep Score: -542665.500000 Penalty: 840.777832 Iteration 4F: 3 clusters Score -542665.5 nChanged 577 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4631 members Mstep: Class 2 contains 5663 members Entering Unmasked Estep Score: -543006.812500 Penalty: 840.777832 Iteration 5F: 3 clusters Score -543006.8 nChanged 406 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4601 members Mstep: Class 2 contains 5693 members Entering Unmasked Estep Score: -543172.437500 Penalty: 840.777832 Iteration 6Q: 3 clusters Score -543172.4 nChanged 249 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4560 members Mstep: Class 2 contains 5734 members Entering Unmasked Estep Score: -543240.937500 Penalty: 840.777832 Iteration 7Q: 3 clusters Score -543240.9 nChanged 155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4517 members Mstep: Class 2 contains 5777 members Entering Unmasked Estep Score: -543272.625000 Penalty: 840.777832 Iteration 8Q: 3 clusters Score -543272.6 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4495 members Mstep: Class 2 contains 5799 members Entering Unmasked Estep Score: -543291.062500 Penalty: 840.777832 Iteration 9Q: 3 clusters Score -543291.1 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4475 members Mstep: Class 2 contains 5819 members Entering Unmasked Estep Score: -543306.187500 Penalty: 840.777832 Iteration 10Q: 3 clusters Score -543306.2 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4475 members Mstep: Class 2 contains 5819 members Entering Unmasked Estep Score: -543320.750000 Penalty: 840.777832 Iteration 11Q: 3 clusters Score -543320.8 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4454 members Mstep: Class 2 contains 5840 members Entering Unmasked Estep Score: -543337.250000 Penalty: 840.777832 Iteration 12Q: 3 clusters Score -543337.2 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4429 members Mstep: Class 2 contains 5865 members Entering Unmasked Estep Score: -543359.062500 Penalty: 840.777832 Iteration 13Q: 3 clusters Score -543359.1 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4407 members Mstep: Class 2 contains 5887 members Entering Unmasked Estep Score: -543377.625000 Penalty: 840.777832 Iteration 14Q: 3 clusters Score -543377.6 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4393 members Mstep: Class 2 contains 5901 members Entering Unmasked Estep Score: -543398.250000 Penalty: 840.777832 Iteration 15Q: 3 clusters Score -543398.2 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4378 members Mstep: Class 2 contains 5916 members Entering Unmasked Estep Score: -543417.187500 Penalty: 840.777832 Iteration 16Q: 3 clusters Score -543417.2 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4355 members Mstep: Class 2 contains 5939 members Entering Unmasked Estep Score: -543443.250000 Penalty: 840.777832 Iteration 17Q: 3 clusters Score -543443.2 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4353 members Mstep: Class 2 contains 5941 members Entering Unmasked Estep Score: -543465.375000 Penalty: 840.777832 Iteration 18Q: 3 clusters Score -543465.4 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4333 members Mstep: Class 2 contains 5961 members Entering Unmasked Estep Score: -543490.375000 Penalty: 840.777832 Iteration 19Q: 3 clusters Score -543490.4 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4318 members Mstep: Class 2 contains 5976 members Entering Unmasked Estep Score: -543526.062500 Penalty: 840.777832 Iteration 20F: 3 clusters Score -543526.1 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4298 members Mstep: Class 2 contains 5996 members Entering Unmasked Estep Score: -543568.937500 Penalty: 840.777832 Iteration 21Q: 3 clusters Score -543568.9 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4257 members Mstep: Class 2 contains 6037 members Entering Unmasked Estep Score: -543616.000000 Penalty: 840.777832 Iteration 22Q: 3 clusters Score -543616 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4225 members Mstep: Class 2 contains 6069 members Entering Unmasked Estep Score: -543655.687500 Penalty: 840.777832 Iteration 23Q: 3 clusters Score -543655.7 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4201 members Mstep: Class 2 contains 6093 members Entering Unmasked Estep Score: -543689.937500 Penalty: 840.777832 Iteration 24Q: 3 clusters Score -543689.9 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4183 members Mstep: Class 2 contains 6111 members Entering Unmasked Estep Score: -543719.625000 Penalty: 840.777832 Iteration 25Q: 3 clusters Score -543719.6 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4165 members Mstep: Class 2 contains 6129 members Entering Unmasked Estep Score: -543761.562500 Penalty: 840.777832 Iteration 26Q: 3 clusters Score -543761.6 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4135 members Mstep: Class 2 contains 6159 members Entering Unmasked Estep Score: -543801.687500 Penalty: 840.777832 Iteration 27Q: 3 clusters Score -543801.7 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4087 members Mstep: Class 2 contains 6207 members Entering Unmasked Estep Score: -543841.375000 Penalty: 840.777832 Iteration 28Q: 3 clusters Score -543841.4 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4050 members Mstep: Class 2 contains 6244 members Entering Unmasked Estep Score: -543879.375000 Penalty: 840.777832 Iteration 29Q: 3 clusters Score -543879.4 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4021 members Mstep: Class 2 contains 6273 members Entering Unmasked Estep Score: -543926.500000 Penalty: 840.777832 Iteration 30Q: 3 clusters Score -543926.5 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3984 members Mstep: Class 2 contains 6310 members Entering Unmasked Estep Score: -543974.437500 Penalty: 840.777832 Iteration 31Q: 3 clusters Score -543974.4 nChanged 150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3920 members Mstep: Class 2 contains 6374 members Entering Unmasked Estep Score: -544035.437500 Penalty: 840.777832 Iteration 32Q: 3 clusters Score -544035.4 nChanged 150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3860 members Mstep: Class 2 contains 6434 members Entering Unmasked Estep Score: -544088.125000 Penalty: 840.777832 Iteration 33Q: 3 clusters Score -544088.1 nChanged 162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3816 members Mstep: Class 2 contains 6478 members Entering Unmasked Estep Score: -544150.375000 Penalty: 840.777832 Iteration 34Q: 3 clusters Score -544150.4 nChanged 164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3784 members Mstep: Class 2 contains 6510 members Entering Unmasked Estep Score: -544205.687500 Penalty: 840.777832 Iteration 35Q: 3 clusters Score -544205.7 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3751 members Mstep: Class 2 contains 6543 members Entering Unmasked Estep Score: -544244.250000 Penalty: 840.777832 Iteration 36Q: 3 clusters Score -544244.2 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3702 members Mstep: Class 2 contains 6592 members Entering Unmasked Estep Score: -544271.750000 Penalty: 840.777832 Iteration 37Q: 3 clusters Score -544271.8 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3659 members Mstep: Class 2 contains 6635 members Entering Unmasked Estep Score: -544289.625000 Penalty: 840.777832 Iteration 38Q: 3 clusters Score -544289.6 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3597 members Mstep: Class 2 contains 6697 members Entering Unmasked Estep Score: -544310.437500 Penalty: 840.777832 Iteration 39Q: 3 clusters Score -544310.4 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3543 members Mstep: Class 2 contains 6751 members Entering Unmasked Estep Score: -544327.125000 Penalty: 840.777832 Iteration 40F: 3 clusters Score -544327.1 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3492 members Mstep: Class 2 contains 6802 members Entering Unmasked Estep Score: -544346.312500 Penalty: 840.777832 Iteration 41Q: 3 clusters Score -544346.3 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3445 members Mstep: Class 2 contains 6849 members Entering Unmasked Estep Score: -544360.625000 Penalty: 840.777832 Iteration 42Q: 3 clusters Score -544360.6 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3384 members Mstep: Class 2 contains 6910 members Entering Unmasked Estep Score: -544372.875000 Penalty: 840.777832 Iteration 43Q: 3 clusters Score -544372.9 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3324 members Mstep: Class 2 contains 6970 members Entering Unmasked Estep Score: -544384.187500 Penalty: 840.777832 Iteration 44Q: 3 clusters Score -544384.2 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3283 members Mstep: Class 2 contains 7011 members Entering Unmasked Estep Score: -544390.687500 Penalty: 840.777832 Iteration 45Q: 3 clusters Score -544390.7 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3248 members Mstep: Class 2 contains 7046 members Entering Unmasked Estep Score: -544394.875000 Penalty: 840.777832 Iteration 46Q: 3 clusters Score -544394.9 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3209 members Mstep: Class 2 contains 7085 members Entering Unmasked Estep Score: -544402.187500 Penalty: 840.777832 Iteration 47Q: 3 clusters Score -544402.2 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3171 members Mstep: Class 2 contains 7123 members Entering Unmasked Estep Score: -544403.687500 Penalty: 840.777832 Iteration 48Q: 3 clusters Score -544403.7 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3140 members Mstep: Class 2 contains 7154 members Entering Unmasked Estep Score: -544408.562500 Penalty: 840.777832 Iteration 49Q: 3 clusters Score -544408.6 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3107 members Mstep: Class 2 contains 7187 members Entering Unmasked Estep Score: -544411.562500 Penalty: 840.777832 Iteration 50Q: 3 clusters Score -544411.6 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3085 members Mstep: Class 2 contains 7209 members Entering Unmasked Estep Score: -544412.562500 Penalty: 840.777832 Iteration 51Q: 3 clusters Score -544412.6 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3071 members Mstep: Class 2 contains 7223 members Entering Unmasked Estep Score: -544413.062500 Penalty: 840.777832 Iteration 52Q: 3 clusters Score -544413.1 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3058 members Mstep: Class 2 contains 7236 members Entering Unmasked Estep Score: -544413.500000 Penalty: 840.777832 Iteration 53Q: 3 clusters Score -544413.5 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3047 members Mstep: Class 2 contains 7247 members Entering Unmasked Estep Score: -544414.937500 Penalty: 840.777832 Iteration 54Q: 3 clusters Score -544414.9 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3034 members Mstep: Class 2 contains 7260 members Entering Unmasked Estep Score: -544416.500000 Penalty: 840.777832 Iteration 55Q: 3 clusters Score -544416.5 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3021 members Mstep: Class 2 contains 7273 members Entering Unmasked Estep Score: -544416.062500 Penalty: 840.777832 Iteration 56Q: 3 clusters Score -544416.1 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3011 members Mstep: Class 2 contains 7283 members Entering Unmasked Estep Score: -544417.000000 Penalty: 840.777832 Iteration 57Q: 3 clusters Score -544417 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2998 members Mstep: Class 2 contains 7296 members Entering Unmasked Estep Score: -544418.375000 Penalty: 840.777832 Iteration 58Q: 3 clusters Score -544418.4 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2982 members Mstep: Class 2 contains 7312 members Entering Unmasked Estep Score: -544417.750000 Penalty: 840.777832 Iteration 59Q: 3 clusters Score -544417.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2970 members Mstep: Class 2 contains 7324 members Entering Unmasked Estep Score: -544419.562500 Penalty: 840.777832 Iteration 60F: 3 clusters Score -544419.6 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2956 members Mstep: Class 2 contains 7338 members Entering Unmasked Estep Score: -544421.125000 Penalty: 840.777832 Iteration 61Q: 3 clusters Score -544421.1 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2939 members Mstep: Class 2 contains 7355 members Entering Unmasked Estep Score: -544423.562500 Penalty: 840.777832 Iteration 62Q: 3 clusters Score -544423.6 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2911 members Mstep: Class 2 contains 7383 members Entering Unmasked Estep Score: -544428.562500 Penalty: 840.777832 Iteration 63Q: 3 clusters Score -544428.6 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2884 members Mstep: Class 2 contains 7410 members Entering Unmasked Estep Score: -544431.562500 Penalty: 840.777832 Iteration 64Q: 3 clusters Score -544431.6 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2848 members Mstep: Class 2 contains 7446 members Entering Unmasked Estep Score: -544436.937500 Penalty: 840.777832 Iteration 65Q: 3 clusters Score -544436.9 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2804 members Mstep: Class 2 contains 7490 members Entering Unmasked Estep Score: -544444.437500 Penalty: 840.777832 Iteration 66Q: 3 clusters Score -544444.4 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2761 members Mstep: Class 2 contains 7533 members Entering Unmasked Estep Score: -544453.062500 Penalty: 840.777832 Iteration 67Q: 3 clusters Score -544453.1 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2710 members Mstep: Class 2 contains 7584 members Entering Unmasked Estep Score: -544461.187500 Penalty: 840.777832 Iteration 68Q: 3 clusters Score -544461.2 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2655 members Mstep: Class 2 contains 7639 members Entering Unmasked Estep Score: -544472.125000 Penalty: 840.777832 Iteration 69Q: 3 clusters Score -544472.1 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2594 members Mstep: Class 2 contains 7700 members Entering Unmasked Estep Score: -544483.875000 Penalty: 840.777832 Iteration 70Q: 3 clusters Score -544483.9 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2540 members Mstep: Class 2 contains 7754 members Entering Unmasked Estep Score: -544491.625000 Penalty: 840.777832 Iteration 71Q: 3 clusters Score -544491.6 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2497 members Mstep: Class 2 contains 7797 members Entering Unmasked Estep Score: -544496.937500 Penalty: 840.777832 Iteration 72Q: 3 clusters Score -544496.9 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2457 members Mstep: Class 2 contains 7837 members Entering Unmasked Estep Score: -544502.687500 Penalty: 840.777832 Iteration 73Q: 3 clusters Score -544502.7 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2413 members Mstep: Class 2 contains 7881 members Entering Unmasked Estep Score: -544511.312500 Penalty: 840.777832 Iteration 74Q: 3 clusters Score -544511.3 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2356 members Mstep: Class 2 contains 7938 members Entering Unmasked Estep Score: -544521.437500 Penalty: 840.777832 Iteration 75Q: 3 clusters Score -544521.4 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2291 members Mstep: Class 2 contains 8003 members Entering Unmasked Estep Score: -544532.562500 Penalty: 840.777832 Iteration 76Q: 3 clusters Score -544532.6 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2235 members Mstep: Class 2 contains 8059 members Entering Unmasked Estep Score: -544540.562500 Penalty: 840.777832 Iteration 77Q: 3 clusters Score -544540.6 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2178 members Mstep: Class 2 contains 8116 members Entering Unmasked Estep Score: -544547.625000 Penalty: 840.777832 Iteration 78Q: 3 clusters Score -544547.6 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2123 members Mstep: Class 2 contains 8171 members Entering Unmasked Estep Score: -544558.562500 Penalty: 840.777832 Iteration 79Q: 3 clusters Score -544558.6 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2066 members Mstep: Class 2 contains 8228 members Entering Unmasked Estep Score: -544570.062500 Penalty: 840.777832 Iteration 80F: 3 clusters Score -544570.1 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2001 members Mstep: Class 2 contains 8293 members Entering Unmasked Estep Score: -544590.187500 Penalty: 840.777832 Iteration 81Q: 3 clusters Score -544590.2 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1934 members Mstep: Class 2 contains 8360 members Entering Unmasked Estep Score: -544605.750000 Penalty: 840.777832 Iteration 82Q: 3 clusters Score -544605.8 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1858 members Mstep: Class 2 contains 8436 members Entering Unmasked Estep Score: -544626.000000 Penalty: 840.777832 Iteration 83Q: 3 clusters Score -544626 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1764 members Mstep: Class 2 contains 8530 members Entering Unmasked Estep Score: -544655.500000 Penalty: 840.777832 Iteration 84Q: 3 clusters Score -544655.5 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1667 members Mstep: Class 2 contains 8627 members Entering Unmasked Estep Score: -544682.625000 Penalty: 840.777832 Iteration 85Q: 3 clusters Score -544682.6 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1580 members Mstep: Class 2 contains 8714 members Entering Unmasked Estep Score: -544703.750000 Penalty: 840.777832 Iteration 86Q: 3 clusters Score -544703.8 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1516 members Mstep: Class 2 contains 8778 members Entering Unmasked Estep Score: -544718.500000 Penalty: 840.777832 Iteration 87Q: 3 clusters Score -544718.5 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1452 members Mstep: Class 2 contains 8842 members Entering Unmasked Estep Score: -544734.375000 Penalty: 840.777832 Iteration 88Q: 3 clusters Score -544734.4 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1399 members Mstep: Class 2 contains 8895 members Entering Unmasked Estep Score: -544745.187500 Penalty: 840.777832 Iteration 89Q: 3 clusters Score -544745.2 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1351 members Mstep: Class 2 contains 8943 members Entering Unmasked Estep Score: -544753.562500 Penalty: 840.777832 Iteration 90Q: 3 clusters Score -544753.6 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1306 members Mstep: Class 2 contains 8988 members Entering Unmasked Estep Score: -544762.875000 Penalty: 840.777832 Iteration 91Q: 3 clusters Score -544762.9 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1262 members Mstep: Class 2 contains 9032 members Entering Unmasked Estep Score: -544770.375000 Penalty: 840.777832 Iteration 92Q: 3 clusters Score -544770.4 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1226 members Mstep: Class 2 contains 9068 members Entering Unmasked Estep Score: -544778.062500 Penalty: 840.777832 Iteration 93Q: 3 clusters Score -544778.1 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1191 members Mstep: Class 2 contains 9103 members Entering Unmasked Estep Score: -544786.125000 Penalty: 840.777832 Iteration 94Q: 3 clusters Score -544786.1 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1157 members Mstep: Class 2 contains 9137 members Entering Unmasked Estep Score: -544794.750000 Penalty: 840.777832 Iteration 95Q: 3 clusters Score -544794.8 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1113 members Mstep: Class 2 contains 9181 members Entering Unmasked Estep Score: -544804.312500 Penalty: 840.777832 Iteration 96Q: 3 clusters Score -544804.3 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1075 members Mstep: Class 2 contains 9219 members Entering Unmasked Estep Score: -544814.812500 Penalty: 840.777832 Iteration 97Q: 3 clusters Score -544814.8 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1041 members Mstep: Class 2 contains 9253 members Entering Unmasked Estep Score: -544822.187500 Penalty: 840.777832 Iteration 98Q: 3 clusters Score -544822.2 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1010 members Mstep: Class 2 contains 9284 members Entering Unmasked Estep Score: -544827.125000 Penalty: 840.777832 Iteration 99Q: 3 clusters Score -544827.1 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 983 members Mstep: Class 2 contains 9311 members Entering Unmasked Estep Score: -544834.812500 Penalty: 840.777832 Iteration 100F: 3 clusters Score -544834.8 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 951 members Mstep: Class 2 contains 9343 members Entering Unmasked Estep Score: -544844.250000 Penalty: 840.777832 Iteration 101Q: 3 clusters Score -544844.2 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 913 members Mstep: Class 2 contains 9381 members Entering Unmasked Estep Score: -544852.375000 Penalty: 840.777832 Iteration 102Q: 3 clusters Score -544852.4 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 878 members Mstep: Class 2 contains 9416 members Entering Unmasked Estep Score: -544859.062500 Penalty: 840.777832 Iteration 103Q: 3 clusters Score -544859.1 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 854 members Mstep: Class 2 contains 9440 members Entering Unmasked Estep Score: -544864.562500 Penalty: 840.777832 Iteration 104Q: 3 clusters Score -544864.6 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 833 members Mstep: Class 2 contains 9461 members Entering Unmasked Estep Score: -544872.812500 Penalty: 840.777832 Iteration 105Q: 3 clusters Score -544872.8 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 809 members Mstep: Class 2 contains 9485 members Entering Unmasked Estep Score: -544879.375000 Penalty: 840.777832 Iteration 106Q: 3 clusters Score -544879.4 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 789 members Mstep: Class 2 contains 9505 members Entering Unmasked Estep Score: -544884.937500 Penalty: 840.777832 Iteration 107Q: 3 clusters Score -544884.9 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 772 members Mstep: Class 2 contains 9522 members Entering Unmasked Estep Score: -544892.000000 Penalty: 840.777832 Iteration 108Q: 3 clusters Score -544892 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 752 members Mstep: Class 2 contains 9542 members Entering Unmasked Estep Score: -544898.312500 Penalty: 840.777832 Iteration 109Q: 3 clusters Score -544898.3 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 737 members Mstep: Class 2 contains 9557 members Entering Unmasked Estep Score: -544900.937500 Penalty: 840.777832 Iteration 110Q: 3 clusters Score -544900.9 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 725 members Mstep: Class 2 contains 9569 members Entering Unmasked Estep Score: -544903.062500 Penalty: 840.777832 Iteration 111Q: 3 clusters Score -544903.1 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 712 members Mstep: Class 2 contains 9582 members Entering Unmasked Estep Score: -544906.062500 Penalty: 840.777832 Iteration 112Q: 3 clusters Score -544906.1 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 701 members Mstep: Class 2 contains 9593 members Entering Unmasked Estep Score: -544906.750000 Penalty: 840.777832 Iteration 113Q: 3 clusters Score -544906.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 694 members Mstep: Class 2 contains 9600 members Entering Unmasked Estep Score: -544908.937500 Penalty: 840.777832 Iteration 114Q: 3 clusters Score -544908.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 687 members Mstep: Class 2 contains 9607 members Entering Unmasked Estep Score: -544910.125000 Penalty: 840.777832 Iteration 115Q: 3 clusters Score -544910.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 682 members Mstep: Class 2 contains 9612 members Entering Unmasked Estep Score: -544910.875000 Penalty: 840.777832 Iteration 116Q: 3 clusters Score -544910.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 677 members Mstep: Class 2 contains 9617 members Entering Unmasked Estep Score: -544912.562500 Penalty: 840.777832 Iteration 117Q: 3 clusters Score -544912.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 669 members Mstep: Class 2 contains 9625 members Entering Unmasked Estep Score: -544914.562500 Penalty: 840.777832 Iteration 118Q: 3 clusters Score -544914.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 664 members Mstep: Class 2 contains 9630 members Entering Unmasked Estep Score: -544914.937500 Penalty: 840.777832 Iteration 119Q: 3 clusters Score -544914.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 661 members Mstep: Class 2 contains 9633 members Entering Unmasked Estep Score: -544916.562500 Penalty: 840.777832 Iteration 120F: 3 clusters Score -544916.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 655 members Mstep: Class 2 contains 9639 members Entering Unmasked Estep Score: -544918.500000 Penalty: 840.777832 Iteration 121Q: 3 clusters Score -544918.5 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 647 members Mstep: Class 2 contains 9647 members Entering Unmasked Estep Score: -544920.625000 Penalty: 840.777832 Iteration 122Q: 3 clusters Score -544920.6 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 637 members Mstep: Class 2 contains 9657 members Entering Unmasked Estep Score: -544924.812500 Penalty: 840.777832 Iteration 123Q: 3 clusters Score -544924.8 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 629 members Mstep: Class 2 contains 9665 members Entering Unmasked Estep Score: -544928.750000 Penalty: 840.777832 Iteration 124Q: 3 clusters Score -544928.8 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 626 members Mstep: Class 2 contains 9668 members Entering Unmasked Estep Score: -544931.000000 Penalty: 840.777832 Iteration 125Q: 3 clusters Score -544931 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 617 members Mstep: Class 2 contains 9677 members Entering Unmasked Estep Score: -544935.187500 Penalty: 840.777832 Iteration 126Q: 3 clusters Score -544935.2 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 608 members Mstep: Class 2 contains 9686 members Entering Unmasked Estep Score: -544938.062500 Penalty: 840.777832 Iteration 127Q: 3 clusters Score -544938.1 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 600 members Mstep: Class 2 contains 9694 members Entering Unmasked Estep Score: -544940.812500 Penalty: 840.777832 Iteration 128Q: 3 clusters Score -544940.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 598 members Mstep: Class 2 contains 9696 members Entering Unmasked Estep Score: -544941.625000 Penalty: 840.777832 Iteration 129Q: 3 clusters Score -544941.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 595 members Mstep: Class 2 contains 9699 members Entering Unmasked Estep Score: -544942.375000 Penalty: 840.777832 Iteration 130Q: 3 clusters Score -544942.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 594 members Mstep: Class 2 contains 9700 members Entering Unmasked Estep Score: -544943.812500 Penalty: 840.777832 Iteration 131Q: 3 clusters Score -544943.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 592 members Mstep: Class 2 contains 9702 members Entering Unmasked Estep Score: -544945.250000 Penalty: 840.777832 Iteration 132Q: 3 clusters Score -544945.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 591 members Mstep: Class 2 contains 9703 members Entering Unmasked Estep Score: -544945.500000 Penalty: 840.777832 Iteration 133Q: 3 clusters Score -544945.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 586 members Mstep: Class 2 contains 9708 members Entering Unmasked Estep Score: -544947.250000 Penalty: 840.777832 Iteration 134Q: 3 clusters Score -544947.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 581 members Mstep: Class 2 contains 9713 members Entering Unmasked Estep Score: -544948.500000 Penalty: 840.777832 Iteration 135Q: 3 clusters Score -544948.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 577 members Mstep: Class 2 contains 9717 members Entering Unmasked Estep Score: -544950.375000 Penalty: 840.777832 Iteration 136Q: 3 clusters Score -544950.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 572 members Mstep: Class 2 contains 9722 members Entering Unmasked Estep Score: -544950.375000 Penalty: 840.777832 Iteration 137Q: 3 clusters Score -544950.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 571 members Mstep: Class 2 contains 9723 members Entering Unmasked Estep Score: -544950.437500 Penalty: 840.777832 Iteration 138Q: 3 clusters Score -544950.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 570 members Mstep: Class 2 contains 9724 members Entering Unmasked Estep Score: -544950.250000 Penalty: 840.777832 Iteration 139Q: 3 clusters Score -544950.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 569 members Mstep: Class 2 contains 9725 members Entering Unmasked Estep Score: -544950.937500 Penalty: 840.777832 Iteration 140F: 3 clusters Score -544950.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 566 members Mstep: Class 2 contains 9728 members Entering Unmasked Estep Score: -544952.062500 Penalty: 840.777832 Iteration 141Q: 3 clusters Score -544952.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 563 members Mstep: Class 2 contains 9731 members Entering Unmasked Estep Score: -544951.750000 Penalty: 840.777832 Iteration 142Q: 3 clusters Score -544951.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 562 members Mstep: Class 2 contains 9732 members Entering Unmasked Estep Score: -544951.812500 Penalty: 840.777832 Iteration 143Q: 3 clusters Score -544951.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 563 members Mstep: Class 2 contains 9731 members Entering Unmasked Estep Score: -544952.437500 Penalty: 840.777832 Iteration 144Q: 3 clusters Score -544952.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 563 members Mstep: Class 2 contains 9731 members Entering Unmasked Estep Score: -544952.437500 Penalty: 840.777832 Iteration 145F: 3 clusters Score -544952.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 21 (63854 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63854 members Entering Unmasked Estep Score: -3642669.500000 Penalty: 503.428162 Iteration 0F: 2 clusters Score -3642670 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31910 members Mstep: Class 2 contains 31944 members Entering Unmasked Estep Score: -3599993.000000 Penalty: 1006.856323 Iteration 0F: 3 clusters Score -3599993 nChanged 30875 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29465 members Mstep: Class 2 contains 34389 members Entering Unmasked Estep Score: -3620627.000000 Penalty: 1006.856323 Iteration 1F: 3 clusters Score -3620627 nChanged 4012 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27767 members Mstep: Class 2 contains 36087 members Entering Unmasked Estep Score: -3622836.250000 Penalty: 1006.856323 Iteration 2F: 3 clusters Score -3622836 nChanged 4232 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25889 members Mstep: Class 2 contains 37965 members Entering Unmasked Estep Score: -3625173.250000 Penalty: 1006.856323 Iteration 3F: 3 clusters Score -3625173 nChanged 4035 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23858 members Mstep: Class 2 contains 39996 members Entering Unmasked Estep Score: -3627667.500000 Penalty: 1006.856323 Iteration 4F: 3 clusters Score -3627668 nChanged 3644 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21788 members Mstep: Class 2 contains 42066 members Entering Unmasked Estep Score: -3630048.000000 Penalty: 1006.856323 Iteration 5F: 3 clusters Score -3630048 nChanged 2923 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19931 members Mstep: Class 2 contains 43923 members Entering Unmasked Estep Score: -3632096.500000 Penalty: 1006.856323 Iteration 6Q: 3 clusters Score -3632096 nChanged 2351 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18210 members Mstep: Class 2 contains 45644 members Entering Unmasked Estep Score: -3633716.000000 Penalty: 1006.856323 Iteration 7Q: 3 clusters Score -3633716 nChanged 1940 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16532 members Mstep: Class 2 contains 47322 members Entering Unmasked Estep Score: -3634881.250000 Penalty: 1006.856323 Iteration 8Q: 3 clusters Score -3634881 nChanged 1621 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14943 members Mstep: Class 2 contains 48911 members Entering Unmasked Estep Score: -3635728.500000 Penalty: 1006.856323 Iteration 9Q: 3 clusters Score -3635728 nChanged 1479 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13464 members Mstep: Class 2 contains 50390 members Entering Unmasked Estep Score: -3636387.500000 Penalty: 1006.856323 Iteration 10Q: 3 clusters Score -3636388 nChanged 1472 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11992 members Mstep: Class 2 contains 51862 members Entering Unmasked Estep Score: -3637125.500000 Penalty: 1006.856323 Iteration 11Q: 3 clusters Score -3637126 nChanged 1370 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10624 members Mstep: Class 2 contains 53230 members Entering Unmasked Estep Score: -3637758.000000 Penalty: 1006.856323 Iteration 12Q: 3 clusters Score -3637758 nChanged 1323 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9301 members Mstep: Class 2 contains 54553 members Entering Unmasked Estep Score: -3638444.000000 Penalty: 1006.856323 Iteration 13Q: 3 clusters Score -3638444 nChanged 1236 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8065 members Mstep: Class 2 contains 55789 members Entering Unmasked Estep Score: -3639132.250000 Penalty: 1006.856323 Iteration 14Q: 3 clusters Score -3639132 nChanged 1156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6911 members Mstep: Class 2 contains 56943 members Entering Unmasked Estep Score: -3639747.250000 Penalty: 1006.856323 Iteration 15Q: 3 clusters Score -3639747 nChanged 997 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5916 members Mstep: Class 2 contains 57938 members Entering Unmasked Estep Score: -3640274.000000 Penalty: 1006.856323 Iteration 16Q: 3 clusters Score -3640274 nChanged 818 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5098 members Mstep: Class 2 contains 58756 members Entering Unmasked Estep Score: -3640686.500000 Penalty: 1006.856323 Iteration 17Q: 3 clusters Score -3640686 nChanged 664 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4434 members Mstep: Class 2 contains 59420 members Entering Unmasked Estep Score: -3640985.250000 Penalty: 1006.856323 Iteration 18Q: 3 clusters Score -3640985 nChanged 601 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3833 members Mstep: Class 2 contains 60021 members Entering Unmasked Estep Score: -3641241.500000 Penalty: 1006.856323 Iteration 19Q: 3 clusters Score -3641242 nChanged 514 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3319 members Mstep: Class 2 contains 60535 members Entering Unmasked Estep Score: -3641473.750000 Penalty: 1006.856323 Iteration 20F: 3 clusters Score -3641474 nChanged 423 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2896 members Mstep: Class 2 contains 60958 members Entering Unmasked Estep Score: -3641620.500000 Penalty: 1006.856323 Iteration 21Q: 3 clusters Score -3641620 nChanged 364 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2534 members Mstep: Class 2 contains 61320 members Entering Unmasked Estep Score: -3641743.750000 Penalty: 1006.856323 Iteration 22Q: 3 clusters Score -3641744 nChanged 303 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2231 members Mstep: Class 2 contains 61623 members Entering Unmasked Estep Score: -3641855.000000 Penalty: 1006.856323 Iteration 23Q: 3 clusters Score -3641855 nChanged 271 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1968 members Mstep: Class 2 contains 61886 members Entering Unmasked Estep Score: -3641944.500000 Penalty: 1006.856323 Iteration 24Q: 3 clusters Score -3641944 nChanged 200 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1772 members Mstep: Class 2 contains 62082 members Entering Unmasked Estep Score: -3642022.500000 Penalty: 1006.856323 Iteration 25Q: 3 clusters Score -3642022 nChanged 167 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1605 members Mstep: Class 2 contains 62249 members Entering Unmasked Estep Score: -3642090.000000 Penalty: 1006.856323 Iteration 26Q: 3 clusters Score -3642090 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1462 members Mstep: Class 2 contains 62392 members Entering Unmasked Estep Score: -3642134.500000 Penalty: 1006.856323 Iteration 27Q: 3 clusters Score -3642134 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1332 members Mstep: Class 2 contains 62522 members Entering Unmasked Estep Score: -3642182.000000 Penalty: 1006.856323 Iteration 28Q: 3 clusters Score -3642182 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1234 members Mstep: Class 2 contains 62620 members Entering Unmasked Estep Score: -3642207.250000 Penalty: 1006.856323 Iteration 29Q: 3 clusters Score -3642207 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1153 members Mstep: Class 2 contains 62701 members Entering Unmasked Estep Score: -3642229.000000 Penalty: 1006.856323 Iteration 30Q: 3 clusters Score -3642229 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1079 members Mstep: Class 2 contains 62775 members Entering Unmasked Estep Score: -3642247.250000 Penalty: 1006.856323 Iteration 31Q: 3 clusters Score -3642247 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1019 members Mstep: Class 2 contains 62835 members Entering Unmasked Estep Score: -3642269.250000 Penalty: 1006.856323 Iteration 32Q: 3 clusters Score -3642269 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 972 members Mstep: Class 2 contains 62882 members Entering Unmasked Estep Score: -3642294.500000 Penalty: 1006.856323 Iteration 33Q: 3 clusters Score -3642294 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 931 members Mstep: Class 2 contains 62923 members Entering Unmasked Estep Score: -3642302.250000 Penalty: 1006.856323 Iteration 34Q: 3 clusters Score -3642302 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 884 members Mstep: Class 2 contains 62970 members Entering Unmasked Estep Score: -3642331.000000 Penalty: 1006.856323 Iteration 35Q: 3 clusters Score -3642331 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 836 members Mstep: Class 2 contains 63018 members Entering Unmasked Estep Score: -3642365.250000 Penalty: 1006.856323 Iteration 36Q: 3 clusters Score -3642365 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 790 members Mstep: Class 2 contains 63064 members Entering Unmasked Estep Score: -3642386.000000 Penalty: 1006.856323 Iteration 37Q: 3 clusters Score -3642386 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 752 members Mstep: Class 2 contains 63102 members Entering Unmasked Estep Score: -3642410.500000 Penalty: 1006.856323 Iteration 38Q: 3 clusters Score -3642410 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 731 members Mstep: Class 2 contains 63123 members Entering Unmasked Estep Score: -3642434.750000 Penalty: 1006.856323 Iteration 39Q: 3 clusters Score -3642435 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 697 members Mstep: Class 2 contains 63157 members Entering Unmasked Estep Score: -3642464.500000 Penalty: 1006.856323 Iteration 40F: 3 clusters Score -3642464 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 674 members Mstep: Class 2 contains 63180 members Entering Unmasked Estep Score: -3642490.750000 Penalty: 1006.856323 Iteration 41Q: 3 clusters Score -3642491 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 663 members Mstep: Class 2 contains 63191 members Entering Unmasked Estep Score: -3642496.500000 Penalty: 1006.856323 Iteration 42Q: 3 clusters Score -3642496 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 670 members Mstep: Class 2 contains 63184 members Entering Unmasked Estep Score: -3642506.750000 Penalty: 1006.856323 Iteration 43Q: 3 clusters Score -3642507 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 675 members Mstep: Class 2 contains 63179 members Entering Unmasked Estep Score: -3642514.500000 Penalty: 1006.856323 Iteration 44Q: 3 clusters Score -3642514 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 675 members Mstep: Class 2 contains 63179 members Entering Unmasked Estep Score: -3642523.250000 Penalty: 1006.856323 Iteration 45Q: 3 clusters Score -3642523 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 674 members Mstep: Class 2 contains 63180 members Entering Unmasked Estep Score: -3642533.500000 Penalty: 1006.856323 Iteration 46Q: 3 clusters Score -3642534 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 672 members Mstep: Class 2 contains 63182 members Entering Unmasked Estep Score: -3642543.250000 Penalty: 1006.856323 Iteration 47Q: 3 clusters Score -3642543 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 666 members Mstep: Class 2 contains 63188 members Entering Unmasked Estep Score: -3642548.250000 Penalty: 1006.856323 Iteration 48Q: 3 clusters Score -3642548 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 657 members Mstep: Class 2 contains 63197 members Entering Unmasked Estep Score: -3642557.500000 Penalty: 1006.856323 Iteration 49Q: 3 clusters Score -3642558 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 653 members Mstep: Class 2 contains 63201 members Entering Unmasked Estep Score: -3642560.000000 Penalty: 1006.856323 Iteration 50Q: 3 clusters Score -3642560 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 656 members Mstep: Class 2 contains 63198 members Entering Unmasked Estep Score: -3642558.250000 Penalty: 1006.856323 Iteration 51Q: 3 clusters Score -3642558 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 660 members Mstep: Class 2 contains 63194 members Entering Unmasked Estep Score: -3642558.500000 Penalty: 1006.856323 Iteration 52Q: 3 clusters Score -3642558 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 661 members Mstep: Class 2 contains 63193 members Entering Unmasked Estep Score: -3642555.750000 Penalty: 1006.856323 Iteration 53Q: 3 clusters Score -3642556 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 662 members Mstep: Class 2 contains 63192 members Entering Unmasked Estep Score: -3642557.250000 Penalty: 1006.856323 Iteration 54Q: 3 clusters Score -3642557 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 666 members Mstep: Class 2 contains 63188 members Entering Unmasked Estep Score: -3642552.750000 Penalty: 1006.856323 Iteration 55Q: 3 clusters Score -3642553 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 666 members Mstep: Class 2 contains 63188 members Entering Unmasked Estep Score: -3642552.250000 Penalty: 1006.856323 Iteration 56Q: 3 clusters Score -3642552 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 667 members Mstep: Class 2 contains 63187 members Entering Unmasked Estep Score: -3642554.750000 Penalty: 1006.856323 Iteration 57Q: 3 clusters Score -3642555 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 668 members Mstep: Class 2 contains 63186 members Entering Unmasked Estep Score: -3642555.750000 Penalty: 1006.856323 Iteration 58Q: 3 clusters Score -3642556 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 668 members Mstep: Class 2 contains 63186 members Entering Unmasked Estep Score: -3642557.250000 Penalty: 1006.856323 Iteration 59Q: 3 clusters Score -3642557 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 668 members Mstep: Class 2 contains 63186 members Entering Unmasked Estep Score: -3642558.750000 Penalty: 1006.856323 Iteration 60F: 3 clusters Score -3642559 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 667 members Mstep: Class 2 contains 63187 members Entering Unmasked Estep Score: -3642558.750000 Penalty: 1006.856323 Iteration 61Q: 3 clusters Score -3642559 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 667 members Mstep: Class 2 contains 63187 members Entering Unmasked Estep Score: -3642559.750000 Penalty: 1006.856323 Iteration 62Q: 3 clusters Score -3642560 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 668 members Mstep: Class 2 contains 63186 members Entering Unmasked Estep Score: -3642558.000000 Penalty: 1006.856323 Iteration 63Q: 3 clusters Score -3642558 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 670 members Mstep: Class 2 contains 63184 members Entering Unmasked Estep Score: -3642556.250000 Penalty: 1006.856323 Iteration 64Q: 3 clusters Score -3642556 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 673 members Mstep: Class 2 contains 63181 members Entering Unmasked Estep Score: -3642559.500000 Penalty: 1006.856323 Iteration 65Q: 3 clusters Score -3642560 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 676 members Mstep: Class 2 contains 63178 members Entering Unmasked Estep Score: -3642561.750000 Penalty: 1006.856323 Iteration 66Q: 3 clusters Score -3642562 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 676 members Mstep: Class 2 contains 63178 members Entering Unmasked Estep Score: -3642561.750000 Penalty: 1006.856323 Iteration 67F: 3 clusters Score -3642562 nChanged 0 Entering ConstructFrom: Trying to split cluster 22 (944 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 944 members Entering Unmasked Estep Score: -49438.996094 Penalty: 311.680756 Iteration 0F: 2 clusters Score -49439 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 483 members Mstep: Class 2 contains 461 members Entering Unmasked Estep Score: -48654.867188 Penalty: 623.361511 Iteration 0F: 3 clusters Score -48654.87 nChanged 380 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 491 members Mstep: Class 2 contains 453 members Entering Unmasked Estep Score: -48877.445312 Penalty: 623.361511 Iteration 1F: 3 clusters Score -48877.45 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 494 members Mstep: Class 2 contains 450 members Entering Unmasked Estep Score: -48913.066406 Penalty: 623.361511 Iteration 2F: 3 clusters Score -48913.07 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 491 members Mstep: Class 2 contains 453 members Entering Unmasked Estep Score: -48932.089844 Penalty: 623.361511 Iteration 3Q: 3 clusters Score -48932.09 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 489 members Mstep: Class 2 contains 455 members Entering Unmasked Estep Score: -48953.671875 Penalty: 623.361511 Iteration 4Q: 3 clusters Score -48953.67 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 486 members Mstep: Class 2 contains 458 members Entering Unmasked Estep Score: -48977.699219 Penalty: 623.361511 Iteration 5Q: 3 clusters Score -48977.7 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 486 members Mstep: Class 2 contains 458 members Entering Unmasked Estep Score: -49004.949219 Penalty: 623.361511 Iteration 6Q: 3 clusters Score -49004.95 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 487 members Mstep: Class 2 contains 457 members Entering Unmasked Estep Score: -49024.398438 Penalty: 623.361511 Iteration 7Q: 3 clusters Score -49024.4 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 495 members Mstep: Class 2 contains 449 members Entering Unmasked Estep Score: -49040.984375 Penalty: 623.361511 Iteration 8Q: 3 clusters Score -49040.98 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 499 members Mstep: Class 2 contains 445 members Entering Unmasked Estep Score: -49048.175781 Penalty: 623.361511 Iteration 9Q: 3 clusters Score -49048.18 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 507 members Mstep: Class 2 contains 437 members Entering Unmasked Estep Score: -49055.984375 Penalty: 623.361511 Iteration 10Q: 3 clusters Score -49055.98 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 516 members Mstep: Class 2 contains 428 members Entering Unmasked Estep Score: -49062.132812 Penalty: 623.361511 Iteration 11Q: 3 clusters Score -49062.13 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 525 members Mstep: Class 2 contains 419 members Entering Unmasked Estep Score: -49067.113281 Penalty: 623.361511 Iteration 12Q: 3 clusters Score -49067.11 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 530 members Mstep: Class 2 contains 414 members Entering Unmasked Estep Score: -49072.722656 Penalty: 623.361511 Iteration 13Q: 3 clusters Score -49072.72 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 534 members Mstep: Class 2 contains 410 members Entering Unmasked Estep Score: -49076.554688 Penalty: 623.361511 Iteration 14Q: 3 clusters Score -49076.55 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 540 members Mstep: Class 2 contains 404 members Entering Unmasked Estep Score: -49082.093750 Penalty: 623.361511 Iteration 15Q: 3 clusters Score -49082.09 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 544 members Mstep: Class 2 contains 400 members Entering Unmasked Estep Score: -49085.757812 Penalty: 623.361511 Iteration 16Q: 3 clusters Score -49085.76 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 545 members Mstep: Class 2 contains 399 members Entering Unmasked Estep Score: -49089.503906 Penalty: 623.361511 Iteration 17Q: 3 clusters Score -49089.5 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 544 members Mstep: Class 2 contains 400 members Entering Unmasked Estep Score: -49096.035156 Penalty: 623.361511 Iteration 18Q: 3 clusters Score -49096.04 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 543 members Mstep: Class 2 contains 401 members Entering Unmasked Estep Score: -49104.988281 Penalty: 623.361511 Iteration 19Q: 3 clusters Score -49104.99 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 539 members Mstep: Class 2 contains 405 members Entering Unmasked Estep Score: -49112.308594 Penalty: 623.361511 Iteration 20F: 3 clusters Score -49112.31 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 534 members Mstep: Class 2 contains 410 members Entering Unmasked Estep Score: -49124.613281 Penalty: 623.361511 Iteration 21Q: 3 clusters Score -49124.61 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 535 members Mstep: Class 2 contains 409 members Entering Unmasked Estep Score: -49129.511719 Penalty: 623.361511 Iteration 22Q: 3 clusters Score -49129.51 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 537 members Mstep: Class 2 contains 407 members Entering Unmasked Estep Score: -49131.734375 Penalty: 623.361511 Iteration 23Q: 3 clusters Score -49131.73 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 539 members Mstep: Class 2 contains 405 members Entering Unmasked Estep Score: -49134.382812 Penalty: 623.361511 Iteration 24Q: 3 clusters Score -49134.38 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 541 members Mstep: Class 2 contains 403 members Entering Unmasked Estep Score: -49135.664062 Penalty: 623.361511 Iteration 25Q: 3 clusters Score -49135.66 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 543 members Mstep: Class 2 contains 401 members Entering Unmasked Estep Score: -49136.285156 Penalty: 623.361511 Iteration 26Q: 3 clusters Score -49136.29 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 542 members Mstep: Class 2 contains 402 members Entering Unmasked Estep Score: -49136.734375 Penalty: 623.361511 Iteration 27Q: 3 clusters Score -49136.73 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 542 members Mstep: Class 2 contains 402 members Entering Unmasked Estep Score: -49136.734375 Penalty: 623.361511 Iteration 28F: 3 clusters Score -49136.73 nChanged 0 Entering ConstructFrom: Trying to split cluster 23 (53700 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53700 members Entering Unmasked Estep Score: -3032750.250000 Penalty: 495.548157 Iteration 0F: 2 clusters Score -3032750 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26862 members Mstep: Class 2 contains 26838 members Entering Unmasked Estep Score: -2996585.500000 Penalty: 991.096313 Iteration 0F: 3 clusters Score -2996586 nChanged 26033 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27227 members Mstep: Class 2 contains 26473 members Entering Unmasked Estep Score: -3012498.000000 Penalty: 991.096313 Iteration 1F: 3 clusters Score -3012498 nChanged 2888 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27415 members Mstep: Class 2 contains 26285 members Entering Unmasked Estep Score: -3013668.500000 Penalty: 991.096313 Iteration 2F: 3 clusters Score -3013668 nChanged 3057 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27622 members Mstep: Class 2 contains 26078 members Entering Unmasked Estep Score: -3015235.500000 Penalty: 991.096313 Iteration 3F: 3 clusters Score -3015236 nChanged 3424 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27672 members Mstep: Class 2 contains 26028 members Entering Unmasked Estep Score: -3017565.750000 Penalty: 991.096313 Iteration 4F: 3 clusters Score -3017566 nChanged 3687 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27587 members Mstep: Class 2 contains 26113 members Entering Unmasked Estep Score: -3020338.500000 Penalty: 991.096313 Iteration 5F: 3 clusters Score -3020338 nChanged 3652 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27497 members Mstep: Class 2 contains 26203 members Entering Unmasked Estep Score: -3022853.500000 Penalty: 991.096313 Iteration 6F: 3 clusters Score -3022854 nChanged 2904 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27485 members Mstep: Class 2 contains 26215 members Entering Unmasked Estep Score: -3024505.500000 Penalty: 991.096313 Iteration 7F: 3 clusters Score -3024506 nChanged 2108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27609 members Mstep: Class 2 contains 26091 members Entering Unmasked Estep Score: -3025366.250000 Penalty: 991.096313 Iteration 8Q: 3 clusters Score -3025366 nChanged 1437 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27774 members Mstep: Class 2 contains 25926 members Entering Unmasked Estep Score: -3025800.750000 Penalty: 991.096313 Iteration 9Q: 3 clusters Score -3025801 nChanged 1069 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27961 members Mstep: Class 2 contains 25739 members Entering Unmasked Estep Score: -3026123.000000 Penalty: 991.096313 Iteration 10Q: 3 clusters Score -3026123 nChanged 954 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28165 members Mstep: Class 2 contains 25535 members Entering Unmasked Estep Score: -3026426.750000 Penalty: 991.096313 Iteration 11Q: 3 clusters Score -3026427 nChanged 885 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28342 members Mstep: Class 2 contains 25358 members Entering Unmasked Estep Score: -3026649.000000 Penalty: 991.096313 Iteration 12Q: 3 clusters Score -3026649 nChanged 802 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28464 members Mstep: Class 2 contains 25236 members Entering Unmasked Estep Score: -3026893.500000 Penalty: 991.096313 Iteration 13Q: 3 clusters Score -3026894 nChanged 781 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28631 members Mstep: Class 2 contains 25069 members Entering Unmasked Estep Score: -3027109.750000 Penalty: 991.096313 Iteration 14Q: 3 clusters Score -3027110 nChanged 832 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28869 members Mstep: Class 2 contains 24831 members Entering Unmasked Estep Score: -3027360.250000 Penalty: 991.096313 Iteration 15Q: 3 clusters Score -3027360 nChanged 794 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29123 members Mstep: Class 2 contains 24577 members Entering Unmasked Estep Score: -3027581.500000 Penalty: 991.096313 Iteration 16Q: 3 clusters Score -3027582 nChanged 804 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29409 members Mstep: Class 2 contains 24291 members Entering Unmasked Estep Score: -3027849.750000 Penalty: 991.096313 Iteration 17Q: 3 clusters Score -3027850 nChanged 800 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29753 members Mstep: Class 2 contains 23947 members Entering Unmasked Estep Score: -3028034.000000 Penalty: 991.096313 Iteration 18Q: 3 clusters Score -3028034 nChanged 755 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30136 members Mstep: Class 2 contains 23564 members Entering Unmasked Estep Score: -3028262.500000 Penalty: 991.096313 Iteration 19Q: 3 clusters Score -3028262 nChanged 756 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30532 members Mstep: Class 2 contains 23168 members Entering Unmasked Estep Score: -3028502.750000 Penalty: 991.096313 Iteration 20F: 3 clusters Score -3028503 nChanged 710 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30928 members Mstep: Class 2 contains 22772 members Entering Unmasked Estep Score: -3028722.500000 Penalty: 991.096313 Iteration 21Q: 3 clusters Score -3028722 nChanged 732 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31378 members Mstep: Class 2 contains 22322 members Entering Unmasked Estep Score: -3028970.000000 Penalty: 991.096313 Iteration 22Q: 3 clusters Score -3028970 nChanged 732 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31876 members Mstep: Class 2 contains 21824 members Entering Unmasked Estep Score: -3029234.000000 Penalty: 991.096313 Iteration 23Q: 3 clusters Score -3029234 nChanged 790 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32442 members Mstep: Class 2 contains 21258 members Entering Unmasked Estep Score: -3029519.000000 Penalty: 991.096313 Iteration 24Q: 3 clusters Score -3029519 nChanged 779 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33083 members Mstep: Class 2 contains 20617 members Entering Unmasked Estep Score: -3029838.250000 Penalty: 991.096313 Iteration 25Q: 3 clusters Score -3029838 nChanged 801 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33768 members Mstep: Class 2 contains 19932 members Entering Unmasked Estep Score: -3030234.750000 Penalty: 991.096313 Iteration 26Q: 3 clusters Score -3030235 nChanged 812 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34468 members Mstep: Class 2 contains 19232 members Entering Unmasked Estep Score: -3030589.750000 Penalty: 991.096313 Iteration 27Q: 3 clusters Score -3030590 nChanged 747 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35149 members Mstep: Class 2 contains 18551 members Entering Unmasked Estep Score: -3030875.250000 Penalty: 991.096313 Iteration 28Q: 3 clusters Score -3030875 nChanged 726 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35831 members Mstep: Class 2 contains 17869 members Entering Unmasked Estep Score: -3031142.750000 Penalty: 991.096313 Iteration 29Q: 3 clusters Score -3031143 nChanged 647 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36456 members Mstep: Class 2 contains 17244 members Entering Unmasked Estep Score: -3031351.750000 Penalty: 991.096313 Iteration 30Q: 3 clusters Score -3031352 nChanged 609 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37059 members Mstep: Class 2 contains 16641 members Entering Unmasked Estep Score: -3031533.250000 Penalty: 991.096313 Iteration 31Q: 3 clusters Score -3031533 nChanged 583 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37632 members Mstep: Class 2 contains 16068 members Entering Unmasked Estep Score: -3031707.750000 Penalty: 991.096313 Iteration 32Q: 3 clusters Score -3031708 nChanged 535 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38167 members Mstep: Class 2 contains 15533 members Entering Unmasked Estep Score: -3031802.750000 Penalty: 991.096313 Iteration 33Q: 3 clusters Score -3031803 nChanged 483 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38650 members Mstep: Class 2 contains 15050 members Entering Unmasked Estep Score: -3031887.250000 Penalty: 991.096313 Iteration 34Q: 3 clusters Score -3031887 nChanged 443 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39093 members Mstep: Class 2 contains 14607 members Entering Unmasked Estep Score: -3031967.000000 Penalty: 991.096313 Iteration 35Q: 3 clusters Score -3031967 nChanged 425 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39518 members Mstep: Class 2 contains 14182 members Entering Unmasked Estep Score: -3032057.500000 Penalty: 991.096313 Iteration 36Q: 3 clusters Score -3032058 nChanged 397 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39915 members Mstep: Class 2 contains 13785 members Entering Unmasked Estep Score: -3032138.500000 Penalty: 991.096313 Iteration 37Q: 3 clusters Score -3032138 nChanged 374 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40289 members Mstep: Class 2 contains 13411 members Entering Unmasked Estep Score: -3032199.000000 Penalty: 991.096313 Iteration 38Q: 3 clusters Score -3032199 nChanged 329 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40618 members Mstep: Class 2 contains 13082 members Entering Unmasked Estep Score: -3032236.750000 Penalty: 991.096313 Iteration 39Q: 3 clusters Score -3032237 nChanged 335 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40953 members Mstep: Class 2 contains 12747 members Entering Unmasked Estep Score: -3032317.250000 Penalty: 991.096313 Iteration 40F: 3 clusters Score -3032317 nChanged 361 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41314 members Mstep: Class 2 contains 12386 members Entering Unmasked Estep Score: -3032376.250000 Penalty: 991.096313 Iteration 41Q: 3 clusters Score -3032376 nChanged 343 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41657 members Mstep: Class 2 contains 12043 members Entering Unmasked Estep Score: -3032418.500000 Penalty: 991.096313 Iteration 42Q: 3 clusters Score -3032418 nChanged 312 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41969 members Mstep: Class 2 contains 11731 members Entering Unmasked Estep Score: -3032470.500000 Penalty: 991.096313 Iteration 43Q: 3 clusters Score -3032470 nChanged 289 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42258 members Mstep: Class 2 contains 11442 members Entering Unmasked Estep Score: -3032510.250000 Penalty: 991.096313 Iteration 44Q: 3 clusters Score -3032510 nChanged 267 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42525 members Mstep: Class 2 contains 11175 members Entering Unmasked Estep Score: -3032549.500000 Penalty: 991.096313 Iteration 45Q: 3 clusters Score -3032550 nChanged 276 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42801 members Mstep: Class 2 contains 10899 members Entering Unmasked Estep Score: -3032579.500000 Penalty: 991.096313 Iteration 46Q: 3 clusters Score -3032580 nChanged 264 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43065 members Mstep: Class 2 contains 10635 members Entering Unmasked Estep Score: -3032601.500000 Penalty: 991.096313 Iteration 47Q: 3 clusters Score -3032602 nChanged 224 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43289 members Mstep: Class 2 contains 10411 members Entering Unmasked Estep Score: -3032618.250000 Penalty: 991.096313 Iteration 48Q: 3 clusters Score -3032618 nChanged 211 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43500 members Mstep: Class 2 contains 10200 members Entering Unmasked Estep Score: -3032648.500000 Penalty: 991.096313 Iteration 49Q: 3 clusters Score -3032648 nChanged 205 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43705 members Mstep: Class 2 contains 9995 members Entering Unmasked Estep Score: -3032672.500000 Penalty: 991.096313 Iteration 50Q: 3 clusters Score -3032672 nChanged 178 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43883 members Mstep: Class 2 contains 9817 members Entering Unmasked Estep Score: -3032694.750000 Penalty: 991.096313 Iteration 51Q: 3 clusters Score -3032695 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44036 members Mstep: Class 2 contains 9664 members Entering Unmasked Estep Score: -3032707.000000 Penalty: 991.096313 Iteration 52Q: 3 clusters Score -3032707 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44168 members Mstep: Class 2 contains 9532 members Entering Unmasked Estep Score: -3032721.500000 Penalty: 991.096313 Iteration 53Q: 3 clusters Score -3032722 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44290 members Mstep: Class 2 contains 9410 members Entering Unmasked Estep Score: -3032723.500000 Penalty: 991.096313 Iteration 54Q: 3 clusters Score -3032724 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44395 members Mstep: Class 2 contains 9305 members Entering Unmasked Estep Score: -3032730.500000 Penalty: 991.096313 Iteration 55Q: 3 clusters Score -3032730 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44488 members Mstep: Class 2 contains 9212 members Entering Unmasked Estep Score: -3032741.250000 Penalty: 991.096313 Iteration 56Q: 3 clusters Score -3032741 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44581 members Mstep: Class 2 contains 9119 members Entering Unmasked Estep Score: -3032736.750000 Penalty: 991.096313 Iteration 57Q: 3 clusters Score -3032737 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44661 members Mstep: Class 2 contains 9039 members Entering Unmasked Estep Score: -3032753.500000 Penalty: 991.096313 Iteration 58Q: 3 clusters Score -3032754 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44746 members Mstep: Class 2 contains 8954 members Entering Unmasked Estep Score: -3032761.500000 Penalty: 991.096313 Iteration 59Q: 3 clusters Score -3032762 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44820 members Mstep: Class 2 contains 8880 members Entering Unmasked Estep Score: -3032760.250000 Penalty: 991.096313 Iteration 60F: 3 clusters Score -3032760 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44894 members Mstep: Class 2 contains 8806 members Entering Unmasked Estep Score: -3032759.000000 Penalty: 991.096313 Iteration 61Q: 3 clusters Score -3032759 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44957 members Mstep: Class 2 contains 8743 members Entering Unmasked Estep Score: -3032764.000000 Penalty: 991.096313 Iteration 62Q: 3 clusters Score -3032764 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45026 members Mstep: Class 2 contains 8674 members Entering Unmasked Estep Score: -3032764.500000 Penalty: 991.096313 Iteration 63Q: 3 clusters Score -3032764 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45092 members Mstep: Class 2 contains 8608 members Entering Unmasked Estep Score: -3032766.750000 Penalty: 991.096313 Iteration 64Q: 3 clusters Score -3032767 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45147 members Mstep: Class 2 contains 8553 members Entering Unmasked Estep Score: -3032772.500000 Penalty: 991.096313 Iteration 65Q: 3 clusters Score -3032772 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45191 members Mstep: Class 2 contains 8509 members Entering Unmasked Estep Score: -3032770.500000 Penalty: 991.096313 Iteration 66Q: 3 clusters Score -3032770 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45236 members Mstep: Class 2 contains 8464 members Entering Unmasked Estep Score: -3032763.250000 Penalty: 991.096313 Iteration 67Q: 3 clusters Score -3032763 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45293 members Mstep: Class 2 contains 8407 members Entering Unmasked Estep Score: -3032756.750000 Penalty: 991.096313 Iteration 68Q: 3 clusters Score -3032757 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45342 members Mstep: Class 2 contains 8358 members Entering Unmasked Estep Score: -3032765.000000 Penalty: 991.096313 Iteration 69Q: 3 clusters Score -3032765 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45395 members Mstep: Class 2 contains 8305 members Entering Unmasked Estep Score: -3032773.750000 Penalty: 991.096313 Iteration 70Q: 3 clusters Score -3032774 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45439 members Mstep: Class 2 contains 8261 members Entering Unmasked Estep Score: -3032773.500000 Penalty: 991.096313 Iteration 71Q: 3 clusters Score -3032774 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45466 members Mstep: Class 2 contains 8234 members Entering Unmasked Estep Score: -3032766.750000 Penalty: 991.096313 Iteration 72Q: 3 clusters Score -3032767 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45490 members Mstep: Class 2 contains 8210 members Entering Unmasked Estep Score: -3032764.000000 Penalty: 991.096313 Iteration 73Q: 3 clusters Score -3032764 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45522 members Mstep: Class 2 contains 8178 members Entering Unmasked Estep Score: -3032768.500000 Penalty: 991.096313 Iteration 74Q: 3 clusters Score -3032768 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45552 members Mstep: Class 2 contains 8148 members Entering Unmasked Estep Score: -3032767.500000 Penalty: 991.096313 Iteration 75Q: 3 clusters Score -3032768 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45582 members Mstep: Class 2 contains 8118 members Entering Unmasked Estep Score: -3032762.250000 Penalty: 991.096313 Iteration 76Q: 3 clusters Score -3032762 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45603 members Mstep: Class 2 contains 8097 members Entering Unmasked Estep Score: -3032766.000000 Penalty: 991.096313 Iteration 77Q: 3 clusters Score -3032766 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45615 members Mstep: Class 2 contains 8085 members Entering Unmasked Estep Score: -3032770.250000 Penalty: 991.096313 Iteration 78Q: 3 clusters Score -3032770 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45626 members Mstep: Class 2 contains 8074 members Entering Unmasked Estep Score: -3032771.000000 Penalty: 991.096313 Iteration 79Q: 3 clusters Score -3032771 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45642 members Mstep: Class 2 contains 8058 members Entering Unmasked Estep Score: -3032763.500000 Penalty: 991.096313 Iteration 80F: 3 clusters Score -3032764 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45665 members Mstep: Class 2 contains 8035 members Entering Unmasked Estep Score: -3032761.250000 Penalty: 991.096313 Iteration 81Q: 3 clusters Score -3032761 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45692 members Mstep: Class 2 contains 8008 members Entering Unmasked Estep Score: -3032761.000000 Penalty: 991.096313 Iteration 82Q: 3 clusters Score -3032761 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45717 members Mstep: Class 2 contains 7983 members Entering Unmasked Estep Score: -3032757.500000 Penalty: 991.096313 Iteration 83Q: 3 clusters Score -3032758 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45748 members Mstep: Class 2 contains 7952 members Entering Unmasked Estep Score: -3032759.000000 Penalty: 991.096313 Iteration 84Q: 3 clusters Score -3032759 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45775 members Mstep: Class 2 contains 7925 members Entering Unmasked Estep Score: -3032760.000000 Penalty: 991.096313 Iteration 85Q: 3 clusters Score -3032760 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45792 members Mstep: Class 2 contains 7908 members Entering Unmasked Estep Score: -3032764.250000 Penalty: 991.096313 Iteration 86Q: 3 clusters Score -3032764 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45810 members Mstep: Class 2 contains 7890 members Entering Unmasked Estep Score: -3032766.500000 Penalty: 991.096313 Iteration 87Q: 3 clusters Score -3032766 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45827 members Mstep: Class 2 contains 7873 members Entering Unmasked Estep Score: -3032758.750000 Penalty: 991.096313 Iteration 88Q: 3 clusters Score -3032759 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45843 members Mstep: Class 2 contains 7857 members Entering Unmasked Estep Score: -3032753.000000 Penalty: 991.096313 Iteration 89Q: 3 clusters Score -3032753 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45858 members Mstep: Class 2 contains 7842 members Entering Unmasked Estep Score: -3032757.500000 Penalty: 991.096313 Iteration 90Q: 3 clusters Score -3032758 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45872 members Mstep: Class 2 contains 7828 members Entering Unmasked Estep Score: -3032758.250000 Penalty: 991.096313 Iteration 91Q: 3 clusters Score -3032758 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45887 members Mstep: Class 2 contains 7813 members Entering Unmasked Estep Score: -3032758.000000 Penalty: 991.096313 Iteration 92Q: 3 clusters Score -3032758 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45894 members Mstep: Class 2 contains 7806 members Entering Unmasked Estep Score: -3032761.250000 Penalty: 991.096313 Iteration 93Q: 3 clusters Score -3032761 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45900 members Mstep: Class 2 contains 7800 members Entering Unmasked Estep Score: -3032762.250000 Penalty: 991.096313 Iteration 94Q: 3 clusters Score -3032762 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45904 members Mstep: Class 2 contains 7796 members Entering Unmasked Estep Score: -3032762.250000 Penalty: 991.096313 Iteration 95Q: 3 clusters Score -3032762 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45907 members Mstep: Class 2 contains 7793 members Entering Unmasked Estep Score: -3032759.750000 Penalty: 991.096313 Iteration 96Q: 3 clusters Score -3032760 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45908 members Mstep: Class 2 contains 7792 members Entering Unmasked Estep Score: -3032759.750000 Penalty: 991.096313 Iteration 97Q: 3 clusters Score -3032760 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45909 members Mstep: Class 2 contains 7791 members Entering Unmasked Estep Score: -3032759.000000 Penalty: 991.096313 Iteration 98Q: 3 clusters Score -3032759 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45910 members Mstep: Class 2 contains 7790 members Entering Unmasked Estep Score: -3032759.000000 Penalty: 991.096313 Iteration 99Q: 3 clusters Score -3032759 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45910 members Mstep: Class 2 contains 7790 members Entering Unmasked Estep Score: -3032759.000000 Penalty: 991.096313 Iteration 100F: 3 clusters Score -3032759 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 29 members Mstep: Class 1 contains 10913 members Mstep: Class 2 contains 30311 members Mstep: Class 3 contains 8377 members Mstep: Class 4 contains 3296 members Mstep: Class 5 contains 7795 members Mstep: Class 6 contains 7462 members Mstep: Class 7 contains 13255 members Mstep: Class 8 contains 1510 members Mstep: Class 9 contains 3889 members Mstep: Class 10 contains 95539 members Mstep: Class 11 contains 2675 members Mstep: Class 12 contains 3126 members Mstep: Class 13 contains 2000 members Mstep: Class 14 contains 24659 members Mstep: Class 15 contains 595 members Mstep: Class 16 contains 19988 members Mstep: Class 17 contains 1224 members Mstep: Class 18 contains 7579 members Mstep: Class 19 contains 1276 members Mstep: Class 20 contains 10294 members Mstep: Class 21 contains 63854 members Mstep: Class 22 contains 944 members Mstep: Class 23 contains 45910 members Mstep: Class 24 contains 2003 members Mstep: Class 25 contains 7986 members Mstep: Class 26 contains 119 members Mstep: Class 27 contains 24628 members Mstep: Class 28 contains 3285 members Mstep: Class 29 contains 11361 members Mstep: Class 30 contains 3199 members Mstep: Class 31 contains 3876 members Mstep: Class 32 contains 329 members Mstep: Class 33 contains 1183 members Mstep: Class 34 contains 7790 members Entering Unmasked Estep Score: -22980460.000000 Penalty: 20075.078125 Splitting cluster 23 changes total score from -22980368.000000 to -22980460.000000 So it's getting split into cluster 34. Entering ConstructFrom: Trying to split cluster 24 (2003 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2003 members Entering Unmasked Estep Score: -88263.218750 Penalty: 345.909271 Iteration 0F: 2 clusters Score -88263.22 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1004 members Mstep: Class 2 contains 999 members Entering Unmasked Estep Score: -86860.789062 Penalty: 691.818542 Iteration 0F: 3 clusters Score -86860.79 nChanged 873 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 813 members Mstep: Class 2 contains 1190 members Entering Unmasked Estep Score: -87696.414062 Penalty: 691.818542 Iteration 1F: 3 clusters Score -87696.41 nChanged 304 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 619 members Mstep: Class 2 contains 1384 members Entering Unmasked Estep Score: -88188.703125 Penalty: 691.818542 Iteration 2F: 3 clusters Score -88188.7 nChanged 209 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 516 members Mstep: Class 2 contains 1487 members Entering Unmasked Estep Score: -88495.335938 Penalty: 691.818542 Iteration 3F: 3 clusters Score -88495.34 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 461 members Mstep: Class 2 contains 1542 members Entering Unmasked Estep Score: -88671.601562 Penalty: 691.818542 Iteration 4F: 3 clusters Score -88671.6 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 427 members Mstep: Class 2 contains 1576 members Entering Unmasked Estep Score: -88736.632812 Penalty: 691.818542 Iteration 5Q: 3 clusters Score -88736.63 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 391 members Mstep: Class 2 contains 1612 members Entering Unmasked Estep Score: -88763.414062 Penalty: 691.818542 Iteration 6Q: 3 clusters Score -88763.41 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 370 members Mstep: Class 2 contains 1633 members Entering Unmasked Estep Score: -88772.343750 Penalty: 691.818542 Iteration 7Q: 3 clusters Score -88772.34 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 351 members Mstep: Class 2 contains 1652 members Entering Unmasked Estep Score: -88778.320312 Penalty: 691.818542 Iteration 8Q: 3 clusters Score -88778.32 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 338 members Mstep: Class 2 contains 1665 members Entering Unmasked Estep Score: -88781.101562 Penalty: 691.818542 Iteration 9Q: 3 clusters Score -88781.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 329 members Mstep: Class 2 contains 1674 members Entering Unmasked Estep Score: -88783.710938 Penalty: 691.818542 Iteration 10Q: 3 clusters Score -88783.71 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 325 members Mstep: Class 2 contains 1678 members Entering Unmasked Estep Score: -88784.632812 Penalty: 691.818542 Iteration 11Q: 3 clusters Score -88784.63 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 323 members Mstep: Class 2 contains 1680 members Entering Unmasked Estep Score: -88785.234375 Penalty: 691.818542 Iteration 12Q: 3 clusters Score -88785.23 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 322 members Mstep: Class 2 contains 1681 members Entering Unmasked Estep Score: -88785.492188 Penalty: 691.818542 Iteration 13Q: 3 clusters Score -88785.49 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 322 members Mstep: Class 2 contains 1681 members Entering Unmasked Estep Score: -88785.492188 Penalty: 691.818542 Iteration 14F: 3 clusters Score -88785.49 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 29 members Mstep: Class 1 contains 10913 members Mstep: Class 2 contains 30311 members Mstep: Class 3 contains 8377 members Mstep: Class 4 contains 3296 members Mstep: Class 5 contains 7795 members Mstep: Class 6 contains 7462 members Mstep: Class 7 contains 13255 members Mstep: Class 8 contains 1510 members Mstep: Class 9 contains 3889 members Mstep: Class 10 contains 95539 members Mstep: Class 11 contains 2675 members Mstep: Class 12 contains 3126 members Mstep: Class 13 contains 2000 members Mstep: Class 14 contains 24659 members Mstep: Class 15 contains 595 members Mstep: Class 16 contains 19988 members Mstep: Class 17 contains 1224 members Mstep: Class 18 contains 7579 members Mstep: Class 19 contains 1276 members Mstep: Class 20 contains 10294 members Mstep: Class 21 contains 63854 members Mstep: Class 22 contains 944 members Mstep: Class 23 contains 45910 members Mstep: Class 24 contains 322 members Mstep: Class 25 contains 7986 members Mstep: Class 26 contains 119 members Mstep: Class 27 contains 24628 members Mstep: Class 28 contains 3285 members Mstep: Class 29 contains 11361 members Mstep: Class 30 contains 3199 members Mstep: Class 31 contains 3876 members Mstep: Class 32 contains 329 members Mstep: Class 33 contains 1183 members Mstep: Class 34 contains 7790 members Mstep: Class 35 contains 1681 members Entering Unmasked Estep Score: -22980760.000000 Penalty: 20665.521484 Splitting cluster 24 changes total score from -22980368.000000 to -22980760.000000 So it's getting split into cluster 35. Entering ConstructFrom: Trying to split cluster 25 (7986 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7986 members Entering Unmasked Estep Score: -445593.750000 Penalty: 408.837738 Iteration 0F: 2 clusters Score -445593.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4057 members Mstep: Class 2 contains 3929 members Entering Unmasked Estep Score: -440312.531250 Penalty: 817.675476 Iteration 0F: 3 clusters Score -440312.5 nChanged 3635 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4888 members Mstep: Class 2 contains 3098 members Entering Unmasked Estep Score: -442751.093750 Penalty: 817.675476 Iteration 1F: 3 clusters Score -442751.1 nChanged 730 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5358 members Mstep: Class 2 contains 2628 members Entering Unmasked Estep Score: -443333.843750 Penalty: 817.675476 Iteration 2F: 3 clusters Score -443333.8 nChanged 693 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5797 members Mstep: Class 2 contains 2189 members Entering Unmasked Estep Score: -443912.500000 Penalty: 817.675476 Iteration 3F: 3 clusters Score -443912.5 nChanged 568 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6147 members Mstep: Class 2 contains 1839 members Entering Unmasked Estep Score: -444413.000000 Penalty: 817.675476 Iteration 4F: 3 clusters Score -444413 nChanged 399 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6354 members Mstep: Class 2 contains 1632 members Entering Unmasked Estep Score: -444854.375000 Penalty: 817.675476 Iteration 5Q: 3 clusters Score -444854.4 nChanged 281 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6467 members Mstep: Class 2 contains 1519 members Entering Unmasked Estep Score: -445147.031250 Penalty: 817.675476 Iteration 6Q: 3 clusters Score -445147 nChanged 163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6500 members Mstep: Class 2 contains 1486 members Entering Unmasked Estep Score: -445235.750000 Penalty: 817.675476 Iteration 7Q: 3 clusters Score -445235.8 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6533 members Mstep: Class 2 contains 1453 members Entering Unmasked Estep Score: -445281.375000 Penalty: 817.675476 Iteration 8Q: 3 clusters Score -445281.4 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6551 members Mstep: Class 2 contains 1435 members Entering Unmasked Estep Score: -445298.937500 Penalty: 817.675476 Iteration 9Q: 3 clusters Score -445298.9 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6563 members Mstep: Class 2 contains 1423 members Entering Unmasked Estep Score: -445308.843750 Penalty: 817.675476 Iteration 10Q: 3 clusters Score -445308.8 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6574 members Mstep: Class 2 contains 1412 members Entering Unmasked Estep Score: -445317.281250 Penalty: 817.675476 Iteration 11Q: 3 clusters Score -445317.3 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6575 members Mstep: Class 2 contains 1411 members Entering Unmasked Estep Score: -445321.125000 Penalty: 817.675476 Iteration 12Q: 3 clusters Score -445321.1 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6577 members Mstep: Class 2 contains 1409 members Entering Unmasked Estep Score: -445323.437500 Penalty: 817.675476 Iteration 13Q: 3 clusters Score -445323.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6576 members Mstep: Class 2 contains 1410 members Entering Unmasked Estep Score: -445324.156250 Penalty: 817.675476 Iteration 14Q: 3 clusters Score -445324.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6578 members Mstep: Class 2 contains 1408 members Entering Unmasked Estep Score: -445324.031250 Penalty: 817.675476 Iteration 15Q: 3 clusters Score -445324 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6581 members Mstep: Class 2 contains 1405 members Entering Unmasked Estep Score: -445325.343750 Penalty: 817.675476 Iteration 16Q: 3 clusters Score -445325.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6583 members Mstep: Class 2 contains 1403 members Entering Unmasked Estep Score: -445326.062500 Penalty: 817.675476 Iteration 17Q: 3 clusters Score -445326.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6581 members Mstep: Class 2 contains 1405 members Entering Unmasked Estep Score: -445326.781250 Penalty: 817.675476 Iteration 18Q: 3 clusters Score -445326.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6583 members Mstep: Class 2 contains 1403 members Entering Unmasked Estep Score: -445327.375000 Penalty: 817.675476 Iteration 19Q: 3 clusters Score -445327.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6584 members Mstep: Class 2 contains 1402 members Entering Unmasked Estep Score: -445328.437500 Penalty: 817.675476 Iteration 20F: 3 clusters Score -445328.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6586 members Mstep: Class 2 contains 1400 members Entering Unmasked Estep Score: -445328.093750 Penalty: 817.675476 Iteration 21Q: 3 clusters Score -445328.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6588 members Mstep: Class 2 contains 1398 members Entering Unmasked Estep Score: -445327.968750 Penalty: 817.675476 Iteration 22Q: 3 clusters Score -445328 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6590 members Mstep: Class 2 contains 1396 members Entering Unmasked Estep Score: -445327.375000 Penalty: 817.675476 Iteration 23Q: 3 clusters Score -445327.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6591 members Mstep: Class 2 contains 1395 members Entering Unmasked Estep Score: -445327.718750 Penalty: 817.675476 Iteration 24Q: 3 clusters Score -445327.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6593 members Mstep: Class 2 contains 1393 members Entering Unmasked Estep Score: -445327.906250 Penalty: 817.675476 Iteration 25Q: 3 clusters Score -445327.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6594 members Mstep: Class 2 contains 1392 members Entering Unmasked Estep Score: -445328.187500 Penalty: 817.675476 Iteration 26Q: 3 clusters Score -445328.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6596 members Mstep: Class 2 contains 1390 members Entering Unmasked Estep Score: -445328.500000 Penalty: 817.675476 Iteration 27Q: 3 clusters Score -445328.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6596 members Mstep: Class 2 contains 1390 members Entering Unmasked Estep Score: -445328.500000 Penalty: 817.675476 Iteration 28F: 3 clusters Score -445328.5 nChanged 0 Entering ConstructFrom: Trying to split cluster 26 (119 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 119 members Entering Unmasked Estep Score: -4743.958008 Penalty: 217.450104 Iteration 0F: 2 clusters Score -4743.958 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66 members Mstep: Class 2 contains 53 members Entering Unmasked Estep Score: -4567.020508 Penalty: 434.900208 Iteration 0F: 3 clusters Score -4567.021 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60 members Mstep: Class 2 contains 59 members Entering Unmasked Estep Score: -4622.393066 Penalty: 434.900208 Iteration 1F: 3 clusters Score -4622.393 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58 members Mstep: Class 2 contains 61 members Entering Unmasked Estep Score: -4627.792480 Penalty: 434.900208 Iteration 2Q: 3 clusters Score -4627.792 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56 members Mstep: Class 2 contains 63 members Entering Unmasked Estep Score: -4630.240723 Penalty: 434.900208 Iteration 3Q: 3 clusters Score -4630.241 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52 members Mstep: Class 2 contains 67 members Entering Unmasked Estep Score: -4635.152832 Penalty: 434.900208 Iteration 4Q: 3 clusters Score -4635.153 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49 members Mstep: Class 2 contains 70 members Entering Unmasked Estep Score: -4640.798340 Penalty: 434.900208 Iteration 5Q: 3 clusters Score -4640.798 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45 members Mstep: Class 2 contains 74 members Entering Unmasked Estep Score: -4646.672852 Penalty: 434.900208 Iteration 6Q: 3 clusters Score -4646.673 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41 members Mstep: Class 2 contains 78 members Entering Unmasked Estep Score: -4655.343750 Penalty: 434.900208 Iteration 7Q: 3 clusters Score -4655.344 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40 members Mstep: Class 2 contains 79 members Entering Unmasked Estep Score: -4656.470215 Penalty: 434.900208 Iteration 8Q: 3 clusters Score -4656.47 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40 members Mstep: Class 2 contains 79 members Entering Unmasked Estep Score: -4656.470215 Penalty: 434.900208 Iteration 9F: 3 clusters Score -4656.47 nChanged 0 Entering ConstructFrom: Trying to split cluster 27 (24628 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24628 members Entering Unmasked Estep Score: -1332292.000000 Penalty: 460.079590 Iteration 0F: 2 clusters Score -1332292 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12261 members Mstep: Class 2 contains 12367 members Entering Unmasked Estep Score: -1315706.500000 Penalty: 920.159180 Iteration 0F: 3 clusters Score -1315706 nChanged 11791 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11796 members Mstep: Class 2 contains 12832 members Entering Unmasked Estep Score: -1322756.875000 Penalty: 920.159180 Iteration 1F: 3 clusters Score -1322757 nChanged 1281 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11469 members Mstep: Class 2 contains 13159 members Entering Unmasked Estep Score: -1323276.500000 Penalty: 920.159180 Iteration 2F: 3 clusters Score -1323276 nChanged 1344 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10879 members Mstep: Class 2 contains 13749 members Entering Unmasked Estep Score: -1324066.500000 Penalty: 920.159180 Iteration 3F: 3 clusters Score -1324066 nChanged 1529 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10070 members Mstep: Class 2 contains 14558 members Entering Unmasked Estep Score: -1325213.375000 Penalty: 920.159180 Iteration 4F: 3 clusters Score -1325213 nChanged 1621 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9209 members Mstep: Class 2 contains 15419 members Entering Unmasked Estep Score: -1326524.500000 Penalty: 920.159180 Iteration 5F: 3 clusters Score -1326524 nChanged 1541 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8426 members Mstep: Class 2 contains 16202 members Entering Unmasked Estep Score: -1327641.625000 Penalty: 920.159180 Iteration 6F: 3 clusters Score -1327642 nChanged 1215 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7831 members Mstep: Class 2 contains 16797 members Entering Unmasked Estep Score: -1328295.375000 Penalty: 920.159180 Iteration 7Q: 3 clusters Score -1328295 nChanged 895 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7326 members Mstep: Class 2 contains 17302 members Entering Unmasked Estep Score: -1328643.875000 Penalty: 920.159180 Iteration 8Q: 3 clusters Score -1328644 nChanged 573 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6911 members Mstep: Class 2 contains 17717 members Entering Unmasked Estep Score: -1328849.500000 Penalty: 920.159180 Iteration 9Q: 3 clusters Score -1328850 nChanged 479 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6504 members Mstep: Class 2 contains 18124 members Entering Unmasked Estep Score: -1329022.000000 Penalty: 920.159180 Iteration 10Q: 3 clusters Score -1329022 nChanged 462 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6100 members Mstep: Class 2 contains 18528 members Entering Unmasked Estep Score: -1329199.875000 Penalty: 920.159180 Iteration 11Q: 3 clusters Score -1329200 nChanged 424 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5722 members Mstep: Class 2 contains 18906 members Entering Unmasked Estep Score: -1329374.375000 Penalty: 920.159180 Iteration 12Q: 3 clusters Score -1329374 nChanged 436 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5328 members Mstep: Class 2 contains 19300 members Entering Unmasked Estep Score: -1329565.625000 Penalty: 920.159180 Iteration 13Q: 3 clusters Score -1329566 nChanged 437 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4911 members Mstep: Class 2 contains 19717 members Entering Unmasked Estep Score: -1329780.250000 Penalty: 920.159180 Iteration 14Q: 3 clusters Score -1329780 nChanged 470 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4475 members Mstep: Class 2 contains 20153 members Entering Unmasked Estep Score: -1330030.625000 Penalty: 920.159180 Iteration 15Q: 3 clusters Score -1330031 nChanged 454 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4079 members Mstep: Class 2 contains 20549 members Entering Unmasked Estep Score: -1330266.000000 Penalty: 920.159180 Iteration 16Q: 3 clusters Score -1330266 nChanged 416 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3719 members Mstep: Class 2 contains 20909 members Entering Unmasked Estep Score: -1330476.125000 Penalty: 920.159180 Iteration 17Q: 3 clusters Score -1330476 nChanged 364 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3397 members Mstep: Class 2 contains 21231 members Entering Unmasked Estep Score: -1330667.125000 Penalty: 920.159180 Iteration 18Q: 3 clusters Score -1330667 nChanged 328 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3099 members Mstep: Class 2 contains 21529 members Entering Unmasked Estep Score: -1330819.375000 Penalty: 920.159180 Iteration 19Q: 3 clusters Score -1330819 nChanged 299 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2828 members Mstep: Class 2 contains 21800 members Entering Unmasked Estep Score: -1330955.125000 Penalty: 920.159180 Iteration 20F: 3 clusters Score -1330955 nChanged 271 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2577 members Mstep: Class 2 contains 22051 members Entering Unmasked Estep Score: -1331069.875000 Penalty: 920.159180 Iteration 21Q: 3 clusters Score -1331070 nChanged 218 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2367 members Mstep: Class 2 contains 22261 members Entering Unmasked Estep Score: -1331153.250000 Penalty: 920.159180 Iteration 22Q: 3 clusters Score -1331153 nChanged 180 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2195 members Mstep: Class 2 contains 22433 members Entering Unmasked Estep Score: -1331232.375000 Penalty: 920.159180 Iteration 23Q: 3 clusters Score -1331232 nChanged 174 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2025 members Mstep: Class 2 contains 22603 members Entering Unmasked Estep Score: -1331312.250000 Penalty: 920.159180 Iteration 24Q: 3 clusters Score -1331312 nChanged 161 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1868 members Mstep: Class 2 contains 22760 members Entering Unmasked Estep Score: -1331367.250000 Penalty: 920.159180 Iteration 25Q: 3 clusters Score -1331367 nChanged 151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1721 members Mstep: Class 2 contains 22907 members Entering Unmasked Estep Score: -1331415.625000 Penalty: 920.159180 Iteration 26Q: 3 clusters Score -1331416 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1584 members Mstep: Class 2 contains 23044 members Entering Unmasked Estep Score: -1331456.375000 Penalty: 920.159180 Iteration 27Q: 3 clusters Score -1331456 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1473 members Mstep: Class 2 contains 23155 members Entering Unmasked Estep Score: -1331496.500000 Penalty: 920.159180 Iteration 28Q: 3 clusters Score -1331496 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1355 members Mstep: Class 2 contains 23273 members Entering Unmasked Estep Score: -1331537.625000 Penalty: 920.159180 Iteration 29Q: 3 clusters Score -1331538 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1247 members Mstep: Class 2 contains 23381 members Entering Unmasked Estep Score: -1331581.500000 Penalty: 920.159180 Iteration 30Q: 3 clusters Score -1331582 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1148 members Mstep: Class 2 contains 23480 members Entering Unmasked Estep Score: -1331617.250000 Penalty: 920.159180 Iteration 31Q: 3 clusters Score -1331617 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1060 members Mstep: Class 2 contains 23568 members Entering Unmasked Estep Score: -1331645.375000 Penalty: 920.159180 Iteration 32Q: 3 clusters Score -1331645 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 980 members Mstep: Class 2 contains 23648 members Entering Unmasked Estep Score: -1331671.375000 Penalty: 920.159180 Iteration 33Q: 3 clusters Score -1331671 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 915 members Mstep: Class 2 contains 23713 members Entering Unmasked Estep Score: -1331692.000000 Penalty: 920.159180 Iteration 34Q: 3 clusters Score -1331692 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 855 members Mstep: Class 2 contains 23773 members Entering Unmasked Estep Score: -1331710.375000 Penalty: 920.159180 Iteration 35Q: 3 clusters Score -1331710 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 798 members Mstep: Class 2 contains 23830 members Entering Unmasked Estep Score: -1331730.500000 Penalty: 920.159180 Iteration 36Q: 3 clusters Score -1331730 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 746 members Mstep: Class 2 contains 23882 members Entering Unmasked Estep Score: -1331743.500000 Penalty: 920.159180 Iteration 37Q: 3 clusters Score -1331744 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 700 members Mstep: Class 2 contains 23928 members Entering Unmasked Estep Score: -1331759.500000 Penalty: 920.159180 Iteration 38Q: 3 clusters Score -1331760 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 655 members Mstep: Class 2 contains 23973 members Entering Unmasked Estep Score: -1331781.500000 Penalty: 920.159180 Iteration 39Q: 3 clusters Score -1331782 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 613 members Mstep: Class 2 contains 24015 members Entering Unmasked Estep Score: -1331794.750000 Penalty: 920.159180 Iteration 40F: 3 clusters Score -1331795 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 577 members Mstep: Class 2 contains 24051 members Entering Unmasked Estep Score: -1331812.375000 Penalty: 920.159180 Iteration 41Q: 3 clusters Score -1331812 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 540 members Mstep: Class 2 contains 24088 members Entering Unmasked Estep Score: -1331828.125000 Penalty: 920.159180 Iteration 42Q: 3 clusters Score -1331828 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 506 members Mstep: Class 2 contains 24122 members Entering Unmasked Estep Score: -1331838.500000 Penalty: 920.159180 Iteration 43Q: 3 clusters Score -1331838 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 487 members Mstep: Class 2 contains 24141 members Entering Unmasked Estep Score: -1331843.125000 Penalty: 920.159180 Iteration 44Q: 3 clusters Score -1331843 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 475 members Mstep: Class 2 contains 24153 members Entering Unmasked Estep Score: -1331842.750000 Penalty: 920.159180 Iteration 45Q: 3 clusters Score -1331843 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 465 members Mstep: Class 2 contains 24163 members Entering Unmasked Estep Score: -1331845.750000 Penalty: 920.159180 Iteration 46Q: 3 clusters Score -1331846 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 453 members Mstep: Class 2 contains 24175 members Entering Unmasked Estep Score: -1331845.000000 Penalty: 920.159180 Iteration 47Q: 3 clusters Score -1331845 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 441 members Mstep: Class 2 contains 24187 members Entering Unmasked Estep Score: -1331844.375000 Penalty: 920.159180 Iteration 48Q: 3 clusters Score -1331844 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 427 members Mstep: Class 2 contains 24201 members Entering Unmasked Estep Score: -1331851.250000 Penalty: 920.159180 Iteration 49Q: 3 clusters Score -1331851 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 416 members Mstep: Class 2 contains 24212 members Entering Unmasked Estep Score: -1331852.000000 Penalty: 920.159180 Iteration 50Q: 3 clusters Score -1331852 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 404 members Mstep: Class 2 contains 24224 members Entering Unmasked Estep Score: -1331855.875000 Penalty: 920.159180 Iteration 51Q: 3 clusters Score -1331856 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 392 members Mstep: Class 2 contains 24236 members Entering Unmasked Estep Score: -1331860.625000 Penalty: 920.159180 Iteration 52Q: 3 clusters Score -1331861 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 381 members Mstep: Class 2 contains 24247 members Entering Unmasked Estep Score: -1331864.625000 Penalty: 920.159180 Iteration 53Q: 3 clusters Score -1331865 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 373 members Mstep: Class 2 contains 24255 members Entering Unmasked Estep Score: -1331869.375000 Penalty: 920.159180 Iteration 54Q: 3 clusters Score -1331869 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 366 members Mstep: Class 2 contains 24262 members Entering Unmasked Estep Score: -1331872.625000 Penalty: 920.159180 Iteration 55Q: 3 clusters Score -1331873 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 356 members Mstep: Class 2 contains 24272 members Entering Unmasked Estep Score: -1331876.500000 Penalty: 920.159180 Iteration 56Q: 3 clusters Score -1331876 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 344 members Mstep: Class 2 contains 24284 members Entering Unmasked Estep Score: -1331886.750000 Penalty: 920.159180 Iteration 57Q: 3 clusters Score -1331887 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 332 members Mstep: Class 2 contains 24296 members Entering Unmasked Estep Score: -1331893.375000 Penalty: 920.159180 Iteration 58Q: 3 clusters Score -1331893 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 328 members Mstep: Class 2 contains 24300 members Entering Unmasked Estep Score: -1331893.875000 Penalty: 920.159180 Iteration 59Q: 3 clusters Score -1331894 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 324 members Mstep: Class 2 contains 24304 members Entering Unmasked Estep Score: -1331893.375000 Penalty: 920.159180 Iteration 60F: 3 clusters Score -1331893 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 320 members Mstep: Class 2 contains 24308 members Entering Unmasked Estep Score: -1331897.250000 Penalty: 920.159180 Iteration 61Q: 3 clusters Score -1331897 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 316 members Mstep: Class 2 contains 24312 members Entering Unmasked Estep Score: -1331898.000000 Penalty: 920.159180 Iteration 62Q: 3 clusters Score -1331898 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 313 members Mstep: Class 2 contains 24315 members Entering Unmasked Estep Score: -1331898.125000 Penalty: 920.159180 Iteration 63Q: 3 clusters Score -1331898 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 308 members Mstep: Class 2 contains 24320 members Entering Unmasked Estep Score: -1331897.375000 Penalty: 920.159180 Iteration 64Q: 3 clusters Score -1331897 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 304 members Mstep: Class 2 contains 24324 members Entering Unmasked Estep Score: -1331897.875000 Penalty: 920.159180 Iteration 65Q: 3 clusters Score -1331898 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 300 members Mstep: Class 2 contains 24328 members Entering Unmasked Estep Score: -1331899.875000 Penalty: 920.159180 Iteration 66Q: 3 clusters Score -1331900 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 297 members Mstep: Class 2 contains 24331 members Entering Unmasked Estep Score: -1331903.000000 Penalty: 920.159180 Iteration 67Q: 3 clusters Score -1331903 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 292 members Mstep: Class 2 contains 24336 members Entering Unmasked Estep Score: -1331904.000000 Penalty: 920.159180 Iteration 68Q: 3 clusters Score -1331904 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 287 members Mstep: Class 2 contains 24341 members Entering Unmasked Estep Score: -1331905.875000 Penalty: 920.159180 Iteration 69Q: 3 clusters Score -1331906 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 284 members Mstep: Class 2 contains 24344 members Entering Unmasked Estep Score: -1331910.375000 Penalty: 920.159180 Iteration 70Q: 3 clusters Score -1331910 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 283 members Mstep: Class 2 contains 24345 members Entering Unmasked Estep Score: -1331909.125000 Penalty: 920.159180 Iteration 71Q: 3 clusters Score -1331909 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 281 members Mstep: Class 2 contains 24347 members Entering Unmasked Estep Score: -1331907.625000 Penalty: 920.159180 Iteration 72Q: 3 clusters Score -1331908 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 281 members Mstep: Class 2 contains 24347 members Entering Unmasked Estep Score: -1331909.625000 Penalty: 920.159180 Iteration 73Q: 3 clusters Score -1331910 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 280 members Mstep: Class 2 contains 24348 members Entering Unmasked Estep Score: -1331910.250000 Penalty: 920.159180 Iteration 74Q: 3 clusters Score -1331910 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 279 members Mstep: Class 2 contains 24349 members Entering Unmasked Estep Score: -1331911.000000 Penalty: 920.159180 Iteration 75Q: 3 clusters Score -1331911 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 278 members Mstep: Class 2 contains 24350 members Entering Unmasked Estep Score: -1331910.000000 Penalty: 920.159180 Iteration 76Q: 3 clusters Score -1331910 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 278 members Mstep: Class 2 contains 24350 members Entering Unmasked Estep Score: -1331910.000000 Penalty: 920.159180 Iteration 77F: 3 clusters Score -1331910 nChanged 0 Entering ConstructFrom: Trying to split cluster 28 (3285 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3285 members Entering Unmasked Estep Score: -176916.250000 Penalty: 368.419067 Iteration 0F: 2 clusters Score -176916.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1645 members Mstep: Class 2 contains 1640 members Entering Unmasked Estep Score: -174656.968750 Penalty: 736.838135 Iteration 0F: 3 clusters Score -174657 nChanged 1431 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1786 members Mstep: Class 2 contains 1499 members Entering Unmasked Estep Score: -175577.375000 Penalty: 736.838135 Iteration 1F: 3 clusters Score -175577.4 nChanged 237 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1855 members Mstep: Class 2 contains 1430 members Entering Unmasked Estep Score: -175744.890625 Penalty: 736.838135 Iteration 2F: 3 clusters Score -175744.9 nChanged 216 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1919 members Mstep: Class 2 contains 1366 members Entering Unmasked Estep Score: -175928.531250 Penalty: 736.838135 Iteration 3F: 3 clusters Score -175928.5 nChanged 185 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1964 members Mstep: Class 2 contains 1321 members Entering Unmasked Estep Score: -176064.000000 Penalty: 736.838135 Iteration 4F: 3 clusters Score -176064 nChanged 150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1994 members Mstep: Class 2 contains 1291 members Entering Unmasked Estep Score: -176168.156250 Penalty: 736.838135 Iteration 5Q: 3 clusters Score -176168.2 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2030 members Mstep: Class 2 contains 1255 members Entering Unmasked Estep Score: -176233.078125 Penalty: 736.838135 Iteration 6Q: 3 clusters Score -176233.1 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2059 members Mstep: Class 2 contains 1226 members Entering Unmasked Estep Score: -176265.234375 Penalty: 736.838135 Iteration 7Q: 3 clusters Score -176265.2 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2092 members Mstep: Class 2 contains 1193 members Entering Unmasked Estep Score: -176289.984375 Penalty: 736.838135 Iteration 8Q: 3 clusters Score -176290 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2114 members Mstep: Class 2 contains 1171 members Entering Unmasked Estep Score: -176308.156250 Penalty: 736.838135 Iteration 9Q: 3 clusters Score -176308.2 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2145 members Mstep: Class 2 contains 1140 members Entering Unmasked Estep Score: -176325.812500 Penalty: 736.838135 Iteration 10Q: 3 clusters Score -176325.8 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2176 members Mstep: Class 2 contains 1109 members Entering Unmasked Estep Score: -176341.375000 Penalty: 736.838135 Iteration 11Q: 3 clusters Score -176341.4 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2207 members Mstep: Class 2 contains 1078 members Entering Unmasked Estep Score: -176355.015625 Penalty: 736.838135 Iteration 12Q: 3 clusters Score -176355 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2230 members Mstep: Class 2 contains 1055 members Entering Unmasked Estep Score: -176367.453125 Penalty: 736.838135 Iteration 13Q: 3 clusters Score -176367.5 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2253 members Mstep: Class 2 contains 1032 members Entering Unmasked Estep Score: -176375.953125 Penalty: 736.838135 Iteration 14Q: 3 clusters Score -176376 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2267 members Mstep: Class 2 contains 1018 members Entering Unmasked Estep Score: -176380.296875 Penalty: 736.838135 Iteration 15Q: 3 clusters Score -176380.3 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2274 members Mstep: Class 2 contains 1011 members Entering Unmasked Estep Score: -176382.359375 Penalty: 736.838135 Iteration 16Q: 3 clusters Score -176382.4 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2280 members Mstep: Class 2 contains 1005 members Entering Unmasked Estep Score: -176383.406250 Penalty: 736.838135 Iteration 17Q: 3 clusters Score -176383.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2285 members Mstep: Class 2 contains 1000 members Entering Unmasked Estep Score: -176384.812500 Penalty: 736.838135 Iteration 18Q: 3 clusters Score -176384.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2295 members Mstep: Class 2 contains 990 members Entering Unmasked Estep Score: -176386.218750 Penalty: 736.838135 Iteration 19Q: 3 clusters Score -176386.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2303 members Mstep: Class 2 contains 982 members Entering Unmasked Estep Score: -176387.359375 Penalty: 736.838135 Iteration 20F: 3 clusters Score -176387.4 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2307 members Mstep: Class 2 contains 978 members Entering Unmasked Estep Score: -176388.578125 Penalty: 736.838135 Iteration 21Q: 3 clusters Score -176388.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2313 members Mstep: Class 2 contains 972 members Entering Unmasked Estep Score: -176389.265625 Penalty: 736.838135 Iteration 22Q: 3 clusters Score -176389.3 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2320 members Mstep: Class 2 contains 965 members Entering Unmasked Estep Score: -176390.468750 Penalty: 736.838135 Iteration 23Q: 3 clusters Score -176390.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2324 members Mstep: Class 2 contains 961 members Entering Unmasked Estep Score: -176391.296875 Penalty: 736.838135 Iteration 24Q: 3 clusters Score -176391.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2324 members Mstep: Class 2 contains 961 members Entering Unmasked Estep Score: -176391.828125 Penalty: 736.838135 Iteration 25Q: 3 clusters Score -176391.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2328 members Mstep: Class 2 contains 957 members Entering Unmasked Estep Score: -176393.843750 Penalty: 736.838135 Iteration 26Q: 3 clusters Score -176393.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2336 members Mstep: Class 2 contains 949 members Entering Unmasked Estep Score: -176395.468750 Penalty: 736.838135 Iteration 27Q: 3 clusters Score -176395.5 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2346 members Mstep: Class 2 contains 939 members Entering Unmasked Estep Score: -176398.031250 Penalty: 736.838135 Iteration 28Q: 3 clusters Score -176398 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2358 members Mstep: Class 2 contains 927 members Entering Unmasked Estep Score: -176400.421875 Penalty: 736.838135 Iteration 29Q: 3 clusters Score -176400.4 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2368 members Mstep: Class 2 contains 917 members Entering Unmasked Estep Score: -176402.546875 Penalty: 736.838135 Iteration 30Q: 3 clusters Score -176402.5 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2378 members Mstep: Class 2 contains 907 members Entering Unmasked Estep Score: -176404.859375 Penalty: 736.838135 Iteration 31Q: 3 clusters Score -176404.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2384 members Mstep: Class 2 contains 901 members Entering Unmasked Estep Score: -176405.828125 Penalty: 736.838135 Iteration 32Q: 3 clusters Score -176405.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2390 members Mstep: Class 2 contains 895 members Entering Unmasked Estep Score: -176406.546875 Penalty: 736.838135 Iteration 33Q: 3 clusters Score -176406.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2393 members Mstep: Class 2 contains 892 members Entering Unmasked Estep Score: -176406.968750 Penalty: 736.838135 Iteration 34Q: 3 clusters Score -176407 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2394 members Mstep: Class 2 contains 891 members Entering Unmasked Estep Score: -176407.656250 Penalty: 736.838135 Iteration 35Q: 3 clusters Score -176407.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2394 members Mstep: Class 2 contains 891 members Entering Unmasked Estep Score: -176408.140625 Penalty: 736.838135 Iteration 36Q: 3 clusters Score -176408.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2393 members Mstep: Class 2 contains 892 members Entering Unmasked Estep Score: -176407.953125 Penalty: 736.838135 Iteration 37Q: 3 clusters Score -176408 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2391 members Mstep: Class 2 contains 894 members Entering Unmasked Estep Score: -176408.265625 Penalty: 736.838135 Iteration 38Q: 3 clusters Score -176408.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2391 members Mstep: Class 2 contains 894 members Entering Unmasked Estep Score: -176408.265625 Penalty: 736.838135 Iteration 39F: 3 clusters Score -176408.3 nChanged 0 Entering ConstructFrom: Trying to split cluster 29 (11361 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11361 members Entering Unmasked Estep Score: -647591.187500 Penalty: 424.876373 Iteration 0F: 2 clusters Score -647591.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5677 members Mstep: Class 2 contains 5684 members Entering Unmasked Estep Score: -640006.500000 Penalty: 849.752747 Iteration 0F: 3 clusters Score -640006.5 nChanged 5275 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5190 members Mstep: Class 2 contains 6171 members Entering Unmasked Estep Score: -643317.000000 Penalty: 849.752747 Iteration 1F: 3 clusters Score -643317 nChanged 873 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4775 members Mstep: Class 2 contains 6586 members Entering Unmasked Estep Score: -643861.937500 Penalty: 849.752747 Iteration 2F: 3 clusters Score -643861.9 nChanged 884 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4309 members Mstep: Class 2 contains 7052 members Entering Unmasked Estep Score: -644516.375000 Penalty: 849.752747 Iteration 3F: 3 clusters Score -644516.4 nChanged 884 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3855 members Mstep: Class 2 contains 7506 members Entering Unmasked Estep Score: -645264.000000 Penalty: 849.752747 Iteration 4F: 3 clusters Score -645264 nChanged 747 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3476 members Mstep: Class 2 contains 7885 members Entering Unmasked Estep Score: -645947.562500 Penalty: 849.752747 Iteration 5F: 3 clusters Score -645947.6 nChanged 569 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3185 members Mstep: Class 2 contains 8176 members Entering Unmasked Estep Score: -646468.937500 Penalty: 849.752747 Iteration 6F: 3 clusters Score -646468.9 nChanged 387 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2990 members Mstep: Class 2 contains 8371 members Entering Unmasked Estep Score: -646774.437500 Penalty: 849.752747 Iteration 7Q: 3 clusters Score -646774.4 nChanged 251 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2827 members Mstep: Class 2 contains 8534 members Entering Unmasked Estep Score: -646938.312500 Penalty: 849.752747 Iteration 8Q: 3 clusters Score -646938.3 nChanged 175 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2696 members Mstep: Class 2 contains 8665 members Entering Unmasked Estep Score: -647018.062500 Penalty: 849.752747 Iteration 9Q: 3 clusters Score -647018.1 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2613 members Mstep: Class 2 contains 8748 members Entering Unmasked Estep Score: -647061.125000 Penalty: 849.752747 Iteration 10Q: 3 clusters Score -647061.1 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2529 members Mstep: Class 2 contains 8832 members Entering Unmasked Estep Score: -647102.875000 Penalty: 849.752747 Iteration 11Q: 3 clusters Score -647102.9 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2463 members Mstep: Class 2 contains 8898 members Entering Unmasked Estep Score: -647124.687500 Penalty: 849.752747 Iteration 12Q: 3 clusters Score -647124.7 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2396 members Mstep: Class 2 contains 8965 members Entering Unmasked Estep Score: -647143.375000 Penalty: 849.752747 Iteration 13Q: 3 clusters Score -647143.4 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2341 members Mstep: Class 2 contains 9020 members Entering Unmasked Estep Score: -647156.500000 Penalty: 849.752747 Iteration 14Q: 3 clusters Score -647156.5 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2292 members Mstep: Class 2 contains 9069 members Entering Unmasked Estep Score: -647164.500000 Penalty: 849.752747 Iteration 15Q: 3 clusters Score -647164.5 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2251 members Mstep: Class 2 contains 9110 members Entering Unmasked Estep Score: -647171.562500 Penalty: 849.752747 Iteration 16Q: 3 clusters Score -647171.6 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2223 members Mstep: Class 2 contains 9138 members Entering Unmasked Estep Score: -647175.250000 Penalty: 849.752747 Iteration 17Q: 3 clusters Score -647175.2 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2205 members Mstep: Class 2 contains 9156 members Entering Unmasked Estep Score: -647178.187500 Penalty: 849.752747 Iteration 18Q: 3 clusters Score -647178.2 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2190 members Mstep: Class 2 contains 9171 members Entering Unmasked Estep Score: -647177.500000 Penalty: 849.752747 Iteration 19Q: 3 clusters Score -647177.5 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2173 members Mstep: Class 2 contains 9188 members Entering Unmasked Estep Score: -647178.437500 Penalty: 849.752747 Iteration 20F: 3 clusters Score -647178.4 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2147 members Mstep: Class 2 contains 9214 members Entering Unmasked Estep Score: -647182.062500 Penalty: 849.752747 Iteration 21Q: 3 clusters Score -647182.1 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2127 members Mstep: Class 2 contains 9234 members Entering Unmasked Estep Score: -647187.562500 Penalty: 849.752747 Iteration 22Q: 3 clusters Score -647187.6 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2106 members Mstep: Class 2 contains 9255 members Entering Unmasked Estep Score: -647187.312500 Penalty: 849.752747 Iteration 23Q: 3 clusters Score -647187.3 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2081 members Mstep: Class 2 contains 9280 members Entering Unmasked Estep Score: -647191.375000 Penalty: 849.752747 Iteration 24Q: 3 clusters Score -647191.4 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2060 members Mstep: Class 2 contains 9301 members Entering Unmasked Estep Score: -647197.187500 Penalty: 849.752747 Iteration 25Q: 3 clusters Score -647197.2 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2042 members Mstep: Class 2 contains 9319 members Entering Unmasked Estep Score: -647197.562500 Penalty: 849.752747 Iteration 26Q: 3 clusters Score -647197.6 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2028 members Mstep: Class 2 contains 9333 members Entering Unmasked Estep Score: -647197.812500 Penalty: 849.752747 Iteration 27Q: 3 clusters Score -647197.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2018 members Mstep: Class 2 contains 9343 members Entering Unmasked Estep Score: -647198.750000 Penalty: 849.752747 Iteration 28Q: 3 clusters Score -647198.8 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2007 members Mstep: Class 2 contains 9354 members Entering Unmasked Estep Score: -647199.187500 Penalty: 849.752747 Iteration 29Q: 3 clusters Score -647199.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1996 members Mstep: Class 2 contains 9365 members Entering Unmasked Estep Score: -647200.125000 Penalty: 849.752747 Iteration 30Q: 3 clusters Score -647200.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1989 members Mstep: Class 2 contains 9372 members Entering Unmasked Estep Score: -647200.562500 Penalty: 849.752747 Iteration 31Q: 3 clusters Score -647200.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1985 members Mstep: Class 2 contains 9376 members Entering Unmasked Estep Score: -647201.125000 Penalty: 849.752747 Iteration 32Q: 3 clusters Score -647201.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1978 members Mstep: Class 2 contains 9383 members Entering Unmasked Estep Score: -647201.937500 Penalty: 849.752747 Iteration 33Q: 3 clusters Score -647201.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1972 members Mstep: Class 2 contains 9389 members Entering Unmasked Estep Score: -647203.125000 Penalty: 849.752747 Iteration 34Q: 3 clusters Score -647203.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1967 members Mstep: Class 2 contains 9394 members Entering Unmasked Estep Score: -647202.812500 Penalty: 849.752747 Iteration 35Q: 3 clusters Score -647202.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1966 members Mstep: Class 2 contains 9395 members Entering Unmasked Estep Score: -647202.812500 Penalty: 849.752747 Iteration 36Q: 3 clusters Score -647202.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1964 members Mstep: Class 2 contains 9397 members Entering Unmasked Estep Score: -647202.750000 Penalty: 849.752747 Iteration 37Q: 3 clusters Score -647202.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1961 members Mstep: Class 2 contains 9400 members Entering Unmasked Estep Score: -647203.062500 Penalty: 849.752747 Iteration 38Q: 3 clusters Score -647203.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1961 members Mstep: Class 2 contains 9400 members Entering Unmasked Estep Score: -647203.062500 Penalty: 849.752747 Iteration 39F: 3 clusters Score -647203.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 30 (3199 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3199 members Entering Unmasked Estep Score: -156658.359375 Penalty: 367.212006 Iteration 0F: 2 clusters Score -156658.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1582 members Mstep: Class 2 contains 1617 members Entering Unmasked Estep Score: -154428.453125 Penalty: 734.424011 Iteration 0F: 3 clusters Score -154428.5 nChanged 1408 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1444 members Mstep: Class 2 contains 1755 members Entering Unmasked Estep Score: -155275.859375 Penalty: 734.424011 Iteration 1F: 3 clusters Score -155275.9 nChanged 266 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1326 members Mstep: Class 2 contains 1873 members Entering Unmasked Estep Score: -155451.109375 Penalty: 734.424011 Iteration 2F: 3 clusters Score -155451.1 nChanged 246 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1184 members Mstep: Class 2 contains 2015 members Entering Unmasked Estep Score: -155666.796875 Penalty: 734.424011 Iteration 3F: 3 clusters Score -155666.8 nChanged 234 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1064 members Mstep: Class 2 contains 2135 members Entering Unmasked Estep Score: -155860.234375 Penalty: 734.424011 Iteration 4F: 3 clusters Score -155860.2 nChanged 192 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 966 members Mstep: Class 2 contains 2233 members Entering Unmasked Estep Score: -156021.218750 Penalty: 734.424011 Iteration 5F: 3 clusters Score -156021.2 nChanged 154 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 900 members Mstep: Class 2 contains 2299 members Entering Unmasked Estep Score: -156126.328125 Penalty: 734.424011 Iteration 6Q: 3 clusters Score -156126.3 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 860 members Mstep: Class 2 contains 2339 members Entering Unmasked Estep Score: -156180.265625 Penalty: 734.424011 Iteration 7Q: 3 clusters Score -156180.3 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 826 members Mstep: Class 2 contains 2373 members Entering Unmasked Estep Score: -156225.171875 Penalty: 734.424011 Iteration 8Q: 3 clusters Score -156225.2 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 800 members Mstep: Class 2 contains 2399 members Entering Unmasked Estep Score: -156267.328125 Penalty: 734.424011 Iteration 9Q: 3 clusters Score -156267.3 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 776 members Mstep: Class 2 contains 2423 members Entering Unmasked Estep Score: -156298.593750 Penalty: 734.424011 Iteration 10Q: 3 clusters Score -156298.6 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 762 members Mstep: Class 2 contains 2437 members Entering Unmasked Estep Score: -156320.718750 Penalty: 734.424011 Iteration 11Q: 3 clusters Score -156320.7 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 754 members Mstep: Class 2 contains 2445 members Entering Unmasked Estep Score: -156329.171875 Penalty: 734.424011 Iteration 12Q: 3 clusters Score -156329.2 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 750 members Mstep: Class 2 contains 2449 members Entering Unmasked Estep Score: -156335.734375 Penalty: 734.424011 Iteration 13Q: 3 clusters Score -156335.7 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 748 members Mstep: Class 2 contains 2451 members Entering Unmasked Estep Score: -156341.718750 Penalty: 734.424011 Iteration 14Q: 3 clusters Score -156341.7 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 743 members Mstep: Class 2 contains 2456 members Entering Unmasked Estep Score: -156347.203125 Penalty: 734.424011 Iteration 15Q: 3 clusters Score -156347.2 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 740 members Mstep: Class 2 contains 2459 members Entering Unmasked Estep Score: -156349.750000 Penalty: 734.424011 Iteration 16Q: 3 clusters Score -156349.8 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 735 members Mstep: Class 2 contains 2464 members Entering Unmasked Estep Score: -156353.203125 Penalty: 734.424011 Iteration 17Q: 3 clusters Score -156353.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 729 members Mstep: Class 2 contains 2470 members Entering Unmasked Estep Score: -156357.468750 Penalty: 734.424011 Iteration 18Q: 3 clusters Score -156357.5 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 724 members Mstep: Class 2 contains 2475 members Entering Unmasked Estep Score: -156361.000000 Penalty: 734.424011 Iteration 19Q: 3 clusters Score -156361 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 726 members Mstep: Class 2 contains 2473 members Entering Unmasked Estep Score: -156364.250000 Penalty: 734.424011 Iteration 20F: 3 clusters Score -156364.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 733 members Mstep: Class 2 contains 2466 members Entering Unmasked Estep Score: -156366.734375 Penalty: 734.424011 Iteration 21Q: 3 clusters Score -156366.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 734 members Mstep: Class 2 contains 2465 members Entering Unmasked Estep Score: -156368.203125 Penalty: 734.424011 Iteration 22Q: 3 clusters Score -156368.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 733 members Mstep: Class 2 contains 2466 members Entering Unmasked Estep Score: -156369.218750 Penalty: 734.424011 Iteration 23Q: 3 clusters Score -156369.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 732 members Mstep: Class 2 contains 2467 members Entering Unmasked Estep Score: -156370.828125 Penalty: 734.424011 Iteration 24Q: 3 clusters Score -156370.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 728 members Mstep: Class 2 contains 2471 members Entering Unmasked Estep Score: -156375.406250 Penalty: 734.424011 Iteration 25Q: 3 clusters Score -156375.4 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 728 members Mstep: Class 2 contains 2471 members Entering Unmasked Estep Score: -156377.250000 Penalty: 734.424011 Iteration 26Q: 3 clusters Score -156377.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 731 members Mstep: Class 2 contains 2468 members Entering Unmasked Estep Score: -156378.343750 Penalty: 734.424011 Iteration 27Q: 3 clusters Score -156378.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 727 members Mstep: Class 2 contains 2472 members Entering Unmasked Estep Score: -156379.500000 Penalty: 734.424011 Iteration 28Q: 3 clusters Score -156379.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 722 members Mstep: Class 2 contains 2477 members Entering Unmasked Estep Score: -156381.093750 Penalty: 734.424011 Iteration 29Q: 3 clusters Score -156381.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 719 members Mstep: Class 2 contains 2480 members Entering Unmasked Estep Score: -156381.984375 Penalty: 734.424011 Iteration 30Q: 3 clusters Score -156382 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 715 members Mstep: Class 2 contains 2484 members Entering Unmasked Estep Score: -156382.609375 Penalty: 734.424011 Iteration 31Q: 3 clusters Score -156382.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 709 members Mstep: Class 2 contains 2490 members Entering Unmasked Estep Score: -156384.203125 Penalty: 734.424011 Iteration 32Q: 3 clusters Score -156384.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 702 members Mstep: Class 2 contains 2497 members Entering Unmasked Estep Score: -156386.468750 Penalty: 734.424011 Iteration 33Q: 3 clusters Score -156386.5 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 691 members Mstep: Class 2 contains 2508 members Entering Unmasked Estep Score: -156390.265625 Penalty: 734.424011 Iteration 34Q: 3 clusters Score -156390.3 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 682 members Mstep: Class 2 contains 2517 members Entering Unmasked Estep Score: -156393.656250 Penalty: 734.424011 Iteration 35Q: 3 clusters Score -156393.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 674 members Mstep: Class 2 contains 2525 members Entering Unmasked Estep Score: -156396.921875 Penalty: 734.424011 Iteration 36Q: 3 clusters Score -156396.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 671 members Mstep: Class 2 contains 2528 members Entering Unmasked Estep Score: -156398.390625 Penalty: 734.424011 Iteration 37Q: 3 clusters Score -156398.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 675 members Mstep: Class 2 contains 2524 members Entering Unmasked Estep Score: -156399.515625 Penalty: 734.424011 Iteration 38Q: 3 clusters Score -156399.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 680 members Mstep: Class 2 contains 2519 members Entering Unmasked Estep Score: -156401.109375 Penalty: 734.424011 Iteration 39Q: 3 clusters Score -156401.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 685 members Mstep: Class 2 contains 2514 members Entering Unmasked Estep Score: -156402.296875 Penalty: 734.424011 Iteration 40F: 3 clusters Score -156402.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 692 members Mstep: Class 2 contains 2507 members Entering Unmasked Estep Score: -156403.062500 Penalty: 734.424011 Iteration 41Q: 3 clusters Score -156403.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 691 members Mstep: Class 2 contains 2508 members Entering Unmasked Estep Score: -156404.921875 Penalty: 734.424011 Iteration 42Q: 3 clusters Score -156404.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 690 members Mstep: Class 2 contains 2509 members Entering Unmasked Estep Score: -156406.187500 Penalty: 734.424011 Iteration 43Q: 3 clusters Score -156406.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 689 members Mstep: Class 2 contains 2510 members Entering Unmasked Estep Score: -156407.359375 Penalty: 734.424011 Iteration 44Q: 3 clusters Score -156407.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 692 members Mstep: Class 2 contains 2507 members Entering Unmasked Estep Score: -156409.953125 Penalty: 734.424011 Iteration 45Q: 3 clusters Score -156410 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 694 members Mstep: Class 2 contains 2505 members Entering Unmasked Estep Score: -156411.281250 Penalty: 734.424011 Iteration 46Q: 3 clusters Score -156411.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 696 members Mstep: Class 2 contains 2503 members Entering Unmasked Estep Score: -156411.843750 Penalty: 734.424011 Iteration 47Q: 3 clusters Score -156411.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 697 members Mstep: Class 2 contains 2502 members Entering Unmasked Estep Score: -156413.359375 Penalty: 734.424011 Iteration 48Q: 3 clusters Score -156413.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 701 members Mstep: Class 2 contains 2498 members Entering Unmasked Estep Score: -156415.093750 Penalty: 734.424011 Iteration 49Q: 3 clusters Score -156415.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 704 members Mstep: Class 2 contains 2495 members Entering Unmasked Estep Score: -156416.593750 Penalty: 734.424011 Iteration 50Q: 3 clusters Score -156416.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 710 members Mstep: Class 2 contains 2489 members Entering Unmasked Estep Score: -156418.625000 Penalty: 734.424011 Iteration 51Q: 3 clusters Score -156418.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 711 members Mstep: Class 2 contains 2488 members Entering Unmasked Estep Score: -156419.265625 Penalty: 734.424011 Iteration 52Q: 3 clusters Score -156419.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 712 members Mstep: Class 2 contains 2487 members Entering Unmasked Estep Score: -156420.046875 Penalty: 734.424011 Iteration 53Q: 3 clusters Score -156420 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 713 members Mstep: Class 2 contains 2486 members Entering Unmasked Estep Score: -156420.609375 Penalty: 734.424011 Iteration 54Q: 3 clusters Score -156420.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 711 members Mstep: Class 2 contains 2488 members Entering Unmasked Estep Score: -156422.093750 Penalty: 734.424011 Iteration 55Q: 3 clusters Score -156422.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 707 members Mstep: Class 2 contains 2492 members Entering Unmasked Estep Score: -156423.296875 Penalty: 734.424011 Iteration 56Q: 3 clusters Score -156423.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 704 members Mstep: Class 2 contains 2495 members Entering Unmasked Estep Score: -156424.000000 Penalty: 734.424011 Iteration 57Q: 3 clusters Score -156424 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 701 members Mstep: Class 2 contains 2498 members Entering Unmasked Estep Score: -156424.875000 Penalty: 734.424011 Iteration 58Q: 3 clusters Score -156424.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 694 members Mstep: Class 2 contains 2505 members Entering Unmasked Estep Score: -156426.718750 Penalty: 734.424011 Iteration 59Q: 3 clusters Score -156426.7 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 685 members Mstep: Class 2 contains 2514 members Entering Unmasked Estep Score: -156430.796875 Penalty: 734.424011 Iteration 60F: 3 clusters Score -156430.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 677 members Mstep: Class 2 contains 2522 members Entering Unmasked Estep Score: -156435.968750 Penalty: 734.424011 Iteration 61Q: 3 clusters Score -156436 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 672 members Mstep: Class 2 contains 2527 members Entering Unmasked Estep Score: -156439.750000 Penalty: 734.424011 Iteration 62Q: 3 clusters Score -156439.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 662 members Mstep: Class 2 contains 2537 members Entering Unmasked Estep Score: -156444.812500 Penalty: 734.424011 Iteration 63Q: 3 clusters Score -156444.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 657 members Mstep: Class 2 contains 2542 members Entering Unmasked Estep Score: -156447.125000 Penalty: 734.424011 Iteration 64Q: 3 clusters Score -156447.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 654 members Mstep: Class 2 contains 2545 members Entering Unmasked Estep Score: -156448.593750 Penalty: 734.424011 Iteration 65Q: 3 clusters Score -156448.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 651 members Mstep: Class 2 contains 2548 members Entering Unmasked Estep Score: -156448.750000 Penalty: 734.424011 Iteration 66Q: 3 clusters Score -156448.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 650 members Mstep: Class 2 contains 2549 members Entering Unmasked Estep Score: -156448.734375 Penalty: 734.424011 Iteration 67Q: 3 clusters Score -156448.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 649 members Mstep: Class 2 contains 2550 members Entering Unmasked Estep Score: -156449.046875 Penalty: 734.424011 Iteration 68Q: 3 clusters Score -156449 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 649 members Mstep: Class 2 contains 2550 members Entering Unmasked Estep Score: -156449.046875 Penalty: 734.424011 Iteration 69F: 3 clusters Score -156449 nChanged 0 Entering ConstructFrom: Trying to split cluster 31 (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: -208995.171875 Penalty: 375.946442 Iteration 0F: 2 clusters Score -208995.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1924 members Mstep: Class 2 contains 1952 members Entering Unmasked Estep Score: -206353.906250 Penalty: 751.892883 Iteration 0F: 3 clusters Score -206353.9 nChanged 1751 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1967 members Mstep: Class 2 contains 1909 members Entering Unmasked Estep Score: -207351.875000 Penalty: 751.892883 Iteration 1F: 3 clusters Score -207351.9 nChanged 208 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1999 members Mstep: Class 2 contains 1877 members Entering Unmasked Estep Score: -207438.515625 Penalty: 751.892883 Iteration 2F: 3 clusters Score -207438.5 nChanged 187 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2022 members Mstep: Class 2 contains 1854 members Entering Unmasked Estep Score: -207518.828125 Penalty: 751.892883 Iteration 3Q: 3 clusters Score -207518.8 nChanged 156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2026 members Mstep: Class 2 contains 1850 members Entering Unmasked Estep Score: -207574.000000 Penalty: 751.892883 Iteration 4Q: 3 clusters Score -207574 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2024 members Mstep: Class 2 contains 1852 members Entering Unmasked Estep Score: -207627.687500 Penalty: 751.892883 Iteration 5Q: 3 clusters Score -207627.7 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2022 members Mstep: Class 2 contains 1854 members Entering Unmasked Estep Score: -207683.265625 Penalty: 751.892883 Iteration 6Q: 3 clusters Score -207683.3 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1997 members Mstep: Class 2 contains 1879 members Entering Unmasked Estep Score: -207754.921875 Penalty: 751.892883 Iteration 7Q: 3 clusters Score -207754.9 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1962 members Mstep: Class 2 contains 1914 members Entering Unmasked Estep Score: -207854.734375 Penalty: 751.892883 Iteration 8Q: 3 clusters Score -207854.7 nChanged 159 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1941 members Mstep: Class 2 contains 1935 members Entering Unmasked Estep Score: -207979.046875 Penalty: 751.892883 Iteration 9Q: 3 clusters Score -207979 nChanged 174 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1919 members Mstep: Class 2 contains 1957 members Entering Unmasked Estep Score: -208108.203125 Penalty: 751.892883 Iteration 10Q: 3 clusters Score -208108.2 nChanged 157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1900 members Mstep: Class 2 contains 1976 members Entering Unmasked Estep Score: -208198.734375 Penalty: 751.892883 Iteration 11Q: 3 clusters Score -208198.7 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1887 members Mstep: Class 2 contains 1989 members Entering Unmasked Estep Score: -208297.140625 Penalty: 751.892883 Iteration 12Q: 3 clusters Score -208297.1 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1878 members Mstep: Class 2 contains 1998 members Entering Unmasked Estep Score: -208386.109375 Penalty: 751.892883 Iteration 13Q: 3 clusters Score -208386.1 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1877 members Mstep: Class 2 contains 1999 members Entering Unmasked Estep Score: -208471.937500 Penalty: 751.892883 Iteration 14Q: 3 clusters Score -208471.9 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1870 members Mstep: Class 2 contains 2006 members Entering Unmasked Estep Score: -208534.015625 Penalty: 751.892883 Iteration 15Q: 3 clusters Score -208534 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1857 members Mstep: Class 2 contains 2019 members Entering Unmasked Estep Score: -208580.453125 Penalty: 751.892883 Iteration 16Q: 3 clusters Score -208580.5 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1845 members Mstep: Class 2 contains 2031 members Entering Unmasked Estep Score: -208620.828125 Penalty: 751.892883 Iteration 17Q: 3 clusters Score -208620.8 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1838 members Mstep: Class 2 contains 2038 members Entering Unmasked Estep Score: -208656.750000 Penalty: 751.892883 Iteration 18Q: 3 clusters Score -208656.8 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1826 members Mstep: Class 2 contains 2050 members Entering Unmasked Estep Score: -208684.015625 Penalty: 751.892883 Iteration 19Q: 3 clusters Score -208684 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1826 members Mstep: Class 2 contains 2050 members Entering Unmasked Estep Score: -208703.843750 Penalty: 751.892883 Iteration 20F: 3 clusters Score -208703.8 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1827 members Mstep: Class 2 contains 2049 members Entering Unmasked Estep Score: -208722.031250 Penalty: 751.892883 Iteration 21Q: 3 clusters Score -208722 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1830 members Mstep: Class 2 contains 2046 members Entering Unmasked Estep Score: -208736.796875 Penalty: 751.892883 Iteration 22Q: 3 clusters Score -208736.8 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1838 members Mstep: Class 2 contains 2038 members Entering Unmasked Estep Score: -208748.750000 Penalty: 751.892883 Iteration 23Q: 3 clusters Score -208748.8 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1845 members Mstep: Class 2 contains 2031 members Entering Unmasked Estep Score: -208757.750000 Penalty: 751.892883 Iteration 24Q: 3 clusters Score -208757.8 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1849 members Mstep: Class 2 contains 2027 members Entering Unmasked Estep Score: -208763.156250 Penalty: 751.892883 Iteration 25Q: 3 clusters Score -208763.2 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1851 members Mstep: Class 2 contains 2025 members Entering Unmasked Estep Score: -208766.671875 Penalty: 751.892883 Iteration 26Q: 3 clusters Score -208766.7 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1850 members Mstep: Class 2 contains 2026 members Entering Unmasked Estep Score: -208769.640625 Penalty: 751.892883 Iteration 27Q: 3 clusters Score -208769.6 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1847 members Mstep: Class 2 contains 2029 members Entering Unmasked Estep Score: -208771.921875 Penalty: 751.892883 Iteration 28Q: 3 clusters Score -208771.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1849 members Mstep: Class 2 contains 2027 members Entering Unmasked Estep Score: -208772.859375 Penalty: 751.892883 Iteration 29Q: 3 clusters Score -208772.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1850 members Mstep: Class 2 contains 2026 members Entering Unmasked Estep Score: -208774.187500 Penalty: 751.892883 Iteration 30Q: 3 clusters Score -208774.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1843 members Mstep: Class 2 contains 2033 members Entering Unmasked Estep Score: -208775.453125 Penalty: 751.892883 Iteration 31Q: 3 clusters Score -208775.5 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1833 members Mstep: Class 2 contains 2043 members Entering Unmasked Estep Score: -208777.046875 Penalty: 751.892883 Iteration 32Q: 3 clusters Score -208777 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1827 members Mstep: Class 2 contains 2049 members Entering Unmasked Estep Score: -208778.125000 Penalty: 751.892883 Iteration 33Q: 3 clusters Score -208778.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1821 members Mstep: Class 2 contains 2055 members Entering Unmasked Estep Score: -208779.796875 Penalty: 751.892883 Iteration 34Q: 3 clusters Score -208779.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1817 members Mstep: Class 2 contains 2059 members Entering Unmasked Estep Score: -208779.984375 Penalty: 751.892883 Iteration 35Q: 3 clusters Score -208780 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1813 members Mstep: Class 2 contains 2063 members Entering Unmasked Estep Score: -208781.312500 Penalty: 751.892883 Iteration 36Q: 3 clusters Score -208781.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1808 members Mstep: Class 2 contains 2068 members Entering Unmasked Estep Score: -208783.968750 Penalty: 751.892883 Iteration 37Q: 3 clusters Score -208784 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1800 members Mstep: Class 2 contains 2076 members Entering Unmasked Estep Score: -208785.421875 Penalty: 751.892883 Iteration 38Q: 3 clusters Score -208785.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1794 members Mstep: Class 2 contains 2082 members Entering Unmasked Estep Score: -208787.234375 Penalty: 751.892883 Iteration 39Q: 3 clusters Score -208787.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1787 members Mstep: Class 2 contains 2089 members Entering Unmasked Estep Score: -208789.734375 Penalty: 751.892883 Iteration 40F: 3 clusters Score -208789.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1779 members Mstep: Class 2 contains 2097 members Entering Unmasked Estep Score: -208793.093750 Penalty: 751.892883 Iteration 41Q: 3 clusters Score -208793.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1773 members Mstep: Class 2 contains 2103 members Entering Unmasked Estep Score: -208794.812500 Penalty: 751.892883 Iteration 42Q: 3 clusters Score -208794.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1767 members Mstep: Class 2 contains 2109 members Entering Unmasked Estep Score: -208796.390625 Penalty: 751.892883 Iteration 43Q: 3 clusters Score -208796.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1765 members Mstep: Class 2 contains 2111 members Entering Unmasked Estep Score: -208797.781250 Penalty: 751.892883 Iteration 44Q: 3 clusters Score -208797.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1761 members Mstep: Class 2 contains 2115 members Entering Unmasked Estep Score: -208799.875000 Penalty: 751.892883 Iteration 45Q: 3 clusters Score -208799.9 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1755 members Mstep: Class 2 contains 2121 members Entering Unmasked Estep Score: -208803.078125 Penalty: 751.892883 Iteration 46Q: 3 clusters Score -208803.1 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1746 members Mstep: Class 2 contains 2130 members Entering Unmasked Estep Score: -208806.671875 Penalty: 751.892883 Iteration 47Q: 3 clusters Score -208806.7 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1738 members Mstep: Class 2 contains 2138 members Entering Unmasked Estep Score: -208809.140625 Penalty: 751.892883 Iteration 48Q: 3 clusters Score -208809.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1732 members Mstep: Class 2 contains 2144 members Entering Unmasked Estep Score: -208810.343750 Penalty: 751.892883 Iteration 49Q: 3 clusters Score -208810.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1726 members Mstep: Class 2 contains 2150 members Entering Unmasked Estep Score: -208810.781250 Penalty: 751.892883 Iteration 50Q: 3 clusters Score -208810.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1722 members Mstep: Class 2 contains 2154 members Entering Unmasked Estep Score: -208810.671875 Penalty: 751.892883 Iteration 51Q: 3 clusters Score -208810.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1721 members Mstep: Class 2 contains 2155 members Entering Unmasked Estep Score: -208811.421875 Penalty: 751.892883 Iteration 52Q: 3 clusters Score -208811.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1721 members Mstep: Class 2 contains 2155 members Entering Unmasked Estep Score: -208811.421875 Penalty: 751.892883 Iteration 53F: 3 clusters Score -208811.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 32 (329 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 329 members Entering Unmasked Estep Score: -18096.015625 Penalty: 263.720612 Iteration 0F: 2 clusters Score -18096.02 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 160 members Mstep: Class 2 contains 169 members Entering Unmasked Estep Score: -17736.828125 Penalty: 527.441223 Iteration 0F: 3 clusters Score -17736.83 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141 members Mstep: Class 2 contains 188 members Entering Unmasked Estep Score: -17906.058594 Penalty: 527.441223 Iteration 1F: 3 clusters Score -17906.06 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 119 members Mstep: Class 2 contains 210 members Entering Unmasked Estep Score: -18160.095703 Penalty: 527.441223 Iteration 2F: 3 clusters Score -18160.1 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 94 members Mstep: Class 2 contains 235 members Entering Unmasked Estep Score: -18205.781250 Penalty: 527.441223 Iteration 3F: 3 clusters Score -18205.78 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 89 members Mstep: Class 2 contains 240 members Entering Unmasked Estep Score: -18213.796875 Penalty: 527.441223 Iteration 4Q: 3 clusters Score -18213.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 87 members Mstep: Class 2 contains 242 members Entering Unmasked Estep Score: -18215.253906 Penalty: 527.441223 Iteration 5Q: 3 clusters Score -18215.25 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 87 members Mstep: Class 2 contains 242 members Entering Unmasked Estep Score: -18215.253906 Penalty: 527.441223 Iteration 6F: 3 clusters Score -18215.25 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 29 members Mstep: Class 1 contains 10913 members Mstep: Class 2 contains 30311 members Mstep: Class 3 contains 8377 members Mstep: Class 4 contains 3296 members Mstep: Class 5 contains 7795 members Mstep: Class 6 contains 7462 members Mstep: Class 7 contains 13255 members Mstep: Class 8 contains 1510 members Mstep: Class 9 contains 3889 members Mstep: Class 10 contains 95539 members Mstep: Class 11 contains 2675 members Mstep: Class 12 contains 3126 members Mstep: Class 13 contains 2000 members Mstep: Class 14 contains 24659 members Mstep: Class 15 contains 595 members Mstep: Class 16 contains 19988 members Mstep: Class 17 contains 1224 members Mstep: Class 18 contains 7579 members Mstep: Class 19 contains 1276 members Mstep: Class 20 contains 10294 members Mstep: Class 21 contains 63854 members Mstep: Class 22 contains 944 members Mstep: Class 23 contains 45910 members Mstep: Class 24 contains 322 members Mstep: Class 25 contains 7986 members Mstep: Class 26 contains 119 members Mstep: Class 27 contains 24628 members Mstep: Class 28 contains 3285 members Mstep: Class 29 contains 11361 members Mstep: Class 30 contains 3199 members Mstep: Class 31 contains 3876 members Mstep: Class 32 contains 87 members Mstep: Class 33 contains 1183 members Mstep: Class 34 contains 7790 members Mstep: Class 35 contains 1681 members Mstep: Class 36 contains 242 members Entering Unmasked Estep Score: -22980544.000000 Penalty: 21255.964844 Splitting cluster 32 changes total score from -22980368.000000 to -22980544.000000 So it's getting split into cluster 36. Entering ConstructFrom: Trying to split cluster 33 (1183 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1183 members Entering Unmasked Estep Score: -54848.718750 Penalty: 321.949310 Iteration 0F: 2 clusters Score -54848.72 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 594 members Mstep: Class 2 contains 589 members Entering Unmasked Estep Score: -53918.238281 Penalty: 643.898621 Iteration 0F: 3 clusters Score -53918.24 nChanged 491 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 609 members Mstep: Class 2 contains 574 members Entering Unmasked Estep Score: -54256.687500 Penalty: 643.898621 Iteration 1F: 3 clusters Score -54256.69 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 621 members Mstep: Class 2 contains 562 members Entering Unmasked Estep Score: -54389.792969 Penalty: 643.898621 Iteration 2F: 3 clusters Score -54389.79 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 631 members Mstep: Class 2 contains 552 members Entering Unmasked Estep Score: -54505.062500 Penalty: 643.898621 Iteration 3F: 3 clusters Score -54505.06 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 643 members Mstep: Class 2 contains 540 members Entering Unmasked Estep Score: -54586.621094 Penalty: 643.898621 Iteration 4F: 3 clusters Score -54586.62 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 664 members Mstep: Class 2 contains 519 members Entering Unmasked Estep Score: -54626.648438 Penalty: 643.898621 Iteration 5Q: 3 clusters Score -54626.65 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 672 members Mstep: Class 2 contains 511 members Entering Unmasked Estep Score: -54643.722656 Penalty: 643.898621 Iteration 6Q: 3 clusters Score -54643.72 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 678 members Mstep: Class 2 contains 505 members Entering Unmasked Estep Score: -54652.613281 Penalty: 643.898621 Iteration 7Q: 3 clusters Score -54652.61 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 685 members Mstep: Class 2 contains 498 members Entering Unmasked Estep Score: -54659.386719 Penalty: 643.898621 Iteration 8Q: 3 clusters Score -54659.39 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 695 members Mstep: Class 2 contains 488 members Entering Unmasked Estep Score: -54665.894531 Penalty: 643.898621 Iteration 9Q: 3 clusters Score -54665.89 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 704 members Mstep: Class 2 contains 479 members Entering Unmasked Estep Score: -54669.402344 Penalty: 643.898621 Iteration 10Q: 3 clusters Score -54669.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 711 members Mstep: Class 2 contains 472 members Entering Unmasked Estep Score: -54671.875000 Penalty: 643.898621 Iteration 11Q: 3 clusters Score -54671.88 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 716 members Mstep: Class 2 contains 467 members Entering Unmasked Estep Score: -54673.519531 Penalty: 643.898621 Iteration 12Q: 3 clusters Score -54673.52 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 723 members Mstep: Class 2 contains 460 members Entering Unmasked Estep Score: -54676.019531 Penalty: 643.898621 Iteration 13Q: 3 clusters Score -54676.02 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 725 members Mstep: Class 2 contains 458 members Entering Unmasked Estep Score: -54676.437500 Penalty: 643.898621 Iteration 14Q: 3 clusters Score -54676.44 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 726 members Mstep: Class 2 contains 457 members Entering Unmasked Estep Score: -54676.500000 Penalty: 643.898621 Iteration 15Q: 3 clusters Score -54676.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 726 members Mstep: Class 2 contains 457 members Entering Unmasked Estep Score: -54676.500000 Penalty: 643.898621 Iteration 16F: 3 clusters Score -54676.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 29 members Mstep: Class 1 contains 10913 members Mstep: Class 2 contains 30311 members Mstep: Class 3 contains 8377 members Mstep: Class 4 contains 3296 members Mstep: Class 5 contains 7795 members Mstep: Class 6 contains 7462 members Mstep: Class 7 contains 13255 members Mstep: Class 8 contains 1510 members Mstep: Class 9 contains 3889 members Mstep: Class 10 contains 95539 members Mstep: Class 11 contains 2675 members Mstep: Class 12 contains 3126 members Mstep: Class 13 contains 2000 members Mstep: Class 14 contains 24659 members Mstep: Class 15 contains 595 members Mstep: Class 16 contains 19988 members Mstep: Class 17 contains 1224 members Mstep: Class 18 contains 7579 members Mstep: Class 19 contains 1276 members Mstep: Class 20 contains 10294 members Mstep: Class 21 contains 63854 members Mstep: Class 22 contains 944 members Mstep: Class 23 contains 45910 members Mstep: Class 24 contains 322 members Mstep: Class 25 contains 7986 members Mstep: Class 26 contains 119 members Mstep: Class 27 contains 24628 members Mstep: Class 28 contains 3285 members Mstep: Class 29 contains 11361 members Mstep: Class 30 contains 3199 members Mstep: Class 31 contains 3876 members Mstep: Class 32 contains 87 members Mstep: Class 33 contains 1183 members Entering Unmasked Estep ConsiderDeletion Score: -22980956.000000 Penalty: 21255.964844 Iteration 119Q: 37 clusters Score -2.298096e+07 nChanged 1439 Entering Unmasked Mstep Mstep: Class 0 contains 29 members Mstep: Class 1 contains 10909 members Mstep: Class 2 contains 30394 members Mstep: Class 3 contains 8372 members Mstep: Class 4 contains 3298 members Mstep: Class 5 contains 7785 members Mstep: Class 6 contains 7433 members Mstep: Class 7 contains 13195 members Mstep: Class 8 contains 1533 members Mstep: Class 9 contains 3890 members Mstep: Class 10 contains 95457 members Mstep: Class 11 contains 2685 members Mstep: Class 12 contains 3127 members Mstep: Class 13 contains 2095 members Mstep: Class 14 contains 24667 members Mstep: Class 15 contains 596 members Mstep: Class 16 contains 19993 members Mstep: Class 17 contains 1164 members Mstep: Class 18 contains 7590 members Mstep: Class 19 contains 1254 members Mstep: Class 20 contains 10305 members Mstep: Class 21 contains 63894 members Mstep: Class 22 contains 945 members Mstep: Class 23 contains 45885 members Mstep: Class 24 contains 325 members Mstep: Class 25 contains 7983 members Mstep: Class 26 contains 118 members Mstep: Class 27 contains 24581 members Mstep: Class 28 contains 3289 members Mstep: Class 29 contains 11359 members Mstep: Class 30 contains 3189 members Mstep: Class 31 contains 3925 members Mstep: Class 32 contains 94 members Mstep: Class 33 contains 1184 members Mstep: Class 34 contains 7742 members Mstep: Class 35 contains 1732 members Mstep: Class 36 contains 243 members Entering Unmasked Estep ConsiderDeletion Score: -22981408.000000 Penalty: 21255.964844 Iteration 120F: 37 clusters Score -2.298141e+07 nChanged 1070 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 10906 members Mstep: Class 2 contains 30482 members Mstep: Class 3 contains 8377 members Mstep: Class 4 contains 3296 members Mstep: Class 5 contains 7787 members Mstep: Class 6 contains 7396 members Mstep: Class 7 contains 13213 members Mstep: Class 8 contains 1539 members Mstep: Class 9 contains 3891 members Mstep: Class 10 contains 95367 members Mstep: Class 11 contains 2684 members Mstep: Class 12 contains 3127 members Mstep: Class 13 contains 2109 members Mstep: Class 14 contains 24671 members Mstep: Class 15 contains 594 members Mstep: Class 16 contains 19993 members Mstep: Class 17 contains 1124 members Mstep: Class 18 contains 7602 members Mstep: Class 19 contains 1243 members Mstep: Class 20 contains 10317 members Mstep: Class 21 contains 63925 members Mstep: Class 22 contains 946 members Mstep: Class 23 contains 45744 members Mstep: Class 24 contains 333 members Mstep: Class 25 contains 7983 members Mstep: Class 26 contains 114 members Mstep: Class 27 contains 24525 members Mstep: Class 28 contains 3291 members Mstep: Class 29 contains 11366 members Mstep: Class 30 contains 3179 members Mstep: Class 31 contains 3972 members Mstep: Class 32 contains 99 members Mstep: Class 33 contains 1190 members Mstep: Class 34 contains 7815 members Mstep: Class 35 contains 1791 members Mstep: Class 36 contains 243 members Entering Unmasked Estep ConsiderDeletion Score: -22981656.000000 Penalty: 21255.964844 Iteration 121Q: 37 clusters Score -2.298166e+07 nChanged 892 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 10912 members Mstep: Class 2 contains 30573 members Mstep: Class 3 contains 8383 members Mstep: Class 4 contains 3296 members Mstep: Class 5 contains 7776 members Mstep: Class 6 contains 7348 members Mstep: Class 7 contains 13265 members Mstep: Class 8 contains 1550 members Mstep: Class 9 contains 3891 members Mstep: Class 10 contains 95291 members Mstep: Class 11 contains 2685 members Mstep: Class 12 contains 3127 members Mstep: Class 13 contains 2123 members Mstep: Class 14 contains 24681 members Mstep: Class 15 contains 596 members Mstep: Class 16 contains 19990 members Mstep: Class 17 contains 1101 members Mstep: Class 18 contains 7614 members Mstep: Class 19 contains 1235 members Mstep: Class 20 contains 10330 members Mstep: Class 21 contains 63959 members Mstep: Class 22 contains 947 members Mstep: Class 23 contains 45548 members Mstep: Class 24 contains 337 members Mstep: Class 25 contains 7978 members Mstep: Class 26 contains 113 members Mstep: Class 27 contains 24471 members Mstep: Class 28 contains 3293 members Mstep: Class 29 contains 11373 members Mstep: Class 30 contains 3175 members Mstep: Class 31 contains 4012 members Mstep: Class 32 contains 101 members Mstep: Class 33 contains 1193 members Mstep: Class 34 contains 7911 members Mstep: Class 35 contains 1813 members Mstep: Class 36 contains 243 members Entering Unmasked Estep ConsiderDeletion Score: -22981822.000000 Penalty: 21255.964844 Iteration 122Q: 37 clusters Score -2.298182e+07 nChanged 744 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 10914 members Mstep: Class 2 contains 30655 members Mstep: Class 3 contains 8396 members Mstep: Class 4 contains 3295 members Mstep: Class 5 contains 7766 members Mstep: Class 6 contains 7311 members Mstep: Class 7 contains 13311 members Mstep: Class 8 contains 1562 members Mstep: Class 9 contains 3891 members Mstep: Class 10 contains 95223 members Mstep: Class 11 contains 2689 members Mstep: Class 12 contains 3128 members Mstep: Class 13 contains 2130 members Mstep: Class 14 contains 24690 members Mstep: Class 15 contains 600 members Mstep: Class 16 contains 19993 members Mstep: Class 17 contains 1087 members Mstep: Class 18 contains 7623 members Mstep: Class 19 contains 1233 members Mstep: Class 20 contains 10347 members Mstep: Class 21 contains 63992 members Mstep: Class 22 contains 949 members Mstep: Class 23 contains 45327 members Mstep: Class 24 contains 339 members Mstep: Class 25 contains 7975 members Mstep: Class 26 contains 112 members Mstep: Class 27 contains 24415 members Mstep: Class 28 contains 3293 members Mstep: Class 29 contains 11378 members Mstep: Class 30 contains 3171 members Mstep: Class 31 contains 4048 members Mstep: Class 32 contains 102 members Mstep: Class 33 contains 1198 members Mstep: Class 34 contains 8033 members Mstep: Class 35 contains 1815 members Mstep: Class 36 contains 243 members Entering Unmasked Estep ConsiderDeletion Score: -22981864.000000 Penalty: 21255.964844 Iteration 123Q: 37 clusters Score -2.298186e+07 nChanged 678 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 10914 members Mstep: Class 2 contains 30735 members Mstep: Class 3 contains 8397 members Mstep: Class 4 contains 3294 members Mstep: Class 5 contains 7762 members Mstep: Class 6 contains 7269 members Mstep: Class 7 contains 13365 members Mstep: Class 8 contains 1570 members Mstep: Class 9 contains 3891 members Mstep: Class 10 contains 95157 members Mstep: Class 11 contains 2690 members Mstep: Class 12 contains 3127 members Mstep: Class 13 contains 2136 members Mstep: Class 14 contains 24703 members Mstep: Class 15 contains 601 members Mstep: Class 16 contains 19995 members Mstep: Class 17 contains 1074 members Mstep: Class 18 contains 7628 members Mstep: Class 19 contains 1228 members Mstep: Class 20 contains 10363 members Mstep: Class 21 contains 64027 members Mstep: Class 22 contains 953 members Mstep: Class 23 contains 45101 members Mstep: Class 24 contains 338 members Mstep: Class 25 contains 7975 members Mstep: Class 26 contains 112 members Mstep: Class 27 contains 24372 members Mstep: Class 28 contains 3292 members Mstep: Class 29 contains 11382 members Mstep: Class 30 contains 3170 members Mstep: Class 31 contains 4084 members Mstep: Class 32 contains 103 members Mstep: Class 33 contains 1198 members Mstep: Class 34 contains 8169 members Mstep: Class 35 contains 1815 members Mstep: Class 36 contains 244 members Entering Unmasked Estep ConsiderDeletion Score: -22981880.000000 Penalty: 21255.964844 Iteration 124Q: 37 clusters Score -2.298188e+07 nChanged 648 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 10916 members Mstep: Class 2 contains 30809 members Mstep: Class 3 contains 8398 members Mstep: Class 4 contains 3294 members Mstep: Class 5 contains 7757 members Mstep: Class 6 contains 7221 members Mstep: Class 7 contains 13403 members Mstep: Class 8 contains 1582 members Mstep: Class 9 contains 3892 members Mstep: Class 10 contains 95099 members Mstep: Class 11 contains 2693 members Mstep: Class 12 contains 3127 members Mstep: Class 13 contains 2140 members Mstep: Class 14 contains 24712 members Mstep: Class 15 contains 601 members Mstep: Class 16 contains 19998 members Mstep: Class 17 contains 1065 members Mstep: Class 18 contains 7638 members Mstep: Class 19 contains 1229 members Mstep: Class 20 contains 10378 members Mstep: Class 21 contains 64071 members Mstep: Class 22 contains 955 members Mstep: Class 23 contains 44878 members Mstep: Class 24 contains 338 members Mstep: Class 25 contains 7975 members Mstep: Class 26 contains 112 members Mstep: Class 27 contains 24319 members Mstep: Class 28 contains 3293 members Mstep: Class 29 contains 11382 members Mstep: Class 30 contains 3167 members Mstep: Class 31 contains 4125 members Mstep: Class 32 contains 104 members Mstep: Class 33 contains 1201 members Mstep: Class 34 contains 8298 members Mstep: Class 35 contains 1820 members Mstep: Class 36 contains 244 members Entering Unmasked Estep ConsiderDeletion Score: -22981894.000000 Penalty: 21255.964844 Iteration 125Q: 37 clusters Score -2.298189e+07 nChanged 673 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 10919 members Mstep: Class 2 contains 30875 members Mstep: Class 3 contains 8403 members Mstep: Class 4 contains 3295 members Mstep: Class 5 contains 7759 members Mstep: Class 6 contains 7174 members Mstep: Class 7 contains 13451 members Mstep: Class 8 contains 1590 members Mstep: Class 9 contains 3893 members Mstep: Class 10 contains 95035 members Mstep: Class 11 contains 2696 members Mstep: Class 12 contains 3127 members Mstep: Class 13 contains 2146 members Mstep: Class 14 contains 24719 members Mstep: Class 15 contains 602 members Mstep: Class 16 contains 19999 members Mstep: Class 17 contains 1059 members Mstep: Class 18 contains 7658 members Mstep: Class 19 contains 1227 members Mstep: Class 20 contains 10379 members Mstep: Class 21 contains 64114 members Mstep: Class 22 contains 958 members Mstep: Class 23 contains 44637 members Mstep: Class 24 contains 340 members Mstep: Class 25 contains 7972 members Mstep: Class 26 contains 112 members Mstep: Class 27 contains 24275 members Mstep: Class 28 contains 3294 members Mstep: Class 29 contains 11385 members Mstep: Class 30 contains 3165 members Mstep: Class 31 contains 4166 members Mstep: Class 32 contains 105 members Mstep: Class 33 contains 1201 members Mstep: Class 34 contains 8435 members Mstep: Class 35 contains 1825 members Mstep: Class 36 contains 244 members Entering Unmasked Estep ConsiderDeletion Score: -22981892.000000 Penalty: 21255.964844 Iteration 126Q: 37 clusters Score -2.298189e+07 nChanged 651 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 10925 members Mstep: Class 2 contains 30938 members Mstep: Class 3 contains 8409 members Mstep: Class 4 contains 3296 members Mstep: Class 5 contains 7766 members Mstep: Class 6 contains 7129 members Mstep: Class 7 contains 13501 members Mstep: Class 8 contains 1607 members Mstep: Class 9 contains 3892 members Mstep: Class 10 contains 94982 members Mstep: Class 11 contains 2700 members Mstep: Class 12 contains 3127 members Mstep: Class 13 contains 2154 members Mstep: Class 14 contains 24720 members Mstep: Class 15 contains 601 members Mstep: Class 16 contains 19997 members Mstep: Class 17 contains 1056 members Mstep: Class 18 contains 7677 members Mstep: Class 19 contains 1221 members Mstep: Class 20 contains 10380 members Mstep: Class 21 contains 64151 members Mstep: Class 22 contains 959 members Mstep: Class 23 contains 44379 members Mstep: Class 24 contains 342 members Mstep: Class 25 contains 7972 members Mstep: Class 26 contains 112 members Mstep: Class 27 contains 24229 members Mstep: Class 28 contains 3297 members Mstep: Class 29 contains 11380 members Mstep: Class 30 contains 3166 members Mstep: Class 31 contains 4205 members Mstep: Class 32 contains 105 members Mstep: Class 33 contains 1205 members Mstep: Class 34 contains 8581 members Mstep: Class 35 contains 1829 members Mstep: Class 36 contains 244 members Entering Unmasked Estep ConsiderDeletion Score: -22981836.000000 Penalty: 21255.964844 Iteration 127Q: 37 clusters Score -2.298184e+07 nChanged 601 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 10929 members Mstep: Class 2 contains 31008 members Mstep: Class 3 contains 8425 members Mstep: Class 4 contains 3296 members Mstep: Class 5 contains 7785 members Mstep: Class 6 contains 7070 members Mstep: Class 7 contains 13523 members Mstep: Class 8 contains 1623 members Mstep: Class 9 contains 3892 members Mstep: Class 10 contains 94930 members Mstep: Class 11 contains 2706 members Mstep: Class 12 contains 3127 members Mstep: Class 13 contains 2158 members Mstep: Class 14 contains 24720 members Mstep: Class 15 contains 600 members Mstep: Class 16 contains 19998 members Mstep: Class 17 contains 1049 members Mstep: Class 18 contains 7696 members Mstep: Class 19 contains 1220 members Mstep: Class 20 contains 10377 members Mstep: Class 21 contains 64189 members Mstep: Class 22 contains 961 members Mstep: Class 23 contains 44157 members Mstep: Class 24 contains 345 members Mstep: Class 25 contains 7970 members Mstep: Class 26 contains 112 members Mstep: Class 27 contains 24172 members Mstep: Class 28 contains 3298 members Mstep: Class 29 contains 11374 members Mstep: Class 30 contains 3169 members Mstep: Class 31 contains 4241 members Mstep: Class 32 contains 105 members Mstep: Class 33 contains 1207 members Mstep: Class 34 contains 8727 members Mstep: Class 35 contains 1831 members Mstep: Class 36 contains 244 members Entering Unmasked Estep ConsiderDeletion Score: -22981786.000000 Penalty: 21255.964844 Iteration 128Q: 37 clusters Score -2.298179e+07 nChanged 544 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 10930 members Mstep: Class 2 contains 31082 members Mstep: Class 3 contains 8430 members Mstep: Class 4 contains 3296 members Mstep: Class 5 contains 7807 members Mstep: Class 6 contains 7016 members Mstep: Class 7 contains 13544 members Mstep: Class 8 contains 1639 members Mstep: Class 9 contains 3891 members Mstep: Class 10 contains 94878 members Mstep: Class 11 contains 2708 members Mstep: Class 12 contains 3127 members Mstep: Class 13 contains 2165 members Mstep: Class 14 contains 24724 members Mstep: Class 15 contains 601 members Mstep: Class 16 contains 20001 members Mstep: Class 17 contains 1042 members Mstep: Class 18 contains 7713 members Mstep: Class 19 contains 1219 members Mstep: Class 20 contains 10377 members Mstep: Class 21 contains 64217 members Mstep: Class 22 contains 962 members Mstep: Class 23 contains 43952 members Mstep: Class 24 contains 345 members Mstep: Class 25 contains 7967 members Mstep: Class 26 contains 112 members Mstep: Class 27 contains 24119 members Mstep: Class 28 contains 3299 members Mstep: Class 29 contains 11369 members Mstep: Class 30 contains 3179 members Mstep: Class 31 contains 4270 members Mstep: Class 32 contains 105 members Mstep: Class 33 contains 1206 members Mstep: Class 34 contains 8864 members Mstep: Class 35 contains 1834 members Mstep: Class 36 contains 244 members Entering Unmasked Estep ConsiderDeletion Score: -22981790.000000 Penalty: 21255.964844 Iteration 129Q: 37 clusters Score -2.298179e+07 nChanged 474 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 10934 members Mstep: Class 2 contains 31145 members Mstep: Class 3 contains 8437 members Mstep: Class 4 contains 3296 members Mstep: Class 5 contains 7817 members Mstep: Class 6 contains 6975 members Mstep: Class 7 contains 13562 members Mstep: Class 8 contains 1650 members Mstep: Class 9 contains 3891 members Mstep: Class 10 contains 94827 members Mstep: Class 11 contains 2710 members Mstep: Class 12 contains 3125 members Mstep: Class 13 contains 2170 members Mstep: Class 14 contains 24728 members Mstep: Class 15 contains 601 members Mstep: Class 16 contains 20005 members Mstep: Class 17 contains 1039 members Mstep: Class 18 contains 7729 members Mstep: Class 19 contains 1216 members Mstep: Class 20 contains 10380 members Mstep: Class 21 contains 64238 members Mstep: Class 22 contains 965 members Mstep: Class 23 contains 43779 members Mstep: Class 24 contains 345 members Mstep: Class 25 contains 7966 members Mstep: Class 26 contains 112 members Mstep: Class 27 contains 24076 members Mstep: Class 28 contains 3299 members Mstep: Class 29 contains 11368 members Mstep: Class 30 contains 3185 members Mstep: Class 31 contains 4287 members Mstep: Class 32 contains 105 members Mstep: Class 33 contains 1207 members Mstep: Class 34 contains 8985 members Mstep: Class 35 contains 1836 members Mstep: Class 36 contains 244 members Entering Unmasked Estep ConsiderDeletion Score: -22981834.000000 Penalty: 21255.964844 Iteration 130Q: 37 clusters Score -2.298183e+07 nChanged 479 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 10938 members Mstep: Class 2 contains 31217 members Mstep: Class 3 contains 8439 members Mstep: Class 4 contains 3296 members Mstep: Class 5 contains 7822 members Mstep: Class 6 contains 6946 members Mstep: Class 7 contains 13576 members Mstep: Class 8 contains 1664 members Mstep: Class 9 contains 3891 members Mstep: Class 10 contains 94778 members Mstep: Class 11 contains 2712 members Mstep: Class 12 contains 3123 members Mstep: Class 13 contains 2179 members Mstep: Class 14 contains 24728 members Mstep: Class 15 contains 601 members Mstep: Class 16 contains 20001 members Mstep: Class 17 contains 1034 members Mstep: Class 18 contains 7745 members Mstep: Class 19 contains 1213 members Mstep: Class 20 contains 10381 members Mstep: Class 21 contains 64263 members Mstep: Class 22 contains 969 members Mstep: Class 23 contains 43579 members Mstep: Class 24 contains 345 members Mstep: Class 25 contains 7964 members Mstep: Class 26 contains 112 members Mstep: Class 27 contains 24028 members Mstep: Class 28 contains 3299 members Mstep: Class 29 contains 11364 members Mstep: Class 30 contains 3196 members Mstep: Class 31 contains 4311 members Mstep: Class 32 contains 105 members Mstep: Class 33 contains 1206 members Mstep: Class 34 contains 9127 members Mstep: Class 35 contains 1838 members Mstep: Class 36 contains 244 members Entering Unmasked Estep ConsiderDeletion Score: -22981924.000000 Penalty: 21255.964844 Iteration 131Q: 37 clusters Score -2.298192e+07 nChanged 472 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 10944 members Mstep: Class 2 contains 31282 members Mstep: Class 3 contains 8451 members Mstep: Class 4 contains 3295 members Mstep: Class 5 contains 7824 members Mstep: Class 6 contains 6916 members Mstep: Class 7 contains 13583 members Mstep: Class 8 contains 1678 members Mstep: Class 9 contains 3891 members Mstep: Class 10 contains 94738 members Mstep: Class 11 contains 2712 members Mstep: Class 12 contains 3121 members Mstep: Class 13 contains 2185 members Mstep: Class 14 contains 24731 members Mstep: Class 15 contains 601 members Mstep: Class 16 contains 19996 members Mstep: Class 17 contains 1029 members Mstep: Class 18 contains 7761 members Mstep: Class 19 contains 1212 members Mstep: Class 20 contains 10376 members Mstep: Class 21 contains 64277 members Mstep: Class 22 contains 971 members Mstep: Class 23 contains 43376 members Mstep: Class 24 contains 345 members Mstep: Class 25 contains 7963 members Mstep: Class 26 contains 112 members Mstep: Class 27 contains 23991 members Mstep: Class 28 contains 3298 members Mstep: Class 29 contains 11363 members Mstep: Class 30 contains 3199 members Mstep: Class 31 contains 4339 members Mstep: Class 32 contains 106 members Mstep: Class 33 contains 1209 members Mstep: Class 34 contains 9276 members Mstep: Class 35 contains 1839 members Mstep: Class 36 contains 244 members Entering Unmasked Estep ConsiderDeletion Score: -22981964.000000 Penalty: 21255.964844 Iteration 132Q: 37 clusters Score -2.298196e+07 nChanged 424 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 10950 members Mstep: Class 2 contains 31335 members Mstep: Class 3 contains 8465 members Mstep: Class 4 contains 3294 members Mstep: Class 5 contains 7828 members Mstep: Class 6 contains 6884 members Mstep: Class 7 contains 13586 members Mstep: Class 8 contains 1699 members Mstep: Class 9 contains 3891 members Mstep: Class 10 contains 94708 members Mstep: Class 11 contains 2713 members Mstep: Class 12 contains 3121 members Mstep: Class 13 contains 2195 members Mstep: Class 14 contains 24734 members Mstep: Class 15 contains 601 members Mstep: Class 16 contains 19996 members Mstep: Class 17 contains 1026 members Mstep: Class 18 contains 7765 members Mstep: Class 19 contains 1209 members Mstep: Class 20 contains 10376 members Mstep: Class 21 contains 64287 members Mstep: Class 22 contains 972 members Mstep: Class 23 contains 43174 members Mstep: Class 24 contains 345 members Mstep: Class 25 contains 7962 members Mstep: Class 26 contains 112 members Mstep: Class 27 contains 23961 members Mstep: Class 28 contains 3298 members Mstep: Class 29 contains 11360 members Mstep: Class 30 contains 3198 members Mstep: Class 31 contains 4367 members Mstep: Class 32 contains 107 members Mstep: Class 33 contains 1215 members Mstep: Class 34 contains 9415 members Mstep: Class 35 contains 1841 members Mstep: Class 36 contains 244 members Entering Unmasked Estep ConsiderDeletion Score: -22981998.000000 Penalty: 21255.964844 Iteration 133Q: 37 clusters Score -2.2982e+07 nChanged 410 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 10953 members Mstep: Class 2 contains 31386 members Mstep: Class 3 contains 8468 members Mstep: Class 4 contains 3294 members Mstep: Class 5 contains 7837 members Mstep: Class 6 contains 6842 members Mstep: Class 7 contains 13595 members Mstep: Class 8 contains 1728 members Mstep: Class 9 contains 3891 members Mstep: Class 10 contains 94685 members Mstep: Class 11 contains 2716 members Mstep: Class 12 contains 3121 members Mstep: Class 13 contains 2199 members Mstep: Class 14 contains 24733 members Mstep: Class 15 contains 601 members Mstep: Class 16 contains 19998 members Mstep: Class 17 contains 1022 members Mstep: Class 18 contains 7769 members Mstep: Class 19 contains 1210 members Mstep: Class 20 contains 10374 members Mstep: Class 21 contains 64305 members Mstep: Class 22 contains 976 members Mstep: Class 23 contains 42999 members Mstep: Class 24 contains 345 members Mstep: Class 25 contains 7963 members Mstep: Class 26 contains 112 members Mstep: Class 27 contains 23927 members Mstep: Class 28 contains 3298 members Mstep: Class 29 contains 11360 members Mstep: Class 30 contains 3202 members Mstep: Class 31 contains 4378 members Mstep: Class 32 contains 107 members Mstep: Class 33 contains 1218 members Mstep: Class 34 contains 9533 members Mstep: Class 35 contains 1845 members Mstep: Class 36 contains 244 members Entering Unmasked Estep ConsiderDeletion Score: -22982002.000000 Penalty: 21255.964844 Iteration 134Q: 37 clusters Score -2.2982e+07 nChanged 387 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 10957 members Mstep: Class 2 contains 31436 members Mstep: Class 3 contains 8485 members Mstep: Class 4 contains 3294 members Mstep: Class 5 contains 7847 members Mstep: Class 6 contains 6793 members Mstep: Class 7 contains 13605 members Mstep: Class 8 contains 1744 members Mstep: Class 9 contains 3890 members Mstep: Class 10 contains 94666 members Mstep: Class 11 contains 2716 members Mstep: Class 12 contains 3121 members Mstep: Class 13 contains 2200 members Mstep: Class 14 contains 24732 members Mstep: Class 15 contains 601 members Mstep: Class 16 contains 20001 members Mstep: Class 17 contains 1018 members Mstep: Class 18 contains 7775 members Mstep: Class 19 contains 1213 members Mstep: Class 20 contains 10370 members Mstep: Class 21 contains 64328 members Mstep: Class 22 contains 978 members Mstep: Class 23 contains 42836 members Mstep: Class 24 contains 345 members Mstep: Class 25 contains 7966 members Mstep: Class 26 contains 112 members Mstep: Class 27 contains 23890 members Mstep: Class 28 contains 3298 members Mstep: Class 29 contains 11355 members Mstep: Class 30 contains 3201 members Mstep: Class 31 contains 4385 members Mstep: Class 32 contains 107 members Mstep: Class 33 contains 1222 members Mstep: Class 34 contains 9657 members Mstep: Class 35 contains 1846 members Mstep: Class 36 contains 244 members Entering Unmasked Estep ConsiderDeletion Score: -22982028.000000 Penalty: 21255.964844 Iteration 135Q: 37 clusters Score -2.298203e+07 nChanged 396 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 10961 members Mstep: Class 2 contains 31495 members Mstep: Class 3 contains 8502 members Mstep: Class 4 contains 3294 members Mstep: Class 5 contains 7863 members Mstep: Class 6 contains 6733 members Mstep: Class 7 contains 13606 members Mstep: Class 8 contains 1758 members Mstep: Class 9 contains 3890 members Mstep: Class 10 contains 94638 members Mstep: Class 11 contains 2716 members Mstep: Class 12 contains 3121 members Mstep: Class 13 contains 2201 members Mstep: Class 14 contains 24731 members Mstep: Class 15 contains 601 members Mstep: Class 16 contains 20000 members Mstep: Class 17 contains 1014 members Mstep: Class 18 contains 7782 members Mstep: Class 19 contains 1209 members Mstep: Class 20 contains 10369 members Mstep: Class 21 contains 64364 members Mstep: Class 22 contains 981 members Mstep: Class 23 contains 42708 members Mstep: Class 24 contains 346 members Mstep: Class 25 contains 7968 members Mstep: Class 26 contains 112 members Mstep: Class 27 contains 23844 members Mstep: Class 28 contains 3298 members Mstep: Class 29 contains 11350 members Mstep: Class 30 contains 3200 members Mstep: Class 31 contains 4398 members Mstep: Class 32 contains 107 members Mstep: Class 33 contains 1222 members Mstep: Class 34 contains 9761 members Mstep: Class 35 contains 1847 members Mstep: Class 36 contains 244 members Entering Unmasked Estep ConsiderDeletion Score: -22982112.000000 Penalty: 21255.964844 Iteration 136Q: 37 clusters Score -2.298211e+07 nChanged 409 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 10961 members Mstep: Class 2 contains 31562 members Mstep: Class 3 contains 8516 members Mstep: Class 4 contains 3295 members Mstep: Class 5 contains 7883 members Mstep: Class 6 contains 6677 members Mstep: Class 7 contains 13601 members Mstep: Class 8 contains 1771 members Mstep: Class 9 contains 3890 members Mstep: Class 10 contains 94592 members Mstep: Class 11 contains 2715 members Mstep: Class 12 contains 3121 members Mstep: Class 13 contains 2200 members Mstep: Class 14 contains 24730 members Mstep: Class 15 contains 600 members Mstep: Class 16 contains 20001 members Mstep: Class 17 contains 1012 members Mstep: Class 18 contains 7787 members Mstep: Class 19 contains 1210 members Mstep: Class 20 contains 10368 members Mstep: Class 21 contains 64398 members Mstep: Class 22 contains 983 members Mstep: Class 23 contains 42586 members Mstep: Class 24 contains 345 members Mstep: Class 25 contains 7971 members Mstep: Class 26 contains 112 members Mstep: Class 27 contains 23795 members Mstep: Class 28 contains 3301 members Mstep: Class 29 contains 11350 members Mstep: Class 30 contains 3203 members Mstep: Class 31 contains 4411 members Mstep: Class 32 contains 107 members Mstep: Class 33 contains 1226 members Mstep: Class 34 contains 9862 members Mstep: Class 35 contains 1848 members Mstep: Class 36 contains 244 members Entering Unmasked Estep ConsiderDeletion Score: -22982080.000000 Penalty: 21255.964844 Iteration 137Q: 37 clusters Score -2.298208e+07 nChanged 419 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 10957 members Mstep: Class 2 contains 31638 members Mstep: Class 3 contains 8521 members Mstep: Class 4 contains 3295 members Mstep: Class 5 contains 7900 members Mstep: Class 6 contains 6617 members Mstep: Class 7 contains 13598 members Mstep: Class 8 contains 1780 members Mstep: Class 9 contains 3890 members Mstep: Class 10 contains 94544 members Mstep: Class 11 contains 2716 members Mstep: Class 12 contains 3121 members Mstep: Class 13 contains 2201 members Mstep: Class 14 contains 24733 members Mstep: Class 15 contains 600 members Mstep: Class 16 contains 20001 members Mstep: Class 17 contains 1010 members Mstep: Class 18 contains 7793 members Mstep: Class 19 contains 1210 members Mstep: Class 20 contains 10367 members Mstep: Class 21 contains 64440 members Mstep: Class 22 contains 985 members Mstep: Class 23 contains 42465 members Mstep: Class 24 contains 345 members Mstep: Class 25 contains 7972 members Mstep: Class 26 contains 112 members Mstep: Class 27 contains 23748 members Mstep: Class 28 contains 3305 members Mstep: Class 29 contains 11347 members Mstep: Class 30 contains 3207 members Mstep: Class 31 contains 4425 members Mstep: Class 32 contains 107 members Mstep: Class 33 contains 1232 members Mstep: Class 34 contains 9959 members Mstep: Class 35 contains 1849 members Mstep: Class 36 contains 244 members Entering Unmasked Estep ConsiderDeletion Score: -22982034.000000 Penalty: 21255.964844 Iteration 138Q: 37 clusters Score -2.298203e+07 nChanged 438 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 10959 members Mstep: Class 2 contains 31715 members Mstep: Class 3 contains 8534 members Mstep: Class 4 contains 3295 members Mstep: Class 5 contains 7926 members Mstep: Class 6 contains 6559 members Mstep: Class 7 contains 13595 members Mstep: Class 8 contains 1792 members Mstep: Class 9 contains 3888 members Mstep: Class 10 contains 94483 members Mstep: Class 11 contains 2721 members Mstep: Class 12 contains 3121 members Mstep: Class 13 contains 2201 members Mstep: Class 14 contains 24732 members Mstep: Class 15 contains 600 members Mstep: Class 16 contains 20001 members Mstep: Class 17 contains 1008 members Mstep: Class 18 contains 7799 members Mstep: Class 19 contains 1209 members Mstep: Class 20 contains 10364 members Mstep: Class 21 contains 64481 members Mstep: Class 22 contains 989 members Mstep: Class 23 contains 42346 members Mstep: Class 24 contains 345 members Mstep: Class 25 contains 7978 members Mstep: Class 26 contains 112 members Mstep: Class 27 contains 23700 members Mstep: Class 28 contains 3305 members Mstep: Class 29 contains 11344 members Mstep: Class 30 contains 3206 members Mstep: Class 31 contains 4435 members Mstep: Class 32 contains 107 members Mstep: Class 33 contains 1235 members Mstep: Class 34 contains 10055 members Mstep: Class 35 contains 1850 members Mstep: Class 36 contains 244 members Entering Unmasked Estep ConsiderDeletion Score: -22982040.000000 Penalty: 21255.964844 Iteration 139Q: 37 clusters Score -2.298204e+07 nChanged 419 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 10962 members Mstep: Class 2 contains 31787 members Mstep: Class 3 contains 8555 members Mstep: Class 4 contains 3294 members Mstep: Class 5 contains 7948 members Mstep: Class 6 contains 6514 members Mstep: Class 7 contains 13594 members Mstep: Class 8 contains 1802 members Mstep: Class 9 contains 3887 members Mstep: Class 10 contains 94421 members Mstep: Class 11 contains 2726 members Mstep: Class 12 contains 3121 members Mstep: Class 13 contains 2202 members Mstep: Class 14 contains 24737 members Mstep: Class 15 contains 601 members Mstep: Class 16 contains 20003 members Mstep: Class 17 contains 1005 members Mstep: Class 18 contains 7804 members Mstep: Class 19 contains 1209 members Mstep: Class 20 contains 10356 members Mstep: Class 21 contains 64511 members Mstep: Class 22 contains 991 members Mstep: Class 23 contains 42242 members Mstep: Class 24 contains 345 members Mstep: Class 25 contains 7981 members Mstep: Class 26 contains 112 members Mstep: Class 27 contains 23646 members Mstep: Class 28 contains 3306 members Mstep: Class 29 contains 11342 members Mstep: Class 30 contains 3206 members Mstep: Class 31 contains 4448 members Mstep: Class 32 contains 107 members Mstep: Class 33 contains 1239 members Mstep: Class 34 contains 10134 members Mstep: Class 35 contains 1852 members Mstep: Class 36 contains 244 members Entering Unmasked Estep ConsiderDeletion Score: -22982036.000000 Penalty: 21255.964844 Iteration 140F: 37 clusters Score -2.298204e+07 nChanged 422 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 10968 members Mstep: Class 2 contains 31872 members Mstep: Class 3 contains 8580 members Mstep: Class 4 contains 3294 members Mstep: Class 5 contains 7962 members Mstep: Class 6 contains 6450 members Mstep: Class 7 contains 13593 members Mstep: Class 8 contains 1810 members Mstep: Class 9 contains 3885 members Mstep: Class 10 contains 94365 members Mstep: Class 11 contains 2731 members Mstep: Class 12 contains 3121 members Mstep: Class 13 contains 2202 members Mstep: Class 14 contains 24738 members Mstep: Class 15 contains 601 members Mstep: Class 16 contains 20005 members Mstep: Class 17 contains 1002 members Mstep: Class 18 contains 7808 members Mstep: Class 19 contains 1207 members Mstep: Class 20 contains 10350 members Mstep: Class 21 contains 64544 members Mstep: Class 22 contains 996 members Mstep: Class 23 contains 42147 members Mstep: Class 24 contains 345 members Mstep: Class 25 contains 7984 members Mstep: Class 26 contains 112 members Mstep: Class 27 contains 23589 members Mstep: Class 28 contains 3305 members Mstep: Class 29 contains 11341 members Mstep: Class 30 contains 3208 members Mstep: Class 31 contains 4460 members Mstep: Class 32 contains 107 members Mstep: Class 33 contains 1246 members Mstep: Class 34 contains 10209 members Mstep: Class 35 contains 1853 members Mstep: Class 36 contains 244 members Entering Unmasked Estep ConsiderDeletion Score: -22982058.000000 Penalty: 21255.964844 Iteration 141Q: 37 clusters Score -2.298206e+07 nChanged 441 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 10970 members Mstep: Class 2 contains 31958 members Mstep: Class 3 contains 8610 members Mstep: Class 4 contains 3293 members Mstep: Class 5 contains 7975 members Mstep: Class 6 contains 6387 members Mstep: Class 7 contains 13586 members Mstep: Class 8 contains 1817 members Mstep: Class 9 contains 3884 members Mstep: Class 10 contains 94328 members Mstep: Class 11 contains 2733 members Mstep: Class 12 contains 3122 members Mstep: Class 13 contains 2198 members Mstep: Class 14 contains 24739 members Mstep: Class 15 contains 602 members Mstep: Class 16 contains 20006 members Mstep: Class 17 contains 1002 members Mstep: Class 18 contains 7816 members Mstep: Class 19 contains 1207 members Mstep: Class 20 contains 10341 members Mstep: Class 21 contains 64573 members Mstep: Class 22 contains 998 members Mstep: Class 23 contains 42046 members Mstep: Class 24 contains 345 members Mstep: Class 25 contains 7984 members Mstep: Class 26 contains 112 members Mstep: Class 27 contains 23523 members Mstep: Class 28 contains 3305 members Mstep: Class 29 contains 11336 members Mstep: Class 30 contains 3212 members Mstep: Class 31 contains 4477 members Mstep: Class 32 contains 107 members Mstep: Class 33 contains 1250 members Mstep: Class 34 contains 10292 members Mstep: Class 35 contains 1856 members Mstep: Class 36 contains 244 members Entering Unmasked Estep ConsiderDeletion Score: -22981982.000000 Penalty: 21255.964844 Iteration 142Q: 37 clusters Score -2.298198e+07 nChanged 434 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 10973 members Mstep: Class 2 contains 32038 members Mstep: Class 3 contains 8630 members Mstep: Class 4 contains 3292 members Mstep: Class 5 contains 7992 members Mstep: Class 6 contains 6337 members Mstep: Class 7 contains 13567 members Mstep: Class 8 contains 1825 members Mstep: Class 9 contains 3884 members Mstep: Class 10 contains 94276 members Mstep: Class 11 contains 2737 members Mstep: Class 12 contains 3122 members Mstep: Class 13 contains 2196 members Mstep: Class 14 contains 24740 members Mstep: Class 15 contains 602 members Mstep: Class 16 contains 20013 members Mstep: Class 17 contains 1002 members Mstep: Class 18 contains 7832 members Mstep: Class 19 contains 1208 members Mstep: Class 20 contains 10326 members Mstep: Class 21 contains 64600 members Mstep: Class 22 contains 1000 members Mstep: Class 23 contains 41956 members Mstep: Class 24 contains 345 members Mstep: Class 25 contains 7984 members Mstep: Class 26 contains 113 members Mstep: Class 27 contains 23472 members Mstep: Class 28 contains 3305 members Mstep: Class 29 contains 11328 members Mstep: Class 30 contains 3210 members Mstep: Class 31 contains 4498 members Mstep: Class 32 contains 107 members Mstep: Class 33 contains 1253 members Mstep: Class 34 contains 10371 members Mstep: Class 35 contains 1856 members Mstep: Class 36 contains 244 members Entering Unmasked Estep ConsiderDeletion Score: -22982006.000000 Penalty: 21255.964844 Iteration 143Q: 37 clusters Score -2.298201e+07 nChanged 418 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 10975 members Mstep: Class 2 contains 32101 members Mstep: Class 3 contains 8653 members Mstep: Class 4 contains 3291 members Mstep: Class 5 contains 8008 members Mstep: Class 6 contains 6280 members Mstep: Class 7 contains 13548 members Mstep: Class 8 contains 1836 members Mstep: Class 9 contains 3884 members Mstep: Class 10 contains 94235 members Mstep: Class 11 contains 2736 members Mstep: Class 12 contains 3122 members Mstep: Class 13 contains 2196 members Mstep: Class 14 contains 24743 members Mstep: Class 15 contains 602 members Mstep: Class 16 contains 20017 members Mstep: Class 17 contains 1001 members Mstep: Class 18 contains 7844 members Mstep: Class 19 contains 1207 members Mstep: Class 20 contains 10318 members Mstep: Class 21 contains 64642 members Mstep: Class 22 contains 1004 members Mstep: Class 23 contains 41873 members Mstep: Class 24 contains 345 members Mstep: Class 25 contains 7985 members Mstep: Class 26 contains 114 members Mstep: Class 27 contains 23420 members Mstep: Class 28 contains 3305 members Mstep: Class 29 contains 11321 members Mstep: Class 30 contains 3210 members Mstep: Class 31 contains 4517 members Mstep: Class 32 contains 107 members Mstep: Class 33 contains 1254 members Mstep: Class 34 contains 10439 members Mstep: Class 35 contains 1857 members Mstep: Class 36 contains 244 members Entering Unmasked Estep ConsiderDeletion Score: -22982002.000000 Penalty: 21255.964844 Iteration 144Q: 37 clusters Score -2.2982e+07 nChanged 421 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 10975 members Mstep: Class 2 contains 32168 members Mstep: Class 3 contains 8661 members Mstep: Class 4 contains 3292 members Mstep: Class 5 contains 8018 members Mstep: Class 6 contains 6217 members Mstep: Class 7 contains 13539 members Mstep: Class 8 contains 1847 members Mstep: Class 9 contains 3884 members Mstep: Class 10 contains 94198 members Mstep: Class 11 contains 2738 members Mstep: Class 12 contains 3122 members Mstep: Class 13 contains 2196 members Mstep: Class 14 contains 24749 members Mstep: Class 15 contains 603 members Mstep: Class 16 contains 20015 members Mstep: Class 17 contains 1000 members Mstep: Class 18 contains 7856 members Mstep: Class 19 contains 1208 members Mstep: Class 20 contains 10317 members Mstep: Class 21 contains 64691 members Mstep: Class 22 contains 1008 members Mstep: Class 23 contains 41780 members Mstep: Class 24 contains 345 members Mstep: Class 25 contains 7988 members Mstep: Class 26 contains 114 members Mstep: Class 27 contains 23360 members Mstep: Class 28 contains 3304 members Mstep: Class 29 contains 11318 members Mstep: Class 30 contains 3216 members Mstep: Class 31 contains 4534 members Mstep: Class 32 contains 107 members Mstep: Class 33 contains 1254 members Mstep: Class 34 contains 10506 members Mstep: Class 35 contains 1862 members Mstep: Class 36 contains 244 members Entering Unmasked Estep ConsiderDeletion Score: -22981978.000000 Penalty: 21255.964844 Iteration 145Q: 37 clusters Score -2.298198e+07 nChanged 397 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 10975 members Mstep: Class 2 contains 32241 members Mstep: Class 3 contains 8658 members Mstep: Class 4 contains 3292 members Mstep: Class 5 contains 8031 members Mstep: Class 6 contains 6147 members Mstep: Class 7 contains 13535 members Mstep: Class 8 contains 1858 members Mstep: Class 9 contains 3884 members Mstep: Class 10 contains 94156 members Mstep: Class 11 contains 2737 members Mstep: Class 12 contains 3122 members Mstep: Class 13 contains 2197 members Mstep: Class 14 contains 24755 members Mstep: Class 15 contains 603 members Mstep: Class 16 contains 20013 members Mstep: Class 17 contains 998 members Mstep: Class 18 contains 7876 members Mstep: Class 19 contains 1210 members Mstep: Class 20 contains 10315 members Mstep: Class 21 contains 64740 members Mstep: Class 22 contains 1015 members Mstep: Class 23 contains 41694 members Mstep: Class 24 contains 345 members Mstep: Class 25 contains 7990 members Mstep: Class 26 contains 114 members Mstep: Class 27 contains 23308 members Mstep: Class 28 contains 3306 members Mstep: Class 29 contains 11317 members Mstep: Class 30 contains 3222 members Mstep: Class 31 contains 4544 members Mstep: Class 32 contains 107 members Mstep: Class 33 contains 1254 members Mstep: Class 34 contains 10562 members Mstep: Class 35 contains 1869 members Mstep: Class 36 contains 244 members Entering Unmasked Estep ConsiderDeletion Score: -22982066.000000 Penalty: 21255.964844 Iteration 146Q: 37 clusters Score -2.298207e+07 nChanged 442 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 10975 members Mstep: Class 2 contains 32314 members Mstep: Class 3 contains 8659 members Mstep: Class 4 contains 3291 members Mstep: Class 5 contains 8047 members Mstep: Class 6 contains 6075 members Mstep: Class 7 contains 13525 members Mstep: Class 8 contains 1873 members Mstep: Class 9 contains 3884 members Mstep: Class 10 contains 94105 members Mstep: Class 11 contains 2738 members Mstep: Class 12 contains 3122 members Mstep: Class 13 contains 2198 members Mstep: Class 14 contains 24768 members Mstep: Class 15 contains 603 members Mstep: Class 16 contains 20010 members Mstep: Class 17 contains 996 members Mstep: Class 18 contains 7903 members Mstep: Class 19 contains 1209 members Mstep: Class 20 contains 10306 members Mstep: Class 21 contains 64790 members Mstep: Class 22 contains 1026 members Mstep: Class 23 contains 41612 members Mstep: Class 24 contains 345 members Mstep: Class 25 contains 7992 members Mstep: Class 26 contains 114 members Mstep: Class 27 contains 23263 members Mstep: Class 28 contains 3309 members Mstep: Class 29 contains 11310 members Mstep: Class 30 contains 3223 members Mstep: Class 31 contains 4553 members Mstep: Class 32 contains 107 members Mstep: Class 33 contains 1254 members Mstep: Class 34 contains 10621 members Mstep: Class 35 contains 1870 members Mstep: Class 36 contains 244 members Entering Unmasked Estep ConsiderDeletion Score: -22982148.000000 Penalty: 21255.964844 Iteration 147Q: 37 clusters Score -2.298215e+07 nChanged 422 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 10976 members Mstep: Class 2 contains 32362 members Mstep: Class 3 contains 8676 members Mstep: Class 4 contains 3290 members Mstep: Class 5 contains 8059 members Mstep: Class 6 contains 6003 members Mstep: Class 7 contains 13517 members Mstep: Class 8 contains 1886 members Mstep: Class 9 contains 3884 members Mstep: Class 10 contains 94066 members Mstep: Class 11 contains 2740 members Mstep: Class 12 contains 3121 members Mstep: Class 13 contains 2196 members Mstep: Class 14 contains 24775 members Mstep: Class 15 contains 604 members Mstep: Class 16 contains 20008 members Mstep: Class 17 contains 992 members Mstep: Class 18 contains 7931 members Mstep: Class 19 contains 1209 members Mstep: Class 20 contains 10294 members Mstep: Class 21 contains 64847 members Mstep: Class 22 contains 1032 members Mstep: Class 23 contains 41539 members Mstep: Class 24 contains 345 members Mstep: Class 25 contains 7993 members Mstep: Class 26 contains 114 members Mstep: Class 27 contains 23215 members Mstep: Class 28 contains 3310 members Mstep: Class 29 contains 11307 members Mstep: Class 30 contains 3227 members Mstep: Class 31 contains 4561 members Mstep: Class 32 contains 108 members Mstep: Class 33 contains 1256 members Mstep: Class 34 contains 10680 members Mstep: Class 35 contains 1867 members Mstep: Class 36 contains 244 members Entering Unmasked Estep ConsiderDeletion Score: -22982132.000000 Penalty: 21255.964844 Iteration 148Q: 37 clusters Score -2.298213e+07 nChanged 366 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 10978 members Mstep: Class 2 contains 32411 members Mstep: Class 3 contains 8692 members Mstep: Class 4 contains 3288 members Mstep: Class 5 contains 8069 members Mstep: Class 6 contains 5939 members Mstep: Class 7 contains 13510 members Mstep: Class 8 contains 1894 members Mstep: Class 9 contains 3884 members Mstep: Class 10 contains 94035 members Mstep: Class 11 contains 2740 members Mstep: Class 12 contains 3121 members Mstep: Class 13 contains 2196 members Mstep: Class 14 contains 24782 members Mstep: Class 15 contains 604 members Mstep: Class 16 contains 20004 members Mstep: Class 17 contains 990 members Mstep: Class 18 contains 7958 members Mstep: Class 19 contains 1210 members Mstep: Class 20 contains 10280 members Mstep: Class 21 contains 64888 members Mstep: Class 22 contains 1038 members Mstep: Class 23 contains 41475 members Mstep: Class 24 contains 345 members Mstep: Class 25 contains 7993 members Mstep: Class 26 contains 114 members Mstep: Class 27 contains 23171 members Mstep: Class 28 contains 3311 members Mstep: Class 29 contains 11302 members Mstep: Class 30 contains 3235 members Mstep: Class 31 contains 4568 members Mstep: Class 32 contains 108 members Mstep: Class 33 contains 1261 members Mstep: Class 34 contains 10729 members Mstep: Class 35 contains 1867 members Mstep: Class 36 contains 244 members Entering Unmasked Estep ConsiderDeletion Score: -22982134.000000 Penalty: 21255.964844 Iteration 149Q: 37 clusters Score -2.298213e+07 nChanged 350 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 10982 members Mstep: Class 2 contains 32465 members Mstep: Class 3 contains 8701 members Mstep: Class 4 contains 3287 members Mstep: Class 5 contains 8066 members Mstep: Class 6 contains 5880 members Mstep: Class 7 contains 13504 members Mstep: Class 8 contains 1901 members Mstep: Class 9 contains 3884 members Mstep: Class 10 contains 94009 members Mstep: Class 11 contains 2741 members Mstep: Class 12 contains 3121 members Mstep: Class 13 contains 2194 members Mstep: Class 14 contains 24791 members Mstep: Class 15 contains 604 members Mstep: Class 16 contains 20001 members Mstep: Class 17 contains 989 members Mstep: Class 18 contains 7988 members Mstep: Class 19 contains 1211 members Mstep: Class 20 contains 10261 members Mstep: Class 21 contains 64923 members Mstep: Class 22 contains 1040 members Mstep: Class 23 contains 41411 members Mstep: Class 24 contains 345 members Mstep: Class 25 contains 7995 members Mstep: Class 26 contains 114 members Mstep: Class 27 contains 23139 members Mstep: Class 28 contains 3311 members Mstep: Class 29 contains 11294 members Mstep: Class 30 contains 3241 members Mstep: Class 31 contains 4574 members Mstep: Class 32 contains 108 members Mstep: Class 33 contains 1264 members Mstep: Class 34 contains 10784 members Mstep: Class 35 contains 1867 members Mstep: Class 36 contains 244 members Entering Unmasked Estep ConsiderDeletion Score: -22982184.000000 Penalty: 21255.964844 Iteration 150Q: 37 clusters Score -2.298218e+07 nChanged 322 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 10984 members Mstep: Class 2 contains 32523 members Mstep: Class 3 contains 8709 members Mstep: Class 4 contains 3285 members Mstep: Class 5 contains 8064 members Mstep: Class 6 contains 5826 members Mstep: Class 7 contains 13497 members Mstep: Class 8 contains 1908 members Mstep: Class 9 contains 3884 members Mstep: Class 10 contains 93978 members Mstep: Class 11 contains 2741 members Mstep: Class 12 contains 3121 members Mstep: Class 13 contains 2194 members Mstep: Class 14 contains 24800 members Mstep: Class 15 contains 604 members Mstep: Class 16 contains 20004 members Mstep: Class 17 contains 989 members Mstep: Class 18 contains 8015 members Mstep: Class 19 contains 1212 members Mstep: Class 20 contains 10246 members Mstep: Class 21 contains 64961 members Mstep: Class 22 contains 1044 members Mstep: Class 23 contains 41355 members Mstep: Class 24 contains 345 members Mstep: Class 25 contains 7995 members Mstep: Class 26 contains 114 members Mstep: Class 27 contains 23096 members Mstep: Class 28 contains 3311 members Mstep: Class 29 contains 11291 members Mstep: Class 30 contains 3244 members Mstep: Class 31 contains 4578 members Mstep: Class 32 contains 108 members Mstep: Class 33 contains 1267 members Mstep: Class 34 contains 10831 members Mstep: Class 35 contains 1866 members Mstep: Class 36 contains 244 members Entering Unmasked Estep ConsiderDeletion Score: -22982194.000000 Penalty: 21255.964844 Iteration 151Q: 37 clusters Score -2.298219e+07 nChanged 327 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 10986 members Mstep: Class 2 contains 32569 members Mstep: Class 3 contains 8721 members Mstep: Class 4 contains 3281 members Mstep: Class 5 contains 8071 members Mstep: Class 6 contains 5781 members Mstep: Class 7 contains 13490 members Mstep: Class 8 contains 1916 members Mstep: Class 9 contains 3884 members Mstep: Class 10 contains 93929 members Mstep: Class 11 contains 2742 members Mstep: Class 12 contains 3121 members Mstep: Class 13 contains 2193 members Mstep: Class 14 contains 24806 members Mstep: Class 15 contains 604 members Mstep: Class 16 contains 20006 members Mstep: Class 17 contains 989 members Mstep: Class 18 contains 8043 members Mstep: Class 19 contains 1213 members Mstep: Class 20 contains 10238 members Mstep: Class 21 contains 64998 members Mstep: Class 22 contains 1048 members Mstep: Class 23 contains 41300 members Mstep: Class 24 contains 345 members Mstep: Class 25 contains 7997 members Mstep: Class 26 contains 114 members Mstep: Class 27 contains 23052 members Mstep: Class 28 contains 3313 members Mstep: Class 29 contains 11293 members Mstep: Class 30 contains 3246 members Mstep: Class 31 contains 4579 members Mstep: Class 32 contains 108 members Mstep: Class 33 contains 1270 members Mstep: Class 34 contains 10879 members Mstep: Class 35 contains 1865 members Mstep: Class 36 contains 244 members Entering Unmasked Estep ConsiderDeletion Score: -22982208.000000 Penalty: 21255.964844 Iteration 152Q: 37 clusters Score -2.298221e+07 nChanged 351 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 10989 members Mstep: Class 2 contains 32620 members Mstep: Class 3 contains 8735 members Mstep: Class 4 contains 3278 members Mstep: Class 5 contains 8072 members Mstep: Class 6 contains 5747 members Mstep: Class 7 contains 13483 members Mstep: Class 8 contains 1922 members Mstep: Class 9 contains 3884 members Mstep: Class 10 contains 93862 members Mstep: Class 11 contains 2744 members Mstep: Class 12 contains 3120 members Mstep: Class 13 contains 2194 members Mstep: Class 14 contains 24814 members Mstep: Class 15 contains 604 members Mstep: Class 16 contains 20003 members Mstep: Class 17 contains 989 members Mstep: Class 18 contains 8075 members Mstep: Class 19 contains 1214 members Mstep: Class 20 contains 10221 members Mstep: Class 21 contains 65041 members Mstep: Class 22 contains 1050 members Mstep: Class 23 contains 41241 members Mstep: Class 24 contains 346 members Mstep: Class 25 contains 8003 members Mstep: Class 26 contains 114 members Mstep: Class 27 contains 23021 members Mstep: Class 28 contains 3316 members Mstep: Class 29 contains 11289 members Mstep: Class 30 contains 3244 members Mstep: Class 31 contains 4584 members Mstep: Class 32 contains 108 members Mstep: Class 33 contains 1273 members Mstep: Class 34 contains 10928 members Mstep: Class 35 contains 1862 members Mstep: Class 36 contains 244 members Entering Unmasked Estep ConsiderDeletion Score: -22982268.000000 Penalty: 21255.964844 Iteration 153Q: 37 clusters Score -2.298227e+07 nChanged 338 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 10989 members Mstep: Class 2 contains 32656 members Mstep: Class 3 contains 8749 members Mstep: Class 4 contains 3274 members Mstep: Class 5 contains 8073 members Mstep: Class 6 contains 5707 members Mstep: Class 7 contains 13479 members Mstep: Class 8 contains 1931 members Mstep: Class 9 contains 3883 members Mstep: Class 10 contains 93806 members Mstep: Class 11 contains 2746 members Mstep: Class 12 contains 3120 members Mstep: Class 13 contains 2196 members Mstep: Class 14 contains 24827 members Mstep: Class 15 contains 605 members Mstep: Class 16 contains 20000 members Mstep: Class 17 contains 988 members Mstep: Class 18 contains 8108 members Mstep: Class 19 contains 1214 members Mstep: Class 20 contains 10192 members Mstep: Class 21 contains 65087 members Mstep: Class 22 contains 1051 members Mstep: Class 23 contains 41171 members Mstep: Class 24 contains 347 members Mstep: Class 25 contains 8006 members Mstep: Class 26 contains 114 members Mstep: Class 27 contains 22998 members Mstep: Class 28 contains 3321 members Mstep: Class 29 contains 11286 members Mstep: Class 30 contains 3244 members Mstep: Class 31 contains 4590 members Mstep: Class 32 contains 108 members Mstep: Class 33 contains 1280 members Mstep: Class 34 contains 10982 members Mstep: Class 35 contains 1862 members Mstep: Class 36 contains 244 members Entering Unmasked Estep ConsiderDeletion Score: -22982318.000000 Penalty: 21255.964844 Iteration 154Q: 37 clusters Score -2.298232e+07 nChanged 290 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 10990 members Mstep: Class 2 contains 32682 members Mstep: Class 3 contains 8757 members Mstep: Class 4 contains 3272 members Mstep: Class 5 contains 8071 members Mstep: Class 6 contains 5674 members Mstep: Class 7 contains 13477 members Mstep: Class 8 contains 1935 members Mstep: Class 9 contains 3883 members Mstep: Class 10 contains 93755 members Mstep: Class 11 contains 2748 members Mstep: Class 12 contains 3120 members Mstep: Class 13 contains 2195 members Mstep: Class 14 contains 24843 members Mstep: Class 15 contains 605 members Mstep: Class 16 contains 20001 members Mstep: Class 17 contains 987 members Mstep: Class 18 contains 8131 members Mstep: Class 19 contains 1215 members Mstep: Class 20 contains 10180 members Mstep: Class 21 contains 65121 members Mstep: Class 22 contains 1053 members Mstep: Class 23 contains 41110 members Mstep: Class 24 contains 347 members Mstep: Class 25 contains 8007 members Mstep: Class 26 contains 114 members Mstep: Class 27 contains 22977 members Mstep: Class 28 contains 3322 members Mstep: Class 29 contains 11288 members Mstep: Class 30 contains 3244 members Mstep: Class 31 contains 4595 members Mstep: Class 32 contains 108 members Mstep: Class 33 contains 1286 members Mstep: Class 34 contains 11032 members Mstep: Class 35 contains 1865 members Mstep: Class 36 contains 244 members Entering Unmasked Estep ConsiderDeletion Score: -22982312.000000 Penalty: 21255.964844 Iteration 155Q: 37 clusters Score -2.298231e+07 nChanged 308 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 10992 members Mstep: Class 2 contains 32704 members Mstep: Class 3 contains 8774 members Mstep: Class 4 contains 3272 members Mstep: Class 5 contains 8070 members Mstep: Class 6 contains 5643 members Mstep: Class 7 contains 13469 members Mstep: Class 8 contains 1938 members Mstep: Class 9 contains 3882 members Mstep: Class 10 contains 93694 members Mstep: Class 11 contains 2749 members Mstep: Class 12 contains 3120 members Mstep: Class 13 contains 2196 members Mstep: Class 14 contains 24867 members Mstep: Class 15 contains 605 members Mstep: Class 16 contains 20000 members Mstep: Class 17 contains 986 members Mstep: Class 18 contains 8159 members Mstep: Class 19 contains 1215 members Mstep: Class 20 contains 10153 members Mstep: Class 21 contains 65161 members Mstep: Class 22 contains 1053 members Mstep: Class 23 contains 41061 members Mstep: Class 24 contains 347 members Mstep: Class 25 contains 8008 members Mstep: Class 26 contains 114 members Mstep: Class 27 contains 22956 members Mstep: Class 28 contains 3327 members Mstep: Class 29 contains 11289 members Mstep: Class 30 contains 3244 members Mstep: Class 31 contains 4604 members Mstep: Class 32 contains 108 members Mstep: Class 33 contains 1289 members Mstep: Class 34 contains 11075 members Mstep: Class 35 contains 1866 members Mstep: Class 36 contains 244 members Entering Unmasked Estep ConsiderDeletion Score: -22982342.000000 Penalty: 21255.964844 Iteration 156Q: 37 clusters Score -2.298234e+07 nChanged 302 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 10995 members Mstep: Class 2 contains 32736 members Mstep: Class 3 contains 8789 members Mstep: Class 4 contains 3272 members Mstep: Class 5 contains 8070 members Mstep: Class 6 contains 5608 members Mstep: Class 7 contains 13470 members Mstep: Class 8 contains 1943 members Mstep: Class 9 contains 3882 members Mstep: Class 10 contains 93634 members Mstep: Class 11 contains 2749 members Mstep: Class 12 contains 3120 members Mstep: Class 13 contains 2197 members Mstep: Class 14 contains 24901 members Mstep: Class 15 contains 605 members Mstep: Class 16 contains 19999 members Mstep: Class 17 contains 984 members Mstep: Class 18 contains 8181 members Mstep: Class 19 contains 1215 members Mstep: Class 20 contains 10132 members Mstep: Class 21 contains 65196 members Mstep: Class 22 contains 1054 members Mstep: Class 23 contains 41010 members Mstep: Class 24 contains 347 members Mstep: Class 25 contains 8009 members Mstep: Class 26 contains 114 members Mstep: Class 27 contains 22924 members Mstep: Class 28 contains 3327 members Mstep: Class 29 contains 11291 members Mstep: Class 30 contains 3244 members Mstep: Class 31 contains 4609 members Mstep: Class 32 contains 108 members Mstep: Class 33 contains 1295 members Mstep: Class 34 contains 11115 members Mstep: Class 35 contains 1865 members Mstep: Class 36 contains 244 members Entering Unmasked Estep ConsiderDeletion Score: -22982318.000000 Penalty: 21255.964844 Iteration 157Q: 37 clusters Score -2.298232e+07 nChanged 279 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 10995 members Mstep: Class 2 contains 32764 members Mstep: Class 3 contains 8801 members Mstep: Class 4 contains 3272 members Mstep: Class 5 contains 8064 members Mstep: Class 6 contains 5570 members Mstep: Class 7 contains 13465 members Mstep: Class 8 contains 1949 members Mstep: Class 9 contains 3882 members Mstep: Class 10 contains 93589 members Mstep: Class 11 contains 2749 members Mstep: Class 12 contains 3120 members Mstep: Class 13 contains 2199 members Mstep: Class 14 contains 24935 members Mstep: Class 15 contains 605 members Mstep: Class 16 contains 19998 members Mstep: Class 17 contains 980 members Mstep: Class 18 contains 8206 members Mstep: Class 19 contains 1216 members Mstep: Class 20 contains 10112 members Mstep: Class 21 contains 65230 members Mstep: Class 22 contains 1056 members Mstep: Class 23 contains 40971 members Mstep: Class 24 contains 347 members Mstep: Class 25 contains 8010 members Mstep: Class 26 contains 114 members Mstep: Class 27 contains 22897 members Mstep: Class 28 contains 3328 members Mstep: Class 29 contains 11290 members Mstep: Class 30 contains 3241 members Mstep: Class 31 contains 4613 members Mstep: Class 32 contains 108 members Mstep: Class 33 contains 1301 members Mstep: Class 34 contains 11148 members Mstep: Class 35 contains 1865 members Mstep: Class 36 contains 244 members Entering Unmasked Estep ConsiderDeletion Score: -22982320.000000 Penalty: 21255.964844 Iteration 158Q: 37 clusters Score -2.298232e+07 nChanged 257 Entering ConstructFrom: Score: -22982320.000000 Penalty: 21255.964844 Entering ConstructFrom: Trying to split cluster 1 (10995 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10995 members Entering Unmasked Estep Score: -618042.687500 Penalty: 423.386414 Iteration 0F: 2 clusters Score -618042.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5526 members Mstep: Class 2 contains 5469 members Entering Unmasked Estep Score: -610752.875000 Penalty: 846.772827 Iteration 0F: 3 clusters Score -610752.9 nChanged 5140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5902 members Mstep: Class 2 contains 5093 members Entering Unmasked Estep Score: -614026.875000 Penalty: 846.772827 Iteration 1F: 3 clusters Score -614026.9 nChanged 794 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6128 members Mstep: Class 2 contains 4867 members Entering Unmasked Estep Score: -614653.062500 Penalty: 846.772827 Iteration 2F: 3 clusters Score -614653.1 nChanged 832 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6400 members Mstep: Class 2 contains 4595 members Entering Unmasked Estep Score: -615319.312500 Penalty: 846.772827 Iteration 3F: 3 clusters Score -615319.3 nChanged 785 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6603 members Mstep: Class 2 contains 4392 members Entering Unmasked Estep Score: -615943.500000 Penalty: 846.772827 Iteration 4F: 3 clusters Score -615943.5 nChanged 642 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6735 members Mstep: Class 2 contains 4260 members Entering Unmasked Estep Score: -616399.312500 Penalty: 846.772827 Iteration 5F: 3 clusters Score -616399.3 nChanged 524 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6789 members Mstep: Class 2 contains 4206 members Entering Unmasked Estep Score: -616710.625000 Penalty: 846.772827 Iteration 6Q: 3 clusters Score -616710.6 nChanged 349 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6838 members Mstep: Class 2 contains 4157 members Entering Unmasked Estep Score: -616865.750000 Penalty: 846.772827 Iteration 7Q: 3 clusters Score -616865.8 nChanged 235 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6903 members Mstep: Class 2 contains 4092 members Entering Unmasked Estep Score: -616957.312500 Penalty: 846.772827 Iteration 8Q: 3 clusters Score -616957.3 nChanged 166 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6965 members Mstep: Class 2 contains 4030 members Entering Unmasked Estep Score: -617037.250000 Penalty: 846.772827 Iteration 9Q: 3 clusters Score -617037.2 nChanged 173 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7044 members Mstep: Class 2 contains 3951 members Entering Unmasked Estep Score: -617117.437500 Penalty: 846.772827 Iteration 10Q: 3 clusters Score -617117.4 nChanged 171 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7141 members Mstep: Class 2 contains 3854 members Entering Unmasked Estep Score: -617197.750000 Penalty: 846.772827 Iteration 11Q: 3 clusters Score -617197.8 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7222 members Mstep: Class 2 contains 3773 members Entering Unmasked Estep Score: -617256.687500 Penalty: 846.772827 Iteration 12Q: 3 clusters Score -617256.7 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7305 members Mstep: Class 2 contains 3690 members Entering Unmasked Estep Score: -617321.312500 Penalty: 846.772827 Iteration 13Q: 3 clusters Score -617321.3 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7373 members Mstep: Class 2 contains 3622 members Entering Unmasked Estep Score: -617378.250000 Penalty: 846.772827 Iteration 14Q: 3 clusters Score -617378.2 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7443 members Mstep: Class 2 contains 3552 members Entering Unmasked Estep Score: -617438.125000 Penalty: 846.772827 Iteration 15Q: 3 clusters Score -617438.1 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7501 members Mstep: Class 2 contains 3494 members Entering Unmasked Estep Score: -617487.875000 Penalty: 846.772827 Iteration 16Q: 3 clusters Score -617487.9 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7570 members Mstep: Class 2 contains 3425 members Entering Unmasked Estep Score: -617531.250000 Penalty: 846.772827 Iteration 17Q: 3 clusters Score -617531.2 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7644 members Mstep: Class 2 contains 3351 members Entering Unmasked Estep Score: -617563.125000 Penalty: 846.772827 Iteration 18Q: 3 clusters Score -617563.1 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7720 members Mstep: Class 2 contains 3275 members Entering Unmasked Estep Score: -617591.687500 Penalty: 846.772827 Iteration 19Q: 3 clusters Score -617591.7 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7784 members Mstep: Class 2 contains 3211 members Entering Unmasked Estep Score: -617609.750000 Penalty: 846.772827 Iteration 20F: 3 clusters Score -617609.8 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7851 members Mstep: Class 2 contains 3144 members Entering Unmasked Estep Score: -617629.312500 Penalty: 846.772827 Iteration 21Q: 3 clusters Score -617629.3 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7918 members Mstep: Class 2 contains 3077 members Entering Unmasked Estep Score: -617642.562500 Penalty: 846.772827 Iteration 22Q: 3 clusters Score -617642.6 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7969 members Mstep: Class 2 contains 3026 members Entering Unmasked Estep Score: -617652.750000 Penalty: 846.772827 Iteration 23Q: 3 clusters Score -617652.8 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8010 members Mstep: Class 2 contains 2985 members Entering Unmasked Estep Score: -617658.500000 Penalty: 846.772827 Iteration 24Q: 3 clusters Score -617658.5 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8054 members Mstep: Class 2 contains 2941 members Entering Unmasked Estep Score: -617664.562500 Penalty: 846.772827 Iteration 25Q: 3 clusters Score -617664.6 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8107 members Mstep: Class 2 contains 2888 members Entering Unmasked Estep Score: -617674.937500 Penalty: 846.772827 Iteration 26Q: 3 clusters Score -617674.9 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8159 members Mstep: Class 2 contains 2836 members Entering Unmasked Estep Score: -617681.625000 Penalty: 846.772827 Iteration 27Q: 3 clusters Score -617681.6 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8195 members Mstep: Class 2 contains 2800 members Entering Unmasked Estep Score: -617685.187500 Penalty: 846.772827 Iteration 28Q: 3 clusters Score -617685.2 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8231 members Mstep: Class 2 contains 2764 members Entering Unmasked Estep Score: -617689.500000 Penalty: 846.772827 Iteration 29Q: 3 clusters Score -617689.5 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8261 members Mstep: Class 2 contains 2734 members Entering Unmasked Estep Score: -617696.750000 Penalty: 846.772827 Iteration 30Q: 3 clusters Score -617696.8 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8284 members Mstep: Class 2 contains 2711 members Entering Unmasked Estep Score: -617695.812500 Penalty: 846.772827 Iteration 31Q: 3 clusters Score -617695.8 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8312 members Mstep: Class 2 contains 2683 members Entering Unmasked Estep Score: -617700.437500 Penalty: 846.772827 Iteration 32Q: 3 clusters Score -617700.4 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8344 members Mstep: Class 2 contains 2651 members Entering Unmasked Estep Score: -617706.312500 Penalty: 846.772827 Iteration 33Q: 3 clusters Score -617706.3 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8373 members Mstep: Class 2 contains 2622 members Entering Unmasked Estep Score: -617709.812500 Penalty: 846.772827 Iteration 34Q: 3 clusters Score -617709.8 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8397 members Mstep: Class 2 contains 2598 members Entering Unmasked Estep Score: -617713.000000 Penalty: 846.772827 Iteration 35Q: 3 clusters Score -617713 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8420 members Mstep: Class 2 contains 2575 members Entering Unmasked Estep Score: -617715.937500 Penalty: 846.772827 Iteration 36Q: 3 clusters Score -617715.9 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8442 members Mstep: Class 2 contains 2553 members Entering Unmasked Estep Score: -617719.375000 Penalty: 846.772827 Iteration 37Q: 3 clusters Score -617719.4 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8468 members Mstep: Class 2 contains 2527 members Entering Unmasked Estep Score: -617720.500000 Penalty: 846.772827 Iteration 38Q: 3 clusters Score -617720.5 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8499 members Mstep: Class 2 contains 2496 members Entering Unmasked Estep Score: -617723.562500 Penalty: 846.772827 Iteration 39Q: 3 clusters Score -617723.6 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8525 members Mstep: Class 2 contains 2470 members Entering Unmasked Estep Score: -617726.000000 Penalty: 846.772827 Iteration 40F: 3 clusters Score -617726 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8554 members Mstep: Class 2 contains 2441 members Entering Unmasked Estep Score: -617727.625000 Penalty: 846.772827 Iteration 41Q: 3 clusters Score -617727.6 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8572 members Mstep: Class 2 contains 2423 members Entering Unmasked Estep Score: -617728.687500 Penalty: 846.772827 Iteration 42Q: 3 clusters Score -617728.7 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8586 members Mstep: Class 2 contains 2409 members Entering Unmasked Estep Score: -617730.187500 Penalty: 846.772827 Iteration 43Q: 3 clusters Score -617730.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8595 members Mstep: Class 2 contains 2400 members Entering Unmasked Estep Score: -617731.562500 Penalty: 846.772827 Iteration 44Q: 3 clusters Score -617731.6 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8613 members Mstep: Class 2 contains 2382 members Entering Unmasked Estep Score: -617733.875000 Penalty: 846.772827 Iteration 45Q: 3 clusters Score -617733.9 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8632 members Mstep: Class 2 contains 2363 members Entering Unmasked Estep Score: -617735.812500 Penalty: 846.772827 Iteration 46Q: 3 clusters Score -617735.8 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8643 members Mstep: Class 2 contains 2352 members Entering Unmasked Estep Score: -617738.000000 Penalty: 846.772827 Iteration 47Q: 3 clusters Score -617738 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8654 members Mstep: Class 2 contains 2341 members Entering Unmasked Estep Score: -617737.875000 Penalty: 846.772827 Iteration 48Q: 3 clusters Score -617737.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8663 members Mstep: Class 2 contains 2332 members Entering Unmasked Estep Score: -617737.687500 Penalty: 846.772827 Iteration 49Q: 3 clusters Score -617737.7 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8672 members Mstep: Class 2 contains 2323 members Entering Unmasked Estep Score: -617737.937500 Penalty: 846.772827 Iteration 50Q: 3 clusters Score -617737.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8679 members Mstep: Class 2 contains 2316 members Entering Unmasked Estep Score: -617738.812500 Penalty: 846.772827 Iteration 51Q: 3 clusters Score -617738.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8680 members Mstep: Class 2 contains 2315 members Entering Unmasked Estep Score: -617739.187500 Penalty: 846.772827 Iteration 52Q: 3 clusters Score -617739.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8680 members Mstep: Class 2 contains 2315 members Entering Unmasked Estep Score: -617739.187500 Penalty: 846.772827 Iteration 53F: 3 clusters Score -617739.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (32781 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32781 members Entering Unmasked Estep Score: -1823789.000000 Penalty: 473.090973 Iteration 0F: 2 clusters Score -1823789 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16515 members Mstep: Class 2 contains 16266 members Entering Unmasked Estep Score: -1801758.875000 Penalty: 946.181946 Iteration 0F: 3 clusters Score -1801759 nChanged 15692 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17929 members Mstep: Class 2 contains 14852 members Entering Unmasked Estep Score: -1811456.000000 Penalty: 946.181946 Iteration 1F: 3 clusters Score -1811456 nChanged 1505 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18724 members Mstep: Class 2 contains 14057 members Entering Unmasked Estep Score: -1812091.500000 Penalty: 946.181946 Iteration 2Q: 3 clusters Score -1812092 nChanged 1580 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19902 members Mstep: Class 2 contains 12879 members Entering Unmasked Estep Score: -1812946.125000 Penalty: 946.181946 Iteration 3Q: 3 clusters Score -1812946 nChanged 1804 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21494 members Mstep: Class 2 contains 11287 members Entering Unmasked Estep Score: -1814122.500000 Penalty: 946.181946 Iteration 4F: 3 clusters Score -1814122 nChanged 2097 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23475 members Mstep: Class 2 contains 9306 members Entering Unmasked Estep Score: -1815633.375000 Penalty: 946.181946 Iteration 5F: 3 clusters Score -1815633 nChanged 2275 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25692 members Mstep: Class 2 contains 7089 members Entering Unmasked Estep Score: -1817434.250000 Penalty: 946.181946 Iteration 6F: 3 clusters Score -1817434 nChanged 2088 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27764 members Mstep: Class 2 contains 5017 members Entering Unmasked Estep Score: -1819144.125000 Penalty: 946.181946 Iteration 7F: 3 clusters Score -1819144 nChanged 1752 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29512 members Mstep: Class 2 contains 3269 members Entering Unmasked Estep Score: -1820646.375000 Penalty: 946.181946 Iteration 8F: 3 clusters Score -1820646 nChanged 1353 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30865 members Mstep: Class 2 contains 1916 members Entering Unmasked Estep Score: -1821812.625000 Penalty: 946.181946 Iteration 9Q: 3 clusters Score -1821813 nChanged 844 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31709 members Mstep: Class 2 contains 1072 members Entering Unmasked Estep Score: -1822510.125000 Penalty: 946.181946 Iteration 10Q: 3 clusters Score -1822510 nChanged 505 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32212 members Mstep: Class 2 contains 569 members Entering Unmasked Estep Score: -1822915.000000 Penalty: 946.181946 Iteration 11Q: 3 clusters Score -1822915 nChanged 271 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32483 members Mstep: Class 2 contains 298 members Entering Unmasked Estep Score: -1823131.625000 Penalty: 946.181946 Iteration 12Q: 3 clusters Score -1823132 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32622 members Mstep: Class 2 contains 159 members Entering Unmasked Estep Score: -1823253.125000 Penalty: 946.181946 Iteration 13Q: 3 clusters Score -1823253 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32678 members Mstep: Class 2 contains 103 members Entering Unmasked Estep Score: -1823311.375000 Penalty: 946.181946 Iteration 14Q: 3 clusters Score -1823311 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32697 members Mstep: Class 2 contains 84 members Entering Unmasked Estep Score: -1823332.375000 Penalty: 946.181946 Iteration 15Q: 3 clusters Score -1823332 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32703 members Mstep: Class 2 contains 78 members Entering Unmasked Estep Score: -1823343.625000 Penalty: 946.181946 Iteration 16Q: 3 clusters Score -1823344 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32706 members Mstep: Class 2 contains 75 members Entering Unmasked Estep Score: -1823350.500000 Penalty: 946.181946 Iteration 17Q: 3 clusters Score -1823350 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32708 members Mstep: Class 2 contains 73 members Entering Unmasked Estep Score: -1823358.250000 Penalty: 946.181946 Iteration 18Q: 3 clusters Score -1823358 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32707 members Mstep: Class 2 contains 74 members Entering Unmasked Estep Score: -1823361.750000 Penalty: 946.181946 Iteration 19Q: 3 clusters Score -1823362 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32708 members Mstep: Class 2 contains 73 members Entering Unmasked Estep Score: -1823363.250000 Penalty: 946.181946 Iteration 20F: 3 clusters Score -1823363 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32709 members Mstep: Class 2 contains 72 members Entering Unmasked Estep Score: -1823365.125000 Penalty: 946.181946 Iteration 21Q: 3 clusters Score -1823365 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32710 members Mstep: Class 2 contains 71 members Entering Unmasked Estep Score: -1823367.625000 Penalty: 946.181946 Iteration 22Q: 3 clusters Score -1823368 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32711 members Mstep: Class 2 contains 70 members Entering Unmasked Estep Score: -1823368.125000 Penalty: 946.181946 Iteration 23Q: 3 clusters Score -1823368 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32711 members Mstep: Class 2 contains 70 members Entering Unmasked Estep Score: -1823368.125000 Penalty: 946.181946 Iteration 24F: 3 clusters Score -1823368 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (8808 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8808 members Entering Unmasked Estep Score: -483964.843750 Penalty: 413.295441 Iteration 0F: 2 clusters Score -483964.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4292 members Mstep: Class 2 contains 4516 members Entering Unmasked Estep Score: -478163.437500 Penalty: 826.590881 Iteration 0F: 3 clusters Score -478163.4 nChanged 4093 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3663 members Mstep: Class 2 contains 5145 members Entering Unmasked Estep Score: -480639.562500 Penalty: 826.590881 Iteration 1F: 3 clusters Score -480639.6 nChanged 583 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3312 members Mstep: Class 2 contains 5496 members Entering Unmasked Estep Score: -480983.093750 Penalty: 826.590881 Iteration 2F: 3 clusters Score -480983.1 nChanged 585 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2863 members Mstep: Class 2 contains 5945 members Entering Unmasked Estep Score: -481415.843750 Penalty: 826.590881 Iteration 3F: 3 clusters Score -481415.8 nChanged 590 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2369 members Mstep: Class 2 contains 6439 members Entering Unmasked Estep Score: -481898.812500 Penalty: 826.590881 Iteration 4F: 3 clusters Score -481898.8 nChanged 528 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1917 members Mstep: Class 2 contains 6891 members Entering Unmasked Estep Score: -482313.750000 Penalty: 826.590881 Iteration 5F: 3 clusters Score -482313.8 nChanged 426 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1523 members Mstep: Class 2 contains 7285 members Entering Unmasked Estep Score: -482644.062500 Penalty: 826.590881 Iteration 6Q: 3 clusters Score -482644.1 nChanged 306 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1235 members Mstep: Class 2 contains 7573 members Entering Unmasked Estep Score: -482850.343750 Penalty: 826.590881 Iteration 7Q: 3 clusters Score -482850.3 nChanged 236 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1003 members Mstep: Class 2 contains 7805 members Entering Unmasked Estep Score: -483006.906250 Penalty: 826.590881 Iteration 8Q: 3 clusters Score -483006.9 nChanged 216 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 789 members Mstep: Class 2 contains 8019 members Entering Unmasked Estep Score: -483138.500000 Penalty: 826.590881 Iteration 9Q: 3 clusters Score -483138.5 nChanged 167 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 622 members Mstep: Class 2 contains 8186 members Entering Unmasked Estep Score: -483241.531250 Penalty: 826.590881 Iteration 10Q: 3 clusters Score -483241.5 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 477 members Mstep: Class 2 contains 8331 members Entering Unmasked Estep Score: -483337.718750 Penalty: 826.590881 Iteration 11Q: 3 clusters Score -483337.7 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 369 members Mstep: Class 2 contains 8439 members Entering Unmasked Estep Score: -483417.437500 Penalty: 826.590881 Iteration 12Q: 3 clusters Score -483417.4 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 297 members Mstep: Class 2 contains 8511 members Entering Unmasked Estep Score: -483473.343750 Penalty: 826.590881 Iteration 13Q: 3 clusters Score -483473.3 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 242 members Mstep: Class 2 contains 8566 members Entering Unmasked Estep Score: -483513.937500 Penalty: 826.590881 Iteration 14Q: 3 clusters Score -483513.9 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 208 members Mstep: Class 2 contains 8600 members Entering Unmasked Estep Score: -483533.656250 Penalty: 826.590881 Iteration 15Q: 3 clusters Score -483533.7 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 182 members Mstep: Class 2 contains 8626 members Entering Unmasked Estep Score: -483551.812500 Penalty: 826.590881 Iteration 16Q: 3 clusters Score -483551.8 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 161 members Mstep: Class 2 contains 8647 members Entering Unmasked Estep Score: -483568.187500 Penalty: 826.590881 Iteration 17Q: 3 clusters Score -483568.2 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 147 members Mstep: Class 2 contains 8661 members Entering Unmasked Estep Score: -483577.937500 Penalty: 826.590881 Iteration 18Q: 3 clusters Score -483577.9 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 136 members Mstep: Class 2 contains 8672 members Entering Unmasked Estep Score: -483586.000000 Penalty: 826.590881 Iteration 19Q: 3 clusters Score -483586 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 129 members Mstep: Class 2 contains 8679 members Entering Unmasked Estep Score: -483594.593750 Penalty: 826.590881 Iteration 20F: 3 clusters Score -483594.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 126 members Mstep: Class 2 contains 8682 members Entering Unmasked Estep Score: -483602.218750 Penalty: 826.590881 Iteration 21Q: 3 clusters Score -483602.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 122 members Mstep: Class 2 contains 8686 members Entering Unmasked Estep Score: -483609.187500 Penalty: 826.590881 Iteration 22Q: 3 clusters Score -483609.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 116 members Mstep: Class 2 contains 8692 members Entering Unmasked Estep Score: -483617.437500 Penalty: 826.590881 Iteration 23Q: 3 clusters Score -483617.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 113 members Mstep: Class 2 contains 8695 members Entering Unmasked Estep Score: -483621.000000 Penalty: 826.590881 Iteration 24Q: 3 clusters Score -483621 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 112 members Mstep: Class 2 contains 8696 members Entering Unmasked Estep Score: -483622.718750 Penalty: 826.590881 Iteration 25Q: 3 clusters Score -483622.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 112 members Mstep: Class 2 contains 8696 members Entering Unmasked Estep Score: -483622.718750 Penalty: 826.590881 Iteration 26F: 3 clusters Score -483622.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (3272 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3272 members Entering Unmasked Estep Score: -183666.203125 Penalty: 368.238647 Iteration 0F: 2 clusters Score -183666.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1641 members Mstep: Class 2 contains 1631 members Entering Unmasked Estep Score: -181382.593750 Penalty: 736.477295 Iteration 0F: 3 clusters Score -181382.6 nChanged 1457 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1616 members Mstep: Class 2 contains 1656 members Entering Unmasked Estep Score: -182289.515625 Penalty: 736.477295 Iteration 1F: 3 clusters Score -182289.5 nChanged 205 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1595 members Mstep: Class 2 contains 1677 members Entering Unmasked Estep Score: -182418.718750 Penalty: 736.477295 Iteration 2F: 3 clusters Score -182418.7 nChanged 199 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1576 members Mstep: Class 2 contains 1696 members Entering Unmasked Estep Score: -182547.234375 Penalty: 736.477295 Iteration 3F: 3 clusters Score -182547.2 nChanged 179 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1579 members Mstep: Class 2 contains 1693 members Entering Unmasked Estep Score: -182694.078125 Penalty: 736.477295 Iteration 4F: 3 clusters Score -182694.1 nChanged 193 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1614 members Mstep: Class 2 contains 1658 members Entering Unmasked Estep Score: -182868.531250 Penalty: 736.477295 Iteration 5F: 3 clusters Score -182868.5 nChanged 166 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1648 members Mstep: Class 2 contains 1624 members Entering Unmasked Estep Score: -182976.500000 Penalty: 736.477295 Iteration 6F: 3 clusters Score -182976.5 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1694 members Mstep: Class 2 contains 1578 members Entering Unmasked Estep Score: -183042.156250 Penalty: 736.477295 Iteration 7Q: 3 clusters Score -183042.2 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1714 members Mstep: Class 2 contains 1558 members Entering Unmasked Estep Score: -183077.953125 Penalty: 736.477295 Iteration 8Q: 3 clusters Score -183078 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1730 members Mstep: Class 2 contains 1542 members Entering Unmasked Estep Score: -183100.265625 Penalty: 736.477295 Iteration 9Q: 3 clusters Score -183100.3 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1737 members Mstep: Class 2 contains 1535 members Entering Unmasked Estep Score: -183110.500000 Penalty: 736.477295 Iteration 10Q: 3 clusters Score -183110.5 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1740 members Mstep: Class 2 contains 1532 members Entering Unmasked Estep Score: -183117.203125 Penalty: 736.477295 Iteration 11Q: 3 clusters Score -183117.2 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1734 members Mstep: Class 2 contains 1538 members Entering Unmasked Estep Score: -183123.234375 Penalty: 736.477295 Iteration 12Q: 3 clusters Score -183123.2 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1727 members Mstep: Class 2 contains 1545 members Entering Unmasked Estep Score: -183131.906250 Penalty: 736.477295 Iteration 13Q: 3 clusters Score -183131.9 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1714 members Mstep: Class 2 contains 1558 members Entering Unmasked Estep Score: -183146.078125 Penalty: 736.477295 Iteration 14Q: 3 clusters Score -183146.1 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1697 members Mstep: Class 2 contains 1575 members Entering Unmasked Estep Score: -183160.484375 Penalty: 736.477295 Iteration 15Q: 3 clusters Score -183160.5 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1682 members Mstep: Class 2 contains 1590 members Entering Unmasked Estep Score: -183173.515625 Penalty: 736.477295 Iteration 16Q: 3 clusters Score -183173.5 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1664 members Mstep: Class 2 contains 1608 members Entering Unmasked Estep Score: -183185.968750 Penalty: 736.477295 Iteration 17Q: 3 clusters Score -183186 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1646 members Mstep: Class 2 contains 1626 members Entering Unmasked Estep Score: -183199.921875 Penalty: 736.477295 Iteration 18Q: 3 clusters Score -183199.9 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1633 members Mstep: Class 2 contains 1639 members Entering Unmasked Estep Score: -183208.031250 Penalty: 736.477295 Iteration 19Q: 3 clusters Score -183208 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1627 members Mstep: Class 2 contains 1645 members Entering Unmasked Estep Score: -183213.078125 Penalty: 736.477295 Iteration 20F: 3 clusters Score -183213.1 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1615 members Mstep: Class 2 contains 1657 members Entering Unmasked Estep Score: -183216.312500 Penalty: 736.477295 Iteration 21Q: 3 clusters Score -183216.3 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1609 members Mstep: Class 2 contains 1663 members Entering Unmasked Estep Score: -183217.546875 Penalty: 736.477295 Iteration 22Q: 3 clusters Score -183217.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1605 members Mstep: Class 2 contains 1667 members Entering Unmasked Estep Score: -183218.484375 Penalty: 736.477295 Iteration 23Q: 3 clusters Score -183218.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1600 members Mstep: Class 2 contains 1672 members Entering Unmasked Estep Score: -183220.062500 Penalty: 736.477295 Iteration 24Q: 3 clusters Score -183220.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1597 members Mstep: Class 2 contains 1675 members Entering Unmasked Estep Score: -183220.171875 Penalty: 736.477295 Iteration 25Q: 3 clusters Score -183220.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1596 members Mstep: Class 2 contains 1676 members Entering Unmasked Estep Score: -183220.281250 Penalty: 736.477295 Iteration 26Q: 3 clusters Score -183220.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1595 members Mstep: Class 2 contains 1677 members Entering Unmasked Estep Score: -183220.546875 Penalty: 736.477295 Iteration 27Q: 3 clusters Score -183220.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1595 members Mstep: Class 2 contains 1677 members Entering Unmasked Estep Score: -183220.546875 Penalty: 736.477295 Iteration 28F: 3 clusters Score -183220.5 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (8062 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8062 members Entering Unmasked Estep Score: -421543.031250 Penalty: 409.268707 Iteration 0F: 2 clusters Score -421543 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4050 members Mstep: Class 2 contains 4012 members Entering Unmasked Estep Score: -416256.812500 Penalty: 818.537415 Iteration 0F: 3 clusters Score -416256.8 nChanged 3723 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3675 members Mstep: Class 2 contains 4387 members Entering Unmasked Estep Score: -418711.968750 Penalty: 818.537415 Iteration 1F: 3 clusters Score -418712 nChanged 593 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3494 members Mstep: Class 2 contains 4568 members Entering Unmasked Estep Score: -419035.250000 Penalty: 818.537415 Iteration 2F: 3 clusters Score -419035.2 nChanged 496 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3326 members Mstep: Class 2 contains 4736 members Entering Unmasked Estep Score: -419260.781250 Penalty: 818.537415 Iteration 3F: 3 clusters Score -419260.8 nChanged 395 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3167 members Mstep: Class 2 contains 4895 members Entering Unmasked Estep Score: -419437.687500 Penalty: 818.537415 Iteration 4Q: 3 clusters Score -419437.7 nChanged 333 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3000 members Mstep: Class 2 contains 5062 members Entering Unmasked Estep Score: -419591.656250 Penalty: 818.537415 Iteration 5Q: 3 clusters Score -419591.7 nChanged 297 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2839 members Mstep: Class 2 contains 5223 members Entering Unmasked Estep Score: -419746.750000 Penalty: 818.537415 Iteration 6Q: 3 clusters Score -419746.8 nChanged 274 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2671 members Mstep: Class 2 contains 5391 members Entering Unmasked Estep Score: -419883.781250 Penalty: 818.537415 Iteration 7Q: 3 clusters Score -419883.8 nChanged 257 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2494 members Mstep: Class 2 contains 5568 members Entering Unmasked Estep Score: -420041.031250 Penalty: 818.537415 Iteration 8Q: 3 clusters Score -420041 nChanged 239 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2331 members Mstep: Class 2 contains 5731 members Entering Unmasked Estep Score: -420196.812500 Penalty: 818.537415 Iteration 9Q: 3 clusters Score -420196.8 nChanged 200 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2205 members Mstep: Class 2 contains 5857 members Entering Unmasked Estep Score: -420330.593750 Penalty: 818.537415 Iteration 10Q: 3 clusters Score -420330.6 nChanged 208 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2045 members Mstep: Class 2 contains 6017 members Entering Unmasked Estep Score: -420482.437500 Penalty: 818.537415 Iteration 11Q: 3 clusters Score -420482.4 nChanged 183 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1892 members Mstep: Class 2 contains 6170 members Entering Unmasked Estep Score: -420591.593750 Penalty: 818.537415 Iteration 12Q: 3 clusters Score -420591.6 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1763 members Mstep: Class 2 contains 6299 members Entering Unmasked Estep Score: -420672.562500 Penalty: 818.537415 Iteration 13Q: 3 clusters Score -420672.6 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1645 members Mstep: Class 2 contains 6417 members Entering Unmasked Estep Score: -420743.031250 Penalty: 818.537415 Iteration 14Q: 3 clusters Score -420743 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1537 members Mstep: Class 2 contains 6525 members Entering Unmasked Estep Score: -420806.625000 Penalty: 818.537415 Iteration 15Q: 3 clusters Score -420806.6 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1449 members Mstep: Class 2 contains 6613 members Entering Unmasked Estep Score: -420845.781250 Penalty: 818.537415 Iteration 16Q: 3 clusters Score -420845.8 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1383 members Mstep: Class 2 contains 6679 members Entering Unmasked Estep Score: -420870.968750 Penalty: 818.537415 Iteration 17Q: 3 clusters Score -420871 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1315 members Mstep: Class 2 contains 6747 members Entering Unmasked Estep Score: -420891.687500 Penalty: 818.537415 Iteration 18Q: 3 clusters Score -420891.7 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1251 members Mstep: Class 2 contains 6811 members Entering Unmasked Estep Score: -420910.343750 Penalty: 818.537415 Iteration 19Q: 3 clusters Score -420910.3 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1201 members Mstep: Class 2 contains 6861 members Entering Unmasked Estep Score: -420930.500000 Penalty: 818.537415 Iteration 20F: 3 clusters Score -420930.5 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1150 members Mstep: Class 2 contains 6912 members Entering Unmasked Estep Score: -420943.218750 Penalty: 818.537415 Iteration 21Q: 3 clusters Score -420943.2 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1099 members Mstep: Class 2 contains 6963 members Entering Unmasked Estep Score: -420957.750000 Penalty: 818.537415 Iteration 22Q: 3 clusters Score -420957.8 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1044 members Mstep: Class 2 contains 7018 members Entering Unmasked Estep Score: -420979.062500 Penalty: 818.537415 Iteration 23Q: 3 clusters Score -420979.1 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1000 members Mstep: Class 2 contains 7062 members Entering Unmasked Estep Score: -420991.343750 Penalty: 818.537415 Iteration 24Q: 3 clusters Score -420991.3 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 961 members Mstep: Class 2 contains 7101 members Entering Unmasked Estep Score: -421001.781250 Penalty: 818.537415 Iteration 25Q: 3 clusters Score -421001.8 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 926 members Mstep: Class 2 contains 7136 members Entering Unmasked Estep Score: -421008.843750 Penalty: 818.537415 Iteration 26Q: 3 clusters Score -421008.8 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 900 members Mstep: Class 2 contains 7162 members Entering Unmasked Estep Score: -421013.406250 Penalty: 818.537415 Iteration 27Q: 3 clusters Score -421013.4 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 874 members Mstep: Class 2 contains 7188 members Entering Unmasked Estep Score: -421019.187500 Penalty: 818.537415 Iteration 28Q: 3 clusters Score -421019.2 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 844 members Mstep: Class 2 contains 7218 members Entering Unmasked Estep Score: -421025.937500 Penalty: 818.537415 Iteration 29Q: 3 clusters Score -421025.9 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 811 members Mstep: Class 2 contains 7251 members Entering Unmasked Estep Score: -421033.375000 Penalty: 818.537415 Iteration 30Q: 3 clusters Score -421033.4 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 781 members Mstep: Class 2 contains 7281 members Entering Unmasked Estep Score: -421044.000000 Penalty: 818.537415 Iteration 31Q: 3 clusters Score -421044 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 754 members Mstep: Class 2 contains 7308 members Entering Unmasked Estep Score: -421053.343750 Penalty: 818.537415 Iteration 32Q: 3 clusters Score -421053.3 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 731 members Mstep: Class 2 contains 7331 members Entering Unmasked Estep Score: -421057.531250 Penalty: 818.537415 Iteration 33Q: 3 clusters Score -421057.5 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 713 members Mstep: Class 2 contains 7349 members Entering Unmasked Estep Score: -421062.250000 Penalty: 818.537415 Iteration 34Q: 3 clusters Score -421062.2 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 696 members Mstep: Class 2 contains 7366 members Entering Unmasked Estep Score: -421065.125000 Penalty: 818.537415 Iteration 35Q: 3 clusters Score -421065.1 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 683 members Mstep: Class 2 contains 7379 members Entering Unmasked Estep Score: -421067.906250 Penalty: 818.537415 Iteration 36Q: 3 clusters Score -421067.9 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 663 members Mstep: Class 2 contains 7399 members Entering Unmasked Estep Score: -421074.468750 Penalty: 818.537415 Iteration 37Q: 3 clusters Score -421074.5 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 639 members Mstep: Class 2 contains 7423 members Entering Unmasked Estep Score: -421081.750000 Penalty: 818.537415 Iteration 38Q: 3 clusters Score -421081.8 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 620 members Mstep: Class 2 contains 7442 members Entering Unmasked Estep Score: -421088.250000 Penalty: 818.537415 Iteration 39Q: 3 clusters Score -421088.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 608 members Mstep: Class 2 contains 7454 members Entering Unmasked Estep Score: -421093.625000 Penalty: 818.537415 Iteration 40F: 3 clusters Score -421093.6 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 594 members Mstep: Class 2 contains 7468 members Entering Unmasked Estep Score: -421098.968750 Penalty: 818.537415 Iteration 41Q: 3 clusters Score -421099 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 585 members Mstep: Class 2 contains 7477 members Entering Unmasked Estep Score: -421103.125000 Penalty: 818.537415 Iteration 42Q: 3 clusters Score -421103.1 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 575 members Mstep: Class 2 contains 7487 members Entering Unmasked Estep Score: -421106.750000 Penalty: 818.537415 Iteration 43Q: 3 clusters Score -421106.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 568 members Mstep: Class 2 contains 7494 members Entering Unmasked Estep Score: -421108.906250 Penalty: 818.537415 Iteration 44Q: 3 clusters Score -421108.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 561 members Mstep: Class 2 contains 7501 members Entering Unmasked Estep Score: -421111.250000 Penalty: 818.537415 Iteration 45Q: 3 clusters Score -421111.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 551 members Mstep: Class 2 contains 7511 members Entering Unmasked Estep Score: -421113.687500 Penalty: 818.537415 Iteration 46Q: 3 clusters Score -421113.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 543 members Mstep: Class 2 contains 7519 members Entering Unmasked Estep Score: -421116.031250 Penalty: 818.537415 Iteration 47Q: 3 clusters Score -421116 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 528 members Mstep: Class 2 contains 7534 members Entering Unmasked Estep Score: -421121.437500 Penalty: 818.537415 Iteration 48Q: 3 clusters Score -421121.4 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 511 members Mstep: Class 2 contains 7551 members Entering Unmasked Estep Score: -421130.875000 Penalty: 818.537415 Iteration 49Q: 3 clusters Score -421130.9 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 492 members Mstep: Class 2 contains 7570 members Entering Unmasked Estep Score: -421140.906250 Penalty: 818.537415 Iteration 50Q: 3 clusters Score -421140.9 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 470 members Mstep: Class 2 contains 7592 members Entering Unmasked Estep Score: -421147.531250 Penalty: 818.537415 Iteration 51Q: 3 clusters Score -421147.5 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 457 members Mstep: Class 2 contains 7605 members Entering Unmasked Estep Score: -421151.093750 Penalty: 818.537415 Iteration 52Q: 3 clusters Score -421151.1 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 443 members Mstep: Class 2 contains 7619 members Entering Unmasked Estep Score: -421156.781250 Penalty: 818.537415 Iteration 53Q: 3 clusters Score -421156.8 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 432 members Mstep: Class 2 contains 7630 members Entering Unmasked Estep Score: -421161.125000 Penalty: 818.537415 Iteration 54Q: 3 clusters Score -421161.1 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 418 members Mstep: Class 2 contains 7644 members Entering Unmasked Estep Score: -421166.281250 Penalty: 818.537415 Iteration 55Q: 3 clusters Score -421166.3 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 400 members Mstep: Class 2 contains 7662 members Entering Unmasked Estep Score: -421173.250000 Penalty: 818.537415 Iteration 56Q: 3 clusters Score -421173.2 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 384 members Mstep: Class 2 contains 7678 members Entering Unmasked Estep Score: -421177.281250 Penalty: 818.537415 Iteration 57Q: 3 clusters Score -421177.3 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 370 members Mstep: Class 2 contains 7692 members Entering Unmasked Estep Score: -421181.718750 Penalty: 818.537415 Iteration 58Q: 3 clusters Score -421181.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 360 members Mstep: Class 2 contains 7702 members Entering Unmasked Estep Score: -421184.562500 Penalty: 818.537415 Iteration 59Q: 3 clusters Score -421184.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 355 members Mstep: Class 2 contains 7707 members Entering Unmasked Estep Score: -421187.687500 Penalty: 818.537415 Iteration 60F: 3 clusters Score -421187.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 349 members Mstep: Class 2 contains 7713 members Entering Unmasked Estep Score: -421190.093750 Penalty: 818.537415 Iteration 61Q: 3 clusters Score -421190.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 339 members Mstep: Class 2 contains 7723 members Entering Unmasked Estep Score: -421191.375000 Penalty: 818.537415 Iteration 62Q: 3 clusters Score -421191.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 331 members Mstep: Class 2 contains 7731 members Entering Unmasked Estep Score: -421193.968750 Penalty: 818.537415 Iteration 63Q: 3 clusters Score -421194 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 326 members Mstep: Class 2 contains 7736 members Entering Unmasked Estep Score: -421196.437500 Penalty: 818.537415 Iteration 64Q: 3 clusters Score -421196.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 321 members Mstep: Class 2 contains 7741 members Entering Unmasked Estep Score: -421198.593750 Penalty: 818.537415 Iteration 65Q: 3 clusters Score -421198.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 317 members Mstep: Class 2 contains 7745 members Entering Unmasked Estep Score: -421199.500000 Penalty: 818.537415 Iteration 66Q: 3 clusters Score -421199.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 315 members Mstep: Class 2 contains 7747 members Entering Unmasked Estep Score: -421199.250000 Penalty: 818.537415 Iteration 67Q: 3 clusters Score -421199.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 311 members Mstep: Class 2 contains 7751 members Entering Unmasked Estep Score: -421200.187500 Penalty: 818.537415 Iteration 68Q: 3 clusters Score -421200.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 308 members Mstep: Class 2 contains 7754 members Entering Unmasked Estep Score: -421200.281250 Penalty: 818.537415 Iteration 69Q: 3 clusters Score -421200.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 305 members Mstep: Class 2 contains 7757 members Entering Unmasked Estep Score: -421201.875000 Penalty: 818.537415 Iteration 70Q: 3 clusters Score -421201.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 302 members Mstep: Class 2 contains 7760 members Entering Unmasked Estep Score: -421203.031250 Penalty: 818.537415 Iteration 71Q: 3 clusters Score -421203 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 297 members Mstep: Class 2 contains 7765 members Entering Unmasked Estep Score: -421204.968750 Penalty: 818.537415 Iteration 72Q: 3 clusters Score -421205 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 293 members Mstep: Class 2 contains 7769 members Entering Unmasked Estep Score: -421207.906250 Penalty: 818.537415 Iteration 73Q: 3 clusters Score -421207.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 289 members Mstep: Class 2 contains 7773 members Entering Unmasked Estep Score: -421210.687500 Penalty: 818.537415 Iteration 74Q: 3 clusters Score -421210.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 283 members Mstep: Class 2 contains 7779 members Entering Unmasked Estep Score: -421220.406250 Penalty: 818.537415 Iteration 75Q: 3 clusters Score -421220.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 276 members Mstep: Class 2 contains 7786 members Entering Unmasked Estep Score: -421224.937500 Penalty: 818.537415 Iteration 76Q: 3 clusters Score -421224.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 271 members Mstep: Class 2 contains 7791 members Entering Unmasked Estep Score: -421227.687500 Penalty: 818.537415 Iteration 77Q: 3 clusters Score -421227.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 268 members Mstep: Class 2 contains 7794 members Entering Unmasked Estep Score: -421228.593750 Penalty: 818.537415 Iteration 78Q: 3 clusters Score -421228.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 267 members Mstep: Class 2 contains 7795 members Entering Unmasked Estep Score: -421227.718750 Penalty: 818.537415 Iteration 79Q: 3 clusters Score -421227.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 268 members Mstep: Class 2 contains 7794 members Entering Unmasked Estep Score: -421228.625000 Penalty: 818.537415 Iteration 80F: 3 clusters Score -421228.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 267 members Mstep: Class 2 contains 7795 members Entering Unmasked Estep Score: -421229.343750 Penalty: 818.537415 Iteration 81Q: 3 clusters Score -421229.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 265 members Mstep: Class 2 contains 7797 members Entering Unmasked Estep Score: -421228.593750 Penalty: 818.537415 Iteration 82Q: 3 clusters Score -421228.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 265 members Mstep: Class 2 contains 7797 members Entering Unmasked Estep Score: -421228.593750 Penalty: 818.537415 Iteration 83F: 3 clusters Score -421228.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (5532 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5532 members Entering Unmasked Estep Score: -317429.593750 Penalty: 392.132843 Iteration 0F: 2 clusters Score -317429.6 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 2795 members Entering Unmasked Estep Score: -313714.843750 Penalty: 784.265686 Iteration 0F: 3 clusters Score -313714.8 nChanged 2536 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2693 members Mstep: Class 2 contains 2839 members Entering Unmasked Estep Score: -315184.531250 Penalty: 784.265686 Iteration 1F: 3 clusters Score -315184.5 nChanged 327 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2702 members Mstep: Class 2 contains 2830 members Entering Unmasked Estep Score: -315341.968750 Penalty: 784.265686 Iteration 2F: 3 clusters Score -315342 nChanged 288 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2700 members Mstep: Class 2 contains 2832 members Entering Unmasked Estep Score: -315513.343750 Penalty: 784.265686 Iteration 3F: 3 clusters Score -315513.3 nChanged 299 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2657 members Mstep: Class 2 contains 2875 members Entering Unmasked Estep Score: -315725.687500 Penalty: 784.265686 Iteration 4F: 3 clusters Score -315725.7 nChanged 328 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2631 members Mstep: Class 2 contains 2901 members Entering Unmasked Estep Score: -315947.875000 Penalty: 784.265686 Iteration 5F: 3 clusters Score -315947.9 nChanged 281 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2618 members Mstep: Class 2 contains 2914 members Entering Unmasked Estep Score: -316123.781250 Penalty: 784.265686 Iteration 6F: 3 clusters Score -316123.8 nChanged 219 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2583 members Mstep: Class 2 contains 2949 members Entering Unmasked Estep Score: -316230.937500 Penalty: 784.265686 Iteration 7Q: 3 clusters Score -316230.9 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2556 members Mstep: Class 2 contains 2976 members Entering Unmasked Estep Score: -316289.812500 Penalty: 784.265686 Iteration 8Q: 3 clusters Score -316289.8 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2539 members Mstep: Class 2 contains 2993 members Entering Unmasked Estep Score: -316319.281250 Penalty: 784.265686 Iteration 9Q: 3 clusters Score -316319.3 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2537 members Mstep: Class 2 contains 2995 members Entering Unmasked Estep Score: -316337.843750 Penalty: 784.265686 Iteration 10Q: 3 clusters Score -316337.8 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2536 members Mstep: Class 2 contains 2996 members Entering Unmasked Estep Score: -316359.968750 Penalty: 784.265686 Iteration 11Q: 3 clusters Score -316360 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2540 members Mstep: Class 2 contains 2992 members Entering Unmasked Estep Score: -316373.562500 Penalty: 784.265686 Iteration 12Q: 3 clusters Score -316373.6 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2549 members Mstep: Class 2 contains 2983 members Entering Unmasked Estep Score: -316386.687500 Penalty: 784.265686 Iteration 13Q: 3 clusters Score -316386.7 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2564 members Mstep: Class 2 contains 2968 members Entering Unmasked Estep Score: -316399.656250 Penalty: 784.265686 Iteration 14Q: 3 clusters Score -316399.7 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2569 members Mstep: Class 2 contains 2963 members Entering Unmasked Estep Score: -316412.812500 Penalty: 784.265686 Iteration 15Q: 3 clusters Score -316412.8 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2578 members Mstep: Class 2 contains 2954 members Entering Unmasked Estep Score: -316431.125000 Penalty: 784.265686 Iteration 16Q: 3 clusters Score -316431.1 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2580 members Mstep: Class 2 contains 2952 members Entering Unmasked Estep Score: -316449.812500 Penalty: 784.265686 Iteration 17Q: 3 clusters Score -316449.8 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2579 members Mstep: Class 2 contains 2953 members Entering Unmasked Estep Score: -316462.062500 Penalty: 784.265686 Iteration 18Q: 3 clusters Score -316462.1 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2579 members Mstep: Class 2 contains 2953 members Entering Unmasked Estep Score: -316475.531250 Penalty: 784.265686 Iteration 19Q: 3 clusters Score -316475.5 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2576 members Mstep: Class 2 contains 2956 members Entering Unmasked Estep Score: -316486.312500 Penalty: 784.265686 Iteration 20F: 3 clusters Score -316486.3 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2579 members Mstep: Class 2 contains 2953 members Entering Unmasked Estep Score: -316496.687500 Penalty: 784.265686 Iteration 21Q: 3 clusters Score -316496.7 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2580 members Mstep: Class 2 contains 2952 members Entering Unmasked Estep Score: -316513.343750 Penalty: 784.265686 Iteration 22Q: 3 clusters Score -316513.3 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2588 members Mstep: Class 2 contains 2944 members Entering Unmasked Estep Score: -316529.750000 Penalty: 784.265686 Iteration 23Q: 3 clusters Score -316529.8 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2610 members Mstep: Class 2 contains 2922 members Entering Unmasked Estep Score: -316550.656250 Penalty: 784.265686 Iteration 24Q: 3 clusters Score -316550.7 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2635 members Mstep: Class 2 contains 2897 members Entering Unmasked Estep Score: -316582.843750 Penalty: 784.265686 Iteration 25Q: 3 clusters Score -316582.8 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2660 members Mstep: Class 2 contains 2872 members Entering Unmasked Estep Score: -316613.687500 Penalty: 784.265686 Iteration 26Q: 3 clusters Score -316613.7 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2682 members Mstep: Class 2 contains 2850 members Entering Unmasked Estep Score: -316636.968750 Penalty: 784.265686 Iteration 27Q: 3 clusters Score -316637 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2696 members Mstep: Class 2 contains 2836 members Entering Unmasked Estep Score: -316656.093750 Penalty: 784.265686 Iteration 28Q: 3 clusters Score -316656.1 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2689 members Mstep: Class 2 contains 2843 members Entering Unmasked Estep Score: -316671.187500 Penalty: 784.265686 Iteration 29Q: 3 clusters Score -316671.2 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2680 members Mstep: Class 2 contains 2852 members Entering Unmasked Estep Score: -316685.812500 Penalty: 784.265686 Iteration 30Q: 3 clusters Score -316685.8 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2664 members Mstep: Class 2 contains 2868 members Entering Unmasked Estep Score: -316693.406250 Penalty: 784.265686 Iteration 31Q: 3 clusters Score -316693.4 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2648 members Mstep: Class 2 contains 2884 members Entering Unmasked Estep Score: -316698.593750 Penalty: 784.265686 Iteration 32Q: 3 clusters Score -316698.6 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2641 members Mstep: Class 2 contains 2891 members Entering Unmasked Estep Score: -316701.562500 Penalty: 784.265686 Iteration 33Q: 3 clusters Score -316701.6 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2633 members Mstep: Class 2 contains 2899 members Entering Unmasked Estep Score: -316704.062500 Penalty: 784.265686 Iteration 34Q: 3 clusters Score -316704.1 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2626 members Mstep: Class 2 contains 2906 members Entering Unmasked Estep Score: -316707.531250 Penalty: 784.265686 Iteration 35Q: 3 clusters Score -316707.5 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2609 members Mstep: Class 2 contains 2923 members Entering Unmasked Estep Score: -316709.937500 Penalty: 784.265686 Iteration 36Q: 3 clusters Score -316709.9 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2596 members Mstep: Class 2 contains 2936 members Entering Unmasked Estep Score: -316713.750000 Penalty: 784.265686 Iteration 37Q: 3 clusters Score -316713.8 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2584 members Mstep: Class 2 contains 2948 members Entering Unmasked Estep Score: -316715.468750 Penalty: 784.265686 Iteration 38Q: 3 clusters Score -316715.5 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2571 members Mstep: Class 2 contains 2961 members Entering Unmasked Estep Score: -316719.187500 Penalty: 784.265686 Iteration 39Q: 3 clusters Score -316719.2 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2551 members Mstep: Class 2 contains 2981 members Entering Unmasked Estep Score: -316722.750000 Penalty: 784.265686 Iteration 40F: 3 clusters Score -316722.8 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2530 members Mstep: Class 2 contains 3002 members Entering Unmasked Estep Score: -316726.593750 Penalty: 784.265686 Iteration 41Q: 3 clusters Score -316726.6 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2508 members Mstep: Class 2 contains 3024 members Entering Unmasked Estep Score: -316731.625000 Penalty: 784.265686 Iteration 42Q: 3 clusters Score -316731.6 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2492 members Mstep: Class 2 contains 3040 members Entering Unmasked Estep Score: -316734.218750 Penalty: 784.265686 Iteration 43Q: 3 clusters Score -316734.2 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2476 members Mstep: Class 2 contains 3056 members Entering Unmasked Estep Score: -316737.312500 Penalty: 784.265686 Iteration 44Q: 3 clusters Score -316737.3 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2457 members Mstep: Class 2 contains 3075 members Entering Unmasked Estep Score: -316741.625000 Penalty: 784.265686 Iteration 45Q: 3 clusters Score -316741.6 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2442 members Mstep: Class 2 contains 3090 members Entering Unmasked Estep Score: -316743.375000 Penalty: 784.265686 Iteration 46Q: 3 clusters Score -316743.4 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2431 members Mstep: Class 2 contains 3101 members Entering Unmasked Estep Score: -316745.562500 Penalty: 784.265686 Iteration 47Q: 3 clusters Score -316745.6 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2418 members Mstep: Class 2 contains 3114 members Entering Unmasked Estep Score: -316746.875000 Penalty: 784.265686 Iteration 48Q: 3 clusters Score -316746.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2409 members Mstep: Class 2 contains 3123 members Entering Unmasked Estep Score: -316747.718750 Penalty: 784.265686 Iteration 49Q: 3 clusters Score -316747.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2401 members Mstep: Class 2 contains 3131 members Entering Unmasked Estep Score: -316748.968750 Penalty: 784.265686 Iteration 50Q: 3 clusters Score -316749 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2392 members Mstep: Class 2 contains 3140 members Entering Unmasked Estep Score: -316749.593750 Penalty: 784.265686 Iteration 51Q: 3 clusters Score -316749.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2383 members Mstep: Class 2 contains 3149 members Entering Unmasked Estep Score: -316750.500000 Penalty: 784.265686 Iteration 52Q: 3 clusters Score -316750.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2375 members Mstep: Class 2 contains 3157 members Entering Unmasked Estep Score: -316751.343750 Penalty: 784.265686 Iteration 53Q: 3 clusters Score -316751.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2371 members Mstep: Class 2 contains 3161 members Entering Unmasked Estep Score: -316753.125000 Penalty: 784.265686 Iteration 54Q: 3 clusters Score -316753.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2361 members Mstep: Class 2 contains 3171 members Entering Unmasked Estep Score: -316754.437500 Penalty: 784.265686 Iteration 55Q: 3 clusters Score -316754.4 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2350 members Mstep: Class 2 contains 3182 members Entering Unmasked Estep Score: -316756.000000 Penalty: 784.265686 Iteration 56Q: 3 clusters Score -316756 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2345 members Mstep: Class 2 contains 3187 members Entering Unmasked Estep Score: -316756.093750 Penalty: 784.265686 Iteration 57Q: 3 clusters Score -316756.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2341 members Mstep: Class 2 contains 3191 members Entering Unmasked Estep Score: -316756.343750 Penalty: 784.265686 Iteration 58Q: 3 clusters Score -316756.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2340 members Mstep: Class 2 contains 3192 members Entering Unmasked Estep Score: -316756.718750 Penalty: 784.265686 Iteration 59Q: 3 clusters Score -316756.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2339 members Mstep: Class 2 contains 3193 members Entering Unmasked Estep Score: -316757.375000 Penalty: 784.265686 Iteration 60F: 3 clusters Score -316757.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2337 members Mstep: Class 2 contains 3195 members Entering Unmasked Estep Score: -316758.187500 Penalty: 784.265686 Iteration 61Q: 3 clusters Score -316758.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2337 members Mstep: Class 2 contains 3195 members Entering Unmasked Estep Score: -316758.187500 Penalty: 784.265686 Iteration 62F: 3 clusters Score -316758.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (13459 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13459 members Entering Unmasked Estep Score: -747038.750000 Penalty: 432.586853 Iteration 0F: 2 clusters Score -747038.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6773 members Mstep: Class 2 contains 6686 members Entering Unmasked Estep Score: -737957.750000 Penalty: 865.173706 Iteration 0F: 3 clusters Score -737957.8 nChanged 6398 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6915 members Mstep: Class 2 contains 6544 members Entering Unmasked Estep Score: -741627.437500 Penalty: 865.173706 Iteration 1F: 3 clusters Score -741627.4 nChanged 761 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7028 members Mstep: Class 2 contains 6431 members Entering Unmasked Estep Score: -741926.000000 Penalty: 865.173706 Iteration 2F: 3 clusters Score -741926 nChanged 735 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7215 members Mstep: Class 2 contains 6244 members Entering Unmasked Estep Score: -742252.125000 Penalty: 865.173706 Iteration 3F: 3 clusters Score -742252.1 nChanged 803 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7448 members Mstep: Class 2 contains 6011 members Entering Unmasked Estep Score: -742654.875000 Penalty: 865.173706 Iteration 4F: 3 clusters Score -742654.9 nChanged 802 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7706 members Mstep: Class 2 contains 5753 members Entering Unmasked Estep Score: -743126.937500 Penalty: 865.173706 Iteration 5F: 3 clusters Score -743126.9 nChanged 804 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7962 members Mstep: Class 2 contains 5497 members Entering Unmasked Estep Score: -743685.375000 Penalty: 865.173706 Iteration 6F: 3 clusters Score -743685.4 nChanged 787 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8269 members Mstep: Class 2 contains 5190 members Entering Unmasked Estep Score: -744225.250000 Penalty: 865.173706 Iteration 7F: 3 clusters Score -744225.2 nChanged 684 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8535 members Mstep: Class 2 contains 4924 members Entering Unmasked Estep Score: -744629.687500 Penalty: 865.173706 Iteration 8F: 3 clusters Score -744629.7 nChanged 553 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8768 members Mstep: Class 2 contains 4691 members Entering Unmasked Estep Score: -744910.312500 Penalty: 865.173706 Iteration 9Q: 3 clusters Score -744910.3 nChanged 458 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8982 members Mstep: Class 2 contains 4477 members Entering Unmasked Estep Score: -745112.187500 Penalty: 865.173706 Iteration 10Q: 3 clusters Score -745112.2 nChanged 359 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9191 members Mstep: Class 2 contains 4268 members Entering Unmasked Estep Score: -745261.312500 Penalty: 865.173706 Iteration 11Q: 3 clusters Score -745261.3 nChanged 306 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9393 members Mstep: Class 2 contains 4066 members Entering Unmasked Estep Score: -745378.062500 Penalty: 865.173706 Iteration 12Q: 3 clusters Score -745378.1 nChanged 264 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9597 members Mstep: Class 2 contains 3862 members Entering Unmasked Estep Score: -745465.937500 Penalty: 865.173706 Iteration 13Q: 3 clusters Score -745465.9 nChanged 223 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9796 members Mstep: Class 2 contains 3663 members Entering Unmasked Estep Score: -745542.875000 Penalty: 865.173706 Iteration 14Q: 3 clusters Score -745542.9 nChanged 191 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9959 members Mstep: Class 2 contains 3500 members Entering Unmasked Estep Score: -745603.312500 Penalty: 865.173706 Iteration 15Q: 3 clusters Score -745603.3 nChanged 182 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10135 members Mstep: Class 2 contains 3324 members Entering Unmasked Estep Score: -745654.750000 Penalty: 865.173706 Iteration 16Q: 3 clusters Score -745654.8 nChanged 159 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10286 members Mstep: Class 2 contains 3173 members Entering Unmasked Estep Score: -745695.187500 Penalty: 865.173706 Iteration 17Q: 3 clusters Score -745695.2 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10428 members Mstep: Class 2 contains 3031 members Entering Unmasked Estep Score: -745735.812500 Penalty: 865.173706 Iteration 18Q: 3 clusters Score -745735.8 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10568 members Mstep: Class 2 contains 2891 members Entering Unmasked Estep Score: -745779.250000 Penalty: 865.173706 Iteration 19Q: 3 clusters Score -745779.2 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10695 members Mstep: Class 2 contains 2764 members Entering Unmasked Estep Score: -745814.250000 Penalty: 865.173706 Iteration 20F: 3 clusters Score -745814.2 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10832 members Mstep: Class 2 contains 2627 members Entering Unmasked Estep Score: -745859.437500 Penalty: 865.173706 Iteration 21Q: 3 clusters Score -745859.4 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10963 members Mstep: Class 2 contains 2496 members Entering Unmasked Estep Score: -745900.250000 Penalty: 865.173706 Iteration 22Q: 3 clusters Score -745900.2 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11092 members Mstep: Class 2 contains 2367 members Entering Unmasked Estep Score: -745950.062500 Penalty: 865.173706 Iteration 23Q: 3 clusters Score -745950.1 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11216 members Mstep: Class 2 contains 2243 members Entering Unmasked Estep Score: -745999.375000 Penalty: 865.173706 Iteration 24Q: 3 clusters Score -745999.4 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11360 members Mstep: Class 2 contains 2099 members Entering Unmasked Estep Score: -746066.187500 Penalty: 865.173706 Iteration 25Q: 3 clusters Score -746066.2 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11498 members Mstep: Class 2 contains 1961 members Entering Unmasked Estep Score: -746128.187500 Penalty: 865.173706 Iteration 26Q: 3 clusters Score -746128.2 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11635 members Mstep: Class 2 contains 1824 members Entering Unmasked Estep Score: -746186.687500 Penalty: 865.173706 Iteration 27Q: 3 clusters Score -746186.7 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11759 members Mstep: Class 2 contains 1700 members Entering Unmasked Estep Score: -746234.125000 Penalty: 865.173706 Iteration 28Q: 3 clusters Score -746234.1 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11881 members Mstep: Class 2 contains 1578 members Entering Unmasked Estep Score: -746273.125000 Penalty: 865.173706 Iteration 29Q: 3 clusters Score -746273.1 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11985 members Mstep: Class 2 contains 1474 members Entering Unmasked Estep Score: -746308.687500 Penalty: 865.173706 Iteration 30Q: 3 clusters Score -746308.7 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12088 members Mstep: Class 2 contains 1371 members Entering Unmasked Estep Score: -746345.875000 Penalty: 865.173706 Iteration 31Q: 3 clusters Score -746345.9 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12191 members Mstep: Class 2 contains 1268 members Entering Unmasked Estep Score: -746383.000000 Penalty: 865.173706 Iteration 32Q: 3 clusters Score -746383 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12271 members Mstep: Class 2 contains 1188 members Entering Unmasked Estep Score: -746416.562500 Penalty: 865.173706 Iteration 33Q: 3 clusters Score -746416.6 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12364 members Mstep: Class 2 contains 1095 members Entering Unmasked Estep Score: -746458.250000 Penalty: 865.173706 Iteration 34Q: 3 clusters Score -746458.2 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12452 members Mstep: Class 2 contains 1007 members Entering Unmasked Estep Score: -746504.750000 Penalty: 865.173706 Iteration 35Q: 3 clusters Score -746504.8 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12526 members Mstep: Class 2 contains 933 members Entering Unmasked Estep Score: -746535.937500 Penalty: 865.173706 Iteration 36Q: 3 clusters Score -746535.9 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12601 members Mstep: Class 2 contains 858 members Entering Unmasked Estep Score: -746566.312500 Penalty: 865.173706 Iteration 37Q: 3 clusters Score -746566.3 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12663 members Mstep: Class 2 contains 796 members Entering Unmasked Estep Score: -746594.437500 Penalty: 865.173706 Iteration 38Q: 3 clusters Score -746594.4 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12720 members Mstep: Class 2 contains 739 members Entering Unmasked Estep Score: -746622.187500 Penalty: 865.173706 Iteration 39Q: 3 clusters Score -746622.2 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12778 members Mstep: Class 2 contains 681 members Entering Unmasked Estep Score: -746643.562500 Penalty: 865.173706 Iteration 40F: 3 clusters Score -746643.6 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12811 members Mstep: Class 2 contains 648 members Entering Unmasked Estep Score: -746657.812500 Penalty: 865.173706 Iteration 41Q: 3 clusters Score -746657.8 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12834 members Mstep: Class 2 contains 625 members Entering Unmasked Estep Score: -746671.687500 Penalty: 865.173706 Iteration 42Q: 3 clusters Score -746671.7 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12853 members Mstep: Class 2 contains 606 members Entering Unmasked Estep Score: -746683.062500 Penalty: 865.173706 Iteration 43Q: 3 clusters Score -746683.1 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12874 members Mstep: Class 2 contains 585 members Entering Unmasked Estep Score: -746693.625000 Penalty: 865.173706 Iteration 44Q: 3 clusters Score -746693.6 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12889 members Mstep: Class 2 contains 570 members Entering Unmasked Estep Score: -746699.812500 Penalty: 865.173706 Iteration 45Q: 3 clusters Score -746699.8 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12898 members Mstep: Class 2 contains 561 members Entering Unmasked Estep Score: -746704.437500 Penalty: 865.173706 Iteration 46Q: 3 clusters Score -746704.4 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12906 members Mstep: Class 2 contains 553 members Entering Unmasked Estep Score: -746710.562500 Penalty: 865.173706 Iteration 47Q: 3 clusters Score -746710.6 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12911 members Mstep: Class 2 contains 548 members Entering Unmasked Estep Score: -746714.312500 Penalty: 865.173706 Iteration 48Q: 3 clusters Score -746714.3 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12920 members Mstep: Class 2 contains 539 members Entering Unmasked Estep Score: -746719.750000 Penalty: 865.173706 Iteration 49Q: 3 clusters Score -746719.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12926 members Mstep: Class 2 contains 533 members Entering Unmasked Estep Score: -746720.312500 Penalty: 865.173706 Iteration 50Q: 3 clusters Score -746720.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12928 members Mstep: Class 2 contains 531 members Entering Unmasked Estep Score: -746720.000000 Penalty: 865.173706 Iteration 51Q: 3 clusters Score -746720 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12928 members Mstep: Class 2 contains 531 members Entering Unmasked Estep Score: -746721.062500 Penalty: 865.173706 Iteration 52Q: 3 clusters Score -746721.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12927 members Mstep: Class 2 contains 532 members Entering Unmasked Estep Score: -746720.875000 Penalty: 865.173706 Iteration 53Q: 3 clusters Score -746720.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12926 members Mstep: Class 2 contains 533 members Entering Unmasked Estep Score: -746721.125000 Penalty: 865.173706 Iteration 54Q: 3 clusters Score -746721.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12929 members Mstep: Class 2 contains 530 members Entering Unmasked Estep Score: -746721.562500 Penalty: 865.173706 Iteration 55Q: 3 clusters Score -746721.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12932 members Mstep: Class 2 contains 527 members Entering Unmasked Estep Score: -746723.812500 Penalty: 865.173706 Iteration 56Q: 3 clusters Score -746723.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12934 members Mstep: Class 2 contains 525 members Entering Unmasked Estep Score: -746725.562500 Penalty: 865.173706 Iteration 57Q: 3 clusters Score -746725.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12940 members Mstep: Class 2 contains 519 members Entering Unmasked Estep Score: -746729.000000 Penalty: 865.173706 Iteration 58Q: 3 clusters Score -746729 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12945 members Mstep: Class 2 contains 514 members Entering Unmasked Estep Score: -746730.375000 Penalty: 865.173706 Iteration 59Q: 3 clusters Score -746730.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12953 members Mstep: Class 2 contains 506 members Entering Unmasked Estep Score: -746732.125000 Penalty: 865.173706 Iteration 60F: 3 clusters Score -746732.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12961 members Mstep: Class 2 contains 498 members Entering Unmasked Estep Score: -746733.625000 Penalty: 865.173706 Iteration 61Q: 3 clusters Score -746733.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12964 members Mstep: Class 2 contains 495 members Entering Unmasked Estep Score: -746736.125000 Penalty: 865.173706 Iteration 62Q: 3 clusters Score -746736.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12967 members Mstep: Class 2 contains 492 members Entering Unmasked Estep Score: -746736.062500 Penalty: 865.173706 Iteration 63Q: 3 clusters Score -746736.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12970 members Mstep: Class 2 contains 489 members Entering Unmasked Estep Score: -746736.500000 Penalty: 865.173706 Iteration 64Q: 3 clusters Score -746736.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12971 members Mstep: Class 2 contains 488 members Entering Unmasked Estep Score: -746736.125000 Penalty: 865.173706 Iteration 65Q: 3 clusters Score -746736.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12971 members Mstep: Class 2 contains 488 members Entering Unmasked Estep Score: -746736.125000 Penalty: 865.173706 Iteration 66F: 3 clusters Score -746736.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (1953 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1953 members Entering Unmasked Estep Score: -109011.921875 Penalty: 344.759033 Iteration 0F: 2 clusters Score -109011.9 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 957 members Entering Unmasked Estep Score: -107615.359375 Penalty: 689.518066 Iteration 0F: 3 clusters Score -107615.4 nChanged 808 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1046 members Mstep: Class 2 contains 907 members Entering Unmasked Estep Score: -108047.906250 Penalty: 689.518066 Iteration 1F: 3 clusters Score -108047.9 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1087 members Mstep: Class 2 contains 866 members Entering Unmasked Estep Score: -108114.859375 Penalty: 689.518066 Iteration 2F: 3 clusters Score -108114.9 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1126 members Mstep: Class 2 contains 827 members Entering Unmasked Estep Score: -108174.039062 Penalty: 689.518066 Iteration 3F: 3 clusters Score -108174 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1191 members Mstep: Class 2 contains 762 members Entering Unmasked Estep Score: -108241.320312 Penalty: 689.518066 Iteration 4F: 3 clusters Score -108241.3 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1263 members Mstep: Class 2 contains 690 members Entering Unmasked Estep Score: -108322.062500 Penalty: 689.518066 Iteration 5F: 3 clusters Score -108322.1 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1350 members Mstep: Class 2 contains 603 members Entering Unmasked Estep Score: -108427.976562 Penalty: 689.518066 Iteration 6F: 3 clusters Score -108428 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1432 members Mstep: Class 2 contains 521 members Entering Unmasked Estep Score: -108548.375000 Penalty: 689.518066 Iteration 7F: 3 clusters Score -108548.4 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1476 members Mstep: Class 2 contains 477 members Entering Unmasked Estep Score: -108633.890625 Penalty: 689.518066 Iteration 8Q: 3 clusters Score -108633.9 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1492 members Mstep: Class 2 contains 461 members Entering Unmasked Estep Score: -108707.507812 Penalty: 689.518066 Iteration 9Q: 3 clusters Score -108707.5 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1490 members Mstep: Class 2 contains 463 members Entering Unmasked Estep Score: -108760.312500 Penalty: 689.518066 Iteration 10Q: 3 clusters Score -108760.3 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1494 members Mstep: Class 2 contains 459 members Entering Unmasked Estep Score: -108803.046875 Penalty: 689.518066 Iteration 11Q: 3 clusters Score -108803 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1492 members Mstep: Class 2 contains 461 members Entering Unmasked Estep Score: -108839.054688 Penalty: 689.518066 Iteration 12Q: 3 clusters Score -108839.1 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1486 members Mstep: Class 2 contains 467 members Entering Unmasked Estep Score: -108869.867188 Penalty: 689.518066 Iteration 13Q: 3 clusters Score -108869.9 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1482 members Mstep: Class 2 contains 471 members Entering Unmasked Estep Score: -108897.921875 Penalty: 689.518066 Iteration 14Q: 3 clusters Score -108897.9 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1480 members Mstep: Class 2 contains 473 members Entering Unmasked Estep Score: -108916.445312 Penalty: 689.518066 Iteration 15Q: 3 clusters Score -108916.4 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1484 members Mstep: Class 2 contains 469 members Entering Unmasked Estep Score: -108931.867188 Penalty: 689.518066 Iteration 16Q: 3 clusters Score -108931.9 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1487 members Mstep: Class 2 contains 466 members Entering Unmasked Estep Score: -108940.781250 Penalty: 689.518066 Iteration 17Q: 3 clusters Score -108940.8 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1488 members Mstep: Class 2 contains 465 members Entering Unmasked Estep Score: -108948.625000 Penalty: 689.518066 Iteration 18Q: 3 clusters Score -108948.6 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1488 members Mstep: Class 2 contains 465 members Entering Unmasked Estep Score: -108954.531250 Penalty: 689.518066 Iteration 19Q: 3 clusters Score -108954.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1490 members Mstep: Class 2 contains 463 members Entering Unmasked Estep Score: -108958.203125 Penalty: 689.518066 Iteration 20F: 3 clusters Score -108958.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1490 members Mstep: Class 2 contains 463 members Entering Unmasked Estep Score: -108960.000000 Penalty: 689.518066 Iteration 21Q: 3 clusters Score -108960 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1491 members Mstep: Class 2 contains 462 members Entering Unmasked Estep Score: -108960.062500 Penalty: 689.518066 Iteration 22Q: 3 clusters Score -108960.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1491 members Mstep: Class 2 contains 462 members Entering Unmasked Estep Score: -108960.062500 Penalty: 689.518066 Iteration 23F: 3 clusters Score -108960.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (3882 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3882 members Entering Unmasked Estep Score: -231371.234375 Penalty: 376.016815 Iteration 0F: 2 clusters Score -231371.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1957 members Mstep: Class 2 contains 1925 members Entering Unmasked Estep Score: -228824.828125 Penalty: 752.033630 Iteration 0F: 3 clusters Score -228824.8 nChanged 1687 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1892 members Mstep: Class 2 contains 1990 members Entering Unmasked Estep Score: -229860.953125 Penalty: 752.033630 Iteration 1F: 3 clusters Score -229861 nChanged 318 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1834 members Mstep: Class 2 contains 2048 members Entering Unmasked Estep Score: -230084.500000 Penalty: 752.033630 Iteration 2F: 3 clusters Score -230084.5 nChanged 310 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1790 members Mstep: Class 2 contains 2092 members Entering Unmasked Estep Score: -230323.593750 Penalty: 752.033630 Iteration 3F: 3 clusters Score -230323.6 nChanged 256 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1778 members Mstep: Class 2 contains 2104 members Entering Unmasked Estep Score: -230525.593750 Penalty: 752.033630 Iteration 4F: 3 clusters Score -230525.6 nChanged 208 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1826 members Mstep: Class 2 contains 2056 members Entering Unmasked Estep Score: -230662.375000 Penalty: 752.033630 Iteration 5F: 3 clusters Score -230662.4 nChanged 167 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1897 members Mstep: Class 2 contains 1985 members Entering Unmasked Estep Score: -230747.265625 Penalty: 752.033630 Iteration 6Q: 3 clusters Score -230747.3 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1959 members Mstep: Class 2 contains 1923 members Entering Unmasked Estep Score: -230798.843750 Penalty: 752.033630 Iteration 7Q: 3 clusters Score -230798.8 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2008 members Mstep: Class 2 contains 1874 members Entering Unmasked Estep Score: -230832.093750 Penalty: 752.033630 Iteration 8Q: 3 clusters Score -230832.1 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2057 members Mstep: Class 2 contains 1825 members Entering Unmasked Estep Score: -230849.093750 Penalty: 752.033630 Iteration 9Q: 3 clusters Score -230849.1 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2101 members Mstep: Class 2 contains 1781 members Entering Unmasked Estep Score: -230862.765625 Penalty: 752.033630 Iteration 10Q: 3 clusters Score -230862.8 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2138 members Mstep: Class 2 contains 1744 members Entering Unmasked Estep Score: -230875.531250 Penalty: 752.033630 Iteration 11Q: 3 clusters Score -230875.5 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2166 members Mstep: Class 2 contains 1716 members Entering Unmasked Estep Score: -230885.125000 Penalty: 752.033630 Iteration 12Q: 3 clusters Score -230885.1 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2198 members Mstep: Class 2 contains 1684 members Entering Unmasked Estep Score: -230893.078125 Penalty: 752.033630 Iteration 13Q: 3 clusters Score -230893.1 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2221 members Mstep: Class 2 contains 1661 members Entering Unmasked Estep Score: -230898.000000 Penalty: 752.033630 Iteration 14Q: 3 clusters Score -230898 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2234 members Mstep: Class 2 contains 1648 members Entering Unmasked Estep Score: -230901.281250 Penalty: 752.033630 Iteration 15Q: 3 clusters Score -230901.3 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2246 members Mstep: Class 2 contains 1636 members Entering Unmasked Estep Score: -230902.578125 Penalty: 752.033630 Iteration 16Q: 3 clusters Score -230902.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2255 members Mstep: Class 2 contains 1627 members Entering Unmasked Estep Score: -230904.593750 Penalty: 752.033630 Iteration 17Q: 3 clusters Score -230904.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2265 members Mstep: Class 2 contains 1617 members Entering Unmasked Estep Score: -230905.046875 Penalty: 752.033630 Iteration 18Q: 3 clusters Score -230905 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2276 members Mstep: Class 2 contains 1606 members Entering Unmasked Estep Score: -230907.140625 Penalty: 752.033630 Iteration 19Q: 3 clusters Score -230907.1 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2291 members Mstep: Class 2 contains 1591 members Entering Unmasked Estep Score: -230910.218750 Penalty: 752.033630 Iteration 20F: 3 clusters Score -230910.2 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2307 members Mstep: Class 2 contains 1575 members Entering Unmasked Estep Score: -230914.890625 Penalty: 752.033630 Iteration 21Q: 3 clusters Score -230914.9 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2324 members Mstep: Class 2 contains 1558 members Entering Unmasked Estep Score: -230918.156250 Penalty: 752.033630 Iteration 22Q: 3 clusters Score -230918.2 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2347 members Mstep: Class 2 contains 1535 members Entering Unmasked Estep Score: -230922.140625 Penalty: 752.033630 Iteration 23Q: 3 clusters Score -230922.1 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2362 members Mstep: Class 2 contains 1520 members Entering Unmasked Estep Score: -230923.546875 Penalty: 752.033630 Iteration 24Q: 3 clusters Score -230923.5 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2373 members Mstep: Class 2 contains 1509 members Entering Unmasked Estep Score: -230924.765625 Penalty: 752.033630 Iteration 25Q: 3 clusters Score -230924.8 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2388 members Mstep: Class 2 contains 1494 members Entering Unmasked Estep Score: -230926.312500 Penalty: 752.033630 Iteration 26Q: 3 clusters Score -230926.3 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2403 members Mstep: Class 2 contains 1479 members Entering Unmasked Estep Score: -230928.000000 Penalty: 752.033630 Iteration 27Q: 3 clusters Score -230928 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2415 members Mstep: Class 2 contains 1467 members Entering Unmasked Estep Score: -230930.140625 Penalty: 752.033630 Iteration 28Q: 3 clusters Score -230930.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2423 members Mstep: Class 2 contains 1459 members Entering Unmasked Estep Score: -230931.515625 Penalty: 752.033630 Iteration 29Q: 3 clusters Score -230931.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2428 members Mstep: Class 2 contains 1454 members Entering Unmasked Estep Score: -230932.156250 Penalty: 752.033630 Iteration 30Q: 3 clusters Score -230932.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2433 members Mstep: Class 2 contains 1449 members Entering Unmasked Estep Score: -230931.921875 Penalty: 752.033630 Iteration 31Q: 3 clusters Score -230931.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2435 members Mstep: Class 2 contains 1447 members Entering Unmasked Estep Score: -230932.140625 Penalty: 752.033630 Iteration 32Q: 3 clusters Score -230932.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2435 members Mstep: Class 2 contains 1447 members Entering Unmasked Estep Score: -230932.140625 Penalty: 752.033630 Iteration 33F: 3 clusters Score -230932.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (93539 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 93539 members Entering Unmasked Estep Score: -5272973.500000 Penalty: 520.799072 Iteration 0F: 2 clusters Score -5272974 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47181 members Mstep: Class 2 contains 46358 members Entering Unmasked Estep Score: -5209658.000000 Penalty: 1041.598145 Iteration 0F: 3 clusters Score -5209658 nChanged 45602 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59525 members Mstep: Class 2 contains 34014 members Entering Unmasked Estep Score: -5241086.500000 Penalty: 1041.598145 Iteration 1F: 3 clusters Score -5241086 nChanged 7496 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66557 members Mstep: Class 2 contains 26982 members Entering Unmasked Estep Score: -5247053.500000 Penalty: 1041.598145 Iteration 2F: 3 clusters Score -5247054 nChanged 8595 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 74896 members Mstep: Class 2 contains 18643 members Entering Unmasked Estep Score: -5255587.500000 Penalty: 1041.598145 Iteration 3F: 3 clusters Score -5255588 nChanged 7235 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81895 members Mstep: Class 2 contains 11644 members Entering Unmasked Estep Score: -5263129.500000 Penalty: 1041.598145 Iteration 4F: 3 clusters Score -5263130 nChanged 4505 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 86142 members Mstep: Class 2 contains 7397 members Entering Unmasked Estep Score: -5267392.500000 Penalty: 1041.598145 Iteration 5Q: 3 clusters Score -5267392 nChanged 2585 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 88539 members Mstep: Class 2 contains 5000 members Entering Unmasked Estep Score: -5269722.000000 Penalty: 1041.598145 Iteration 6Q: 3 clusters Score -5269722 nChanged 1472 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 89881 members Mstep: Class 2 contains 3658 members Entering Unmasked Estep Score: -5271028.000000 Penalty: 1041.598145 Iteration 7Q: 3 clusters Score -5271028 nChanged 870 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 90653 members Mstep: Class 2 contains 2886 members Entering Unmasked Estep Score: -5271735.000000 Penalty: 1041.598145 Iteration 8Q: 3 clusters Score -5271735 nChanged 550 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 91129 members Mstep: Class 2 contains 2410 members Entering Unmasked Estep Score: -5272112.000000 Penalty: 1041.598145 Iteration 9Q: 3 clusters Score -5272112 nChanged 374 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 91467 members Mstep: Class 2 contains 2072 members Entering Unmasked Estep Score: -5272329.500000 Penalty: 1041.598145 Iteration 10Q: 3 clusters Score -5272330 nChanged 281 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 91702 members Mstep: Class 2 contains 1837 members Entering Unmasked Estep Score: -5272470.000000 Penalty: 1041.598145 Iteration 11Q: 3 clusters Score -5272470 nChanged 204 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 91874 members Mstep: Class 2 contains 1665 members Entering Unmasked Estep Score: -5272555.500000 Penalty: 1041.598145 Iteration 12Q: 3 clusters Score -5272556 nChanged 158 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 92004 members Mstep: Class 2 contains 1535 members Entering Unmasked Estep Score: -5272619.500000 Penalty: 1041.598145 Iteration 13Q: 3 clusters Score -5272620 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 92114 members Mstep: Class 2 contains 1425 members Entering Unmasked Estep Score: -5272661.500000 Penalty: 1041.598145 Iteration 14Q: 3 clusters Score -5272662 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 92205 members Mstep: Class 2 contains 1334 members Entering Unmasked Estep Score: -5272691.500000 Penalty: 1041.598145 Iteration 15Q: 3 clusters Score -5272692 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 92268 members Mstep: Class 2 contains 1271 members Entering Unmasked Estep Score: -5272715.500000 Penalty: 1041.598145 Iteration 16Q: 3 clusters Score -5272716 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 92321 members Mstep: Class 2 contains 1218 members Entering Unmasked Estep Score: -5272725.000000 Penalty: 1041.598145 Iteration 17Q: 3 clusters Score -5272725 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 92354 members Mstep: Class 2 contains 1185 members Entering Unmasked Estep Score: -5272735.500000 Penalty: 1041.598145 Iteration 18Q: 3 clusters Score -5272736 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 92384 members Mstep: Class 2 contains 1155 members Entering Unmasked Estep Score: -5272742.500000 Penalty: 1041.598145 Iteration 19Q: 3 clusters Score -5272742 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 92407 members Mstep: Class 2 contains 1132 members Entering Unmasked Estep Score: -5272742.500000 Penalty: 1041.598145 Iteration 20F: 3 clusters Score -5272742 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 92422 members Mstep: Class 2 contains 1117 members Entering Unmasked Estep Score: -5272744.000000 Penalty: 1041.598145 Iteration 21Q: 3 clusters Score -5272744 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 92442 members Mstep: Class 2 contains 1097 members Entering Unmasked Estep Score: -5272744.500000 Penalty: 1041.598145 Iteration 22Q: 3 clusters Score -5272744 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 92455 members Mstep: Class 2 contains 1084 members Entering Unmasked Estep Score: -5272748.500000 Penalty: 1041.598145 Iteration 23Q: 3 clusters Score -5272748 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 92473 members Mstep: Class 2 contains 1066 members Entering Unmasked Estep Score: -5272745.000000 Penalty: 1041.598145 Iteration 24Q: 3 clusters Score -5272745 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 92489 members Mstep: Class 2 contains 1050 members Entering Unmasked Estep Score: -5272756.000000 Penalty: 1041.598145 Iteration 25Q: 3 clusters Score -5272756 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 92504 members Mstep: Class 2 contains 1035 members Entering Unmasked Estep Score: -5272757.500000 Penalty: 1041.598145 Iteration 26Q: 3 clusters Score -5272758 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 92522 members Mstep: Class 2 contains 1017 members Entering Unmasked Estep Score: -5272763.000000 Penalty: 1041.598145 Iteration 27Q: 3 clusters Score -5272763 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 92531 members Mstep: Class 2 contains 1008 members Entering Unmasked Estep Score: -5272763.500000 Penalty: 1041.598145 Iteration 28Q: 3 clusters Score -5272764 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 92538 members Mstep: Class 2 contains 1001 members Entering Unmasked Estep Score: -5272770.000000 Penalty: 1041.598145 Iteration 29Q: 3 clusters Score -5272770 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 92548 members Mstep: Class 2 contains 991 members Entering Unmasked Estep Score: -5272774.000000 Penalty: 1041.598145 Iteration 30Q: 3 clusters Score -5272774 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 92555 members Mstep: Class 2 contains 984 members Entering Unmasked Estep Score: -5272771.000000 Penalty: 1041.598145 Iteration 31Q: 3 clusters Score -5272771 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 92564 members Mstep: Class 2 contains 975 members Entering Unmasked Estep Score: -5272770.500000 Penalty: 1041.598145 Iteration 32Q: 3 clusters Score -5272770 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 92575 members Mstep: Class 2 contains 964 members Entering Unmasked Estep Score: -5272775.000000 Penalty: 1041.598145 Iteration 33Q: 3 clusters Score -5272775 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 92581 members Mstep: Class 2 contains 958 members Entering Unmasked Estep Score: -5272771.500000 Penalty: 1041.598145 Iteration 34Q: 3 clusters Score -5272772 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 92587 members Mstep: Class 2 contains 952 members Entering Unmasked Estep Score: -5272777.000000 Penalty: 1041.598145 Iteration 35Q: 3 clusters Score -5272777 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 92595 members Mstep: Class 2 contains 944 members Entering Unmasked Estep Score: -5272780.500000 Penalty: 1041.598145 Iteration 36Q: 3 clusters Score -5272780 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 92604 members Mstep: Class 2 contains 935 members Entering Unmasked Estep Score: -5272778.500000 Penalty: 1041.598145 Iteration 37Q: 3 clusters Score -5272778 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 92615 members Mstep: Class 2 contains 924 members Entering Unmasked Estep Score: -5272774.500000 Penalty: 1041.598145 Iteration 38Q: 3 clusters Score -5272774 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 92628 members Mstep: Class 2 contains 911 members Entering Unmasked Estep Score: -5272785.500000 Penalty: 1041.598145 Iteration 39Q: 3 clusters Score -5272786 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 92639 members Mstep: Class 2 contains 900 members Entering Unmasked Estep Score: -5272790.000000 Penalty: 1041.598145 Iteration 40F: 3 clusters Score -5272790 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 92651 members Mstep: Class 2 contains 888 members Entering Unmasked Estep Score: -5272783.000000 Penalty: 1041.598145 Iteration 41Q: 3 clusters Score -5272783 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 92665 members Mstep: Class 2 contains 874 members Entering Unmasked Estep Score: -5272785.000000 Penalty: 1041.598145 Iteration 42Q: 3 clusters Score -5272785 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 92682 members Mstep: Class 2 contains 857 members Entering Unmasked Estep Score: -5272806.500000 Penalty: 1041.598145 Iteration 43Q: 3 clusters Score -5272806 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 92693 members Mstep: Class 2 contains 846 members Entering Unmasked Estep Score: -5272817.000000 Penalty: 1041.598145 Iteration 44Q: 3 clusters Score -5272817 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 92701 members Mstep: Class 2 contains 838 members Entering Unmasked Estep Score: -5272826.500000 Penalty: 1041.598145 Iteration 45Q: 3 clusters Score -5272826 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 92710 members Mstep: Class 2 contains 829 members Entering Unmasked Estep Score: -5272836.000000 Penalty: 1041.598145 Iteration 46Q: 3 clusters Score -5272836 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 92715 members Mstep: Class 2 contains 824 members Entering Unmasked Estep Score: -5272838.500000 Penalty: 1041.598145 Iteration 47Q: 3 clusters Score -5272838 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 92721 members Mstep: Class 2 contains 818 members Entering Unmasked Estep Score: -5272836.000000 Penalty: 1041.598145 Iteration 48Q: 3 clusters Score -5272836 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 92727 members Mstep: Class 2 contains 812 members Entering Unmasked Estep Score: -5272846.000000 Penalty: 1041.598145 Iteration 49Q: 3 clusters Score -5272846 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 92732 members Mstep: Class 2 contains 807 members Entering Unmasked Estep Score: -5272848.000000 Penalty: 1041.598145 Iteration 50Q: 3 clusters Score -5272848 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 92735 members Mstep: Class 2 contains 804 members Entering Unmasked Estep Score: -5272853.000000 Penalty: 1041.598145 Iteration 51Q: 3 clusters Score -5272853 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 92740 members Mstep: Class 2 contains 799 members Entering Unmasked Estep Score: -5272854.000000 Penalty: 1041.598145 Iteration 52Q: 3 clusters Score -5272854 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 92739 members Mstep: Class 2 contains 800 members Entering Unmasked Estep Score: -5272852.000000 Penalty: 1041.598145 Iteration 53Q: 3 clusters Score -5272852 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 92743 members Mstep: Class 2 contains 796 members Entering Unmasked Estep Score: -5272858.500000 Penalty: 1041.598145 Iteration 54Q: 3 clusters Score -5272858 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 92744 members Mstep: Class 2 contains 795 members Entering Unmasked Estep Score: -5272855.500000 Penalty: 1041.598145 Iteration 55Q: 3 clusters Score -5272856 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 92744 members Mstep: Class 2 contains 795 members Entering Unmasked Estep Score: -5272852.500000 Penalty: 1041.598145 Iteration 56Q: 3 clusters Score -5272852 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 92742 members Mstep: Class 2 contains 797 members Entering Unmasked Estep Score: -5272854.000000 Penalty: 1041.598145 Iteration 57Q: 3 clusters Score -5272854 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 92740 members Mstep: Class 2 contains 799 members Entering Unmasked Estep Score: -5272857.500000 Penalty: 1041.598145 Iteration 58Q: 3 clusters Score -5272858 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 92740 members Mstep: Class 2 contains 799 members Entering Unmasked Estep Score: -5272857.500000 Penalty: 1041.598145 Iteration 59F: 3 clusters Score -5272858 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (2750 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2750 members Entering Unmasked Estep Score: -153207.625000 Penalty: 360.330719 Iteration 0F: 2 clusters Score -153207.6 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 1428 members Entering Unmasked Estep Score: -151310.187500 Penalty: 720.661438 Iteration 0F: 3 clusters Score -151310.2 nChanged 1175 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1151 members Mstep: Class 2 contains 1599 members Entering Unmasked Estep Score: -152040.687500 Penalty: 720.661438 Iteration 1F: 3 clusters Score -152040.7 nChanged 205 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1046 members Mstep: Class 2 contains 1704 members Entering Unmasked Estep Score: -152204.468750 Penalty: 720.661438 Iteration 2F: 3 clusters Score -152204.5 nChanged 183 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 941 members Mstep: Class 2 contains 1809 members Entering Unmasked Estep Score: -152365.625000 Penalty: 720.661438 Iteration 3F: 3 clusters Score -152365.6 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 843 members Mstep: Class 2 contains 1907 members Entering Unmasked Estep Score: -152493.343750 Penalty: 720.661438 Iteration 4F: 3 clusters Score -152493.3 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 753 members Mstep: Class 2 contains 1997 members Entering Unmasked Estep Score: -152601.375000 Penalty: 720.661438 Iteration 5Q: 3 clusters Score -152601.4 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 683 members Mstep: Class 2 contains 2067 members Entering Unmasked Estep Score: -152678.843750 Penalty: 720.661438 Iteration 6Q: 3 clusters Score -152678.8 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 613 members Mstep: Class 2 contains 2137 members Entering Unmasked Estep Score: -152725.906250 Penalty: 720.661438 Iteration 7Q: 3 clusters Score -152725.9 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 561 members Mstep: Class 2 contains 2189 members Entering Unmasked Estep Score: -152758.453125 Penalty: 720.661438 Iteration 8Q: 3 clusters Score -152758.5 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 508 members Mstep: Class 2 contains 2242 members Entering Unmasked Estep Score: -152795.046875 Penalty: 720.661438 Iteration 9Q: 3 clusters Score -152795 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 461 members Mstep: Class 2 contains 2289 members Entering Unmasked Estep Score: -152825.656250 Penalty: 720.661438 Iteration 10Q: 3 clusters Score -152825.7 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 420 members Mstep: Class 2 contains 2330 members Entering Unmasked Estep Score: -152851.015625 Penalty: 720.661438 Iteration 11Q: 3 clusters Score -152851 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 383 members Mstep: Class 2 contains 2367 members Entering Unmasked Estep Score: -152874.125000 Penalty: 720.661438 Iteration 12Q: 3 clusters Score -152874.1 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 360 members Mstep: Class 2 contains 2390 members Entering Unmasked Estep Score: -152886.859375 Penalty: 720.661438 Iteration 13Q: 3 clusters Score -152886.9 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 343 members Mstep: Class 2 contains 2407 members Entering Unmasked Estep Score: -152897.218750 Penalty: 720.661438 Iteration 14Q: 3 clusters Score -152897.2 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 329 members Mstep: Class 2 contains 2421 members Entering Unmasked Estep Score: -152905.390625 Penalty: 720.661438 Iteration 15Q: 3 clusters Score -152905.4 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 317 members Mstep: Class 2 contains 2433 members Entering Unmasked Estep Score: -152912.562500 Penalty: 720.661438 Iteration 16Q: 3 clusters Score -152912.6 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 306 members Mstep: Class 2 contains 2444 members Entering Unmasked Estep Score: -152918.843750 Penalty: 720.661438 Iteration 17Q: 3 clusters Score -152918.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 301 members Mstep: Class 2 contains 2449 members Entering Unmasked Estep Score: -152921.718750 Penalty: 720.661438 Iteration 18Q: 3 clusters Score -152921.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 298 members Mstep: Class 2 contains 2452 members Entering Unmasked Estep Score: -152923.265625 Penalty: 720.661438 Iteration 19Q: 3 clusters Score -152923.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 292 members Mstep: Class 2 contains 2458 members Entering Unmasked Estep Score: -152925.921875 Penalty: 720.661438 Iteration 20F: 3 clusters Score -152925.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 286 members Mstep: Class 2 contains 2464 members Entering Unmasked Estep Score: -152928.187500 Penalty: 720.661438 Iteration 21Q: 3 clusters Score -152928.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 282 members Mstep: Class 2 contains 2468 members Entering Unmasked Estep Score: -152929.171875 Penalty: 720.661438 Iteration 22Q: 3 clusters Score -152929.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 280 members Mstep: Class 2 contains 2470 members Entering Unmasked Estep Score: -152930.203125 Penalty: 720.661438 Iteration 23Q: 3 clusters Score -152930.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 277 members Mstep: Class 2 contains 2473 members Entering Unmasked Estep Score: -152931.453125 Penalty: 720.661438 Iteration 24Q: 3 clusters Score -152931.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 276 members Mstep: Class 2 contains 2474 members Entering Unmasked Estep Score: -152933.328125 Penalty: 720.661438 Iteration 25Q: 3 clusters Score -152933.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 272 members Mstep: Class 2 contains 2478 members Entering Unmasked Estep Score: -152934.703125 Penalty: 720.661438 Iteration 26Q: 3 clusters Score -152934.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 269 members Mstep: Class 2 contains 2481 members Entering Unmasked Estep Score: -152935.656250 Penalty: 720.661438 Iteration 27Q: 3 clusters Score -152935.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 267 members Mstep: Class 2 contains 2483 members Entering Unmasked Estep Score: -152936.125000 Penalty: 720.661438 Iteration 28Q: 3 clusters Score -152936.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 267 members Mstep: Class 2 contains 2483 members Entering Unmasked Estep Score: -152936.125000 Penalty: 720.661438 Iteration 29F: 3 clusters Score -152936.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (3120 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3120 members Entering Unmasked Estep Score: -179439.859375 Penalty: 366.074280 Iteration 0F: 2 clusters Score -179439.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1612 members Mstep: Class 2 contains 1508 members Entering Unmasked Estep Score: -177270.390625 Penalty: 732.148560 Iteration 0F: 3 clusters Score -177270.4 nChanged 1329 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1857 members Mstep: Class 2 contains 1263 members Entering Unmasked Estep Score: -178050.531250 Penalty: 732.148560 Iteration 1F: 3 clusters Score -178050.5 nChanged 215 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2014 members Mstep: Class 2 contains 1106 members Entering Unmasked Estep Score: -178195.765625 Penalty: 732.148560 Iteration 2F: 3 clusters Score -178195.8 nChanged 226 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2204 members Mstep: Class 2 contains 916 members Entering Unmasked Estep Score: -178364.421875 Penalty: 732.148560 Iteration 3F: 3 clusters Score -178364.4 nChanged 219 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2409 members Mstep: Class 2 contains 711 members Entering Unmasked Estep Score: -178544.531250 Penalty: 732.148560 Iteration 4F: 3 clusters Score -178544.5 nChanged 193 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2598 members Mstep: Class 2 contains 522 members Entering Unmasked Estep Score: -178713.765625 Penalty: 732.148560 Iteration 5F: 3 clusters Score -178713.8 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2743 members Mstep: Class 2 contains 377 members Entering Unmasked Estep Score: -178853.015625 Penalty: 732.148560 Iteration 6Q: 3 clusters Score -178853 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2851 members Mstep: Class 2 contains 269 members Entering Unmasked Estep Score: -178957.828125 Penalty: 732.148560 Iteration 7Q: 3 clusters Score -178957.8 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2919 members Mstep: Class 2 contains 201 members Entering Unmasked Estep Score: -179027.125000 Penalty: 732.148560 Iteration 8Q: 3 clusters Score -179027.1 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2965 members Mstep: Class 2 contains 155 members Entering Unmasked Estep Score: -179086.296875 Penalty: 732.148560 Iteration 9Q: 3 clusters Score -179086.3 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2991 members Mstep: Class 2 contains 129 members Entering Unmasked Estep Score: -179117.218750 Penalty: 732.148560 Iteration 10Q: 3 clusters Score -179117.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3003 members Mstep: Class 2 contains 117 members Entering Unmasked Estep Score: -179126.890625 Penalty: 732.148560 Iteration 11Q: 3 clusters Score -179126.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3009 members Mstep: Class 2 contains 111 members Entering Unmasked Estep Score: -179131.593750 Penalty: 732.148560 Iteration 12Q: 3 clusters Score -179131.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3012 members Mstep: Class 2 contains 108 members Entering Unmasked Estep Score: -179132.656250 Penalty: 732.148560 Iteration 13Q: 3 clusters Score -179132.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3016 members Mstep: Class 2 contains 104 members Entering Unmasked Estep Score: -179136.703125 Penalty: 732.148560 Iteration 14Q: 3 clusters Score -179136.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3020 members Mstep: Class 2 contains 100 members Entering Unmasked Estep Score: -179140.515625 Penalty: 732.148560 Iteration 15Q: 3 clusters Score -179140.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3023 members Mstep: Class 2 contains 97 members Entering Unmasked Estep Score: -179143.500000 Penalty: 732.148560 Iteration 16Q: 3 clusters Score -179143.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3028 members Mstep: Class 2 contains 92 members Entering Unmasked Estep Score: -179147.343750 Penalty: 732.148560 Iteration 17Q: 3 clusters Score -179147.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3029 members Mstep: Class 2 contains 91 members Entering Unmasked Estep Score: -179147.812500 Penalty: 732.148560 Iteration 18Q: 3 clusters Score -179147.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3030 members Mstep: Class 2 contains 90 members Entering Unmasked Estep Score: -179148.031250 Penalty: 732.148560 Iteration 19Q: 3 clusters Score -179148 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3030 members Mstep: Class 2 contains 90 members Entering Unmasked Estep Score: -179148.031250 Penalty: 732.148560 Iteration 20F: 3 clusters Score -179148 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (2201 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2201 members Entering Unmasked Estep Score: -124094.125000 Penalty: 350.198364 Iteration 0F: 2 clusters Score -124094.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1072 members Mstep: Class 2 contains 1129 members Entering Unmasked Estep Score: -122495.867188 Penalty: 700.396729 Iteration 0F: 3 clusters Score -122495.9 nChanged 968 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 978 members Mstep: Class 2 contains 1223 members Entering Unmasked Estep Score: -123106.859375 Penalty: 700.396729 Iteration 1F: 3 clusters Score -123106.9 nChanged 166 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 934 members Mstep: Class 2 contains 1267 members Entering Unmasked Estep Score: -123222.296875 Penalty: 700.396729 Iteration 2F: 3 clusters Score -123222.3 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 892 members Mstep: Class 2 contains 1309 members Entering Unmasked Estep Score: -123309.101562 Penalty: 700.396729 Iteration 3F: 3 clusters Score -123309.1 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 847 members Mstep: Class 2 contains 1354 members Entering Unmasked Estep Score: -123390.742188 Penalty: 700.396729 Iteration 4F: 3 clusters Score -123390.7 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 794 members Mstep: Class 2 contains 1407 members Entering Unmasked Estep Score: -123488.984375 Penalty: 700.396729 Iteration 5Q: 3 clusters Score -123489 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 747 members Mstep: Class 2 contains 1454 members Entering Unmasked Estep Score: -123557.468750 Penalty: 700.396729 Iteration 6Q: 3 clusters Score -123557.5 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 705 members Mstep: Class 2 contains 1496 members Entering Unmasked Estep Score: -123614.500000 Penalty: 700.396729 Iteration 7Q: 3 clusters Score -123614.5 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 666 members Mstep: Class 2 contains 1535 members Entering Unmasked Estep Score: -123648.703125 Penalty: 700.396729 Iteration 8Q: 3 clusters Score -123648.7 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 639 members Mstep: Class 2 contains 1562 members Entering Unmasked Estep Score: -123669.000000 Penalty: 700.396729 Iteration 9Q: 3 clusters Score -123669 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 619 members Mstep: Class 2 contains 1582 members Entering Unmasked Estep Score: -123680.679688 Penalty: 700.396729 Iteration 10Q: 3 clusters Score -123680.7 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 607 members Mstep: Class 2 contains 1594 members Entering Unmasked Estep Score: -123688.671875 Penalty: 700.396729 Iteration 11Q: 3 clusters Score -123688.7 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 597 members Mstep: Class 2 contains 1604 members Entering Unmasked Estep Score: -123693.640625 Penalty: 700.396729 Iteration 12Q: 3 clusters Score -123693.6 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 586 members Mstep: Class 2 contains 1615 members Entering Unmasked Estep Score: -123696.500000 Penalty: 700.396729 Iteration 13Q: 3 clusters Score -123696.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 583 members Mstep: Class 2 contains 1618 members Entering Unmasked Estep Score: -123697.898438 Penalty: 700.396729 Iteration 14Q: 3 clusters Score -123697.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 580 members Mstep: Class 2 contains 1621 members Entering Unmasked Estep Score: -123699.304688 Penalty: 700.396729 Iteration 15Q: 3 clusters Score -123699.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 575 members Mstep: Class 2 contains 1626 members Entering Unmasked Estep Score: -123701.414062 Penalty: 700.396729 Iteration 16Q: 3 clusters Score -123701.4 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 567 members Mstep: Class 2 contains 1634 members Entering Unmasked Estep Score: -123703.468750 Penalty: 700.396729 Iteration 17Q: 3 clusters Score -123703.5 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 559 members Mstep: Class 2 contains 1642 members Entering Unmasked Estep Score: -123705.281250 Penalty: 700.396729 Iteration 18Q: 3 clusters Score -123705.3 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 550 members Mstep: Class 2 contains 1651 members Entering Unmasked Estep Score: -123708.203125 Penalty: 700.396729 Iteration 19Q: 3 clusters Score -123708.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 539 members Mstep: Class 2 contains 1662 members Entering Unmasked Estep Score: -123711.375000 Penalty: 700.396729 Iteration 20F: 3 clusters Score -123711.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 531 members Mstep: Class 2 contains 1670 members Entering Unmasked Estep Score: -123713.468750 Penalty: 700.396729 Iteration 21Q: 3 clusters Score -123713.5 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 518 members Mstep: Class 2 contains 1683 members Entering Unmasked Estep Score: -123721.734375 Penalty: 700.396729 Iteration 22Q: 3 clusters Score -123721.7 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 500 members Mstep: Class 2 contains 1701 members Entering Unmasked Estep Score: -123730.984375 Penalty: 700.396729 Iteration 23Q: 3 clusters Score -123731 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 484 members Mstep: Class 2 contains 1717 members Entering Unmasked Estep Score: -123736.078125 Penalty: 700.396729 Iteration 24Q: 3 clusters Score -123736.1 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 473 members Mstep: Class 2 contains 1728 members Entering Unmasked Estep Score: -123738.851562 Penalty: 700.396729 Iteration 25Q: 3 clusters Score -123738.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 466 members Mstep: Class 2 contains 1735 members Entering Unmasked Estep Score: -123741.671875 Penalty: 700.396729 Iteration 26Q: 3 clusters Score -123741.7 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 454 members Mstep: Class 2 contains 1747 members Entering Unmasked Estep Score: -123747.351562 Penalty: 700.396729 Iteration 27Q: 3 clusters Score -123747.4 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 445 members Mstep: Class 2 contains 1756 members Entering Unmasked Estep Score: -123752.234375 Penalty: 700.396729 Iteration 28Q: 3 clusters Score -123752.2 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 437 members Mstep: Class 2 contains 1764 members Entering Unmasked Estep Score: -123756.890625 Penalty: 700.396729 Iteration 29Q: 3 clusters Score -123756.9 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 433 members Mstep: Class 2 contains 1768 members Entering Unmasked Estep Score: -123760.507812 Penalty: 700.396729 Iteration 30Q: 3 clusters Score -123760.5 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 429 members Mstep: Class 2 contains 1772 members Entering Unmasked Estep Score: -123763.484375 Penalty: 700.396729 Iteration 31Q: 3 clusters Score -123763.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 421 members Mstep: Class 2 contains 1780 members Entering Unmasked Estep Score: -123766.507812 Penalty: 700.396729 Iteration 32Q: 3 clusters Score -123766.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 416 members Mstep: Class 2 contains 1785 members Entering Unmasked Estep Score: -123767.726562 Penalty: 700.396729 Iteration 33Q: 3 clusters Score -123767.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 412 members Mstep: Class 2 contains 1789 members Entering Unmasked Estep Score: -123768.500000 Penalty: 700.396729 Iteration 34Q: 3 clusters Score -123768.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 408 members Mstep: Class 2 contains 1793 members Entering Unmasked Estep Score: -123769.859375 Penalty: 700.396729 Iteration 35Q: 3 clusters Score -123769.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 402 members Mstep: Class 2 contains 1799 members Entering Unmasked Estep Score: -123770.640625 Penalty: 700.396729 Iteration 36Q: 3 clusters Score -123770.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 397 members Mstep: Class 2 contains 1804 members Entering Unmasked Estep Score: -123771.695312 Penalty: 700.396729 Iteration 37Q: 3 clusters Score -123771.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 392 members Mstep: Class 2 contains 1809 members Entering Unmasked Estep Score: -123772.953125 Penalty: 700.396729 Iteration 38Q: 3 clusters Score -123773 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 389 members Mstep: Class 2 contains 1812 members Entering Unmasked Estep Score: -123773.578125 Penalty: 700.396729 Iteration 39Q: 3 clusters Score -123773.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 387 members Mstep: Class 2 contains 1814 members Entering Unmasked Estep Score: -123774.125000 Penalty: 700.396729 Iteration 40F: 3 clusters Score -123774.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 384 members Mstep: Class 2 contains 1817 members Entering Unmasked Estep Score: -123775.617188 Penalty: 700.396729 Iteration 41Q: 3 clusters Score -123775.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 383 members Mstep: Class 2 contains 1818 members Entering Unmasked Estep Score: -123776.437500 Penalty: 700.396729 Iteration 42Q: 3 clusters Score -123776.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 382 members Mstep: Class 2 contains 1819 members Entering Unmasked Estep Score: -123776.484375 Penalty: 700.396729 Iteration 43Q: 3 clusters Score -123776.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 382 members Mstep: Class 2 contains 1819 members Entering Unmasked Estep Score: -123776.484375 Penalty: 700.396729 Iteration 44F: 3 clusters Score -123776.5 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (24969 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24969 members Entering Unmasked Estep Score: -1424261.875000 Penalty: 460.705261 Iteration 0F: 2 clusters Score -1424262 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12410 members Mstep: Class 2 contains 12559 members Entering Unmasked Estep Score: -1407619.500000 Penalty: 921.410522 Iteration 0F: 3 clusters Score -1407620 nChanged 11844 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11676 members Mstep: Class 2 contains 13293 members Entering Unmasked Estep Score: -1415028.375000 Penalty: 921.410522 Iteration 1F: 3 clusters Score -1415028 nChanged 1470 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11368 members Mstep: Class 2 contains 13601 members Entering Unmasked Estep Score: -1415723.875000 Penalty: 921.410522 Iteration 2F: 3 clusters Score -1415724 nChanged 1411 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10985 members Mstep: Class 2 contains 13984 members Entering Unmasked Estep Score: -1416424.500000 Penalty: 921.410522 Iteration 3F: 3 clusters Score -1416424 nChanged 1407 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10528 members Mstep: Class 2 contains 14441 members Entering Unmasked Estep Score: -1417284.875000 Penalty: 921.410522 Iteration 4F: 3 clusters Score -1417285 nChanged 1508 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9918 members Mstep: Class 2 contains 15051 members Entering Unmasked Estep Score: -1418463.250000 Penalty: 921.410522 Iteration 5F: 3 clusters Score -1418463 nChanged 1538 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9212 members Mstep: Class 2 contains 15757 members Entering Unmasked Estep Score: -1419900.000000 Penalty: 921.410522 Iteration 6F: 3 clusters Score -1419900 nChanged 1425 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8627 members Mstep: Class 2 contains 16342 members Entering Unmasked Estep Score: -1421153.125000 Penalty: 921.410522 Iteration 7F: 3 clusters Score -1421153 nChanged 1149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8264 members Mstep: Class 2 contains 16705 members Entering Unmasked Estep Score: -1421843.000000 Penalty: 921.410522 Iteration 8Q: 3 clusters Score -1421843 nChanged 798 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8048 members Mstep: Class 2 contains 16921 members Entering Unmasked Estep Score: -1422133.625000 Penalty: 921.410522 Iteration 9Q: 3 clusters Score -1422134 nChanged 504 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7906 members Mstep: Class 2 contains 17063 members Entering Unmasked Estep Score: -1422268.875000 Penalty: 921.410522 Iteration 10Q: 3 clusters Score -1422269 nChanged 361 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7747 members Mstep: Class 2 contains 17222 members Entering Unmasked Estep Score: -1422366.250000 Penalty: 921.410522 Iteration 11Q: 3 clusters Score -1422366 nChanged 299 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7584 members Mstep: Class 2 contains 17385 members Entering Unmasked Estep Score: -1422431.125000 Penalty: 921.410522 Iteration 12Q: 3 clusters Score -1422431 nChanged 240 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7434 members Mstep: Class 2 contains 17535 members Entering Unmasked Estep Score: -1422483.000000 Penalty: 921.410522 Iteration 13Q: 3 clusters Score -1422483 nChanged 221 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7271 members Mstep: Class 2 contains 17698 members Entering Unmasked Estep Score: -1422526.500000 Penalty: 921.410522 Iteration 14Q: 3 clusters Score -1422526 nChanged 215 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7108 members Mstep: Class 2 contains 17861 members Entering Unmasked Estep Score: -1422566.500000 Penalty: 921.410522 Iteration 15Q: 3 clusters Score -1422566 nChanged 212 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6940 members Mstep: Class 2 contains 18029 members Entering Unmasked Estep Score: -1422603.375000 Penalty: 921.410522 Iteration 16Q: 3 clusters Score -1422603 nChanged 181 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6785 members Mstep: Class 2 contains 18184 members Entering Unmasked Estep Score: -1422631.250000 Penalty: 921.410522 Iteration 17Q: 3 clusters Score -1422631 nChanged 178 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6615 members Mstep: Class 2 contains 18354 members Entering Unmasked Estep Score: -1422660.500000 Penalty: 921.410522 Iteration 18Q: 3 clusters Score -1422660 nChanged 167 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6450 members Mstep: Class 2 contains 18519 members Entering Unmasked Estep Score: -1422688.875000 Penalty: 921.410522 Iteration 19Q: 3 clusters Score -1422689 nChanged 179 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6273 members Mstep: Class 2 contains 18696 members Entering Unmasked Estep Score: -1422725.375000 Penalty: 921.410522 Iteration 20F: 3 clusters Score -1422725 nChanged 174 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6099 members Mstep: Class 2 contains 18870 members Entering Unmasked Estep Score: -1422750.500000 Penalty: 921.410522 Iteration 21Q: 3 clusters Score -1422750 nChanged 181 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5918 members Mstep: Class 2 contains 19051 members Entering Unmasked Estep Score: -1422787.000000 Penalty: 921.410522 Iteration 22Q: 3 clusters Score -1422787 nChanged 177 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5743 members Mstep: Class 2 contains 19226 members Entering Unmasked Estep Score: -1422819.250000 Penalty: 921.410522 Iteration 23Q: 3 clusters Score -1422819 nChanged 179 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5568 members Mstep: Class 2 contains 19401 members Entering Unmasked Estep Score: -1422851.625000 Penalty: 921.410522 Iteration 24Q: 3 clusters Score -1422852 nChanged 186 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5382 members Mstep: Class 2 contains 19587 members Entering Unmasked Estep Score: -1422887.125000 Penalty: 921.410522 Iteration 25Q: 3 clusters Score -1422887 nChanged 181 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5201 members Mstep: Class 2 contains 19768 members Entering Unmasked Estep Score: -1422915.875000 Penalty: 921.410522 Iteration 26Q: 3 clusters Score -1422916 nChanged 191 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5010 members Mstep: Class 2 contains 19959 members Entering Unmasked Estep Score: -1422948.000000 Penalty: 921.410522 Iteration 27Q: 3 clusters Score -1422948 nChanged 205 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4805 members Mstep: Class 2 contains 20164 members Entering Unmasked Estep Score: -1422985.500000 Penalty: 921.410522 Iteration 28Q: 3 clusters Score -1422986 nChanged 187 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4618 members Mstep: Class 2 contains 20351 members Entering Unmasked Estep Score: -1423019.625000 Penalty: 921.410522 Iteration 29Q: 3 clusters Score -1423020 nChanged 184 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4434 members Mstep: Class 2 contains 20535 members Entering Unmasked Estep Score: -1423062.500000 Penalty: 921.410522 Iteration 30Q: 3 clusters Score -1423062 nChanged 207 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4227 members Mstep: Class 2 contains 20742 members Entering Unmasked Estep Score: -1423115.125000 Penalty: 921.410522 Iteration 31Q: 3 clusters Score -1423115 nChanged 222 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4005 members Mstep: Class 2 contains 20964 members Entering Unmasked Estep Score: -1423167.875000 Penalty: 921.410522 Iteration 32Q: 3 clusters Score -1423168 nChanged 227 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3778 members Mstep: Class 2 contains 21191 members Entering Unmasked Estep Score: -1423228.000000 Penalty: 921.410522 Iteration 33Q: 3 clusters Score -1423228 nChanged 247 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3531 members Mstep: Class 2 contains 21438 members Entering Unmasked Estep Score: -1423309.375000 Penalty: 921.410522 Iteration 34Q: 3 clusters Score -1423309 nChanged 245 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3286 members Mstep: Class 2 contains 21683 members Entering Unmasked Estep Score: -1423380.000000 Penalty: 921.410522 Iteration 35Q: 3 clusters Score -1423380 nChanged 239 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3047 members Mstep: Class 2 contains 21922 members Entering Unmasked Estep Score: -1423456.750000 Penalty: 921.410522 Iteration 36Q: 3 clusters Score -1423457 nChanged 225 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2822 members Mstep: Class 2 contains 22147 members Entering Unmasked Estep Score: -1423531.000000 Penalty: 921.410522 Iteration 37Q: 3 clusters Score -1423531 nChanged 209 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2615 members Mstep: Class 2 contains 22354 members Entering Unmasked Estep Score: -1423598.875000 Penalty: 921.410522 Iteration 38Q: 3 clusters Score -1423599 nChanged 181 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2436 members Mstep: Class 2 contains 22533 members Entering Unmasked Estep Score: -1423653.750000 Penalty: 921.410522 Iteration 39Q: 3 clusters Score -1423654 nChanged 174 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2262 members Mstep: Class 2 contains 22707 members Entering Unmasked Estep Score: -1423701.000000 Penalty: 921.410522 Iteration 40F: 3 clusters Score -1423701 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2114 members Mstep: Class 2 contains 22855 members Entering Unmasked Estep Score: -1423740.125000 Penalty: 921.410522 Iteration 41Q: 3 clusters Score -1423740 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1995 members Mstep: Class 2 contains 22974 members Entering Unmasked Estep Score: -1423760.875000 Penalty: 921.410522 Iteration 42Q: 3 clusters Score -1423761 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1883 members Mstep: Class 2 contains 23086 members Entering Unmasked Estep Score: -1423783.500000 Penalty: 921.410522 Iteration 43Q: 3 clusters Score -1423784 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1774 members Mstep: Class 2 contains 23195 members Entering Unmasked Estep Score: -1423808.750000 Penalty: 921.410522 Iteration 44Q: 3 clusters Score -1423809 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1669 members Mstep: Class 2 contains 23300 members Entering Unmasked Estep Score: -1423837.875000 Penalty: 921.410522 Iteration 45Q: 3 clusters Score -1423838 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1568 members Mstep: Class 2 contains 23401 members Entering Unmasked Estep Score: -1423871.000000 Penalty: 921.410522 Iteration 46Q: 3 clusters Score -1423871 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1487 members Mstep: Class 2 contains 23482 members Entering Unmasked Estep Score: -1423886.875000 Penalty: 921.410522 Iteration 47Q: 3 clusters Score -1423887 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1427 members Mstep: Class 2 contains 23542 members Entering Unmasked Estep Score: -1423897.375000 Penalty: 921.410522 Iteration 48Q: 3 clusters Score -1423897 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1373 members Mstep: Class 2 contains 23596 members Entering Unmasked Estep Score: -1423905.000000 Penalty: 921.410522 Iteration 49Q: 3 clusters Score -1423905 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1339 members Mstep: Class 2 contains 23630 members Entering Unmasked Estep Score: -1423908.125000 Penalty: 921.410522 Iteration 50Q: 3 clusters Score -1423908 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1309 members Mstep: Class 2 contains 23660 members Entering Unmasked Estep Score: -1423912.750000 Penalty: 921.410522 Iteration 51Q: 3 clusters Score -1423913 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1270 members Mstep: Class 2 contains 23699 members Entering Unmasked Estep Score: -1423919.000000 Penalty: 921.410522 Iteration 52Q: 3 clusters Score -1423919 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1235 members Mstep: Class 2 contains 23734 members Entering Unmasked Estep Score: -1423925.000000 Penalty: 921.410522 Iteration 53Q: 3 clusters Score -1423925 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1195 members Mstep: Class 2 contains 23774 members Entering Unmasked Estep Score: -1423934.375000 Penalty: 921.410522 Iteration 54Q: 3 clusters Score -1423934 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1164 members Mstep: Class 2 contains 23805 members Entering Unmasked Estep Score: -1423937.625000 Penalty: 921.410522 Iteration 55Q: 3 clusters Score -1423938 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1135 members Mstep: Class 2 contains 23834 members Entering Unmasked Estep Score: -1423940.750000 Penalty: 921.410522 Iteration 56Q: 3 clusters Score -1423941 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1105 members Mstep: Class 2 contains 23864 members Entering Unmasked Estep Score: -1423950.375000 Penalty: 921.410522 Iteration 57Q: 3 clusters Score -1423950 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1076 members Mstep: Class 2 contains 23893 members Entering Unmasked Estep Score: -1423960.750000 Penalty: 921.410522 Iteration 58Q: 3 clusters Score -1423961 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1050 members Mstep: Class 2 contains 23919 members Entering Unmasked Estep Score: -1423964.000000 Penalty: 921.410522 Iteration 59Q: 3 clusters Score -1423964 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1022 members Mstep: Class 2 contains 23947 members Entering Unmasked Estep Score: -1423969.750000 Penalty: 921.410522 Iteration 60F: 3 clusters Score -1423970 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 995 members Mstep: Class 2 contains 23974 members Entering Unmasked Estep Score: -1423976.500000 Penalty: 921.410522 Iteration 61Q: 3 clusters Score -1423976 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 968 members Mstep: Class 2 contains 24001 members Entering Unmasked Estep Score: -1423985.000000 Penalty: 921.410522 Iteration 62Q: 3 clusters Score -1423985 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 942 members Mstep: Class 2 contains 24027 members Entering Unmasked Estep Score: -1423994.250000 Penalty: 921.410522 Iteration 63Q: 3 clusters Score -1423994 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 914 members Mstep: Class 2 contains 24055 members Entering Unmasked Estep Score: -1423999.500000 Penalty: 921.410522 Iteration 64Q: 3 clusters Score -1424000 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 894 members Mstep: Class 2 contains 24075 members Entering Unmasked Estep Score: -1424003.500000 Penalty: 921.410522 Iteration 65Q: 3 clusters Score -1424004 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 883 members Mstep: Class 2 contains 24086 members Entering Unmasked Estep Score: -1424006.125000 Penalty: 921.410522 Iteration 66Q: 3 clusters Score -1424006 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 875 members Mstep: Class 2 contains 24094 members Entering Unmasked Estep Score: -1424006.125000 Penalty: 921.410522 Iteration 67Q: 3 clusters Score -1424006 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 866 members Mstep: Class 2 contains 24103 members Entering Unmasked Estep Score: -1424008.625000 Penalty: 921.410522 Iteration 68Q: 3 clusters Score -1424009 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 857 members Mstep: Class 2 contains 24112 members Entering Unmasked Estep Score: -1424006.750000 Penalty: 921.410522 Iteration 69Q: 3 clusters Score -1424007 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 854 members Mstep: Class 2 contains 24115 members Entering Unmasked Estep Score: -1424008.375000 Penalty: 921.410522 Iteration 70Q: 3 clusters Score -1424008 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 850 members Mstep: Class 2 contains 24119 members Entering Unmasked Estep Score: -1424009.000000 Penalty: 921.410522 Iteration 71Q: 3 clusters Score -1424009 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 845 members Mstep: Class 2 contains 24124 members Entering Unmasked Estep Score: -1424009.125000 Penalty: 921.410522 Iteration 72Q: 3 clusters Score -1424009 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 837 members Mstep: Class 2 contains 24132 members Entering Unmasked Estep Score: -1424009.875000 Penalty: 921.410522 Iteration 73Q: 3 clusters Score -1424010 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 831 members Mstep: Class 2 contains 24138 members Entering Unmasked Estep Score: -1424009.125000 Penalty: 921.410522 Iteration 74Q: 3 clusters Score -1424009 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 825 members Mstep: Class 2 contains 24144 members Entering Unmasked Estep Score: -1424011.375000 Penalty: 921.410522 Iteration 75Q: 3 clusters Score -1424011 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 817 members Mstep: Class 2 contains 24152 members Entering Unmasked Estep Score: -1424016.125000 Penalty: 921.410522 Iteration 76Q: 3 clusters Score -1424016 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 809 members Mstep: Class 2 contains 24160 members Entering Unmasked Estep Score: -1424024.500000 Penalty: 921.410522 Iteration 77Q: 3 clusters Score -1424024 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 801 members Mstep: Class 2 contains 24168 members Entering Unmasked Estep Score: -1424024.500000 Penalty: 921.410522 Iteration 78Q: 3 clusters Score -1424024 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 794 members Mstep: Class 2 contains 24175 members Entering Unmasked Estep Score: -1424027.875000 Penalty: 921.410522 Iteration 79Q: 3 clusters Score -1424028 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 786 members Mstep: Class 2 contains 24183 members Entering Unmasked Estep Score: -1424030.875000 Penalty: 921.410522 Iteration 80F: 3 clusters Score -1424031 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 773 members Mstep: Class 2 contains 24196 members Entering Unmasked Estep Score: -1424033.750000 Penalty: 921.410522 Iteration 81Q: 3 clusters Score -1424034 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 766 members Mstep: Class 2 contains 24203 members Entering Unmasked Estep Score: -1424042.250000 Penalty: 921.410522 Iteration 82Q: 3 clusters Score -1424042 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 750 members Mstep: Class 2 contains 24219 members Entering Unmasked Estep Score: -1424043.375000 Penalty: 921.410522 Iteration 83Q: 3 clusters Score -1424043 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 739 members Mstep: Class 2 contains 24230 members Entering Unmasked Estep Score: -1424046.375000 Penalty: 921.410522 Iteration 84Q: 3 clusters Score -1424046 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 728 members Mstep: Class 2 contains 24241 members Entering Unmasked Estep Score: -1424049.750000 Penalty: 921.410522 Iteration 85Q: 3 clusters Score -1424050 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 719 members Mstep: Class 2 contains 24250 members Entering Unmasked Estep Score: -1424054.250000 Penalty: 921.410522 Iteration 86Q: 3 clusters Score -1424054 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 712 members Mstep: Class 2 contains 24257 members Entering Unmasked Estep Score: -1424054.625000 Penalty: 921.410522 Iteration 87Q: 3 clusters Score -1424055 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 701 members Mstep: Class 2 contains 24268 members Entering Unmasked Estep Score: -1424056.500000 Penalty: 921.410522 Iteration 88Q: 3 clusters Score -1424056 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 692 members Mstep: Class 2 contains 24277 members Entering Unmasked Estep Score: -1424059.375000 Penalty: 921.410522 Iteration 89Q: 3 clusters Score -1424059 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 685 members Mstep: Class 2 contains 24284 members Entering Unmasked Estep Score: -1424059.250000 Penalty: 921.410522 Iteration 90Q: 3 clusters Score -1424059 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 679 members Mstep: Class 2 contains 24290 members Entering Unmasked Estep Score: -1424059.500000 Penalty: 921.410522 Iteration 91Q: 3 clusters Score -1424060 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 674 members Mstep: Class 2 contains 24295 members Entering Unmasked Estep Score: -1424061.625000 Penalty: 921.410522 Iteration 92Q: 3 clusters Score -1424062 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 664 members Mstep: Class 2 contains 24305 members Entering Unmasked Estep Score: -1424065.250000 Penalty: 921.410522 Iteration 93Q: 3 clusters Score -1424065 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 656 members Mstep: Class 2 contains 24313 members Entering Unmasked Estep Score: -1424063.500000 Penalty: 921.410522 Iteration 94Q: 3 clusters Score -1424064 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 650 members Mstep: Class 2 contains 24319 members Entering Unmasked Estep Score: -1424063.875000 Penalty: 921.410522 Iteration 95Q: 3 clusters Score -1424064 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 647 members Mstep: Class 2 contains 24322 members Entering Unmasked Estep Score: -1424064.625000 Penalty: 921.410522 Iteration 96Q: 3 clusters Score -1424065 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 643 members Mstep: Class 2 contains 24326 members Entering Unmasked Estep Score: -1424066.375000 Penalty: 921.410522 Iteration 97Q: 3 clusters Score -1424066 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 637 members Mstep: Class 2 contains 24332 members Entering Unmasked Estep Score: -1424066.125000 Penalty: 921.410522 Iteration 98Q: 3 clusters Score -1424066 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 631 members Mstep: Class 2 contains 24338 members Entering Unmasked Estep Score: -1424066.250000 Penalty: 921.410522 Iteration 99Q: 3 clusters Score -1424066 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 629 members Mstep: Class 2 contains 24340 members Entering Unmasked Estep Score: -1424066.375000 Penalty: 921.410522 Iteration 100F: 3 clusters Score -1424066 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 627 members Mstep: Class 2 contains 24342 members Entering Unmasked Estep Score: -1424066.125000 Penalty: 921.410522 Iteration 101Q: 3 clusters Score -1424066 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 625 members Mstep: Class 2 contains 24344 members Entering Unmasked Estep Score: -1424065.625000 Penalty: 921.410522 Iteration 102Q: 3 clusters Score -1424066 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 625 members Mstep: Class 2 contains 24344 members Entering Unmasked Estep Score: -1424065.625000 Penalty: 921.410522 Iteration 103F: 3 clusters Score -1424066 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (605 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 605 members Entering Unmasked Estep Score: -27610.443359 Penalty: 291.437897 Iteration 0F: 2 clusters Score -27610.44 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 311 members Entering Unmasked Estep Score: -27073.228516 Penalty: 582.875793 Iteration 0F: 3 clusters Score -27073.23 nChanged 222 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 258 members Mstep: Class 2 contains 347 members Entering Unmasked Estep Score: -27292.208984 Penalty: 582.875793 Iteration 1F: 3 clusters Score -27292.21 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 256 members Mstep: Class 2 contains 349 members Entering Unmasked Estep Score: -27357.125000 Penalty: 582.875793 Iteration 2F: 3 clusters Score -27357.12 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 258 members Mstep: Class 2 contains 347 members Entering Unmasked Estep Score: -27391.980469 Penalty: 582.875793 Iteration 3Q: 3 clusters Score -27391.98 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 266 members Mstep: Class 2 contains 339 members Entering Unmasked Estep Score: -27428.908203 Penalty: 582.875793 Iteration 4Q: 3 clusters Score -27428.91 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 278 members Mstep: Class 2 contains 327 members Entering Unmasked Estep Score: -27449.894531 Penalty: 582.875793 Iteration 5Q: 3 clusters Score -27449.89 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 294 members Mstep: Class 2 contains 311 members Entering Unmasked Estep Score: -27462.931641 Penalty: 582.875793 Iteration 6Q: 3 clusters Score -27462.93 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 307 members Mstep: Class 2 contains 298 members Entering Unmasked Estep Score: -27473.279297 Penalty: 582.875793 Iteration 7Q: 3 clusters Score -27473.28 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 319 members Mstep: Class 2 contains 286 members Entering Unmasked Estep Score: -27487.070312 Penalty: 582.875793 Iteration 8Q: 3 clusters Score -27487.07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 328 members Mstep: Class 2 contains 277 members Entering Unmasked Estep Score: -27498.490234 Penalty: 582.875793 Iteration 9Q: 3 clusters Score -27498.49 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 336 members Mstep: Class 2 contains 269 members Entering Unmasked Estep Score: -27501.867188 Penalty: 582.875793 Iteration 10Q: 3 clusters Score -27501.87 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 343 members Mstep: Class 2 contains 262 members Entering Unmasked Estep Score: -27505.283203 Penalty: 582.875793 Iteration 11Q: 3 clusters Score -27505.28 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 348 members Mstep: Class 2 contains 257 members Entering Unmasked Estep Score: -27508.589844 Penalty: 582.875793 Iteration 12Q: 3 clusters Score -27508.59 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 350 members Mstep: Class 2 contains 255 members Entering Unmasked Estep Score: -27510.980469 Penalty: 582.875793 Iteration 13Q: 3 clusters Score -27510.98 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 353 members Mstep: Class 2 contains 252 members Entering Unmasked Estep Score: -27515.023438 Penalty: 582.875793 Iteration 14Q: 3 clusters Score -27515.02 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 355 members Mstep: Class 2 contains 250 members Entering Unmasked Estep Score: -27516.074219 Penalty: 582.875793 Iteration 15Q: 3 clusters Score -27516.07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 357 members Mstep: Class 2 contains 248 members Entering Unmasked Estep Score: -27517.152344 Penalty: 582.875793 Iteration 16Q: 3 clusters Score -27517.15 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 357 members Mstep: Class 2 contains 248 members Entering Unmasked Estep Score: -27517.152344 Penalty: 582.875793 Iteration 17F: 3 clusters Score -27517.15 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (19996 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19996 members Entering Unmasked Estep Score: -1137421.375000 Penalty: 450.599609 Iteration 0F: 2 clusters Score -1137421 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10121 members Mstep: Class 2 contains 9875 members Entering Unmasked Estep Score: -1124092.750000 Penalty: 901.199219 Iteration 0F: 3 clusters Score -1124093 nChanged 9506 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12231 members Mstep: Class 2 contains 7765 members Entering Unmasked Estep Score: -1130048.625000 Penalty: 901.199219 Iteration 1F: 3 clusters Score -1130049 nChanged 1420 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13459 members Mstep: Class 2 contains 6537 members Entering Unmasked Estep Score: -1130932.375000 Penalty: 901.199219 Iteration 2F: 3 clusters Score -1130932 nChanged 1620 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14979 members Mstep: Class 2 contains 5017 members Entering Unmasked Estep Score: -1132196.250000 Penalty: 901.199219 Iteration 3F: 3 clusters Score -1132196 nChanged 1717 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16638 members Mstep: Class 2 contains 3358 members Entering Unmasked Estep Score: -1133802.625000 Penalty: 901.199219 Iteration 4F: 3 clusters Score -1133803 nChanged 1529 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18147 members Mstep: Class 2 contains 1849 members Entering Unmasked Estep Score: -1135336.750000 Penalty: 901.199219 Iteration 5F: 3 clusters Score -1135337 nChanged 985 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19132 members Mstep: Class 2 contains 864 members Entering Unmasked Estep Score: -1136325.000000 Penalty: 901.199219 Iteration 6Q: 3 clusters Score -1136325 nChanged 470 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19602 members Mstep: Class 2 contains 394 members Entering Unmasked Estep Score: -1136763.125000 Penalty: 901.199219 Iteration 7Q: 3 clusters Score -1136763 nChanged 163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19763 members Mstep: Class 2 contains 233 members Entering Unmasked Estep Score: -1136905.500000 Penalty: 901.199219 Iteration 8Q: 3 clusters Score -1136906 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19832 members Mstep: Class 2 contains 164 members Entering Unmasked Estep Score: -1136966.250000 Penalty: 901.199219 Iteration 9Q: 3 clusters Score -1136966 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19862 members Mstep: Class 2 contains 134 members Entering Unmasked Estep Score: -1137003.375000 Penalty: 901.199219 Iteration 10Q: 3 clusters Score -1137003 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19876 members Mstep: Class 2 contains 120 members Entering Unmasked Estep Score: -1137023.250000 Penalty: 901.199219 Iteration 11Q: 3 clusters Score -1137023 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19885 members Mstep: Class 2 contains 111 members Entering Unmasked Estep Score: -1137037.000000 Penalty: 901.199219 Iteration 12Q: 3 clusters Score -1137037 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19886 members Mstep: Class 2 contains 110 members Entering Unmasked Estep Score: -1137037.625000 Penalty: 901.199219 Iteration 13Q: 3 clusters Score -1137038 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19888 members Mstep: Class 2 contains 108 members Entering Unmasked Estep Score: -1137039.875000 Penalty: 901.199219 Iteration 14Q: 3 clusters Score -1137040 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19893 members Mstep: Class 2 contains 103 members Entering Unmasked Estep Score: -1137042.125000 Penalty: 901.199219 Iteration 15Q: 3 clusters Score -1137042 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19895 members Mstep: Class 2 contains 101 members Entering Unmasked Estep Score: -1137044.000000 Penalty: 901.199219 Iteration 16Q: 3 clusters Score -1137044 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19896 members Mstep: Class 2 contains 100 members Entering Unmasked Estep Score: -1137045.500000 Penalty: 901.199219 Iteration 17Q: 3 clusters Score -1137046 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19897 members Mstep: Class 2 contains 99 members Entering Unmasked Estep Score: -1137049.625000 Penalty: 901.199219 Iteration 18Q: 3 clusters Score -1137050 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19899 members Mstep: Class 2 contains 97 members Entering Unmasked Estep Score: -1137049.750000 Penalty: 901.199219 Iteration 19Q: 3 clusters Score -1137050 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19900 members Mstep: Class 2 contains 96 members Entering Unmasked Estep Score: -1137052.625000 Penalty: 901.199219 Iteration 20F: 3 clusters Score -1137053 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (977 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 977 members Entering Unmasked Estep Score: -55265.984375 Penalty: 313.244141 Iteration 0F: 2 clusters Score -55265.98 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 480 members Mstep: Class 2 contains 497 members Entering Unmasked Estep Score: -54482.054688 Penalty: 626.488281 Iteration 0F: 3 clusters Score -54482.05 nChanged 380 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 496 members Mstep: Class 2 contains 481 members Entering Unmasked Estep Score: -54800.195312 Penalty: 626.488281 Iteration 1F: 3 clusters Score -54800.2 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 509 members Mstep: Class 2 contains 468 members Entering Unmasked Estep Score: -54906.285156 Penalty: 626.488281 Iteration 2F: 3 clusters Score -54906.29 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 509 members Mstep: Class 2 contains 468 members Entering Unmasked Estep Score: -54965.804688 Penalty: 626.488281 Iteration 3F: 3 clusters Score -54965.8 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 508 members Mstep: Class 2 contains 469 members Entering Unmasked Estep Score: -55020.695312 Penalty: 626.488281 Iteration 4F: 3 clusters Score -55020.7 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 503 members Mstep: Class 2 contains 474 members Entering Unmasked Estep Score: -55070.781250 Penalty: 626.488281 Iteration 5Q: 3 clusters Score -55070.78 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 501 members Mstep: Class 2 contains 476 members Entering Unmasked Estep Score: -55125.035156 Penalty: 626.488281 Iteration 6Q: 3 clusters Score -55125.04 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 498 members Mstep: Class 2 contains 479 members Entering Unmasked Estep Score: -55148.007812 Penalty: 626.488281 Iteration 7Q: 3 clusters Score -55148.01 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 494 members Mstep: Class 2 contains 483 members Entering Unmasked Estep Score: -55160.199219 Penalty: 626.488281 Iteration 8Q: 3 clusters Score -55160.2 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 493 members Mstep: Class 2 contains 484 members Entering Unmasked Estep Score: -55167.824219 Penalty: 626.488281 Iteration 9Q: 3 clusters Score -55167.82 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 487 members Mstep: Class 2 contains 490 members Entering Unmasked Estep Score: -55170.894531 Penalty: 626.488281 Iteration 10Q: 3 clusters Score -55170.89 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 482 members Mstep: Class 2 contains 495 members Entering Unmasked Estep Score: -55172.175781 Penalty: 626.488281 Iteration 11Q: 3 clusters Score -55172.18 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 475 members Mstep: Class 2 contains 502 members Entering Unmasked Estep Score: -55175.355469 Penalty: 626.488281 Iteration 12Q: 3 clusters Score -55175.36 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 474 members Mstep: Class 2 contains 503 members Entering Unmasked Estep Score: -55176.804688 Penalty: 626.488281 Iteration 13Q: 3 clusters Score -55176.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 475 members Mstep: Class 2 contains 502 members Entering Unmasked Estep Score: -55177.640625 Penalty: 626.488281 Iteration 14Q: 3 clusters Score -55177.64 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 475 members Mstep: Class 2 contains 502 members Entering Unmasked Estep Score: -55177.640625 Penalty: 626.488281 Iteration 15F: 3 clusters Score -55177.64 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (8235 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8235 members Entering Unmasked Estep Score: -418979.812500 Penalty: 410.234772 Iteration 0F: 2 clusters Score -418979.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4153 members Mstep: Class 2 contains 4082 members Entering Unmasked Estep Score: -413586.343750 Penalty: 820.469543 Iteration 0F: 3 clusters Score -413586.3 nChanged 3720 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4383 members Mstep: Class 2 contains 3852 members Entering Unmasked Estep Score: -415842.312500 Penalty: 820.469543 Iteration 1F: 3 clusters Score -415842.3 nChanged 579 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4524 members Mstep: Class 2 contains 3711 members Entering Unmasked Estep Score: -416229.718750 Penalty: 820.469543 Iteration 2F: 3 clusters Score -416229.7 nChanged 594 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4702 members Mstep: Class 2 contains 3533 members Entering Unmasked Estep Score: -416571.343750 Penalty: 820.469543 Iteration 3F: 3 clusters Score -416571.3 nChanged 516 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4886 members Mstep: Class 2 contains 3349 members Entering Unmasked Estep Score: -416897.343750 Penalty: 820.469543 Iteration 4F: 3 clusters Score -416897.3 nChanged 514 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5114 members Mstep: Class 2 contains 3121 members Entering Unmasked Estep Score: -417258.156250 Penalty: 820.469543 Iteration 5F: 3 clusters Score -417258.2 nChanged 476 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5292 members Mstep: Class 2 contains 2943 members Entering Unmasked Estep Score: -417609.781250 Penalty: 820.469543 Iteration 6F: 3 clusters Score -417609.8 nChanged 382 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5412 members Mstep: Class 2 contains 2823 members Entering Unmasked Estep Score: -417824.187500 Penalty: 820.469543 Iteration 7Q: 3 clusters Score -417824.2 nChanged 267 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5501 members Mstep: Class 2 contains 2734 members Entering Unmasked Estep Score: -417940.812500 Penalty: 820.469543 Iteration 8Q: 3 clusters Score -417940.8 nChanged 171 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5570 members Mstep: Class 2 contains 2665 members Entering Unmasked Estep Score: -417999.312500 Penalty: 820.469543 Iteration 9Q: 3 clusters Score -417999.3 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5642 members Mstep: Class 2 contains 2593 members Entering Unmasked Estep Score: -418039.718750 Penalty: 820.469543 Iteration 10Q: 3 clusters Score -418039.7 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5695 members Mstep: Class 2 contains 2540 members Entering Unmasked Estep Score: -418068.656250 Penalty: 820.469543 Iteration 11Q: 3 clusters Score -418068.7 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5737 members Mstep: Class 2 contains 2498 members Entering Unmasked Estep Score: -418089.531250 Penalty: 820.469543 Iteration 12Q: 3 clusters Score -418089.5 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5782 members Mstep: Class 2 contains 2453 members Entering Unmasked Estep Score: -418105.468750 Penalty: 820.469543 Iteration 13Q: 3 clusters Score -418105.5 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5826 members Mstep: Class 2 contains 2409 members Entering Unmasked Estep Score: -418118.906250 Penalty: 820.469543 Iteration 14Q: 3 clusters Score -418118.9 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5875 members Mstep: Class 2 contains 2360 members Entering Unmasked Estep Score: -418137.562500 Penalty: 820.469543 Iteration 15Q: 3 clusters Score -418137.6 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5928 members Mstep: Class 2 contains 2307 members Entering Unmasked Estep Score: -418158.718750 Penalty: 820.469543 Iteration 16Q: 3 clusters Score -418158.7 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5987 members Mstep: Class 2 contains 2248 members Entering Unmasked Estep Score: -418179.656250 Penalty: 820.469543 Iteration 17Q: 3 clusters Score -418179.7 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6045 members Mstep: Class 2 contains 2190 members Entering Unmasked Estep Score: -418200.562500 Penalty: 820.469543 Iteration 18Q: 3 clusters Score -418200.6 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6096 members Mstep: Class 2 contains 2139 members Entering Unmasked Estep Score: -418218.562500 Penalty: 820.469543 Iteration 19Q: 3 clusters Score -418218.6 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6146 members Mstep: Class 2 contains 2089 members Entering Unmasked Estep Score: -418235.750000 Penalty: 820.469543 Iteration 20F: 3 clusters Score -418235.8 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6204 members Mstep: Class 2 contains 2031 members Entering Unmasked Estep Score: -418255.250000 Penalty: 820.469543 Iteration 21Q: 3 clusters Score -418255.2 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6255 members Mstep: Class 2 contains 1980 members Entering Unmasked Estep Score: -418268.468750 Penalty: 820.469543 Iteration 22Q: 3 clusters Score -418268.5 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6306 members Mstep: Class 2 contains 1929 members Entering Unmasked Estep Score: -418282.687500 Penalty: 820.469543 Iteration 23Q: 3 clusters Score -418282.7 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6362 members Mstep: Class 2 contains 1873 members Entering Unmasked Estep Score: -418303.093750 Penalty: 820.469543 Iteration 24Q: 3 clusters Score -418303.1 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6412 members Mstep: Class 2 contains 1823 members Entering Unmasked Estep Score: -418317.968750 Penalty: 820.469543 Iteration 25Q: 3 clusters Score -418318 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6455 members Mstep: Class 2 contains 1780 members Entering Unmasked Estep Score: -418332.281250 Penalty: 820.469543 Iteration 26Q: 3 clusters Score -418332.3 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6497 members Mstep: Class 2 contains 1738 members Entering Unmasked Estep Score: -418347.343750 Penalty: 820.469543 Iteration 27Q: 3 clusters Score -418347.3 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6540 members Mstep: Class 2 contains 1695 members Entering Unmasked Estep Score: -418360.156250 Penalty: 820.469543 Iteration 28Q: 3 clusters Score -418360.2 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6582 members Mstep: Class 2 contains 1653 members Entering Unmasked Estep Score: -418373.968750 Penalty: 820.469543 Iteration 29Q: 3 clusters Score -418374 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6631 members Mstep: Class 2 contains 1604 members Entering Unmasked Estep Score: -418390.156250 Penalty: 820.469543 Iteration 30Q: 3 clusters Score -418390.2 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6692 members Mstep: Class 2 contains 1543 members Entering Unmasked Estep Score: -418410.812500 Penalty: 820.469543 Iteration 31Q: 3 clusters Score -418410.8 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6761 members Mstep: Class 2 contains 1474 members Entering Unmasked Estep Score: -418442.218750 Penalty: 820.469543 Iteration 32Q: 3 clusters Score -418442.2 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6826 members Mstep: Class 2 contains 1409 members Entering Unmasked Estep Score: -418467.781250 Penalty: 820.469543 Iteration 33Q: 3 clusters Score -418467.8 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6889 members Mstep: Class 2 contains 1346 members Entering Unmasked Estep Score: -418495.593750 Penalty: 820.469543 Iteration 34Q: 3 clusters Score -418495.6 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6951 members Mstep: Class 2 contains 1284 members Entering Unmasked Estep Score: -418517.125000 Penalty: 820.469543 Iteration 35Q: 3 clusters Score -418517.1 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7009 members Mstep: Class 2 contains 1226 members Entering Unmasked Estep Score: -418539.906250 Penalty: 820.469543 Iteration 36Q: 3 clusters Score -418539.9 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7065 members Mstep: Class 2 contains 1170 members Entering Unmasked Estep Score: -418565.625000 Penalty: 820.469543 Iteration 37Q: 3 clusters Score -418565.6 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7125 members Mstep: Class 2 contains 1110 members Entering Unmasked Estep Score: -418596.000000 Penalty: 820.469543 Iteration 38Q: 3 clusters Score -418596 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7194 members Mstep: Class 2 contains 1041 members Entering Unmasked Estep Score: -418626.531250 Penalty: 820.469543 Iteration 39Q: 3 clusters Score -418626.5 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7263 members Mstep: Class 2 contains 972 members Entering Unmasked Estep Score: -418665.343750 Penalty: 820.469543 Iteration 40F: 3 clusters Score -418665.3 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7343 members Mstep: Class 2 contains 892 members Entering Unmasked Estep Score: -418708.156250 Penalty: 820.469543 Iteration 41Q: 3 clusters Score -418708.2 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7413 members Mstep: Class 2 contains 822 members Entering Unmasked Estep Score: -418743.875000 Penalty: 820.469543 Iteration 42Q: 3 clusters Score -418743.9 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7474 members Mstep: Class 2 contains 761 members Entering Unmasked Estep Score: -418768.875000 Penalty: 820.469543 Iteration 43Q: 3 clusters Score -418768.9 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7519 members Mstep: Class 2 contains 716 members Entering Unmasked Estep Score: -418789.875000 Penalty: 820.469543 Iteration 44Q: 3 clusters Score -418789.9 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7566 members Mstep: Class 2 contains 669 members Entering Unmasked Estep Score: -418814.031250 Penalty: 820.469543 Iteration 45Q: 3 clusters Score -418814 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7616 members Mstep: Class 2 contains 619 members Entering Unmasked Estep Score: -418841.500000 Penalty: 820.469543 Iteration 46Q: 3 clusters Score -418841.5 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7665 members Mstep: Class 2 contains 570 members Entering Unmasked Estep Score: -418868.687500 Penalty: 820.469543 Iteration 47Q: 3 clusters Score -418868.7 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7721 members Mstep: Class 2 contains 514 members Entering Unmasked Estep Score: -418898.562500 Penalty: 820.469543 Iteration 48Q: 3 clusters Score -418898.6 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7763 members Mstep: Class 2 contains 472 members Entering Unmasked Estep Score: -418922.218750 Penalty: 820.469543 Iteration 49Q: 3 clusters Score -418922.2 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7809 members Mstep: Class 2 contains 426 members Entering Unmasked Estep Score: -418954.937500 Penalty: 820.469543 Iteration 50Q: 3 clusters Score -418954.9 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7847 members Mstep: Class 2 contains 388 members Entering Unmasked Estep Score: -418980.468750 Penalty: 820.469543 Iteration 51Q: 3 clusters Score -418980.5 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7871 members Mstep: Class 2 contains 364 members Entering Unmasked Estep Score: -418996.281250 Penalty: 820.469543 Iteration 52Q: 3 clusters Score -418996.3 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7890 members Mstep: Class 2 contains 345 members Entering Unmasked Estep Score: -419011.406250 Penalty: 820.469543 Iteration 53Q: 3 clusters Score -419011.4 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7912 members Mstep: Class 2 contains 323 members Entering Unmasked Estep Score: -419024.312500 Penalty: 820.469543 Iteration 54Q: 3 clusters Score -419024.3 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7934 members Mstep: Class 2 contains 301 members Entering Unmasked Estep Score: -419033.593750 Penalty: 820.469543 Iteration 55Q: 3 clusters Score -419033.6 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7945 members Mstep: Class 2 contains 290 members Entering Unmasked Estep Score: -419039.906250 Penalty: 820.469543 Iteration 56Q: 3 clusters Score -419039.9 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7958 members Mstep: Class 2 contains 277 members Entering Unmasked Estep Score: -419047.250000 Penalty: 820.469543 Iteration 57Q: 3 clusters Score -419047.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7965 members Mstep: Class 2 contains 270 members Entering Unmasked Estep Score: -419050.031250 Penalty: 820.469543 Iteration 58Q: 3 clusters Score -419050 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7968 members Mstep: Class 2 contains 267 members Entering Unmasked Estep Score: -419050.750000 Penalty: 820.469543 Iteration 59Q: 3 clusters Score -419050.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7973 members Mstep: Class 2 contains 262 members Entering Unmasked Estep Score: -419055.187500 Penalty: 820.469543 Iteration 60F: 3 clusters Score -419055.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7979 members Mstep: Class 2 contains 256 members Entering Unmasked Estep Score: -419058.281250 Penalty: 820.469543 Iteration 61Q: 3 clusters Score -419058.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7984 members Mstep: Class 2 contains 251 members Entering Unmasked Estep Score: -419063.000000 Penalty: 820.469543 Iteration 62Q: 3 clusters Score -419063 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7987 members Mstep: Class 2 contains 248 members Entering Unmasked Estep Score: -419064.781250 Penalty: 820.469543 Iteration 63Q: 3 clusters Score -419064.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7991 members Mstep: Class 2 contains 244 members Entering Unmasked Estep Score: -419068.406250 Penalty: 820.469543 Iteration 64Q: 3 clusters Score -419068.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7992 members Mstep: Class 2 contains 243 members Entering Unmasked Estep Score: -419068.187500 Penalty: 820.469543 Iteration 65Q: 3 clusters Score -419068.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7992 members Mstep: Class 2 contains 243 members Entering Unmasked Estep Score: -419068.187500 Penalty: 820.469543 Iteration 66F: 3 clusters Score -419068.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 10995 members Mstep: Class 2 contains 32781 members Mstep: Class 3 contains 8808 members Mstep: Class 4 contains 3272 members Mstep: Class 5 contains 8062 members Mstep: Class 6 contains 5532 members Mstep: Class 7 contains 13459 members Mstep: Class 8 contains 1953 members Mstep: Class 9 contains 3882 members Mstep: Class 10 contains 93539 members Mstep: Class 11 contains 2750 members Mstep: Class 12 contains 3120 members Mstep: Class 13 contains 2201 members Mstep: Class 14 contains 24969 members Mstep: Class 15 contains 605 members Mstep: Class 16 contains 19996 members Mstep: Class 17 contains 977 members Mstep: Class 18 contains 7992 members Mstep: Class 19 contains 1217 members Mstep: Class 20 contains 10096 members Mstep: Class 21 contains 65260 members Mstep: Class 22 contains 1057 members Mstep: Class 23 contains 40947 members Mstep: Class 24 contains 347 members Mstep: Class 25 contains 8015 members Mstep: Class 26 contains 114 members Mstep: Class 27 contains 22878 members Mstep: Class 28 contains 3328 members Mstep: Class 29 contains 11288 members Mstep: Class 30 contains 3242 members Mstep: Class 31 contains 4619 members Mstep: Class 32 contains 108 members Mstep: Class 33 contains 1306 members Mstep: Class 34 contains 11167 members Mstep: Class 35 contains 1865 members Mstep: Class 36 contains 244 members Mstep: Class 37 contains 243 members Entering Unmasked Estep Score: -22982162.000000 Penalty: 21846.408203 Splitting cluster 18 changes total score from -22982320.000000 to -22982162.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 19 (1217 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1217 members Entering Unmasked Estep Score: -66731.218750 Penalty: 323.238556 Iteration 0F: 2 clusters Score -66731.22 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 611 members Mstep: Class 2 contains 606 members Entering Unmasked Estep Score: -65804.843750 Penalty: 646.477112 Iteration 0F: 3 clusters Score -65804.84 nChanged 487 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 632 members Mstep: Class 2 contains 585 members Entering Unmasked Estep Score: -66099.750000 Penalty: 646.477112 Iteration 1F: 3 clusters Score -66099.75 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 649 members Mstep: Class 2 contains 568 members Entering Unmasked Estep Score: -66158.750000 Penalty: 646.477112 Iteration 2F: 3 clusters Score -66158.75 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 656 members Mstep: Class 2 contains 561 members Entering Unmasked Estep Score: -66198.570312 Penalty: 646.477112 Iteration 3F: 3 clusters Score -66198.57 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 655 members Mstep: Class 2 contains 562 members Entering Unmasked Estep Score: -66226.460938 Penalty: 646.477112 Iteration 4Q: 3 clusters Score -66226.46 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 650 members Mstep: Class 2 contains 567 members Entering Unmasked Estep Score: -66258.664062 Penalty: 646.477112 Iteration 5Q: 3 clusters Score -66258.66 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 639 members Mstep: Class 2 contains 578 members Entering Unmasked Estep Score: -66284.765625 Penalty: 646.477112 Iteration 6Q: 3 clusters Score -66284.77 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 634 members Mstep: Class 2 contains 583 members Entering Unmasked Estep Score: -66300.796875 Penalty: 646.477112 Iteration 7Q: 3 clusters Score -66300.8 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 627 members Mstep: Class 2 contains 590 members Entering Unmasked Estep Score: -66316.398438 Penalty: 646.477112 Iteration 8Q: 3 clusters Score -66316.4 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 621 members Mstep: Class 2 contains 596 members Entering Unmasked Estep Score: -66327.460938 Penalty: 646.477112 Iteration 9Q: 3 clusters Score -66327.46 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 611 members Mstep: Class 2 contains 606 members Entering Unmasked Estep Score: -66339.039062 Penalty: 646.477112 Iteration 10Q: 3 clusters Score -66339.04 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 604 members Mstep: Class 2 contains 613 members Entering Unmasked Estep Score: -66347.164062 Penalty: 646.477112 Iteration 11Q: 3 clusters Score -66347.16 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 591 members Mstep: Class 2 contains 626 members Entering Unmasked Estep Score: -66355.289062 Penalty: 646.477112 Iteration 12Q: 3 clusters Score -66355.29 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 581 members Mstep: Class 2 contains 636 members Entering Unmasked Estep Score: -66358.632812 Penalty: 646.477112 Iteration 13Q: 3 clusters Score -66358.63 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 573 members Mstep: Class 2 contains 644 members Entering Unmasked Estep Score: -66362.101562 Penalty: 646.477112 Iteration 14Q: 3 clusters Score -66362.1 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 562 members Mstep: Class 2 contains 655 members Entering Unmasked Estep Score: -66364.367188 Penalty: 646.477112 Iteration 15Q: 3 clusters Score -66364.37 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 556 members Mstep: Class 2 contains 661 members Entering Unmasked Estep Score: -66365.796875 Penalty: 646.477112 Iteration 16Q: 3 clusters Score -66365.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 553 members Mstep: Class 2 contains 664 members Entering Unmasked Estep Score: -66366.148438 Penalty: 646.477112 Iteration 17Q: 3 clusters Score -66366.15 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 551 members Mstep: Class 2 contains 666 members Entering Unmasked Estep Score: -66366.242188 Penalty: 646.477112 Iteration 18Q: 3 clusters Score -66366.24 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 550 members Mstep: Class 2 contains 667 members Entering Unmasked Estep Score: -66366.328125 Penalty: 646.477112 Iteration 19Q: 3 clusters Score -66366.33 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 549 members Mstep: Class 2 contains 668 members Entering Unmasked Estep Score: -66366.414062 Penalty: 646.477112 Iteration 20F: 3 clusters Score -66366.41 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 548 members Mstep: Class 2 contains 669 members Entering Unmasked Estep Score: -66366.468750 Penalty: 646.477112 Iteration 21Q: 3 clusters Score -66366.47 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 548 members Mstep: Class 2 contains 669 members Entering Unmasked Estep Score: -66366.468750 Penalty: 646.477112 Iteration 22F: 3 clusters Score -66366.47 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (10096 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10096 members Entering Unmasked Estep Score: -535557.562500 Penalty: 419.505188 Iteration 0F: 2 clusters Score -535557.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5024 members Mstep: Class 2 contains 5072 members Entering Unmasked Estep Score: -528793.687500 Penalty: 839.010376 Iteration 0F: 3 clusters Score -528793.7 nChanged 4717 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5061 members Mstep: Class 2 contains 5035 members Entering Unmasked Estep Score: -531738.062500 Penalty: 839.010376 Iteration 1F: 3 clusters Score -531738.1 nChanged 648 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5101 members Mstep: Class 2 contains 4995 members Entering Unmasked Estep Score: -532185.750000 Penalty: 839.010376 Iteration 2F: 3 clusters Score -532185.8 nChanged 701 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5146 members Mstep: Class 2 contains 4950 members Entering Unmasked Estep Score: -532780.125000 Penalty: 839.010376 Iteration 3F: 3 clusters Score -532780.1 nChanged 699 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5203 members Mstep: Class 2 contains 4893 members Entering Unmasked Estep Score: -533403.500000 Penalty: 839.010376 Iteration 4F: 3 clusters Score -533403.5 nChanged 663 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5252 members Mstep: Class 2 contains 4844 members Entering Unmasked Estep Score: -533951.500000 Penalty: 839.010376 Iteration 5F: 3 clusters Score -533951.5 nChanged 520 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5306 members Mstep: Class 2 contains 4790 members Entering Unmasked Estep Score: -534266.375000 Penalty: 839.010376 Iteration 6F: 3 clusters Score -534266.4 nChanged 342 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5340 members Mstep: Class 2 contains 4756 members Entering Unmasked Estep Score: -534452.062500 Penalty: 839.010376 Iteration 7Q: 3 clusters Score -534452.1 nChanged 293 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5385 members Mstep: Class 2 contains 4711 members Entering Unmasked Estep Score: -534604.500000 Penalty: 839.010376 Iteration 8Q: 3 clusters Score -534604.5 nChanged 247 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5458 members Mstep: Class 2 contains 4638 members Entering Unmasked Estep Score: -534735.187500 Penalty: 839.010376 Iteration 9Q: 3 clusters Score -534735.2 nChanged 253 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5541 members Mstep: Class 2 contains 4555 members Entering Unmasked Estep Score: -534854.000000 Penalty: 839.010376 Iteration 10Q: 3 clusters Score -534854 nChanged 200 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5613 members Mstep: Class 2 contains 4483 members Entering Unmasked Estep Score: -534947.750000 Penalty: 839.010376 Iteration 11Q: 3 clusters Score -534947.8 nChanged 207 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5710 members Mstep: Class 2 contains 4386 members Entering Unmasked Estep Score: -535065.437500 Penalty: 839.010376 Iteration 12Q: 3 clusters Score -535065.4 nChanged 207 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5829 members Mstep: Class 2 contains 4267 members Entering Unmasked Estep Score: -535184.062500 Penalty: 839.010376 Iteration 13Q: 3 clusters Score -535184.1 nChanged 170 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5933 members Mstep: Class 2 contains 4163 members Entering Unmasked Estep Score: -535262.062500 Penalty: 839.010376 Iteration 14Q: 3 clusters Score -535262.1 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6019 members Mstep: Class 2 contains 4077 members Entering Unmasked Estep Score: -535322.875000 Penalty: 839.010376 Iteration 15Q: 3 clusters Score -535322.9 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6085 members Mstep: Class 2 contains 4011 members Entering Unmasked Estep Score: -535351.062500 Penalty: 839.010376 Iteration 16Q: 3 clusters Score -535351.1 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6133 members Mstep: Class 2 contains 3963 members Entering Unmasked Estep Score: -535363.250000 Penalty: 839.010376 Iteration 17Q: 3 clusters Score -535363.2 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6177 members Mstep: Class 2 contains 3919 members Entering Unmasked Estep Score: -535373.250000 Penalty: 839.010376 Iteration 18Q: 3 clusters Score -535373.2 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6220 members Mstep: Class 2 contains 3876 members Entering Unmasked Estep Score: -535380.500000 Penalty: 839.010376 Iteration 19Q: 3 clusters Score -535380.5 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6257 members Mstep: Class 2 contains 3839 members Entering Unmasked Estep Score: -535387.000000 Penalty: 839.010376 Iteration 20F: 3 clusters Score -535387 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6292 members Mstep: Class 2 contains 3804 members Entering Unmasked Estep Score: -535389.875000 Penalty: 839.010376 Iteration 21Q: 3 clusters Score -535389.9 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6319 members Mstep: Class 2 contains 3777 members Entering Unmasked Estep Score: -535392.187500 Penalty: 839.010376 Iteration 22Q: 3 clusters Score -535392.2 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6353 members Mstep: Class 2 contains 3743 members Entering Unmasked Estep Score: -535397.687500 Penalty: 839.010376 Iteration 23Q: 3 clusters Score -535397.7 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6377 members Mstep: Class 2 contains 3719 members Entering Unmasked Estep Score: -535398.562500 Penalty: 839.010376 Iteration 24Q: 3 clusters Score -535398.6 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6406 members Mstep: Class 2 contains 3690 members Entering Unmasked Estep Score: -535402.500000 Penalty: 839.010376 Iteration 25Q: 3 clusters Score -535402.5 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6432 members Mstep: Class 2 contains 3664 members Entering Unmasked Estep Score: -535403.875000 Penalty: 839.010376 Iteration 26Q: 3 clusters Score -535403.9 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6452 members Mstep: Class 2 contains 3644 members Entering Unmasked Estep Score: -535406.937500 Penalty: 839.010376 Iteration 27Q: 3 clusters Score -535406.9 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6470 members Mstep: Class 2 contains 3626 members Entering Unmasked Estep Score: -535407.875000 Penalty: 839.010376 Iteration 28Q: 3 clusters Score -535407.9 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6493 members Mstep: Class 2 contains 3603 members Entering Unmasked Estep Score: -535409.437500 Penalty: 839.010376 Iteration 29Q: 3 clusters Score -535409.4 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6513 members Mstep: Class 2 contains 3583 members Entering Unmasked Estep Score: -535410.125000 Penalty: 839.010376 Iteration 30Q: 3 clusters Score -535410.1 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6531 members Mstep: Class 2 contains 3565 members Entering Unmasked Estep Score: -535412.937500 Penalty: 839.010376 Iteration 31Q: 3 clusters Score -535412.9 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6544 members Mstep: Class 2 contains 3552 members Entering Unmasked Estep Score: -535413.625000 Penalty: 839.010376 Iteration 32Q: 3 clusters Score -535413.6 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6562 members Mstep: Class 2 contains 3534 members Entering Unmasked Estep Score: -535414.937500 Penalty: 839.010376 Iteration 33Q: 3 clusters Score -535414.9 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6577 members Mstep: Class 2 contains 3519 members Entering Unmasked Estep Score: -535416.750000 Penalty: 839.010376 Iteration 34Q: 3 clusters Score -535416.8 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6594 members Mstep: Class 2 contains 3502 members Entering Unmasked Estep Score: -535418.000000 Penalty: 839.010376 Iteration 35Q: 3 clusters Score -535418 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6616 members Mstep: Class 2 contains 3480 members Entering Unmasked Estep Score: -535421.437500 Penalty: 839.010376 Iteration 36Q: 3 clusters Score -535421.4 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6634 members Mstep: Class 2 contains 3462 members Entering Unmasked Estep Score: -535420.562500 Penalty: 839.010376 Iteration 37Q: 3 clusters Score -535420.6 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6651 members Mstep: Class 2 contains 3445 members Entering Unmasked Estep Score: -535422.562500 Penalty: 839.010376 Iteration 38Q: 3 clusters Score -535422.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6661 members Mstep: Class 2 contains 3435 members Entering Unmasked Estep Score: -535423.937500 Penalty: 839.010376 Iteration 39Q: 3 clusters Score -535423.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6670 members Mstep: Class 2 contains 3426 members Entering Unmasked Estep Score: -535424.500000 Penalty: 839.010376 Iteration 40F: 3 clusters Score -535424.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6674 members Mstep: Class 2 contains 3422 members Entering Unmasked Estep Score: -535424.625000 Penalty: 839.010376 Iteration 41Q: 3 clusters Score -535424.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6679 members Mstep: Class 2 contains 3417 members Entering Unmasked Estep Score: -535424.250000 Penalty: 839.010376 Iteration 42Q: 3 clusters Score -535424.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6682 members Mstep: Class 2 contains 3414 members Entering Unmasked Estep Score: -535422.125000 Penalty: 839.010376 Iteration 43Q: 3 clusters Score -535422.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6684 members Mstep: Class 2 contains 3412 members Entering Unmasked Estep Score: -535423.312500 Penalty: 839.010376 Iteration 44Q: 3 clusters Score -535423.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6687 members Mstep: Class 2 contains 3409 members Entering Unmasked Estep Score: -535422.687500 Penalty: 839.010376 Iteration 45Q: 3 clusters Score -535422.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6688 members Mstep: Class 2 contains 3408 members Entering Unmasked Estep Score: -535423.375000 Penalty: 839.010376 Iteration 46Q: 3 clusters Score -535423.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6688 members Mstep: Class 2 contains 3408 members Entering Unmasked Estep Score: -535423.375000 Penalty: 839.010376 Iteration 47F: 3 clusters Score -535423.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 21 (65260 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65260 members Entering Unmasked Estep Score: -3719453.500000 Penalty: 504.419128 Iteration 0F: 2 clusters Score -3719454 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32531 members Mstep: Class 2 contains 32729 members Entering Unmasked Estep Score: -3675469.250000 Penalty: 1008.838257 Iteration 0F: 3 clusters Score -3675469 nChanged 31784 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27467 members Mstep: Class 2 contains 37793 members Entering Unmasked Estep Score: -3696340.000000 Penalty: 1008.838257 Iteration 1F: 3 clusters Score -3696340 nChanged 3966 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24837 members Mstep: Class 2 contains 40423 members Entering Unmasked Estep Score: -3698196.250000 Penalty: 1008.838257 Iteration 2F: 3 clusters Score -3698196 nChanged 4348 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21295 members Mstep: Class 2 contains 43965 members Entering Unmasked Estep Score: -3700820.500000 Penalty: 1008.838257 Iteration 3F: 3 clusters Score -3700820 nChanged 4754 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16957 members Mstep: Class 2 contains 48303 members Entering Unmasked Estep Score: -3704212.500000 Penalty: 1008.838257 Iteration 4F: 3 clusters Score -3704212 nChanged 4794 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12307 members Mstep: Class 2 contains 52953 members Entering Unmasked Estep Score: -3708311.000000 Penalty: 1008.838257 Iteration 5F: 3 clusters Score -3708311 nChanged 4421 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7904 members Mstep: Class 2 contains 57356 members Entering Unmasked Estep Score: -3712506.250000 Penalty: 1008.838257 Iteration 6F: 3 clusters Score -3712506 nChanged 3246 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4660 members Mstep: Class 2 contains 60600 members Entering Unmasked Estep Score: -3715740.250000 Penalty: 1008.838257 Iteration 7Q: 3 clusters Score -3715740 nChanged 1758 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2902 members Mstep: Class 2 contains 62358 members Entering Unmasked Estep Score: -3717466.500000 Penalty: 1008.838257 Iteration 8Q: 3 clusters Score -3717466 nChanged 833 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2071 members Mstep: Class 2 contains 63189 members Entering Unmasked Estep Score: -3718226.500000 Penalty: 1008.838257 Iteration 9Q: 3 clusters Score -3718226 nChanged 473 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1650 members Mstep: Class 2 contains 63610 members Entering Unmasked Estep Score: -3718644.750000 Penalty: 1008.838257 Iteration 10Q: 3 clusters Score -3718645 nChanged 317 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1375 members Mstep: Class 2 contains 63885 members Entering Unmasked Estep Score: -3718883.750000 Penalty: 1008.838257 Iteration 11Q: 3 clusters Score -3718884 nChanged 202 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1203 members Mstep: Class 2 contains 64057 members Entering Unmasked Estep Score: -3719045.250000 Penalty: 1008.838257 Iteration 12Q: 3 clusters Score -3719045 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1076 members Mstep: Class 2 contains 64184 members Entering Unmasked Estep Score: -3719156.750000 Penalty: 1008.838257 Iteration 13Q: 3 clusters Score -3719157 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 990 members Mstep: Class 2 contains 64270 members Entering Unmasked Estep Score: -3719211.000000 Penalty: 1008.838257 Iteration 14Q: 3 clusters Score -3719211 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 918 members Mstep: Class 2 contains 64342 members Entering Unmasked Estep Score: -3719248.500000 Penalty: 1008.838257 Iteration 15Q: 3 clusters Score -3719248 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 874 members Mstep: Class 2 contains 64386 members Entering Unmasked Estep Score: -3719263.250000 Penalty: 1008.838257 Iteration 16Q: 3 clusters Score -3719263 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 838 members Mstep: Class 2 contains 64422 members Entering Unmasked Estep Score: -3719276.750000 Penalty: 1008.838257 Iteration 17Q: 3 clusters Score -3719277 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 813 members Mstep: Class 2 contains 64447 members Entering Unmasked Estep Score: -3719279.500000 Penalty: 1008.838257 Iteration 18Q: 3 clusters Score -3719280 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 790 members Mstep: Class 2 contains 64470 members Entering Unmasked Estep Score: -3719283.500000 Penalty: 1008.838257 Iteration 19Q: 3 clusters Score -3719284 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 772 members Mstep: Class 2 contains 64488 members Entering Unmasked Estep Score: -3719284.500000 Penalty: 1008.838257 Iteration 20F: 3 clusters Score -3719284 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 752 members Mstep: Class 2 contains 64508 members Entering Unmasked Estep Score: -3719300.750000 Penalty: 1008.838257 Iteration 21Q: 3 clusters Score -3719301 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 728 members Mstep: Class 2 contains 64532 members Entering Unmasked Estep Score: -3719305.750000 Penalty: 1008.838257 Iteration 22Q: 3 clusters Score -3719306 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 711 members Mstep: Class 2 contains 64549 members Entering Unmasked Estep Score: -3719306.500000 Penalty: 1008.838257 Iteration 23Q: 3 clusters Score -3719306 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 698 members Mstep: Class 2 contains 64562 members Entering Unmasked Estep Score: -3719304.250000 Penalty: 1008.838257 Iteration 24Q: 3 clusters Score -3719304 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 683 members Mstep: Class 2 contains 64577 members Entering Unmasked Estep Score: -3719307.500000 Penalty: 1008.838257 Iteration 25Q: 3 clusters Score -3719308 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 681 members Mstep: Class 2 contains 64579 members Entering Unmasked Estep Score: -3719307.000000 Penalty: 1008.838257 Iteration 26Q: 3 clusters Score -3719307 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 680 members Mstep: Class 2 contains 64580 members Entering Unmasked Estep Score: -3719306.500000 Penalty: 1008.838257 Iteration 27Q: 3 clusters Score -3719306 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 678 members Mstep: Class 2 contains 64582 members Entering Unmasked Estep Score: -3719303.250000 Penalty: 1008.838257 Iteration 28Q: 3 clusters Score -3719303 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 678 members Mstep: Class 2 contains 64582 members Entering Unmasked Estep Score: -3719303.250000 Penalty: 1008.838257 Iteration 29F: 3 clusters Score -3719303 nChanged 0 Entering ConstructFrom: Trying to split cluster 22 (1057 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1057 members Entering Unmasked Estep Score: -55413.230469 Penalty: 316.825134 Iteration 0F: 2 clusters Score -55413.23 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 489 members Mstep: Class 2 contains 568 members Entering Unmasked Estep Score: -54557.410156 Penalty: 633.650269 Iteration 0F: 3 clusters Score -54557.41 nChanged 431 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 384 members Mstep: Class 2 contains 673 members Entering Unmasked Estep Score: -54837.464844 Penalty: 633.650269 Iteration 1F: 3 clusters Score -54837.46 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 340 members Mstep: Class 2 contains 717 members Entering Unmasked Estep Score: -54907.445312 Penalty: 633.650269 Iteration 2F: 3 clusters Score -54907.45 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 290 members Mstep: Class 2 contains 767 members Entering Unmasked Estep Score: -54963.410156 Penalty: 633.650269 Iteration 3F: 3 clusters Score -54963.41 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 252 members Mstep: Class 2 contains 805 members Entering Unmasked Estep Score: -55005.730469 Penalty: 633.650269 Iteration 4F: 3 clusters Score -55005.73 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 222 members Mstep: Class 2 contains 835 members Entering Unmasked Estep Score: -55032.699219 Penalty: 633.650269 Iteration 5Q: 3 clusters Score -55032.7 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 199 members Mstep: Class 2 contains 858 members Entering Unmasked Estep Score: -55055.074219 Penalty: 633.650269 Iteration 6Q: 3 clusters Score -55055.07 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 181 members Mstep: Class 2 contains 876 members Entering Unmasked Estep Score: -55066.734375 Penalty: 633.650269 Iteration 7Q: 3 clusters Score -55066.73 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 171 members Mstep: Class 2 contains 886 members Entering Unmasked Estep Score: -55075.324219 Penalty: 633.650269 Iteration 8Q: 3 clusters Score -55075.32 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 164 members Mstep: Class 2 contains 893 members Entering Unmasked Estep Score: -55083.726562 Penalty: 633.650269 Iteration 9Q: 3 clusters Score -55083.73 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 158 members Mstep: Class 2 contains 899 members Entering Unmasked Estep Score: -55088.304688 Penalty: 633.650269 Iteration 10Q: 3 clusters Score -55088.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 155 members Mstep: Class 2 contains 902 members Entering Unmasked Estep Score: -55091.757812 Penalty: 633.650269 Iteration 11Q: 3 clusters Score -55091.76 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 155 members Mstep: Class 2 contains 902 members Entering Unmasked Estep Score: -55094.429688 Penalty: 633.650269 Iteration 12Q: 3 clusters Score -55094.43 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 151 members Mstep: Class 2 contains 906 members Entering Unmasked Estep Score: -55096.277344 Penalty: 633.650269 Iteration 13Q: 3 clusters Score -55096.28 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 149 members Mstep: Class 2 contains 908 members Entering Unmasked Estep Score: -55098.132812 Penalty: 633.650269 Iteration 14Q: 3 clusters Score -55098.13 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 146 members Mstep: Class 2 contains 911 members Entering Unmasked Estep Score: -55100.394531 Penalty: 633.650269 Iteration 15Q: 3 clusters Score -55100.39 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143 members Mstep: Class 2 contains 914 members Entering Unmasked Estep Score: -55101.925781 Penalty: 633.650269 Iteration 16Q: 3 clusters Score -55101.93 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 140 members Mstep: Class 2 contains 917 members Entering Unmasked Estep Score: -55103.089844 Penalty: 633.650269 Iteration 17Q: 3 clusters Score -55103.09 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 138 members Mstep: Class 2 contains 919 members Entering Unmasked Estep Score: -55104.160156 Penalty: 633.650269 Iteration 18Q: 3 clusters Score -55104.16 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 138 members Mstep: Class 2 contains 919 members Entering Unmasked Estep Score: -55104.160156 Penalty: 633.650269 Iteration 19F: 3 clusters Score -55104.16 nChanged 0 Entering ConstructFrom: Trying to split cluster 23 (40947 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40947 members Entering Unmasked Estep Score: -2323577.250000 Penalty: 483.211548 Iteration 0F: 2 clusters Score -2323577 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20446 members Mstep: Class 2 contains 20501 members Entering Unmasked Estep Score: -2296189.250000 Penalty: 966.423096 Iteration 0F: 3 clusters Score -2296189 nChanged 19705 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19483 members Mstep: Class 2 contains 21464 members Entering Unmasked Estep Score: -2308718.250000 Penalty: 966.423096 Iteration 1F: 3 clusters Score -2308718 nChanged 2284 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18677 members Mstep: Class 2 contains 22270 members Entering Unmasked Estep Score: -2310024.500000 Penalty: 966.423096 Iteration 2F: 3 clusters Score -2310024 nChanged 2620 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17637 members Mstep: Class 2 contains 23310 members Entering Unmasked Estep Score: -2311897.000000 Penalty: 966.423096 Iteration 3F: 3 clusters Score -2311897 nChanged 2720 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16655 members Mstep: Class 2 contains 24292 members Entering Unmasked Estep Score: -2314000.000000 Penalty: 966.423096 Iteration 4F: 3 clusters Score -2314000 nChanged 2461 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15894 members Mstep: Class 2 contains 25053 members Entering Unmasked Estep Score: -2315676.000000 Penalty: 966.423096 Iteration 5F: 3 clusters Score -2315676 nChanged 1805 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15293 members Mstep: Class 2 contains 25654 members Entering Unmasked Estep Score: -2316448.500000 Penalty: 966.423096 Iteration 6Q: 3 clusters Score -2316448 nChanged 1092 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14703 members Mstep: Class 2 contains 26244 members Entering Unmasked Estep Score: -2316752.250000 Penalty: 966.423096 Iteration 7Q: 3 clusters Score -2316752 nChanged 696 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14133 members Mstep: Class 2 contains 26814 members Entering Unmasked Estep Score: -2316945.500000 Penalty: 966.423096 Iteration 8Q: 3 clusters Score -2316946 nChanged 639 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13540 members Mstep: Class 2 contains 27407 members Entering Unmasked Estep Score: -2317134.250000 Penalty: 966.423096 Iteration 9Q: 3 clusters Score -2317134 nChanged 705 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12861 members Mstep: Class 2 contains 28086 members Entering Unmasked Estep Score: -2317362.750000 Penalty: 966.423096 Iteration 10Q: 3 clusters Score -2317363 nChanged 733 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12152 members Mstep: Class 2 contains 28795 members Entering Unmasked Estep Score: -2317583.750000 Penalty: 966.423096 Iteration 11Q: 3 clusters Score -2317584 nChanged 726 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11446 members Mstep: Class 2 contains 29501 members Entering Unmasked Estep Score: -2317809.750000 Penalty: 966.423096 Iteration 12Q: 3 clusters Score -2317810 nChanged 743 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10723 members Mstep: Class 2 contains 30224 members Entering Unmasked Estep Score: -2318053.250000 Penalty: 966.423096 Iteration 13Q: 3 clusters Score -2318053 nChanged 773 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9960 members Mstep: Class 2 contains 30987 members Entering Unmasked Estep Score: -2318338.500000 Penalty: 966.423096 Iteration 14Q: 3 clusters Score -2318338 nChanged 799 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9163 members Mstep: Class 2 contains 31784 members Entering Unmasked Estep Score: -2318687.000000 Penalty: 966.423096 Iteration 15Q: 3 clusters Score -2318687 nChanged 847 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8322 members Mstep: Class 2 contains 32625 members Entering Unmasked Estep Score: -2319084.250000 Penalty: 966.423096 Iteration 16Q: 3 clusters Score -2319084 nChanged 796 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7534 members Mstep: Class 2 contains 33413 members Entering Unmasked Estep Score: -2319473.500000 Penalty: 966.423096 Iteration 17Q: 3 clusters Score -2319474 nChanged 776 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6770 members Mstep: Class 2 contains 34177 members Entering Unmasked Estep Score: -2319854.000000 Penalty: 966.423096 Iteration 18Q: 3 clusters Score -2319854 nChanged 766 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6012 members Mstep: Class 2 contains 34935 members Entering Unmasked Estep Score: -2320251.000000 Penalty: 966.423096 Iteration 19Q: 3 clusters Score -2320251 nChanged 719 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5315 members Mstep: Class 2 contains 35632 members Entering Unmasked Estep Score: -2320667.000000 Penalty: 966.423096 Iteration 20F: 3 clusters Score -2320667 nChanged 682 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4645 members Mstep: Class 2 contains 36302 members Entering Unmasked Estep Score: -2321066.500000 Penalty: 966.423096 Iteration 21Q: 3 clusters Score -2321066 nChanged 586 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4065 members Mstep: Class 2 contains 36882 members Entering Unmasked Estep Score: -2321389.750000 Penalty: 966.423096 Iteration 22Q: 3 clusters Score -2321390 nChanged 547 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3522 members Mstep: Class 2 contains 37425 members Entering Unmasked Estep Score: -2321683.250000 Penalty: 966.423096 Iteration 23Q: 3 clusters Score -2321683 nChanged 491 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3037 members Mstep: Class 2 contains 37910 members Entering Unmasked Estep Score: -2321965.500000 Penalty: 966.423096 Iteration 24Q: 3 clusters Score -2321966 nChanged 394 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2647 members Mstep: Class 2 contains 38300 members Entering Unmasked Estep Score: -2322171.250000 Penalty: 966.423096 Iteration 25Q: 3 clusters Score -2322171 nChanged 348 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2301 members Mstep: Class 2 contains 38646 members Entering Unmasked Estep Score: -2322372.000000 Penalty: 966.423096 Iteration 26Q: 3 clusters Score -2322372 nChanged 295 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2006 members Mstep: Class 2 contains 38941 members Entering Unmasked Estep Score: -2322507.000000 Penalty: 966.423096 Iteration 27Q: 3 clusters Score -2322507 nChanged 229 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1779 members Mstep: Class 2 contains 39168 members Entering Unmasked Estep Score: -2322620.250000 Penalty: 966.423096 Iteration 28Q: 3 clusters Score -2322620 nChanged 199 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1582 members Mstep: Class 2 contains 39365 members Entering Unmasked Estep Score: -2322709.500000 Penalty: 966.423096 Iteration 29Q: 3 clusters Score -2322710 nChanged 176 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1408 members Mstep: Class 2 contains 39539 members Entering Unmasked Estep Score: -2322773.750000 Penalty: 966.423096 Iteration 30Q: 3 clusters Score -2322774 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1261 members Mstep: Class 2 contains 39686 members Entering Unmasked Estep Score: -2322828.000000 Penalty: 966.423096 Iteration 31Q: 3 clusters Score -2322828 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1128 members Mstep: Class 2 contains 39819 members Entering Unmasked Estep Score: -2322886.750000 Penalty: 966.423096 Iteration 32Q: 3 clusters Score -2322887 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1010 members Mstep: Class 2 contains 39937 members Entering Unmasked Estep Score: -2322928.750000 Penalty: 966.423096 Iteration 33Q: 3 clusters Score -2322929 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 903 members Mstep: Class 2 contains 40044 members Entering Unmasked Estep Score: -2322969.500000 Penalty: 966.423096 Iteration 34Q: 3 clusters Score -2322970 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 828 members Mstep: Class 2 contains 40119 members Entering Unmasked Estep Score: -2323004.500000 Penalty: 966.423096 Iteration 35Q: 3 clusters Score -2323004 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 759 members Mstep: Class 2 contains 40188 members Entering Unmasked Estep Score: -2323036.500000 Penalty: 966.423096 Iteration 36Q: 3 clusters Score -2323036 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 694 members Mstep: Class 2 contains 40253 members Entering Unmasked Estep Score: -2323064.250000 Penalty: 966.423096 Iteration 37Q: 3 clusters Score -2323064 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 632 members Mstep: Class 2 contains 40315 members Entering Unmasked Estep Score: -2323091.500000 Penalty: 966.423096 Iteration 38Q: 3 clusters Score -2323092 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 587 members Mstep: Class 2 contains 40360 members Entering Unmasked Estep Score: -2323103.750000 Penalty: 966.423096 Iteration 39Q: 3 clusters Score -2323104 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 558 members Mstep: Class 2 contains 40389 members Entering Unmasked Estep Score: -2323118.000000 Penalty: 966.423096 Iteration 40F: 3 clusters Score -2323118 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 524 members Mstep: Class 2 contains 40423 members Entering Unmasked Estep Score: -2323135.250000 Penalty: 966.423096 Iteration 41Q: 3 clusters Score -2323135 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 499 members Mstep: Class 2 contains 40448 members Entering Unmasked Estep Score: -2323138.500000 Penalty: 966.423096 Iteration 42Q: 3 clusters Score -2323138 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 481 members Mstep: Class 2 contains 40466 members Entering Unmasked Estep Score: -2323141.000000 Penalty: 966.423096 Iteration 43Q: 3 clusters Score -2323141 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 473 members Mstep: Class 2 contains 40474 members Entering Unmasked Estep Score: -2323144.250000 Penalty: 966.423096 Iteration 44Q: 3 clusters Score -2323144 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 467 members Mstep: Class 2 contains 40480 members Entering Unmasked Estep Score: -2323148.000000 Penalty: 966.423096 Iteration 45Q: 3 clusters Score -2323148 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 458 members Mstep: Class 2 contains 40489 members Entering Unmasked Estep Score: -2323150.000000 Penalty: 966.423096 Iteration 46Q: 3 clusters Score -2323150 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 451 members Mstep: Class 2 contains 40496 members Entering Unmasked Estep Score: -2323151.000000 Penalty: 966.423096 Iteration 47Q: 3 clusters Score -2323151 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 444 members Mstep: Class 2 contains 40503 members Entering Unmasked Estep Score: -2323149.250000 Penalty: 966.423096 Iteration 48Q: 3 clusters Score -2323149 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 436 members Mstep: Class 2 contains 40511 members Entering Unmasked Estep Score: -2323149.000000 Penalty: 966.423096 Iteration 49Q: 3 clusters Score -2323149 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 432 members Mstep: Class 2 contains 40515 members Entering Unmasked Estep Score: -2323151.000000 Penalty: 966.423096 Iteration 50Q: 3 clusters Score -2323151 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 431 members Mstep: Class 2 contains 40516 members Entering Unmasked Estep Score: -2323150.250000 Penalty: 966.423096 Iteration 51Q: 3 clusters Score -2323150 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 431 members Mstep: Class 2 contains 40516 members Entering Unmasked Estep Score: -2323150.250000 Penalty: 966.423096 Iteration 52F: 3 clusters Score -2323150 nChanged 0 Entering ConstructFrom: Trying to split cluster 24 (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: -13442.301758 Penalty: 266.144287 Iteration 0F: 2 clusters Score -13442.3 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 188 members Entering Unmasked Estep Score: -13078.851562 Penalty: 532.288574 Iteration 0F: 3 clusters Score -13078.85 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 147 members Mstep: Class 2 contains 200 members Entering Unmasked Estep Score: -13205.288086 Penalty: 532.288574 Iteration 1F: 3 clusters Score -13205.29 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 146 members Mstep: Class 2 contains 201 members Entering Unmasked Estep Score: -13220.277344 Penalty: 532.288574 Iteration 2F: 3 clusters Score -13220.28 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 146 members Mstep: Class 2 contains 201 members Entering Unmasked Estep Score: -13232.666016 Penalty: 532.288574 Iteration 3Q: 3 clusters Score -13232.67 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143 members Mstep: Class 2 contains 204 members Entering Unmasked Estep Score: -13240.327148 Penalty: 532.288574 Iteration 4Q: 3 clusters Score -13240.33 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 144 members Mstep: Class 2 contains 203 members Entering Unmasked Estep Score: -13244.831055 Penalty: 532.288574 Iteration 5Q: 3 clusters Score -13244.83 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 145 members Mstep: Class 2 contains 202 members Entering Unmasked Estep Score: -13251.457031 Penalty: 532.288574 Iteration 6Q: 3 clusters Score -13251.46 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 146 members Mstep: Class 2 contains 201 members Entering Unmasked Estep Score: -13256.783203 Penalty: 532.288574 Iteration 7Q: 3 clusters Score -13256.78 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 150 members Mstep: Class 2 contains 197 members Entering Unmasked Estep Score: -13260.926758 Penalty: 532.288574 Iteration 8Q: 3 clusters Score -13260.93 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 152 members Mstep: Class 2 contains 195 members Entering Unmasked Estep Score: -13264.381836 Penalty: 532.288574 Iteration 9Q: 3 clusters Score -13264.38 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 151 members Mstep: Class 2 contains 196 members Entering Unmasked Estep Score: -13267.542969 Penalty: 532.288574 Iteration 10Q: 3 clusters Score -13267.54 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 153 members Mstep: Class 2 contains 194 members Entering Unmasked Estep Score: -13276.980469 Penalty: 532.288574 Iteration 11Q: 3 clusters Score -13276.98 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 153 members Mstep: Class 2 contains 194 members Entering Unmasked Estep Score: -13288.729492 Penalty: 532.288574 Iteration 12Q: 3 clusters Score -13288.73 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 159 members Mstep: Class 2 contains 188 members Entering Unmasked Estep Score: -13298.761719 Penalty: 532.288574 Iteration 13Q: 3 clusters Score -13298.76 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 161 members Mstep: Class 2 contains 186 members Entering Unmasked Estep Score: -13299.894531 Penalty: 532.288574 Iteration 14Q: 3 clusters Score -13299.89 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 163 members Mstep: Class 2 contains 184 members Entering Unmasked Estep Score: -13300.853516 Penalty: 532.288574 Iteration 15Q: 3 clusters Score -13300.85 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 163 members Mstep: Class 2 contains 184 members Entering Unmasked Estep Score: -13300.853516 Penalty: 532.288574 Iteration 16F: 3 clusters Score -13300.85 nChanged 0 Entering ConstructFrom: Trying to split cluster 25 (8015 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8015 members Entering Unmasked Estep Score: -447161.156250 Penalty: 409.002686 Iteration 0F: 2 clusters Score -447161.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4064 members Mstep: Class 2 contains 3951 members Entering Unmasked Estep Score: -441846.312500 Penalty: 818.005371 Iteration 0F: 3 clusters Score -441846.3 nChanged 3709 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4271 members Mstep: Class 2 contains 3744 members Entering Unmasked Estep Score: -444169.750000 Penalty: 818.005371 Iteration 1F: 3 clusters Score -444169.8 nChanged 584 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4313 members Mstep: Class 2 contains 3702 members Entering Unmasked Estep Score: -444638.156250 Penalty: 818.005371 Iteration 2F: 3 clusters Score -444638.2 nChanged 611 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4306 members Mstep: Class 2 contains 3709 members Entering Unmasked Estep Score: -445101.437500 Penalty: 818.005371 Iteration 3F: 3 clusters Score -445101.4 nChanged 569 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4261 members Mstep: Class 2 contains 3754 members Entering Unmasked Estep Score: -445443.562500 Penalty: 818.005371 Iteration 4F: 3 clusters Score -445443.6 nChanged 451 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4198 members Mstep: Class 2 contains 3817 members Entering Unmasked Estep Score: -445675.968750 Penalty: 818.005371 Iteration 5F: 3 clusters Score -445676 nChanged 351 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4105 members Mstep: Class 2 contains 3910 members Entering Unmasked Estep Score: -445825.437500 Penalty: 818.005371 Iteration 6Q: 3 clusters Score -445825.4 nChanged 261 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4000 members Mstep: Class 2 contains 4015 members Entering Unmasked Estep Score: -445947.093750 Penalty: 818.005371 Iteration 7Q: 3 clusters Score -445947.1 nChanged 231 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3871 members Mstep: Class 2 contains 4144 members Entering Unmasked Estep Score: -446077.968750 Penalty: 818.005371 Iteration 8Q: 3 clusters Score -446078 nChanged 231 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3738 members Mstep: Class 2 contains 4277 members Entering Unmasked Estep Score: -446201.750000 Penalty: 818.005371 Iteration 9Q: 3 clusters Score -446201.8 nChanged 204 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3638 members Mstep: Class 2 contains 4377 members Entering Unmasked Estep Score: -446288.906250 Penalty: 818.005371 Iteration 10Q: 3 clusters Score -446288.9 nChanged 182 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3558 members Mstep: Class 2 contains 4457 members Entering Unmasked Estep Score: -446363.781250 Penalty: 818.005371 Iteration 11Q: 3 clusters Score -446363.8 nChanged 173 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3497 members Mstep: Class 2 contains 4518 members Entering Unmasked Estep Score: -446428.687500 Penalty: 818.005371 Iteration 12Q: 3 clusters Score -446428.7 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3443 members Mstep: Class 2 contains 4572 members Entering Unmasked Estep Score: -446475.187500 Penalty: 818.005371 Iteration 13Q: 3 clusters Score -446475.2 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3400 members Mstep: Class 2 contains 4615 members Entering Unmasked Estep Score: -446502.125000 Penalty: 818.005371 Iteration 14Q: 3 clusters Score -446502.1 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3351 members Mstep: Class 2 contains 4664 members Entering Unmasked Estep Score: -446517.437500 Penalty: 818.005371 Iteration 15Q: 3 clusters Score -446517.4 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3318 members Mstep: Class 2 contains 4697 members Entering Unmasked Estep Score: -446530.000000 Penalty: 818.005371 Iteration 16Q: 3 clusters Score -446530 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3279 members Mstep: Class 2 contains 4736 members Entering Unmasked Estep Score: -446539.375000 Penalty: 818.005371 Iteration 17Q: 3 clusters Score -446539.4 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3242 members Mstep: Class 2 contains 4773 members Entering Unmasked Estep Score: -446546.250000 Penalty: 818.005371 Iteration 18Q: 3 clusters Score -446546.2 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3215 members Mstep: Class 2 contains 4800 members Entering Unmasked Estep Score: -446551.031250 Penalty: 818.005371 Iteration 19Q: 3 clusters Score -446551 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3196 members Mstep: Class 2 contains 4819 members Entering Unmasked Estep Score: -446552.781250 Penalty: 818.005371 Iteration 20F: 3 clusters Score -446552.8 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3167 members Mstep: Class 2 contains 4848 members Entering Unmasked Estep Score: -446555.968750 Penalty: 818.005371 Iteration 21Q: 3 clusters Score -446556 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3148 members Mstep: Class 2 contains 4867 members Entering Unmasked Estep Score: -446557.218750 Penalty: 818.005371 Iteration 22Q: 3 clusters Score -446557.2 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3132 members Mstep: Class 2 contains 4883 members Entering Unmasked Estep Score: -446559.843750 Penalty: 818.005371 Iteration 23Q: 3 clusters Score -446559.8 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3113 members Mstep: Class 2 contains 4902 members Entering Unmasked Estep Score: -446560.437500 Penalty: 818.005371 Iteration 24Q: 3 clusters Score -446560.4 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3094 members Mstep: Class 2 contains 4921 members Entering Unmasked Estep Score: -446562.531250 Penalty: 818.005371 Iteration 25Q: 3 clusters Score -446562.5 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3074 members Mstep: Class 2 contains 4941 members Entering Unmasked Estep Score: -446562.593750 Penalty: 818.005371 Iteration 26Q: 3 clusters Score -446562.6 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3060 members Mstep: Class 2 contains 4955 members Entering Unmasked Estep Score: -446564.000000 Penalty: 818.005371 Iteration 27Q: 3 clusters Score -446564 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3052 members Mstep: Class 2 contains 4963 members Entering Unmasked Estep Score: -446563.937500 Penalty: 818.005371 Iteration 28Q: 3 clusters Score -446563.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3045 members Mstep: Class 2 contains 4970 members Entering Unmasked Estep Score: -446564.968750 Penalty: 818.005371 Iteration 29Q: 3 clusters Score -446565 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3043 members Mstep: Class 2 contains 4972 members Entering Unmasked Estep Score: -446563.687500 Penalty: 818.005371 Iteration 30Q: 3 clusters Score -446563.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3039 members Mstep: Class 2 contains 4976 members Entering Unmasked Estep Score: -446565.468750 Penalty: 818.005371 Iteration 31Q: 3 clusters Score -446565.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3035 members Mstep: Class 2 contains 4980 members Entering Unmasked Estep Score: -446565.312500 Penalty: 818.005371 Iteration 32Q: 3 clusters Score -446565.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3032 members Mstep: Class 2 contains 4983 members Entering Unmasked Estep Score: -446566.062500 Penalty: 818.005371 Iteration 33Q: 3 clusters Score -446566.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3029 members Mstep: Class 2 contains 4986 members Entering Unmasked Estep Score: -446565.656250 Penalty: 818.005371 Iteration 34Q: 3 clusters Score -446565.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3026 members Mstep: Class 2 contains 4989 members Entering Unmasked Estep Score: -446565.531250 Penalty: 818.005371 Iteration 35Q: 3 clusters Score -446565.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3021 members Mstep: Class 2 contains 4994 members Entering Unmasked Estep Score: -446564.937500 Penalty: 818.005371 Iteration 36Q: 3 clusters Score -446564.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3015 members Mstep: Class 2 contains 5000 members Entering Unmasked Estep Score: -446564.937500 Penalty: 818.005371 Iteration 37Q: 3 clusters Score -446564.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3009 members Mstep: Class 2 contains 5006 members Entering Unmasked Estep Score: -446566.687500 Penalty: 818.005371 Iteration 38Q: 3 clusters Score -446566.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3003 members Mstep: Class 2 contains 5012 members Entering Unmasked Estep Score: -446566.968750 Penalty: 818.005371 Iteration 39Q: 3 clusters Score -446567 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2995 members Mstep: Class 2 contains 5020 members Entering Unmasked Estep Score: -446567.312500 Penalty: 818.005371 Iteration 40F: 3 clusters Score -446567.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2992 members Mstep: Class 2 contains 5023 members Entering Unmasked Estep Score: -446567.625000 Penalty: 818.005371 Iteration 41Q: 3 clusters Score -446567.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2987 members Mstep: Class 2 contains 5028 members Entering Unmasked Estep Score: -446567.000000 Penalty: 818.005371 Iteration 42Q: 3 clusters Score -446567 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2982 members Mstep: Class 2 contains 5033 members Entering Unmasked Estep Score: -446568.437500 Penalty: 818.005371 Iteration 43Q: 3 clusters Score -446568.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2974 members Mstep: Class 2 contains 5041 members Entering Unmasked Estep Score: -446567.781250 Penalty: 818.005371 Iteration 44Q: 3 clusters Score -446567.8 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2961 members Mstep: Class 2 contains 5054 members Entering Unmasked Estep Score: -446568.781250 Penalty: 818.005371 Iteration 45Q: 3 clusters Score -446568.8 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2948 members Mstep: Class 2 contains 5067 members Entering Unmasked Estep Score: -446569.843750 Penalty: 818.005371 Iteration 46Q: 3 clusters Score -446569.8 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2937 members Mstep: Class 2 contains 5078 members Entering Unmasked Estep Score: -446570.875000 Penalty: 818.005371 Iteration 47Q: 3 clusters Score -446570.9 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2925 members Mstep: Class 2 contains 5090 members Entering Unmasked Estep Score: -446573.125000 Penalty: 818.005371 Iteration 48Q: 3 clusters Score -446573.1 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2910 members Mstep: Class 2 contains 5105 members Entering Unmasked Estep Score: -446572.375000 Penalty: 818.005371 Iteration 49Q: 3 clusters Score -446572.4 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2898 members Mstep: Class 2 contains 5117 members Entering Unmasked Estep Score: -446574.125000 Penalty: 818.005371 Iteration 50Q: 3 clusters Score -446574.1 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2887 members Mstep: Class 2 contains 5128 members Entering Unmasked Estep Score: -446574.625000 Penalty: 818.005371 Iteration 51Q: 3 clusters Score -446574.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2877 members Mstep: Class 2 contains 5138 members Entering Unmasked Estep Score: -446575.500000 Penalty: 818.005371 Iteration 52Q: 3 clusters Score -446575.5 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2866 members Mstep: Class 2 contains 5149 members Entering Unmasked Estep Score: -446576.468750 Penalty: 818.005371 Iteration 53Q: 3 clusters Score -446576.5 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2848 members Mstep: Class 2 contains 5167 members Entering Unmasked Estep Score: -446576.656250 Penalty: 818.005371 Iteration 54Q: 3 clusters Score -446576.7 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2835 members Mstep: Class 2 contains 5180 members Entering Unmasked Estep Score: -446577.906250 Penalty: 818.005371 Iteration 55Q: 3 clusters Score -446577.9 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2824 members Mstep: Class 2 contains 5191 members Entering Unmasked Estep Score: -446579.656250 Penalty: 818.005371 Iteration 56Q: 3 clusters Score -446579.7 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2812 members Mstep: Class 2 contains 5203 members Entering Unmasked Estep Score: -446579.406250 Penalty: 818.005371 Iteration 57Q: 3 clusters Score -446579.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2804 members Mstep: Class 2 contains 5211 members Entering Unmasked Estep Score: -446579.843750 Penalty: 818.005371 Iteration 58Q: 3 clusters Score -446579.8 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2793 members Mstep: Class 2 contains 5222 members Entering Unmasked Estep Score: -446582.156250 Penalty: 818.005371 Iteration 59Q: 3 clusters Score -446582.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2784 members Mstep: Class 2 contains 5231 members Entering Unmasked Estep Score: -446581.687500 Penalty: 818.005371 Iteration 60F: 3 clusters Score -446581.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2779 members Mstep: Class 2 contains 5236 members Entering Unmasked Estep Score: -446582.218750 Penalty: 818.005371 Iteration 61Q: 3 clusters Score -446582.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2772 members Mstep: Class 2 contains 5243 members Entering Unmasked Estep Score: -446583.593750 Penalty: 818.005371 Iteration 62Q: 3 clusters Score -446583.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2766 members Mstep: Class 2 contains 5249 members Entering Unmasked Estep Score: -446583.906250 Penalty: 818.005371 Iteration 63Q: 3 clusters Score -446583.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2758 members Mstep: Class 2 contains 5257 members Entering Unmasked Estep Score: -446584.437500 Penalty: 818.005371 Iteration 64Q: 3 clusters Score -446584.4 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2748 members Mstep: Class 2 contains 5267 members Entering Unmasked Estep Score: -446585.218750 Penalty: 818.005371 Iteration 65Q: 3 clusters Score -446585.2 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2736 members Mstep: Class 2 contains 5279 members Entering Unmasked Estep Score: -446586.218750 Penalty: 818.005371 Iteration 66Q: 3 clusters Score -446586.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2724 members Mstep: Class 2 contains 5291 members Entering Unmasked Estep Score: -446586.406250 Penalty: 818.005371 Iteration 67Q: 3 clusters Score -446586.4 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2708 members Mstep: Class 2 contains 5307 members Entering Unmasked Estep Score: -446589.656250 Penalty: 818.005371 Iteration 68Q: 3 clusters Score -446589.7 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2691 members Mstep: Class 2 contains 5324 members Entering Unmasked Estep Score: -446590.375000 Penalty: 818.005371 Iteration 69Q: 3 clusters Score -446590.4 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2679 members Mstep: Class 2 contains 5336 members Entering Unmasked Estep Score: -446591.375000 Penalty: 818.005371 Iteration 70Q: 3 clusters Score -446591.4 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2664 members Mstep: Class 2 contains 5351 members Entering Unmasked Estep Score: -446592.218750 Penalty: 818.005371 Iteration 71Q: 3 clusters Score -446592.2 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2643 members Mstep: Class 2 contains 5372 members Entering Unmasked Estep Score: -446594.937500 Penalty: 818.005371 Iteration 72Q: 3 clusters Score -446594.9 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2614 members Mstep: Class 2 contains 5401 members Entering Unmasked Estep Score: -446599.593750 Penalty: 818.005371 Iteration 73Q: 3 clusters Score -446599.6 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2576 members Mstep: Class 2 contains 5439 members Entering Unmasked Estep Score: -446605.312500 Penalty: 818.005371 Iteration 74Q: 3 clusters Score -446605.3 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2549 members Mstep: Class 2 contains 5466 members Entering Unmasked Estep Score: -446609.500000 Penalty: 818.005371 Iteration 75Q: 3 clusters Score -446609.5 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2519 members Mstep: Class 2 contains 5496 members Entering Unmasked Estep Score: -446614.750000 Penalty: 818.005371 Iteration 76Q: 3 clusters Score -446614.8 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2493 members Mstep: Class 2 contains 5522 members Entering Unmasked Estep Score: -446618.687500 Penalty: 818.005371 Iteration 77Q: 3 clusters Score -446618.7 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2460 members Mstep: Class 2 contains 5555 members Entering Unmasked Estep Score: -446624.031250 Penalty: 818.005371 Iteration 78Q: 3 clusters Score -446624 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2427 members Mstep: Class 2 contains 5588 members Entering Unmasked Estep Score: -446632.812500 Penalty: 818.005371 Iteration 79Q: 3 clusters Score -446632.8 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2389 members Mstep: Class 2 contains 5626 members Entering Unmasked Estep Score: -446637.468750 Penalty: 818.005371 Iteration 80F: 3 clusters Score -446637.5 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2355 members Mstep: Class 2 contains 5660 members Entering Unmasked Estep Score: -446646.125000 Penalty: 818.005371 Iteration 81Q: 3 clusters Score -446646.1 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2312 members Mstep: Class 2 contains 5703 members Entering Unmasked Estep Score: -446654.187500 Penalty: 818.005371 Iteration 82Q: 3 clusters Score -446654.2 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2273 members Mstep: Class 2 contains 5742 members Entering Unmasked Estep Score: -446663.687500 Penalty: 818.005371 Iteration 83Q: 3 clusters Score -446663.7 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2222 members Mstep: Class 2 contains 5793 members Entering Unmasked Estep Score: -446678.593750 Penalty: 818.005371 Iteration 84Q: 3 clusters Score -446678.6 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2173 members Mstep: Class 2 contains 5842 members Entering Unmasked Estep Score: -446690.750000 Penalty: 818.005371 Iteration 85Q: 3 clusters Score -446690.8 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2114 members Mstep: Class 2 contains 5901 members Entering Unmasked Estep Score: -446708.625000 Penalty: 818.005371 Iteration 86Q: 3 clusters Score -446708.6 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2046 members Mstep: Class 2 contains 5969 members Entering Unmasked Estep Score: -446729.781250 Penalty: 818.005371 Iteration 87Q: 3 clusters Score -446729.8 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1990 members Mstep: Class 2 contains 6025 members Entering Unmasked Estep Score: -446747.531250 Penalty: 818.005371 Iteration 88Q: 3 clusters Score -446747.5 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1930 members Mstep: Class 2 contains 6085 members Entering Unmasked Estep Score: -446767.312500 Penalty: 818.005371 Iteration 89Q: 3 clusters Score -446767.3 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1863 members Mstep: Class 2 contains 6152 members Entering Unmasked Estep Score: -446789.218750 Penalty: 818.005371 Iteration 90Q: 3 clusters Score -446789.2 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1806 members Mstep: Class 2 contains 6209 members Entering Unmasked Estep Score: -446813.093750 Penalty: 818.005371 Iteration 91Q: 3 clusters Score -446813.1 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1748 members Mstep: Class 2 contains 6267 members Entering Unmasked Estep Score: -446832.281250 Penalty: 818.005371 Iteration 92Q: 3 clusters Score -446832.3 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1700 members Mstep: Class 2 contains 6315 members Entering Unmasked Estep Score: -446846.250000 Penalty: 818.005371 Iteration 93Q: 3 clusters Score -446846.2 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1649 members Mstep: Class 2 contains 6366 members Entering Unmasked Estep Score: -446858.843750 Penalty: 818.005371 Iteration 94Q: 3 clusters Score -446858.8 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1610 members Mstep: Class 2 contains 6405 members Entering Unmasked Estep Score: -446868.031250 Penalty: 818.005371 Iteration 95Q: 3 clusters Score -446868 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1578 members Mstep: Class 2 contains 6437 members Entering Unmasked Estep Score: -446875.718750 Penalty: 818.005371 Iteration 96Q: 3 clusters Score -446875.7 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1557 members Mstep: Class 2 contains 6458 members Entering Unmasked Estep Score: -446879.625000 Penalty: 818.005371 Iteration 97Q: 3 clusters Score -446879.6 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1532 members Mstep: Class 2 contains 6483 members Entering Unmasked Estep Score: -446883.031250 Penalty: 818.005371 Iteration 98Q: 3 clusters Score -446883 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1515 members Mstep: Class 2 contains 6500 members Entering Unmasked Estep Score: -446886.000000 Penalty: 818.005371 Iteration 99Q: 3 clusters Score -446886 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1495 members Mstep: Class 2 contains 6520 members Entering Unmasked Estep Score: -446888.281250 Penalty: 818.005371 Iteration 100F: 3 clusters Score -446888.3 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1479 members Mstep: Class 2 contains 6536 members Entering Unmasked Estep Score: -446890.687500 Penalty: 818.005371 Iteration 101Q: 3 clusters Score -446890.7 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1464 members Mstep: Class 2 contains 6551 members Entering Unmasked Estep Score: -446893.406250 Penalty: 818.005371 Iteration 102Q: 3 clusters Score -446893.4 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1451 members Mstep: Class 2 contains 6564 members Entering Unmasked Estep Score: -446894.937500 Penalty: 818.005371 Iteration 103Q: 3 clusters Score -446894.9 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1440 members Mstep: Class 2 contains 6575 members Entering Unmasked Estep Score: -446897.312500 Penalty: 818.005371 Iteration 104Q: 3 clusters Score -446897.3 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1427 members Mstep: Class 2 contains 6588 members Entering Unmasked Estep Score: -446898.843750 Penalty: 818.005371 Iteration 105Q: 3 clusters Score -446898.8 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1416 members Mstep: Class 2 contains 6599 members Entering Unmasked Estep Score: -446899.968750 Penalty: 818.005371 Iteration 106Q: 3 clusters Score -446900 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1404 members Mstep: Class 2 contains 6611 members Entering Unmasked Estep Score: -446902.687500 Penalty: 818.005371 Iteration 107Q: 3 clusters Score -446902.7 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1393 members Mstep: Class 2 contains 6622 members Entering Unmasked Estep Score: -446904.218750 Penalty: 818.005371 Iteration 108Q: 3 clusters Score -446904.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1382 members Mstep: Class 2 contains 6633 members Entering Unmasked Estep Score: -446905.062500 Penalty: 818.005371 Iteration 109Q: 3 clusters Score -446905.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1379 members Mstep: Class 2 contains 6636 members Entering Unmasked Estep Score: -446905.062500 Penalty: 818.005371 Iteration 110Q: 3 clusters Score -446905.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1375 members Mstep: Class 2 contains 6640 members Entering Unmasked Estep Score: -446905.281250 Penalty: 818.005371 Iteration 111Q: 3 clusters Score -446905.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1373 members Mstep: Class 2 contains 6642 members Entering Unmasked Estep Score: -446905.906250 Penalty: 818.005371 Iteration 112Q: 3 clusters Score -446905.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1371 members Mstep: Class 2 contains 6644 members Entering Unmasked Estep Score: -446906.000000 Penalty: 818.005371 Iteration 113Q: 3 clusters Score -446906 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1369 members Mstep: Class 2 contains 6646 members Entering Unmasked Estep Score: -446906.531250 Penalty: 818.005371 Iteration 114Q: 3 clusters Score -446906.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1368 members Mstep: Class 2 contains 6647 members Entering Unmasked Estep Score: -446906.218750 Penalty: 818.005371 Iteration 115Q: 3 clusters Score -446906.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1367 members Mstep: Class 2 contains 6648 members Entering Unmasked Estep Score: -446906.031250 Penalty: 818.005371 Iteration 116Q: 3 clusters Score -446906 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1365 members Mstep: Class 2 contains 6650 members Entering Unmasked Estep Score: -446905.843750 Penalty: 818.005371 Iteration 117Q: 3 clusters Score -446905.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1364 members Mstep: Class 2 contains 6651 members Entering Unmasked Estep Score: -446906.093750 Penalty: 818.005371 Iteration 118Q: 3 clusters Score -446906.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1363 members Mstep: Class 2 contains 6652 members Entering Unmasked Estep Score: -446905.875000 Penalty: 818.005371 Iteration 119Q: 3 clusters Score -446905.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1362 members Mstep: Class 2 contains 6653 members Entering Unmasked Estep Score: -446906.468750 Penalty: 818.005371 Iteration 120F: 3 clusters Score -446906.5 nChanged 0 Entering ConstructFrom: Trying to split cluster 26 (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: -4575.914551 Penalty: 215.497025 Iteration 0F: 2 clusters Score -4575.915 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 60 members Entering Unmasked Estep Score: -4367.359863 Penalty: 430.994049 Iteration 0F: 3 clusters Score -4367.36 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47 members Mstep: Class 2 contains 67 members Entering Unmasked Estep Score: -4424.273438 Penalty: 430.994049 Iteration 1F: 3 clusters Score -4424.273 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37 members Mstep: Class 2 contains 77 members Entering Unmasked Estep Score: -4444.017090 Penalty: 430.994049 Iteration 2F: 3 clusters Score -4444.017 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34 members Mstep: Class 2 contains 80 members Entering Unmasked Estep Score: -4451.009766 Penalty: 430.994049 Iteration 3Q: 3 clusters Score -4451.01 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33 members Mstep: Class 2 contains 81 members Entering Unmasked Estep Score: -4452.817383 Penalty: 430.994049 Iteration 4Q: 3 clusters Score -4452.817 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30 members Mstep: Class 2 contains 84 members Entering Unmasked Estep Score: -4456.382324 Penalty: 430.994049 Iteration 5Q: 3 clusters Score -4456.382 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27 members Mstep: Class 2 contains 87 members Entering Unmasked Estep Score: -4458.447266 Penalty: 430.994049 Iteration 6Q: 3 clusters Score -4458.447 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27 members Mstep: Class 2 contains 87 members Entering Unmasked Estep Score: -4458.447266 Penalty: 430.994049 Iteration 7F: 3 clusters Score -4458.447 nChanged 0 Entering ConstructFrom: Trying to split cluster 27 (22878 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22878 members Entering Unmasked Estep Score: -1240539.000000 Penalty: 456.725891 Iteration 0F: 2 clusters Score -1240539 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11531 members Mstep: Class 2 contains 11347 members Entering Unmasked Estep Score: -1225167.125000 Penalty: 913.451782 Iteration 0F: 3 clusters Score -1225167 nChanged 10927 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13000 members Mstep: Class 2 contains 9878 members Entering Unmasked Estep Score: -1231819.625000 Penalty: 913.451782 Iteration 1F: 3 clusters Score -1231820 nChanged 1284 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13760 members Mstep: Class 2 contains 9118 members Entering Unmasked Estep Score: -1232442.375000 Penalty: 913.451782 Iteration 2F: 3 clusters Score -1232442 nChanged 1412 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14790 members Mstep: Class 2 contains 8088 members Entering Unmasked Estep Score: -1233327.125000 Penalty: 913.451782 Iteration 3F: 3 clusters Score -1233327 nChanged 1532 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16058 members Mstep: Class 2 contains 6820 members Entering Unmasked Estep Score: -1234603.250000 Penalty: 913.451782 Iteration 4F: 3 clusters Score -1234603 nChanged 1559 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17403 members Mstep: Class 2 contains 5475 members Entering Unmasked Estep Score: -1236007.000000 Penalty: 913.451782 Iteration 5F: 3 clusters Score -1236007 nChanged 1294 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18555 members Mstep: Class 2 contains 4323 members Entering Unmasked Estep Score: -1237147.875000 Penalty: 913.451782 Iteration 6F: 3 clusters Score -1237148 nChanged 951 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19418 members Mstep: Class 2 contains 3460 members Entering Unmasked Estep Score: -1237884.500000 Penalty: 913.451782 Iteration 7Q: 3 clusters Score -1237884 nChanged 737 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20091 members Mstep: Class 2 contains 2787 members Entering Unmasked Estep Score: -1238381.250000 Penalty: 913.451782 Iteration 8Q: 3 clusters Score -1238381 nChanged 612 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20663 members Mstep: Class 2 contains 2215 members Entering Unmasked Estep Score: -1238782.000000 Penalty: 913.451782 Iteration 9Q: 3 clusters Score -1238782 nChanged 491 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21144 members Mstep: Class 2 contains 1734 members Entering Unmasked Estep Score: -1239097.125000 Penalty: 913.451782 Iteration 10Q: 3 clusters Score -1239097 nChanged 415 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21559 members Mstep: Class 2 contains 1319 members Entering Unmasked Estep Score: -1239374.000000 Penalty: 913.451782 Iteration 11Q: 3 clusters Score -1239374 nChanged 332 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21891 members Mstep: Class 2 contains 987 members Entering Unmasked Estep Score: -1239609.875000 Penalty: 913.451782 Iteration 12Q: 3 clusters Score -1239610 nChanged 272 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22161 members Mstep: Class 2 contains 717 members Entering Unmasked Estep Score: -1239804.000000 Penalty: 913.451782 Iteration 13Q: 3 clusters Score -1239804 nChanged 195 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22350 members Mstep: Class 2 contains 528 members Entering Unmasked Estep Score: -1239938.500000 Penalty: 913.451782 Iteration 14Q: 3 clusters Score -1239938 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22444 members Mstep: Class 2 contains 434 members Entering Unmasked Estep Score: -1240009.250000 Penalty: 913.451782 Iteration 15Q: 3 clusters Score -1240009 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22516 members Mstep: Class 2 contains 362 members Entering Unmasked Estep Score: -1240060.250000 Penalty: 913.451782 Iteration 16Q: 3 clusters Score -1240060 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22570 members Mstep: Class 2 contains 308 members Entering Unmasked Estep Score: -1240098.250000 Penalty: 913.451782 Iteration 17Q: 3 clusters Score -1240098 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22607 members Mstep: Class 2 contains 271 members Entering Unmasked Estep Score: -1240117.875000 Penalty: 913.451782 Iteration 18Q: 3 clusters Score -1240118 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22640 members Mstep: Class 2 contains 238 members Entering Unmasked Estep Score: -1240139.500000 Penalty: 913.451782 Iteration 19Q: 3 clusters Score -1240140 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22662 members Mstep: Class 2 contains 216 members Entering Unmasked Estep Score: -1240155.500000 Penalty: 913.451782 Iteration 20F: 3 clusters Score -1240156 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22674 members Mstep: Class 2 contains 204 members Entering Unmasked Estep Score: -1240160.875000 Penalty: 913.451782 Iteration 21Q: 3 clusters Score -1240161 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22686 members Mstep: Class 2 contains 192 members Entering Unmasked Estep Score: -1240165.875000 Penalty: 913.451782 Iteration 22Q: 3 clusters Score -1240166 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22700 members Mstep: Class 2 contains 178 members Entering Unmasked Estep Score: -1240173.250000 Penalty: 913.451782 Iteration 23Q: 3 clusters Score -1240173 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22707 members Mstep: Class 2 contains 171 members Entering Unmasked Estep Score: -1240180.750000 Penalty: 913.451782 Iteration 24Q: 3 clusters Score -1240181 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22713 members Mstep: Class 2 contains 165 members Entering Unmasked Estep Score: -1240184.375000 Penalty: 913.451782 Iteration 25Q: 3 clusters Score -1240184 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22719 members Mstep: Class 2 contains 159 members Entering Unmasked Estep Score: -1240187.125000 Penalty: 913.451782 Iteration 26Q: 3 clusters Score -1240187 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22721 members Mstep: Class 2 contains 157 members Entering Unmasked Estep Score: -1240186.625000 Penalty: 913.451782 Iteration 27Q: 3 clusters Score -1240187 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22723 members Mstep: Class 2 contains 155 members Entering Unmasked Estep Score: -1240188.500000 Penalty: 913.451782 Iteration 28Q: 3 clusters Score -1240188 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22723 members Mstep: Class 2 contains 155 members Entering Unmasked Estep Score: -1240188.500000 Penalty: 913.451782 Iteration 29F: 3 clusters Score -1240188 nChanged 0 Entering ConstructFrom: Trying to split cluster 28 (3328 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3328 members Entering Unmasked Estep Score: -179124.406250 Penalty: 369.010742 Iteration 0F: 2 clusters Score -179124.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1647 members Mstep: Class 2 contains 1681 members Entering Unmasked Estep Score: -176831.250000 Penalty: 738.021484 Iteration 0F: 3 clusters Score -176831.2 nChanged 1459 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1460 members Mstep: Class 2 contains 1868 members Entering Unmasked Estep Score: -177675.515625 Penalty: 738.021484 Iteration 1F: 3 clusters Score -177675.5 nChanged 241 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1371 members Mstep: Class 2 contains 1957 members Entering Unmasked Estep Score: -177823.265625 Penalty: 738.021484 Iteration 2F: 3 clusters Score -177823.3 nChanged 219 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1286 members Mstep: Class 2 contains 2042 members Entering Unmasked Estep Score: -177938.171875 Penalty: 738.021484 Iteration 3F: 3 clusters Score -177938.2 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1218 members Mstep: Class 2 contains 2110 members Entering Unmasked Estep Score: -178025.109375 Penalty: 738.021484 Iteration 4Q: 3 clusters Score -178025.1 nChanged 162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1146 members Mstep: Class 2 contains 2182 members Entering Unmasked Estep Score: -178123.437500 Penalty: 738.021484 Iteration 5Q: 3 clusters Score -178123.4 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1056 members Mstep: Class 2 contains 2272 members Entering Unmasked Estep Score: -178237.828125 Penalty: 738.021484 Iteration 6Q: 3 clusters Score -178237.8 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 965 members Mstep: Class 2 contains 2363 members Entering Unmasked Estep Score: -178335.578125 Penalty: 738.021484 Iteration 7Q: 3 clusters Score -178335.6 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 877 members Mstep: Class 2 contains 2451 members Entering Unmasked Estep Score: -178425.593750 Penalty: 738.021484 Iteration 8Q: 3 clusters Score -178425.6 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 806 members Mstep: Class 2 contains 2522 members Entering Unmasked Estep Score: -178494.312500 Penalty: 738.021484 Iteration 9Q: 3 clusters Score -178494.3 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 753 members Mstep: Class 2 contains 2575 members Entering Unmasked Estep Score: -178549.453125 Penalty: 738.021484 Iteration 10Q: 3 clusters Score -178549.5 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 709 members Mstep: Class 2 contains 2619 members Entering Unmasked Estep Score: -178582.703125 Penalty: 738.021484 Iteration 11Q: 3 clusters Score -178582.7 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 673 members Mstep: Class 2 contains 2655 members Entering Unmasked Estep Score: -178604.890625 Penalty: 738.021484 Iteration 12Q: 3 clusters Score -178604.9 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 632 members Mstep: Class 2 contains 2696 members Entering Unmasked Estep Score: -178633.765625 Penalty: 738.021484 Iteration 13Q: 3 clusters Score -178633.8 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 600 members Mstep: Class 2 contains 2728 members Entering Unmasked Estep Score: -178653.468750 Penalty: 738.021484 Iteration 14Q: 3 clusters Score -178653.5 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 569 members Mstep: Class 2 contains 2759 members Entering Unmasked Estep Score: -178679.703125 Penalty: 738.021484 Iteration 15Q: 3 clusters Score -178679.7 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 548 members Mstep: Class 2 contains 2780 members Entering Unmasked Estep Score: -178699.375000 Penalty: 738.021484 Iteration 16Q: 3 clusters Score -178699.4 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 523 members Mstep: Class 2 contains 2805 members Entering Unmasked Estep Score: -178714.203125 Penalty: 738.021484 Iteration 17Q: 3 clusters Score -178714.2 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 503 members Mstep: Class 2 contains 2825 members Entering Unmasked Estep Score: -178728.750000 Penalty: 738.021484 Iteration 18Q: 3 clusters Score -178728.8 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 482 members Mstep: Class 2 contains 2846 members Entering Unmasked Estep Score: -178747.656250 Penalty: 738.021484 Iteration 19Q: 3 clusters Score -178747.7 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 466 members Mstep: Class 2 contains 2862 members Entering Unmasked Estep Score: -178762.500000 Penalty: 738.021484 Iteration 20F: 3 clusters Score -178762.5 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 449 members Mstep: Class 2 contains 2879 members Entering Unmasked Estep Score: -178773.093750 Penalty: 738.021484 Iteration 21Q: 3 clusters Score -178773.1 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 436 members Mstep: Class 2 contains 2892 members Entering Unmasked Estep Score: -178780.546875 Penalty: 738.021484 Iteration 22Q: 3 clusters Score -178780.5 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 428 members Mstep: Class 2 contains 2900 members Entering Unmasked Estep Score: -178784.312500 Penalty: 738.021484 Iteration 23Q: 3 clusters Score -178784.3 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 418 members Mstep: Class 2 contains 2910 members Entering Unmasked Estep Score: -178788.375000 Penalty: 738.021484 Iteration 24Q: 3 clusters Score -178788.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 410 members Mstep: Class 2 contains 2918 members Entering Unmasked Estep Score: -178790.625000 Penalty: 738.021484 Iteration 25Q: 3 clusters Score -178790.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 404 members Mstep: Class 2 contains 2924 members Entering Unmasked Estep Score: -178792.343750 Penalty: 738.021484 Iteration 26Q: 3 clusters Score -178792.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 400 members Mstep: Class 2 contains 2928 members Entering Unmasked Estep Score: -178793.531250 Penalty: 738.021484 Iteration 27Q: 3 clusters Score -178793.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 397 members Mstep: Class 2 contains 2931 members Entering Unmasked Estep Score: -178794.187500 Penalty: 738.021484 Iteration 28Q: 3 clusters Score -178794.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 394 members Mstep: Class 2 contains 2934 members Entering Unmasked Estep Score: -178794.562500 Penalty: 738.021484 Iteration 29Q: 3 clusters Score -178794.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 391 members Mstep: Class 2 contains 2937 members Entering Unmasked Estep Score: -178795.953125 Penalty: 738.021484 Iteration 30Q: 3 clusters Score -178796 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 387 members Mstep: Class 2 contains 2941 members Entering Unmasked Estep Score: -178797.140625 Penalty: 738.021484 Iteration 31Q: 3 clusters Score -178797.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 384 members Mstep: Class 2 contains 2944 members Entering Unmasked Estep Score: -178797.968750 Penalty: 738.021484 Iteration 32Q: 3 clusters Score -178798 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 381 members Mstep: Class 2 contains 2947 members Entering Unmasked Estep Score: -178798.796875 Penalty: 738.021484 Iteration 33Q: 3 clusters Score -178798.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 378 members Mstep: Class 2 contains 2950 members Entering Unmasked Estep Score: -178799.109375 Penalty: 738.021484 Iteration 34Q: 3 clusters Score -178799.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 377 members Mstep: Class 2 contains 2951 members Entering Unmasked Estep Score: -178799.640625 Penalty: 738.021484 Iteration 35Q: 3 clusters Score -178799.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 374 members Mstep: Class 2 contains 2954 members Entering Unmasked Estep Score: -178800.312500 Penalty: 738.021484 Iteration 36Q: 3 clusters Score -178800.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 371 members Mstep: Class 2 contains 2957 members Entering Unmasked Estep Score: -178801.265625 Penalty: 738.021484 Iteration 37Q: 3 clusters Score -178801.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 369 members Mstep: Class 2 contains 2959 members Entering Unmasked Estep Score: -178802.484375 Penalty: 738.021484 Iteration 38Q: 3 clusters Score -178802.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 365 members Mstep: Class 2 contains 2963 members Entering Unmasked Estep Score: -178803.375000 Penalty: 738.021484 Iteration 39Q: 3 clusters Score -178803.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 360 members Mstep: Class 2 contains 2968 members Entering Unmasked Estep Score: -178804.500000 Penalty: 738.021484 Iteration 40F: 3 clusters Score -178804.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 357 members Mstep: Class 2 contains 2971 members Entering Unmasked Estep Score: -178805.218750 Penalty: 738.021484 Iteration 41Q: 3 clusters Score -178805.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 355 members Mstep: Class 2 contains 2973 members Entering Unmasked Estep Score: -178805.421875 Penalty: 738.021484 Iteration 42Q: 3 clusters Score -178805.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 355 members Mstep: Class 2 contains 2973 members Entering Unmasked Estep Score: -178805.421875 Penalty: 738.021484 Iteration 43F: 3 clusters Score -178805.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 29 (11288 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11288 members Entering Unmasked Estep Score: -643857.437500 Penalty: 424.583038 Iteration 0F: 2 clusters Score -643857.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5653 members Mstep: Class 2 contains 5635 members Entering Unmasked Estep Score: -636304.750000 Penalty: 849.166077 Iteration 0F: 3 clusters Score -636304.8 nChanged 5303 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5712 members Mstep: Class 2 contains 5576 members Entering Unmasked Estep Score: -639255.437500 Penalty: 849.166077 Iteration 1F: 3 clusters Score -639255.4 nChanged 535 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5797 members Mstep: Class 2 contains 5491 members Entering Unmasked Estep Score: -639452.187500 Penalty: 849.166077 Iteration 2Q: 3 clusters Score -639452.2 nChanged 524 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5929 members Mstep: Class 2 contains 5359 members Entering Unmasked Estep Score: -639690.062500 Penalty: 849.166077 Iteration 3Q: 3 clusters Score -639690.1 nChanged 595 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6114 members Mstep: Class 2 contains 5174 members Entering Unmasked Estep Score: -640041.875000 Penalty: 849.166077 Iteration 4F: 3 clusters Score -640041.9 nChanged 697 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6367 members Mstep: Class 2 contains 4921 members Entering Unmasked Estep Score: -640555.125000 Penalty: 849.166077 Iteration 5F: 3 clusters Score -640555.1 nChanged 761 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6642 members Mstep: Class 2 contains 4646 members Entering Unmasked Estep Score: -641211.375000 Penalty: 849.166077 Iteration 6F: 3 clusters Score -641211.4 nChanged 765 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6851 members Mstep: Class 2 contains 4437 members Entering Unmasked Estep Score: -641812.312500 Penalty: 849.166077 Iteration 7F: 3 clusters Score -641812.3 nChanged 572 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6993 members Mstep: Class 2 contains 4295 members Entering Unmasked Estep Score: -642141.750000 Penalty: 849.166077 Iteration 8F: 3 clusters Score -642141.8 nChanged 391 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7146 members Mstep: Class 2 contains 4142 members Entering Unmasked Estep Score: -642309.062500 Penalty: 849.166077 Iteration 9Q: 3 clusters Score -642309.1 nChanged 276 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7276 members Mstep: Class 2 contains 4012 members Entering Unmasked Estep Score: -642415.812500 Penalty: 849.166077 Iteration 10Q: 3 clusters Score -642415.8 nChanged 244 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7438 members Mstep: Class 2 contains 3850 members Entering Unmasked Estep Score: -642538.562500 Penalty: 849.166077 Iteration 11Q: 3 clusters Score -642538.6 nChanged 259 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7625 members Mstep: Class 2 contains 3663 members Entering Unmasked Estep Score: -642674.312500 Penalty: 849.166077 Iteration 12Q: 3 clusters Score -642674.3 nChanged 241 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7808 members Mstep: Class 2 contains 3480 members Entering Unmasked Estep Score: -642820.562500 Penalty: 849.166077 Iteration 13Q: 3 clusters Score -642820.6 nChanged 254 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8006 members Mstep: Class 2 contains 3282 members Entering Unmasked Estep Score: -642968.312500 Penalty: 849.166077 Iteration 14Q: 3 clusters Score -642968.3 nChanged 233 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8165 members Mstep: Class 2 contains 3123 members Entering Unmasked Estep Score: -643085.625000 Penalty: 849.166077 Iteration 15Q: 3 clusters Score -643085.6 nChanged 185 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8286 members Mstep: Class 2 contains 3002 members Entering Unmasked Estep Score: -643179.375000 Penalty: 849.166077 Iteration 16Q: 3 clusters Score -643179.4 nChanged 159 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8391 members Mstep: Class 2 contains 2897 members Entering Unmasked Estep Score: -643250.125000 Penalty: 849.166077 Iteration 17Q: 3 clusters Score -643250.1 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8489 members Mstep: Class 2 contains 2799 members Entering Unmasked Estep Score: -643303.750000 Penalty: 849.166077 Iteration 18Q: 3 clusters Score -643303.8 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8580 members Mstep: Class 2 contains 2708 members Entering Unmasked Estep Score: -643339.375000 Penalty: 849.166077 Iteration 19Q: 3 clusters Score -643339.4 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8653 members Mstep: Class 2 contains 2635 members Entering Unmasked Estep Score: -643363.500000 Penalty: 849.166077 Iteration 20F: 3 clusters Score -643363.5 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8716 members Mstep: Class 2 contains 2572 members Entering Unmasked Estep Score: -643381.500000 Penalty: 849.166077 Iteration 21Q: 3 clusters Score -643381.5 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8764 members Mstep: Class 2 contains 2524 members Entering Unmasked Estep Score: -643392.500000 Penalty: 849.166077 Iteration 22Q: 3 clusters Score -643392.5 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8808 members Mstep: Class 2 contains 2480 members Entering Unmasked Estep Score: -643400.812500 Penalty: 849.166077 Iteration 23Q: 3 clusters Score -643400.8 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8856 members Mstep: Class 2 contains 2432 members Entering Unmasked Estep Score: -643409.750000 Penalty: 849.166077 Iteration 24Q: 3 clusters Score -643409.8 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8898 members Mstep: Class 2 contains 2390 members Entering Unmasked Estep Score: -643414.937500 Penalty: 849.166077 Iteration 25Q: 3 clusters Score -643414.9 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8934 members Mstep: Class 2 contains 2354 members Entering Unmasked Estep Score: -643421.937500 Penalty: 849.166077 Iteration 26Q: 3 clusters Score -643421.9 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8965 members Mstep: Class 2 contains 2323 members Entering Unmasked Estep Score: -643421.875000 Penalty: 849.166077 Iteration 27Q: 3 clusters Score -643421.9 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8992 members Mstep: Class 2 contains 2296 members Entering Unmasked Estep Score: -643429.500000 Penalty: 849.166077 Iteration 28Q: 3 clusters Score -643429.5 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9019 members Mstep: Class 2 contains 2269 members Entering Unmasked Estep Score: -643431.750000 Penalty: 849.166077 Iteration 29Q: 3 clusters Score -643431.8 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9049 members Mstep: Class 2 contains 2239 members Entering Unmasked Estep Score: -643436.437500 Penalty: 849.166077 Iteration 30Q: 3 clusters Score -643436.4 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9073 members Mstep: Class 2 contains 2215 members Entering Unmasked Estep Score: -643438.000000 Penalty: 849.166077 Iteration 31Q: 3 clusters Score -643438 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9095 members Mstep: Class 2 contains 2193 members Entering Unmasked Estep Score: -643440.500000 Penalty: 849.166077 Iteration 32Q: 3 clusters Score -643440.5 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9119 members Mstep: Class 2 contains 2169 members Entering Unmasked Estep Score: -643444.937500 Penalty: 849.166077 Iteration 33Q: 3 clusters Score -643444.9 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9139 members Mstep: Class 2 contains 2149 members Entering Unmasked Estep Score: -643445.312500 Penalty: 849.166077 Iteration 34Q: 3 clusters Score -643445.3 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9157 members Mstep: Class 2 contains 2131 members Entering Unmasked Estep Score: -643447.812500 Penalty: 849.166077 Iteration 35Q: 3 clusters Score -643447.8 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9176 members Mstep: Class 2 contains 2112 members Entering Unmasked Estep Score: -643449.125000 Penalty: 849.166077 Iteration 36Q: 3 clusters Score -643449.1 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9192 members Mstep: Class 2 contains 2096 members Entering Unmasked Estep Score: -643447.812500 Penalty: 849.166077 Iteration 37Q: 3 clusters Score -643447.8 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9210 members Mstep: Class 2 contains 2078 members Entering Unmasked Estep Score: -643451.062500 Penalty: 849.166077 Iteration 38Q: 3 clusters Score -643451.1 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9232 members Mstep: Class 2 contains 2056 members Entering Unmasked Estep Score: -643455.687500 Penalty: 849.166077 Iteration 39Q: 3 clusters Score -643455.7 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9250 members Mstep: Class 2 contains 2038 members Entering Unmasked Estep Score: -643457.125000 Penalty: 849.166077 Iteration 40F: 3 clusters Score -643457.1 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9272 members Mstep: Class 2 contains 2016 members Entering Unmasked Estep Score: -643461.687500 Penalty: 849.166077 Iteration 41Q: 3 clusters Score -643461.7 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9288 members Mstep: Class 2 contains 2000 members Entering Unmasked Estep Score: -643462.687500 Penalty: 849.166077 Iteration 42Q: 3 clusters Score -643462.7 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9300 members Mstep: Class 2 contains 1988 members Entering Unmasked Estep Score: -643464.062500 Penalty: 849.166077 Iteration 43Q: 3 clusters Score -643464.1 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9311 members Mstep: Class 2 contains 1977 members Entering Unmasked Estep Score: -643463.937500 Penalty: 849.166077 Iteration 44Q: 3 clusters Score -643463.9 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9323 members Mstep: Class 2 contains 1965 members Entering Unmasked Estep Score: -643466.187500 Penalty: 849.166077 Iteration 45Q: 3 clusters Score -643466.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9334 members Mstep: Class 2 contains 1954 members Entering Unmasked Estep Score: -643465.187500 Penalty: 849.166077 Iteration 46Q: 3 clusters Score -643465.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9341 members Mstep: Class 2 contains 1947 members Entering Unmasked Estep Score: -643467.750000 Penalty: 849.166077 Iteration 47Q: 3 clusters Score -643467.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9347 members Mstep: Class 2 contains 1941 members Entering Unmasked Estep Score: -643466.000000 Penalty: 849.166077 Iteration 48Q: 3 clusters Score -643466 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9356 members Mstep: Class 2 contains 1932 members Entering Unmasked Estep Score: -643466.937500 Penalty: 849.166077 Iteration 49Q: 3 clusters Score -643466.9 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9367 members Mstep: Class 2 contains 1921 members Entering Unmasked Estep Score: -643467.625000 Penalty: 849.166077 Iteration 50Q: 3 clusters Score -643467.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9375 members Mstep: Class 2 contains 1913 members Entering Unmasked Estep Score: -643468.187500 Penalty: 849.166077 Iteration 51Q: 3 clusters Score -643468.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9381 members Mstep: Class 2 contains 1907 members Entering Unmasked Estep Score: -643468.500000 Penalty: 849.166077 Iteration 52Q: 3 clusters Score -643468.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9387 members Mstep: Class 2 contains 1901 members Entering Unmasked Estep Score: -643469.125000 Penalty: 849.166077 Iteration 53Q: 3 clusters Score -643469.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9395 members Mstep: Class 2 contains 1893 members Entering Unmasked Estep Score: -643468.875000 Penalty: 849.166077 Iteration 54Q: 3 clusters Score -643468.9 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9405 members Mstep: Class 2 contains 1883 members Entering Unmasked Estep Score: -643471.125000 Penalty: 849.166077 Iteration 55Q: 3 clusters Score -643471.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9412 members Mstep: Class 2 contains 1876 members Entering Unmasked Estep Score: -643471.250000 Penalty: 849.166077 Iteration 56Q: 3 clusters Score -643471.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9420 members Mstep: Class 2 contains 1868 members Entering Unmasked Estep Score: -643472.687500 Penalty: 849.166077 Iteration 57Q: 3 clusters Score -643472.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9428 members Mstep: Class 2 contains 1860 members Entering Unmasked Estep Score: -643472.250000 Penalty: 849.166077 Iteration 58Q: 3 clusters Score -643472.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9437 members Mstep: Class 2 contains 1851 members Entering Unmasked Estep Score: -643471.875000 Penalty: 849.166077 Iteration 59Q: 3 clusters Score -643471.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9442 members Mstep: Class 2 contains 1846 members Entering Unmasked Estep Score: -643472.312500 Penalty: 849.166077 Iteration 60F: 3 clusters Score -643472.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9450 members Mstep: Class 2 contains 1838 members Entering Unmasked Estep Score: -643474.000000 Penalty: 849.166077 Iteration 61Q: 3 clusters Score -643474 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9453 members Mstep: Class 2 contains 1835 members Entering Unmasked Estep Score: -643474.187500 Penalty: 849.166077 Iteration 62Q: 3 clusters Score -643474.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9454 members Mstep: Class 2 contains 1834 members Entering Unmasked Estep Score: -643474.437500 Penalty: 849.166077 Iteration 63Q: 3 clusters Score -643474.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9454 members Mstep: Class 2 contains 1834 members Entering Unmasked Estep Score: -643474.437500 Penalty: 849.166077 Iteration 64F: 3 clusters Score -643474.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 30 (3242 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3242 members Entering Unmasked Estep Score: -159154.984375 Penalty: 367.819519 Iteration 0F: 2 clusters Score -159155 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 1567 members Entering Unmasked Estep Score: -156873.000000 Penalty: 735.639038 Iteration 0F: 3 clusters Score -156873 nChanged 1440 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1867 members Mstep: Class 2 contains 1375 members Entering Unmasked Estep Score: -157791.609375 Penalty: 735.639038 Iteration 1F: 3 clusters Score -157791.6 nChanged 217 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1940 members Mstep: Class 2 contains 1302 members Entering Unmasked Estep Score: -157936.187500 Penalty: 735.639038 Iteration 2F: 3 clusters Score -157936.2 nChanged 205 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2021 members Mstep: Class 2 contains 1221 members Entering Unmasked Estep Score: -158096.906250 Penalty: 735.639038 Iteration 3F: 3 clusters Score -158096.9 nChanged 197 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2082 members Mstep: Class 2 contains 1160 members Entering Unmasked Estep Score: -158246.078125 Penalty: 735.639038 Iteration 4F: 3 clusters Score -158246.1 nChanged 167 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2147 members Mstep: Class 2 contains 1095 members Entering Unmasked Estep Score: -158355.234375 Penalty: 735.639038 Iteration 5F: 3 clusters Score -158355.2 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2208 members Mstep: Class 2 contains 1034 members Entering Unmasked Estep Score: -158456.875000 Penalty: 735.639038 Iteration 6Q: 3 clusters Score -158456.9 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2273 members Mstep: Class 2 contains 969 members Entering Unmasked Estep Score: -158552.843750 Penalty: 735.639038 Iteration 7Q: 3 clusters Score -158552.8 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2322 members Mstep: Class 2 contains 920 members Entering Unmasked Estep Score: -158624.046875 Penalty: 735.639038 Iteration 8Q: 3 clusters Score -158624 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2371 members Mstep: Class 2 contains 871 members Entering Unmasked Estep Score: -158674.812500 Penalty: 735.639038 Iteration 9Q: 3 clusters Score -158674.8 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2404 members Mstep: Class 2 contains 838 members Entering Unmasked Estep Score: -158714.218750 Penalty: 735.639038 Iteration 10Q: 3 clusters Score -158714.2 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2418 members Mstep: Class 2 contains 824 members Entering Unmasked Estep Score: -158745.984375 Penalty: 735.639038 Iteration 11Q: 3 clusters Score -158746 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2433 members Mstep: Class 2 contains 809 members Entering Unmasked Estep Score: -158765.250000 Penalty: 735.639038 Iteration 12Q: 3 clusters Score -158765.2 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2451 members Mstep: Class 2 contains 791 members Entering Unmasked Estep Score: -158780.609375 Penalty: 735.639038 Iteration 13Q: 3 clusters Score -158780.6 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2464 members Mstep: Class 2 contains 778 members Entering Unmasked Estep Score: -158790.359375 Penalty: 735.639038 Iteration 14Q: 3 clusters Score -158790.4 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2480 members Mstep: Class 2 contains 762 members Entering Unmasked Estep Score: -158796.484375 Penalty: 735.639038 Iteration 15Q: 3 clusters Score -158796.5 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2489 members Mstep: Class 2 contains 753 members Entering Unmasked Estep Score: -158801.453125 Penalty: 735.639038 Iteration 16Q: 3 clusters Score -158801.5 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2499 members Mstep: Class 2 contains 743 members Entering Unmasked Estep Score: -158807.609375 Penalty: 735.639038 Iteration 17Q: 3 clusters Score -158807.6 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2509 members Mstep: Class 2 contains 733 members Entering Unmasked Estep Score: -158812.265625 Penalty: 735.639038 Iteration 18Q: 3 clusters Score -158812.3 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2512 members Mstep: Class 2 contains 730 members Entering Unmasked Estep Score: -158814.890625 Penalty: 735.639038 Iteration 19Q: 3 clusters Score -158814.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2516 members Mstep: Class 2 contains 726 members Entering Unmasked Estep Score: -158816.875000 Penalty: 735.639038 Iteration 20F: 3 clusters Score -158816.9 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2522 members Mstep: Class 2 contains 720 members Entering Unmasked Estep Score: -158820.937500 Penalty: 735.639038 Iteration 21Q: 3 clusters Score -158820.9 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2529 members Mstep: Class 2 contains 713 members Entering Unmasked Estep Score: -158827.125000 Penalty: 735.639038 Iteration 22Q: 3 clusters Score -158827.1 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2543 members Mstep: Class 2 contains 699 members Entering Unmasked Estep Score: -158835.500000 Penalty: 735.639038 Iteration 23Q: 3 clusters Score -158835.5 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2554 members Mstep: Class 2 contains 688 members Entering Unmasked Estep Score: -158844.734375 Penalty: 735.639038 Iteration 24Q: 3 clusters Score -158844.7 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2563 members Mstep: Class 2 contains 679 members Entering Unmasked Estep Score: -158851.375000 Penalty: 735.639038 Iteration 25Q: 3 clusters Score -158851.4 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2569 members Mstep: Class 2 contains 673 members Entering Unmasked Estep Score: -158857.000000 Penalty: 735.639038 Iteration 26Q: 3 clusters Score -158857 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2576 members Mstep: Class 2 contains 666 members Entering Unmasked Estep Score: -158863.687500 Penalty: 735.639038 Iteration 27Q: 3 clusters Score -158863.7 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2579 members Mstep: Class 2 contains 663 members Entering Unmasked Estep Score: -158868.843750 Penalty: 735.639038 Iteration 28Q: 3 clusters Score -158868.8 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2580 members Mstep: Class 2 contains 662 members Entering Unmasked Estep Score: -158871.109375 Penalty: 735.639038 Iteration 29Q: 3 clusters Score -158871.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2583 members Mstep: Class 2 contains 659 members Entering Unmasked Estep Score: -158872.937500 Penalty: 735.639038 Iteration 30Q: 3 clusters Score -158872.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2589 members Mstep: Class 2 contains 653 members Entering Unmasked Estep Score: -158875.578125 Penalty: 735.639038 Iteration 31Q: 3 clusters Score -158875.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2594 members Mstep: Class 2 contains 648 members Entering Unmasked Estep Score: -158877.625000 Penalty: 735.639038 Iteration 32Q: 3 clusters Score -158877.6 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2600 members Mstep: Class 2 contains 642 members Entering Unmasked Estep Score: -158880.984375 Penalty: 735.639038 Iteration 33Q: 3 clusters Score -158881 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2608 members Mstep: Class 2 contains 634 members Entering Unmasked Estep Score: -158885.437500 Penalty: 735.639038 Iteration 34Q: 3 clusters Score -158885.4 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2619 members Mstep: Class 2 contains 623 members Entering Unmasked Estep Score: -158888.968750 Penalty: 735.639038 Iteration 35Q: 3 clusters Score -158889 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2627 members Mstep: Class 2 contains 615 members Entering Unmasked Estep Score: -158892.437500 Penalty: 735.639038 Iteration 36Q: 3 clusters Score -158892.4 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2639 members Mstep: Class 2 contains 603 members Entering Unmasked Estep Score: -158896.906250 Penalty: 735.639038 Iteration 37Q: 3 clusters Score -158896.9 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2643 members Mstep: Class 2 contains 599 members Entering Unmasked Estep Score: -158899.734375 Penalty: 735.639038 Iteration 38Q: 3 clusters Score -158899.7 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2653 members Mstep: Class 2 contains 589 members Entering Unmasked Estep Score: -158903.375000 Penalty: 735.639038 Iteration 39Q: 3 clusters Score -158903.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2657 members Mstep: Class 2 contains 585 members Entering Unmasked Estep Score: -158905.312500 Penalty: 735.639038 Iteration 40F: 3 clusters Score -158905.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2660 members Mstep: Class 2 contains 582 members Entering Unmasked Estep Score: -158906.843750 Penalty: 735.639038 Iteration 41Q: 3 clusters Score -158906.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2663 members Mstep: Class 2 contains 579 members Entering Unmasked Estep Score: -158907.531250 Penalty: 735.639038 Iteration 42Q: 3 clusters Score -158907.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2665 members Mstep: Class 2 contains 577 members Entering Unmasked Estep Score: -158907.703125 Penalty: 735.639038 Iteration 43Q: 3 clusters Score -158907.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2671 members Mstep: Class 2 contains 571 members Entering Unmasked Estep Score: -158909.671875 Penalty: 735.639038 Iteration 44Q: 3 clusters Score -158909.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2674 members Mstep: Class 2 contains 568 members Entering Unmasked Estep Score: -158911.625000 Penalty: 735.639038 Iteration 45Q: 3 clusters Score -158911.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2678 members Mstep: Class 2 contains 564 members Entering Unmasked Estep Score: -158913.125000 Penalty: 735.639038 Iteration 46Q: 3 clusters Score -158913.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2685 members Mstep: Class 2 contains 557 members Entering Unmasked Estep Score: -158916.687500 Penalty: 735.639038 Iteration 47Q: 3 clusters Score -158916.7 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2696 members Mstep: Class 2 contains 546 members Entering Unmasked Estep Score: -158921.406250 Penalty: 735.639038 Iteration 48Q: 3 clusters Score -158921.4 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2706 members Mstep: Class 2 contains 536 members Entering Unmasked Estep Score: -158926.609375 Penalty: 735.639038 Iteration 49Q: 3 clusters Score -158926.6 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2717 members Mstep: Class 2 contains 525 members Entering Unmasked Estep Score: -158936.031250 Penalty: 735.639038 Iteration 50Q: 3 clusters Score -158936 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2729 members Mstep: Class 2 contains 513 members Entering Unmasked Estep Score: -158946.234375 Penalty: 735.639038 Iteration 51Q: 3 clusters Score -158946.2 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2741 members Mstep: Class 2 contains 501 members Entering Unmasked Estep Score: -158956.656250 Penalty: 735.639038 Iteration 52Q: 3 clusters Score -158956.7 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2753 members Mstep: Class 2 contains 489 members Entering Unmasked Estep Score: -158963.625000 Penalty: 735.639038 Iteration 53Q: 3 clusters Score -158963.6 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2765 members Mstep: Class 2 contains 477 members Entering Unmasked Estep Score: -158972.406250 Penalty: 735.639038 Iteration 54Q: 3 clusters Score -158972.4 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2771 members Mstep: Class 2 contains 471 members Entering Unmasked Estep Score: -158976.953125 Penalty: 735.639038 Iteration 55Q: 3 clusters Score -158977 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2776 members Mstep: Class 2 contains 466 members Entering Unmasked Estep Score: -158984.640625 Penalty: 735.639038 Iteration 56Q: 3 clusters Score -158984.6 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2784 members Mstep: Class 2 contains 458 members Entering Unmasked Estep Score: -158990.140625 Penalty: 735.639038 Iteration 57Q: 3 clusters Score -158990.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2791 members Mstep: Class 2 contains 451 members Entering Unmasked Estep Score: -158994.265625 Penalty: 735.639038 Iteration 58Q: 3 clusters Score -158994.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2795 members Mstep: Class 2 contains 447 members Entering Unmasked Estep Score: -158997.218750 Penalty: 735.639038 Iteration 59Q: 3 clusters Score -158997.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2797 members Mstep: Class 2 contains 445 members Entering Unmasked Estep Score: -158999.593750 Penalty: 735.639038 Iteration 60F: 3 clusters Score -158999.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2800 members Mstep: Class 2 contains 442 members Entering Unmasked Estep Score: -159002.375000 Penalty: 735.639038 Iteration 61Q: 3 clusters Score -159002.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2803 members Mstep: Class 2 contains 439 members Entering Unmasked Estep Score: -159003.515625 Penalty: 735.639038 Iteration 62Q: 3 clusters Score -159003.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2803 members Mstep: Class 2 contains 439 members Entering Unmasked Estep Score: -159004.234375 Penalty: 735.639038 Iteration 63Q: 3 clusters Score -159004.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2803 members Mstep: Class 2 contains 439 members Entering Unmasked Estep Score: -159004.234375 Penalty: 735.639038 Iteration 64F: 3 clusters Score -159004.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 31 (4619 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4619 members Entering Unmasked Estep Score: -249410.843750 Penalty: 383.925995 Iteration 0F: 2 clusters Score -249410.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2292 members Mstep: Class 2 contains 2327 members Entering Unmasked Estep Score: -246287.953125 Penalty: 767.851990 Iteration 0F: 3 clusters Score -246288 nChanged 2043 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2167 members Mstep: Class 2 contains 2452 members Entering Unmasked Estep Score: -247443.359375 Penalty: 767.851990 Iteration 1F: 3 clusters Score -247443.4 nChanged 299 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2082 members Mstep: Class 2 contains 2537 members Entering Unmasked Estep Score: -247608.203125 Penalty: 767.851990 Iteration 2F: 3 clusters Score -247608.2 nChanged 295 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1967 members Mstep: Class 2 contains 2652 members Entering Unmasked Estep Score: -247799.625000 Penalty: 767.851990 Iteration 3F: 3 clusters Score -247799.6 nChanged 304 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1813 members Mstep: Class 2 contains 2806 members Entering Unmasked Estep Score: -248012.656250 Penalty: 767.851990 Iteration 4F: 3 clusters Score -248012.7 nChanged 292 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1703 members Mstep: Class 2 contains 2916 members Entering Unmasked Estep Score: -248230.453125 Penalty: 767.851990 Iteration 5F: 3 clusters Score -248230.5 nChanged 275 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1606 members Mstep: Class 2 contains 3013 members Entering Unmasked Estep Score: -248463.437500 Penalty: 767.851990 Iteration 6F: 3 clusters Score -248463.4 nChanged 239 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1535 members Mstep: Class 2 contains 3084 members Entering Unmasked Estep Score: -248674.062500 Penalty: 767.851990 Iteration 7F: 3 clusters Score -248674.1 nChanged 182 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1497 members Mstep: Class 2 contains 3122 members Entering Unmasked Estep Score: -248811.046875 Penalty: 767.851990 Iteration 8Q: 3 clusters Score -248811 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1484 members Mstep: Class 2 contains 3135 members Entering Unmasked Estep Score: -248916.218750 Penalty: 767.851990 Iteration 9Q: 3 clusters Score -248916.2 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1461 members Mstep: Class 2 contains 3158 members Entering Unmasked Estep Score: -249015.640625 Penalty: 767.851990 Iteration 10Q: 3 clusters Score -249015.6 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1437 members Mstep: Class 2 contains 3182 members Entering Unmasked Estep Score: -249104.609375 Penalty: 767.851990 Iteration 11Q: 3 clusters Score -249104.6 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1408 members Mstep: Class 2 contains 3211 members Entering Unmasked Estep Score: -249187.421875 Penalty: 767.851990 Iteration 12Q: 3 clusters Score -249187.4 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1388 members Mstep: Class 2 contains 3231 members Entering Unmasked Estep Score: -249233.000000 Penalty: 767.851990 Iteration 13Q: 3 clusters Score -249233 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1378 members Mstep: Class 2 contains 3241 members Entering Unmasked Estep Score: -249255.093750 Penalty: 767.851990 Iteration 14Q: 3 clusters Score -249255.1 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1372 members Mstep: Class 2 contains 3247 members Entering Unmasked Estep Score: -249266.500000 Penalty: 767.851990 Iteration 15Q: 3 clusters Score -249266.5 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1368 members Mstep: Class 2 contains 3251 members Entering Unmasked Estep Score: -249271.578125 Penalty: 767.851990 Iteration 16Q: 3 clusters Score -249271.6 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1363 members Mstep: Class 2 contains 3256 members Entering Unmasked Estep Score: -249273.906250 Penalty: 767.851990 Iteration 17Q: 3 clusters Score -249273.9 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1364 members Mstep: Class 2 contains 3255 members Entering Unmasked Estep Score: -249276.265625 Penalty: 767.851990 Iteration 18Q: 3 clusters Score -249276.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1362 members Mstep: Class 2 contains 3257 members Entering Unmasked Estep Score: -249277.812500 Penalty: 767.851990 Iteration 19Q: 3 clusters Score -249277.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1359 members Mstep: Class 2 contains 3260 members Entering Unmasked Estep Score: -249278.625000 Penalty: 767.851990 Iteration 20F: 3 clusters Score -249278.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1356 members Mstep: Class 2 contains 3263 members Entering Unmasked Estep Score: -249278.453125 Penalty: 767.851990 Iteration 21Q: 3 clusters Score -249278.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1354 members Mstep: Class 2 contains 3265 members Entering Unmasked Estep Score: -249278.906250 Penalty: 767.851990 Iteration 22Q: 3 clusters Score -249278.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1353 members Mstep: Class 2 contains 3266 members Entering Unmasked Estep Score: -249278.781250 Penalty: 767.851990 Iteration 23Q: 3 clusters Score -249278.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1350 members Mstep: Class 2 contains 3269 members Entering Unmasked Estep Score: -249278.796875 Penalty: 767.851990 Iteration 24Q: 3 clusters Score -249278.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1349 members Mstep: Class 2 contains 3270 members Entering Unmasked Estep Score: -249278.890625 Penalty: 767.851990 Iteration 25Q: 3 clusters Score -249278.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1350 members Mstep: Class 2 contains 3269 members Entering Unmasked Estep Score: -249278.671875 Penalty: 767.851990 Iteration 26Q: 3 clusters Score -249278.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1350 members Mstep: Class 2 contains 3269 members Entering Unmasked Estep Score: -249278.671875 Penalty: 767.851990 Iteration 27F: 3 clusters Score -249278.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 32 (108 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 108 members Entering Unmasked Estep Score: -5716.261230 Penalty: 213.036972 Iteration 0F: 2 clusters Score -5716.261 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 46 members Entering Unmasked Estep Score: -5499.023926 Penalty: 426.073944 Iteration 0F: 3 clusters Score -5499.024 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65 members Mstep: Class 2 contains 43 members Entering Unmasked Estep Score: -5521.072266 Penalty: 426.073944 Iteration 1F: 3 clusters Score -5521.072 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62 members Mstep: Class 2 contains 46 members Entering Unmasked Estep Score: -5528.026855 Penalty: 426.073944 Iteration 2Q: 3 clusters Score -5528.027 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60 members Mstep: Class 2 contains 48 members Entering Unmasked Estep Score: -5534.566406 Penalty: 426.073944 Iteration 3Q: 3 clusters Score -5534.566 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59 members Mstep: Class 2 contains 49 members Entering Unmasked Estep Score: -5535.375488 Penalty: 426.073944 Iteration 4Q: 3 clusters Score -5535.375 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59 members Mstep: Class 2 contains 49 members Entering Unmasked Estep Score: -5535.375488 Penalty: 426.073944 Iteration 5F: 3 clusters Score -5535.375 nChanged 0 Entering ConstructFrom: Trying to split cluster 33 (1306 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1306 members Entering Unmasked Estep Score: -60712.230469 Penalty: 326.449951 Iteration 0F: 2 clusters Score -60712.23 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 639 members Mstep: Class 2 contains 667 members Entering Unmasked Estep Score: -59672.015625 Penalty: 652.899902 Iteration 0F: 3 clusters Score -59672.02 nChanged 543 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 602 members Mstep: Class 2 contains 704 members Entering Unmasked Estep Score: -60043.066406 Penalty: 652.899902 Iteration 1F: 3 clusters Score -60043.07 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 565 members Mstep: Class 2 contains 741 members Entering Unmasked Estep Score: -60158.976562 Penalty: 652.899902 Iteration 2F: 3 clusters Score -60158.98 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 508 members Mstep: Class 2 contains 798 members Entering Unmasked Estep Score: -60242.863281 Penalty: 652.899902 Iteration 3F: 3 clusters Score -60242.86 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 451 members Mstep: Class 2 contains 855 members Entering Unmasked Estep Score: -60302.230469 Penalty: 652.899902 Iteration 4F: 3 clusters Score -60302.23 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 396 members Mstep: Class 2 contains 910 members Entering Unmasked Estep Score: -60369.687500 Penalty: 652.899902 Iteration 5Q: 3 clusters Score -60369.69 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 370 members Mstep: Class 2 contains 936 members Entering Unmasked Estep Score: -60402.535156 Penalty: 652.899902 Iteration 6Q: 3 clusters Score -60402.54 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 353 members Mstep: Class 2 contains 953 members Entering Unmasked Estep Score: -60426.742188 Penalty: 652.899902 Iteration 7Q: 3 clusters Score -60426.74 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 334 members Mstep: Class 2 contains 972 members Entering Unmasked Estep Score: -60448.132812 Penalty: 652.899902 Iteration 8Q: 3 clusters Score -60448.13 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 320 members Mstep: Class 2 contains 986 members Entering Unmasked Estep Score: -60471.792969 Penalty: 652.899902 Iteration 9Q: 3 clusters Score -60471.79 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 317 members Mstep: Class 2 contains 989 members Entering Unmasked Estep Score: -60485.492188 Penalty: 652.899902 Iteration 10Q: 3 clusters Score -60485.49 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 315 members Mstep: Class 2 contains 991 members Entering Unmasked Estep Score: -60496.027344 Penalty: 652.899902 Iteration 11Q: 3 clusters Score -60496.03 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 308 members Mstep: Class 2 contains 998 members Entering Unmasked Estep Score: -60516.859375 Penalty: 652.899902 Iteration 12Q: 3 clusters Score -60516.86 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 302 members Mstep: Class 2 contains 1004 members Entering Unmasked Estep Score: -60543.796875 Penalty: 652.899902 Iteration 13Q: 3 clusters Score -60543.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 300 members Mstep: Class 2 contains 1006 members Entering Unmasked Estep Score: -60551.207031 Penalty: 652.899902 Iteration 14Q: 3 clusters Score -60551.21 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 300 members Mstep: Class 2 contains 1006 members Entering Unmasked Estep Score: -60557.410156 Penalty: 652.899902 Iteration 15Q: 3 clusters Score -60557.41 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 299 members Mstep: Class 2 contains 1007 members Entering Unmasked Estep Score: -60560.082031 Penalty: 652.899902 Iteration 16Q: 3 clusters Score -60560.08 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 302 members Mstep: Class 2 contains 1004 members Entering Unmasked Estep Score: -60562.906250 Penalty: 652.899902 Iteration 17Q: 3 clusters Score -60562.91 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 306 members Mstep: Class 2 contains 1000 members Entering Unmasked Estep Score: -60566.835938 Penalty: 652.899902 Iteration 18Q: 3 clusters Score -60566.84 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 310 members Mstep: Class 2 contains 996 members Entering Unmasked Estep Score: -60568.316406 Penalty: 652.899902 Iteration 19Q: 3 clusters Score -60568.32 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 315 members Mstep: Class 2 contains 991 members Entering Unmasked Estep Score: -60570.335938 Penalty: 652.899902 Iteration 20F: 3 clusters Score -60570.34 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 320 members Mstep: Class 2 contains 986 members Entering Unmasked Estep Score: -60573.195312 Penalty: 652.899902 Iteration 21Q: 3 clusters Score -60573.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 325 members Mstep: Class 2 contains 981 members Entering Unmasked Estep Score: -60575.679688 Penalty: 652.899902 Iteration 22Q: 3 clusters Score -60575.68 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 331 members Mstep: Class 2 contains 975 members Entering Unmasked Estep Score: -60579.707031 Penalty: 652.899902 Iteration 23Q: 3 clusters Score -60579.71 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 333 members Mstep: Class 2 contains 973 members Entering Unmasked Estep Score: -60582.679688 Penalty: 652.899902 Iteration 24Q: 3 clusters Score -60582.68 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 334 members Mstep: Class 2 contains 972 members Entering Unmasked Estep Score: -60584.734375 Penalty: 652.899902 Iteration 25Q: 3 clusters Score -60584.73 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 336 members Mstep: Class 2 contains 970 members Entering Unmasked Estep Score: -60585.457031 Penalty: 652.899902 Iteration 26Q: 3 clusters Score -60585.46 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 336 members Mstep: Class 2 contains 970 members Entering Unmasked Estep Score: -60585.457031 Penalty: 652.899902 Iteration 27F: 3 clusters Score -60585.46 nChanged 0 Entering ConstructFrom: Trying to split cluster 34 (11167 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11167 members Entering Unmasked Estep Score: -651924.187500 Penalty: 424.092712 Iteration 0F: 2 clusters Score -651924.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5597 members Mstep: Class 2 contains 5570 members Entering Unmasked Estep Score: -644434.062500 Penalty: 848.185425 Iteration 0F: 3 clusters Score -644434.1 nChanged 5303 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5960 members Mstep: Class 2 contains 5207 members Entering Unmasked Estep Score: -647828.125000 Penalty: 848.185425 Iteration 1F: 3 clusters Score -647828.1 nChanged 788 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6284 members Mstep: Class 2 contains 4883 members Entering Unmasked Estep Score: -648386.250000 Penalty: 848.185425 Iteration 2F: 3 clusters Score -648386.2 nChanged 907 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6745 members Mstep: Class 2 contains 4422 members Entering Unmasked Estep Score: -649137.125000 Penalty: 848.185425 Iteration 3F: 3 clusters Score -649137.1 nChanged 960 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7239 members Mstep: Class 2 contains 3928 members Entering Unmasked Estep Score: -650005.500000 Penalty: 848.185425 Iteration 4F: 3 clusters Score -650005.5 nChanged 761 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7626 members Mstep: Class 2 contains 3541 members Entering Unmasked Estep Score: -650711.500000 Penalty: 848.185425 Iteration 5F: 3 clusters Score -650711.5 nChanged 516 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7832 members Mstep: Class 2 contains 3335 members Entering Unmasked Estep Score: -651038.562500 Penalty: 848.185425 Iteration 6Q: 3 clusters Score -651038.6 nChanged 286 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7978 members Mstep: Class 2 contains 3189 members Entering Unmasked Estep Score: -651148.062500 Penalty: 848.185425 Iteration 7Q: 3 clusters Score -651148.1 nChanged 169 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8099 members Mstep: Class 2 contains 3068 members Entering Unmasked Estep Score: -651203.750000 Penalty: 848.185425 Iteration 8Q: 3 clusters Score -651203.8 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8223 members Mstep: Class 2 contains 2944 members Entering Unmasked Estep Score: -651250.312500 Penalty: 848.185425 Iteration 9Q: 3 clusters Score -651250.3 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8335 members Mstep: Class 2 contains 2832 members Entering Unmasked Estep Score: -651285.937500 Penalty: 848.185425 Iteration 10Q: 3 clusters Score -651285.9 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8446 members Mstep: Class 2 contains 2721 members Entering Unmasked Estep Score: -651323.250000 Penalty: 848.185425 Iteration 11Q: 3 clusters Score -651323.2 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8551 members Mstep: Class 2 contains 2616 members Entering Unmasked Estep Score: -651356.562500 Penalty: 848.185425 Iteration 12Q: 3 clusters Score -651356.6 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8653 members Mstep: Class 2 contains 2514 members Entering Unmasked Estep Score: -651384.125000 Penalty: 848.185425 Iteration 13Q: 3 clusters Score -651384.1 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8745 members Mstep: Class 2 contains 2422 members Entering Unmasked Estep Score: -651404.687500 Penalty: 848.185425 Iteration 14Q: 3 clusters Score -651404.7 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8826 members Mstep: Class 2 contains 2341 members Entering Unmasked Estep Score: -651425.000000 Penalty: 848.185425 Iteration 15Q: 3 clusters Score -651425 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8908 members Mstep: Class 2 contains 2259 members Entering Unmasked Estep Score: -651440.125000 Penalty: 848.185425 Iteration 16Q: 3 clusters Score -651440.1 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8983 members Mstep: Class 2 contains 2184 members Entering Unmasked Estep Score: -651457.562500 Penalty: 848.185425 Iteration 17Q: 3 clusters Score -651457.6 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9049 members Mstep: Class 2 contains 2118 members Entering Unmasked Estep Score: -651471.000000 Penalty: 848.185425 Iteration 18Q: 3 clusters Score -651471 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9103 members Mstep: Class 2 contains 2064 members Entering Unmasked Estep Score: -651478.437500 Penalty: 848.185425 Iteration 19Q: 3 clusters Score -651478.4 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9149 members Mstep: Class 2 contains 2018 members Entering Unmasked Estep Score: -651486.312500 Penalty: 848.185425 Iteration 20F: 3 clusters Score -651486.3 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9202 members Mstep: Class 2 contains 1965 members Entering Unmasked Estep Score: -651495.125000 Penalty: 848.185425 Iteration 21Q: 3 clusters Score -651495.1 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9242 members Mstep: Class 2 contains 1925 members Entering Unmasked Estep Score: -651499.625000 Penalty: 848.185425 Iteration 22Q: 3 clusters Score -651499.6 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9274 members Mstep: Class 2 contains 1893 members Entering Unmasked Estep Score: -651503.062500 Penalty: 848.185425 Iteration 23Q: 3 clusters Score -651503.1 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9307 members Mstep: Class 2 contains 1860 members Entering Unmasked Estep Score: -651509.187500 Penalty: 848.185425 Iteration 24Q: 3 clusters Score -651509.2 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9350 members Mstep: Class 2 contains 1817 members Entering Unmasked Estep Score: -651515.750000 Penalty: 848.185425 Iteration 25Q: 3 clusters Score -651515.8 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9396 members Mstep: Class 2 contains 1771 members Entering Unmasked Estep Score: -651525.500000 Penalty: 848.185425 Iteration 26Q: 3 clusters Score -651525.5 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9451 members Mstep: Class 2 contains 1716 members Entering Unmasked Estep Score: -651536.937500 Penalty: 848.185425 Iteration 27Q: 3 clusters Score -651536.9 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9502 members Mstep: Class 2 contains 1665 members Entering Unmasked Estep Score: -651546.687500 Penalty: 848.185425 Iteration 28Q: 3 clusters Score -651546.7 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9561 members Mstep: Class 2 contains 1606 members Entering Unmasked Estep Score: -651561.375000 Penalty: 848.185425 Iteration 29Q: 3 clusters Score -651561.4 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9610 members Mstep: Class 2 contains 1557 members Entering Unmasked Estep Score: -651572.312500 Penalty: 848.185425 Iteration 30Q: 3 clusters Score -651572.3 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9654 members Mstep: Class 2 contains 1513 members Entering Unmasked Estep Score: -651585.250000 Penalty: 848.185425 Iteration 31Q: 3 clusters Score -651585.2 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9703 members Mstep: Class 2 contains 1464 members Entering Unmasked Estep Score: -651600.375000 Penalty: 848.185425 Iteration 32Q: 3 clusters Score -651600.4 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9766 members Mstep: Class 2 contains 1401 members Entering Unmasked Estep Score: -651635.187500 Penalty: 848.185425 Iteration 33Q: 3 clusters Score -651635.2 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9823 members Mstep: Class 2 contains 1344 members Entering Unmasked Estep Score: -651658.937500 Penalty: 848.185425 Iteration 34Q: 3 clusters Score -651658.9 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9865 members Mstep: Class 2 contains 1302 members Entering Unmasked Estep Score: -651672.875000 Penalty: 848.185425 Iteration 35Q: 3 clusters Score -651672.9 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9899 members Mstep: Class 2 contains 1268 members Entering Unmasked Estep Score: -651681.687500 Penalty: 848.185425 Iteration 36Q: 3 clusters Score -651681.7 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9937 members Mstep: Class 2 contains 1230 members Entering Unmasked Estep Score: -651689.187500 Penalty: 848.185425 Iteration 37Q: 3 clusters Score -651689.2 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9969 members Mstep: Class 2 contains 1198 members Entering Unmasked Estep Score: -651697.687500 Penalty: 848.185425 Iteration 38Q: 3 clusters Score -651697.7 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9985 members Mstep: Class 2 contains 1182 members Entering Unmasked Estep Score: -651698.875000 Penalty: 848.185425 Iteration 39Q: 3 clusters Score -651698.9 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10003 members Mstep: Class 2 contains 1164 members Entering Unmasked Estep Score: -651702.625000 Penalty: 848.185425 Iteration 40F: 3 clusters Score -651702.6 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10022 members Mstep: Class 2 contains 1145 members Entering Unmasked Estep Score: -651708.187500 Penalty: 848.185425 Iteration 41Q: 3 clusters Score -651708.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10034 members Mstep: Class 2 contains 1133 members Entering Unmasked Estep Score: -651709.937500 Penalty: 848.185425 Iteration 42Q: 3 clusters Score -651709.9 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10048 members Mstep: Class 2 contains 1119 members Entering Unmasked Estep Score: -651712.375000 Penalty: 848.185425 Iteration 43Q: 3 clusters Score -651712.4 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10059 members Mstep: Class 2 contains 1108 members Entering Unmasked Estep Score: -651714.500000 Penalty: 848.185425 Iteration 44Q: 3 clusters Score -651714.5 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10069 members Mstep: Class 2 contains 1098 members Entering Unmasked Estep Score: -651713.312500 Penalty: 848.185425 Iteration 45Q: 3 clusters Score -651713.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10076 members Mstep: Class 2 contains 1091 members Entering Unmasked Estep Score: -651713.812500 Penalty: 848.185425 Iteration 46Q: 3 clusters Score -651713.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10086 members Mstep: Class 2 contains 1081 members Entering Unmasked Estep Score: -651717.000000 Penalty: 848.185425 Iteration 47Q: 3 clusters Score -651717 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10098 members Mstep: Class 2 contains 1069 members Entering Unmasked Estep Score: -651718.937500 Penalty: 848.185425 Iteration 48Q: 3 clusters Score -651718.9 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10114 members Mstep: Class 2 contains 1053 members Entering Unmasked Estep Score: -651721.062500 Penalty: 848.185425 Iteration 49Q: 3 clusters Score -651721.1 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10129 members Mstep: Class 2 contains 1038 members Entering Unmasked Estep Score: -651724.437500 Penalty: 848.185425 Iteration 50Q: 3 clusters Score -651724.4 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10140 members Mstep: Class 2 contains 1027 members Entering Unmasked Estep Score: -651724.187500 Penalty: 848.185425 Iteration 51Q: 3 clusters Score -651724.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10149 members Mstep: Class 2 contains 1018 members Entering Unmasked Estep Score: -651725.687500 Penalty: 848.185425 Iteration 52Q: 3 clusters Score -651725.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10154 members Mstep: Class 2 contains 1013 members Entering Unmasked Estep Score: -651726.375000 Penalty: 848.185425 Iteration 53Q: 3 clusters Score -651726.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10156 members Mstep: Class 2 contains 1011 members Entering Unmasked Estep Score: -651725.812500 Penalty: 848.185425 Iteration 54Q: 3 clusters Score -651725.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10157 members Mstep: Class 2 contains 1010 members Entering Unmasked Estep Score: -651724.875000 Penalty: 848.185425 Iteration 55Q: 3 clusters Score -651724.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10157 members Mstep: Class 2 contains 1010 members Entering Unmasked Estep Score: -651724.875000 Penalty: 848.185425 Iteration 56F: 3 clusters Score -651724.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 35 (1865 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1865 members Entering Unmasked Estep Score: -86314.085938 Penalty: 342.661255 Iteration 0F: 2 clusters Score -86314.09 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 933 members Mstep: Class 2 contains 932 members Entering Unmasked Estep Score: -84929.460938 Penalty: 685.322510 Iteration 0F: 3 clusters Score -84929.46 nChanged 805 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 972 members Mstep: Class 2 contains 893 members Entering Unmasked Estep Score: -85420.070312 Penalty: 685.322510 Iteration 1F: 3 clusters Score -85420.07 nChanged 150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1016 members Mstep: Class 2 contains 849 members Entering Unmasked Estep Score: -85515.375000 Penalty: 685.322510 Iteration 2F: 3 clusters Score -85515.38 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1074 members Mstep: Class 2 contains 791 members Entering Unmasked Estep Score: -85591.171875 Penalty: 685.322510 Iteration 3F: 3 clusters Score -85591.17 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1133 members Mstep: Class 2 contains 732 members Entering Unmasked Estep Score: -85646.554688 Penalty: 685.322510 Iteration 4F: 3 clusters Score -85646.55 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1189 members Mstep: Class 2 contains 676 members Entering Unmasked Estep Score: -85691.757812 Penalty: 685.322510 Iteration 5Q: 3 clusters Score -85691.76 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1227 members Mstep: Class 2 contains 638 members Entering Unmasked Estep Score: -85735.937500 Penalty: 685.322510 Iteration 6Q: 3 clusters Score -85735.94 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1250 members Mstep: Class 2 contains 615 members Entering Unmasked Estep Score: -85781.000000 Penalty: 685.322510 Iteration 7Q: 3 clusters Score -85781 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1263 members Mstep: Class 2 contains 602 members Entering Unmasked Estep Score: -85842.039062 Penalty: 685.322510 Iteration 8Q: 3 clusters Score -85842.04 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1271 members Mstep: Class 2 contains 594 members Entering Unmasked Estep Score: -85942.523438 Penalty: 685.322510 Iteration 9Q: 3 clusters Score -85942.52 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1252 members Mstep: Class 2 contains 613 members Entering Unmasked Estep Score: -86099.335938 Penalty: 685.322510 Iteration 10Q: 3 clusters Score -86099.34 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1222 members Mstep: Class 2 contains 643 members Entering Unmasked Estep Score: -86218.890625 Penalty: 685.322510 Iteration 11Q: 3 clusters Score -86218.89 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1184 members Mstep: Class 2 contains 681 members Entering Unmasked Estep Score: -86280.937500 Penalty: 685.322510 Iteration 12Q: 3 clusters Score -86280.94 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1154 members Mstep: Class 2 contains 711 members Entering Unmasked Estep Score: -86305.851562 Penalty: 685.322510 Iteration 13Q: 3 clusters Score -86305.85 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1126 members Mstep: Class 2 contains 739 members Entering Unmasked Estep Score: -86329.031250 Penalty: 685.322510 Iteration 14Q: 3 clusters Score -86329.03 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1104 members Mstep: Class 2 contains 761 members Entering Unmasked Estep Score: -86351.109375 Penalty: 685.322510 Iteration 15Q: 3 clusters Score -86351.11 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1079 members Mstep: Class 2 contains 786 members Entering Unmasked Estep Score: -86369.921875 Penalty: 685.322510 Iteration 16Q: 3 clusters Score -86369.92 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1055 members Mstep: Class 2 contains 810 members Entering Unmasked Estep Score: -86387.570312 Penalty: 685.322510 Iteration 17Q: 3 clusters Score -86387.57 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1035 members Mstep: Class 2 contains 830 members Entering Unmasked Estep Score: -86408.414062 Penalty: 685.322510 Iteration 18Q: 3 clusters Score -86408.41 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1016 members Mstep: Class 2 contains 849 members Entering Unmasked Estep Score: -86427.398438 Penalty: 685.322510 Iteration 19Q: 3 clusters Score -86427.4 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1003 members Mstep: Class 2 contains 862 members Entering Unmasked Estep Score: -86440.960938 Penalty: 685.322510 Iteration 20F: 3 clusters Score -86440.96 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 998 members Mstep: Class 2 contains 867 members Entering Unmasked Estep Score: -86453.367188 Penalty: 685.322510 Iteration 21Q: 3 clusters Score -86453.37 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 997 members Mstep: Class 2 contains 868 members Entering Unmasked Estep Score: -86459.757812 Penalty: 685.322510 Iteration 22Q: 3 clusters Score -86459.76 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 995 members Mstep: Class 2 contains 870 members Entering Unmasked Estep Score: -86466.015625 Penalty: 685.322510 Iteration 23Q: 3 clusters Score -86466.02 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 995 members Mstep: Class 2 contains 870 members Entering Unmasked Estep Score: -86470.718750 Penalty: 685.322510 Iteration 24Q: 3 clusters Score -86470.72 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 992 members Mstep: Class 2 contains 873 members Entering Unmasked Estep Score: -86475.578125 Penalty: 685.322510 Iteration 25Q: 3 clusters Score -86475.58 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 993 members Mstep: Class 2 contains 872 members Entering Unmasked Estep Score: -86478.484375 Penalty: 685.322510 Iteration 26Q: 3 clusters Score -86478.48 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 987 members Mstep: Class 2 contains 878 members Entering Unmasked Estep Score: -86481.421875 Penalty: 685.322510 Iteration 27Q: 3 clusters Score -86481.42 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 984 members Mstep: Class 2 contains 881 members Entering Unmasked Estep Score: -86482.359375 Penalty: 685.322510 Iteration 28Q: 3 clusters Score -86482.36 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 982 members Mstep: Class 2 contains 883 members Entering Unmasked Estep Score: -86483.312500 Penalty: 685.322510 Iteration 29Q: 3 clusters Score -86483.31 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 981 members Mstep: Class 2 contains 884 members Entering Unmasked Estep Score: -86483.664062 Penalty: 685.322510 Iteration 30Q: 3 clusters Score -86483.66 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 980 members Mstep: Class 2 contains 885 members Entering Unmasked Estep Score: -86484.109375 Penalty: 685.322510 Iteration 31Q: 3 clusters Score -86484.11 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 979 members Mstep: Class 2 contains 886 members Entering Unmasked Estep Score: -86484.234375 Penalty: 685.322510 Iteration 32Q: 3 clusters Score -86484.23 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 978 members Mstep: Class 2 contains 887 members Entering Unmasked Estep Score: -86484.226562 Penalty: 685.322510 Iteration 33Q: 3 clusters Score -86484.23 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 977 members Mstep: Class 2 contains 888 members Entering Unmasked Estep Score: -86484.296875 Penalty: 685.322510 Iteration 34Q: 3 clusters Score -86484.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 978 members Mstep: Class 2 contains 887 members Entering Unmasked Estep Score: -86484.484375 Penalty: 685.322510 Iteration 35Q: 3 clusters Score -86484.48 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 978 members Mstep: Class 2 contains 887 members Entering Unmasked Estep Score: -86484.484375 Penalty: 685.322510 Iteration 36F: 3 clusters Score -86484.48 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 10995 members Mstep: Class 2 contains 32781 members Mstep: Class 3 contains 8808 members Mstep: Class 4 contains 3272 members Mstep: Class 5 contains 8062 members Mstep: Class 6 contains 5532 members Mstep: Class 7 contains 13459 members Mstep: Class 8 contains 1953 members Mstep: Class 9 contains 3882 members Mstep: Class 10 contains 93539 members Mstep: Class 11 contains 2750 members Mstep: Class 12 contains 3120 members Mstep: Class 13 contains 2201 members Mstep: Class 14 contains 24969 members Mstep: Class 15 contains 605 members Mstep: Class 16 contains 19996 members Mstep: Class 17 contains 977 members Mstep: Class 18 contains 8235 members Mstep: Class 19 contains 1217 members Mstep: Class 20 contains 10096 members Mstep: Class 21 contains 65260 members Mstep: Class 22 contains 1057 members Mstep: Class 23 contains 40947 members Mstep: Class 24 contains 347 members Mstep: Class 25 contains 8015 members Mstep: Class 26 contains 114 members Mstep: Class 27 contains 22878 members Mstep: Class 28 contains 3328 members Mstep: Class 29 contains 11288 members Mstep: Class 30 contains 3242 members Mstep: Class 31 contains 4619 members Mstep: Class 32 contains 108 members Mstep: Class 33 contains 1306 members Mstep: Class 34 contains 11167 members Mstep: Class 35 contains 978 members Mstep: Class 36 contains 244 members Mstep: Class 37 contains 887 members Entering Unmasked Estep Score: -22982196.000000 Penalty: 21846.408203 Splitting cluster 35 changes total score from -22982320.000000 to -22982196.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 36 (244 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 244 members Entering Unmasked Estep Score: -13961.332031 Penalty: 250.121140 Iteration 0F: 2 clusters Score -13961.33 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 117 members Entering Unmasked Estep Score: -13669.074219 Penalty: 500.242279 Iteration 0F: 3 clusters Score -13669.07 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 129 members Mstep: Class 2 contains 115 members Entering Unmasked Estep Score: -13720.692383 Penalty: 500.242279 Iteration 1F: 3 clusters Score -13720.69 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 137 members Mstep: Class 2 contains 107 members Entering Unmasked Estep Score: -13729.642578 Penalty: 500.242279 Iteration 2Q: 3 clusters Score -13729.64 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 138 members Mstep: Class 2 contains 106 members Entering Unmasked Estep Score: -13733.505859 Penalty: 500.242279 Iteration 3Q: 3 clusters Score -13733.51 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 138 members Mstep: Class 2 contains 106 members Entering Unmasked Estep Score: -13740.164062 Penalty: 500.242279 Iteration 4Q: 3 clusters Score -13740.16 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141 members Mstep: Class 2 contains 103 members Entering Unmasked Estep Score: -13742.510742 Penalty: 500.242279 Iteration 5Q: 3 clusters Score -13742.51 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143 members Mstep: Class 2 contains 101 members Entering Unmasked Estep Score: -13743.922852 Penalty: 500.242279 Iteration 6Q: 3 clusters Score -13743.92 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 145 members Mstep: Class 2 contains 99 members Entering Unmasked Estep Score: -13745.903320 Penalty: 500.242279 Iteration 7Q: 3 clusters Score -13745.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 146 members Mstep: Class 2 contains 98 members Entering Unmasked Estep Score: -13746.154297 Penalty: 500.242279 Iteration 8Q: 3 clusters Score -13746.15 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 146 members Mstep: Class 2 contains 98 members Entering Unmasked Estep Score: -13746.154297 Penalty: 500.242279 Iteration 9F: 3 clusters Score -13746.15 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 10995 members Mstep: Class 2 contains 32781 members Mstep: Class 3 contains 8808 members Mstep: Class 4 contains 3272 members Mstep: Class 5 contains 8062 members Mstep: Class 6 contains 5532 members Mstep: Class 7 contains 13459 members Mstep: Class 8 contains 1953 members Mstep: Class 9 contains 3882 members Mstep: Class 10 contains 93539 members Mstep: Class 11 contains 2750 members Mstep: Class 12 contains 3120 members Mstep: Class 13 contains 2201 members Mstep: Class 14 contains 24969 members Mstep: Class 15 contains 605 members Mstep: Class 16 contains 19996 members Mstep: Class 17 contains 977 members Mstep: Class 18 contains 8235 members Mstep: Class 19 contains 1217 members Mstep: Class 20 contains 10096 members Mstep: Class 21 contains 65260 members Mstep: Class 22 contains 1057 members Mstep: Class 23 contains 40947 members Mstep: Class 24 contains 347 members Mstep: Class 25 contains 8015 members Mstep: Class 26 contains 114 members Mstep: Class 27 contains 22878 members Mstep: Class 28 contains 3328 members Mstep: Class 29 contains 11288 members Mstep: Class 30 contains 3242 members Mstep: Class 31 contains 4619 members Mstep: Class 32 contains 108 members Mstep: Class 33 contains 1306 members Mstep: Class 34 contains 11167 members Mstep: Class 35 contains 1865 members Mstep: Class 36 contains 244 members Entering Unmasked Estep ConsiderDeletion Score: -22982298.000000 Penalty: 21255.964844 Iteration 159Q: 37 clusters Score -2.29823e+07 nChanged 286 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 10994 members Mstep: Class 2 contains 32798 members Mstep: Class 3 contains 8825 members Mstep: Class 4 contains 3272 members Mstep: Class 5 contains 8058 members Mstep: Class 6 contains 5493 members Mstep: Class 7 contains 13456 members Mstep: Class 8 contains 1956 members Mstep: Class 9 contains 3882 members Mstep: Class 10 contains 93478 members Mstep: Class 11 contains 2752 members Mstep: Class 12 contains 3120 members Mstep: Class 13 contains 2203 members Mstep: Class 14 contains 25007 members Mstep: Class 15 contains 605 members Mstep: Class 16 contains 19993 members Mstep: Class 17 contains 975 members Mstep: Class 18 contains 8255 members Mstep: Class 19 contains 1215 members Mstep: Class 20 contains 10086 members Mstep: Class 21 contains 65295 members Mstep: Class 22 contains 1058 members Mstep: Class 23 contains 40923 members Mstep: Class 24 contains 347 members Mstep: Class 25 contains 8017 members Mstep: Class 26 contains 114 members Mstep: Class 27 contains 22859 members Mstep: Class 28 contains 3328 members Mstep: Class 29 contains 11288 members Mstep: Class 30 contains 3242 members Mstep: Class 31 contains 4625 members Mstep: Class 32 contains 108 members Mstep: Class 33 contains 1311 members Mstep: Class 34 contains 11187 members Mstep: Class 35 contains 1865 members Mstep: Class 36 contains 244 members Entering Unmasked Estep ConsiderDeletion Score: -22982326.000000 Penalty: 21255.964844 Iteration 160F: 37 clusters Score -2.298233e+07 nChanged 287 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 10994 members Mstep: Class 2 contains 32813 members Mstep: Class 3 contains 8844 members Mstep: Class 4 contains 3272 members Mstep: Class 5 contains 8056 members Mstep: Class 6 contains 5454 members Mstep: Class 7 contains 13455 members Mstep: Class 8 contains 1960 members Mstep: Class 9 contains 3882 members Mstep: Class 10 contains 93411 members Mstep: Class 11 contains 2753 members Mstep: Class 12 contains 3120 members Mstep: Class 13 contains 2203 members Mstep: Class 14 contains 25053 members Mstep: Class 15 contains 605 members Mstep: Class 16 contains 19995 members Mstep: Class 17 contains 973 members Mstep: Class 18 contains 8280 members Mstep: Class 19 contains 1215 members Mstep: Class 20 contains 10070 members Mstep: Class 21 contains 65326 members Mstep: Class 22 contains 1058 members Mstep: Class 23 contains 40899 members Mstep: Class 24 contains 347 members Mstep: Class 25 contains 8021 members Mstep: Class 26 contains 114 members Mstep: Class 27 contains 22838 members Mstep: Class 28 contains 3328 members Mstep: Class 29 contains 11285 members Mstep: Class 30 contains 3246 members Mstep: Class 31 contains 4633 members Mstep: Class 32 contains 108 members Mstep: Class 33 contains 1312 members Mstep: Class 34 contains 11202 members Mstep: Class 35 contains 1865 members Mstep: Class 36 contains 244 members Entering Unmasked Estep ConsiderDeletion Score: -22982350.000000 Penalty: 21255.964844 Iteration 161Q: 37 clusters Score -2.298235e+07 nChanged 289 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 10992 members Mstep: Class 2 contains 32837 members Mstep: Class 3 contains 8868 members Mstep: Class 4 contains 3272 members Mstep: Class 5 contains 8049 members Mstep: Class 6 contains 5423 members Mstep: Class 7 contains 13448 members Mstep: Class 8 contains 1966 members Mstep: Class 9 contains 3882 members Mstep: Class 10 contains 93353 members Mstep: Class 11 contains 2755 members Mstep: Class 12 contains 3120 members Mstep: Class 13 contains 2202 members Mstep: Class 14 contains 25095 members Mstep: Class 15 contains 605 members Mstep: Class 16 contains 19993 members Mstep: Class 17 contains 971 members Mstep: Class 18 contains 8303 members Mstep: Class 19 contains 1217 members Mstep: Class 20 contains 10052 members Mstep: Class 21 contains 65350 members Mstep: Class 22 contains 1059 members Mstep: Class 23 contains 40873 members Mstep: Class 24 contains 347 members Mstep: Class 25 contains 8021 members Mstep: Class 26 contains 114 members Mstep: Class 27 contains 22813 members Mstep: Class 28 contains 3329 members Mstep: Class 29 contains 11285 members Mstep: Class 30 contains 3248 members Mstep: Class 31 contains 4641 members Mstep: Class 32 contains 108 members Mstep: Class 33 contains 1313 members Mstep: Class 34 contains 11222 members Mstep: Class 35 contains 1864 members Mstep: Class 36 contains 244 members Entering Unmasked Estep ConsiderDeletion Score: -22982356.000000 Penalty: 21255.964844 Iteration 162Q: 37 clusters Score -2.298236e+07 nChanged 280 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 10990 members Mstep: Class 2 contains 32857 members Mstep: Class 3 contains 8885 members Mstep: Class 4 contains 3271 members Mstep: Class 5 contains 8044 members Mstep: Class 6 contains 5391 members Mstep: Class 7 contains 13442 members Mstep: Class 8 contains 1968 members Mstep: Class 9 contains 3882 members Mstep: Class 10 contains 93284 members Mstep: Class 11 contains 2757 members Mstep: Class 12 contains 3120 members Mstep: Class 13 contains 2202 members Mstep: Class 14 contains 25129 members Mstep: Class 15 contains 605 members Mstep: Class 16 contains 19995 members Mstep: Class 17 contains 968 members Mstep: Class 18 contains 8317 members Mstep: Class 19 contains 1220 members Mstep: Class 20 contains 10040 members Mstep: Class 21 contains 65387 members Mstep: Class 22 contains 1061 members Mstep: Class 23 contains 40847 members Mstep: Class 24 contains 347 members Mstep: Class 25 contains 8021 members Mstep: Class 26 contains 114 members Mstep: Class 27 contains 22801 members Mstep: Class 28 contains 3330 members Mstep: Class 29 contains 11285 members Mstep: Class 30 contains 3252 members Mstep: Class 31 contains 4646 members Mstep: Class 32 contains 108 members Mstep: Class 33 contains 1315 members Mstep: Class 34 contains 11245 members Mstep: Class 35 contains 1864 members Mstep: Class 36 contains 244 members Entering Unmasked Estep ConsiderDeletion Score: -22982398.000000 Penalty: 21255.964844 Iteration 163Q: 37 clusters Score -2.29824e+07 nChanged 275 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 10990 members Mstep: Class 2 contains 32880 members Mstep: Class 3 contains 8893 members Mstep: Class 4 contains 3268 members Mstep: Class 5 contains 8050 members Mstep: Class 6 contains 5361 members Mstep: Class 7 contains 13439 members Mstep: Class 8 contains 1970 members Mstep: Class 9 contains 3882 members Mstep: Class 10 contains 93219 members Mstep: Class 11 contains 2758 members Mstep: Class 12 contains 3120 members Mstep: Class 13 contains 2201 members Mstep: Class 14 contains 25173 members Mstep: Class 15 contains 605 members Mstep: Class 16 contains 19994 members Mstep: Class 17 contains 963 members Mstep: Class 18 contains 8330 members Mstep: Class 19 contains 1224 members Mstep: Class 20 contains 10027 members Mstep: Class 21 contains 65411 members Mstep: Class 22 contains 1062 members Mstep: Class 23 contains 40821 members Mstep: Class 24 contains 347 members Mstep: Class 25 contains 8021 members Mstep: Class 26 contains 114 members Mstep: Class 27 contains 22785 members Mstep: Class 28 contains 3333 members Mstep: Class 29 contains 11285 members Mstep: Class 30 contains 3253 members Mstep: Class 31 contains 4652 members Mstep: Class 32 contains 108 members Mstep: Class 33 contains 1320 members Mstep: Class 34 contains 11267 members Mstep: Class 35 contains 1864 members Mstep: Class 36 contains 244 members Entering Unmasked Estep ConsiderDeletion Score: -22982368.000000 Penalty: 21255.964844 Iteration 164Q: 37 clusters Score -2.298237e+07 nChanged 287 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 10992 members Mstep: Class 2 contains 32896 members Mstep: Class 3 contains 8906 members Mstep: Class 4 contains 3266 members Mstep: Class 5 contains 8049 members Mstep: Class 6 contains 5327 members Mstep: Class 7 contains 13433 members Mstep: Class 8 contains 1971 members Mstep: Class 9 contains 3883 members Mstep: Class 10 contains 93149 members Mstep: Class 11 contains 2758 members Mstep: Class 12 contains 3120 members Mstep: Class 13 contains 2201 members Mstep: Class 14 contains 25210 members Mstep: Class 15 contains 605 members Mstep: Class 16 contains 19992 members Mstep: Class 17 contains 964 members Mstep: Class 18 contains 8350 members Mstep: Class 19 contains 1225 members Mstep: Class 20 contains 10017 members Mstep: Class 21 contains 65454 members Mstep: Class 22 contains 1062 members Mstep: Class 23 contains 40784 members Mstep: Class 24 contains 347 members Mstep: Class 25 contains 8022 members Mstep: Class 26 contains 114 members Mstep: Class 27 contains 22765 members Mstep: Class 28 contains 3333 members Mstep: Class 29 contains 11285 members Mstep: Class 30 contains 3256 members Mstep: Class 31 contains 4661 members Mstep: Class 32 contains 108 members Mstep: Class 33 contains 1323 members Mstep: Class 34 contains 11298 members Mstep: Class 35 contains 1864 members Mstep: Class 36 contains 244 members Entering Unmasked Estep ConsiderDeletion Score: -22982338.000000 Penalty: 21255.964844 Iteration 165Q: 37 clusters Score -2.298234e+07 nChanged 293 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 10995 members Mstep: Class 2 contains 32921 members Mstep: Class 3 contains 8920 members Mstep: Class 4 contains 3266 members Mstep: Class 5 contains 8045 members Mstep: Class 6 contains 5299 members Mstep: Class 7 contains 13429 members Mstep: Class 8 contains 1974 members Mstep: Class 9 contains 3883 members Mstep: Class 10 contains 93073 members Mstep: Class 11 contains 2759 members Mstep: Class 12 contains 3120 members Mstep: Class 13 contains 2201 members Mstep: Class 14 contains 25251 members Mstep: Class 15 contains 604 members Mstep: Class 16 contains 19993 members Mstep: Class 17 contains 964 members Mstep: Class 18 contains 8366 members Mstep: Class 19 contains 1224 members Mstep: Class 20 contains 10005 members Mstep: Class 21 contains 65482 members Mstep: Class 22 contains 1061 members Mstep: Class 23 contains 40752 members Mstep: Class 24 contains 347 members Mstep: Class 25 contains 8022 members Mstep: Class 26 contains 114 members Mstep: Class 27 contains 22748 members Mstep: Class 28 contains 3333 members Mstep: Class 29 contains 11287 members Mstep: Class 30 contains 3256 members Mstep: Class 31 contains 4670 members Mstep: Class 32 contains 108 members Mstep: Class 33 contains 1331 members Mstep: Class 34 contains 11323 members Mstep: Class 35 contains 1864 members Mstep: Class 36 contains 244 members Entering Unmasked Estep ConsiderDeletion Score: -22982382.000000 Penalty: 21255.964844 Iteration 166Q: 37 clusters Score -2.298238e+07 nChanged 279 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 10999 members Mstep: Class 2 contains 32948 members Mstep: Class 3 contains 8932 members Mstep: Class 4 contains 3266 members Mstep: Class 5 contains 8043 members Mstep: Class 6 contains 5271 members Mstep: Class 7 contains 13424 members Mstep: Class 8 contains 1982 members Mstep: Class 9 contains 3883 members Mstep: Class 10 contains 93005 members Mstep: Class 11 contains 2761 members Mstep: Class 12 contains 3121 members Mstep: Class 13 contains 2202 members Mstep: Class 14 contains 25284 members Mstep: Class 15 contains 604 members Mstep: Class 16 contains 19991 members Mstep: Class 17 contains 964 members Mstep: Class 18 contains 8391 members Mstep: Class 19 contains 1223 members Mstep: Class 20 contains 9988 members Mstep: Class 21 contains 65504 members Mstep: Class 22 contains 1061 members Mstep: Class 23 contains 40720 members Mstep: Class 24 contains 347 members Mstep: Class 25 contains 8022 members Mstep: Class 26 contains 114 members Mstep: Class 27 contains 22733 members Mstep: Class 28 contains 3334 members Mstep: Class 29 contains 11288 members Mstep: Class 30 contains 3256 members Mstep: Class 31 contains 4681 members Mstep: Class 32 contains 108 members Mstep: Class 33 contains 1335 members Mstep: Class 34 contains 11341 members Mstep: Class 35 contains 1864 members Mstep: Class 36 contains 244 members Entering Unmasked Estep ConsiderDeletion Score: -22982398.000000 Penalty: 21255.964844 Iteration 167Q: 37 clusters Score -2.29824e+07 nChanged 250 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 11000 members Mstep: Class 2 contains 32960 members Mstep: Class 3 contains 8943 members Mstep: Class 4 contains 3266 members Mstep: Class 5 contains 8044 members Mstep: Class 6 contains 5254 members Mstep: Class 7 contains 13425 members Mstep: Class 8 contains 1990 members Mstep: Class 9 contains 3883 members Mstep: Class 10 contains 92943 members Mstep: Class 11 contains 2760 members Mstep: Class 12 contains 3122 members Mstep: Class 13 contains 2202 members Mstep: Class 14 contains 25318 members Mstep: Class 15 contains 605 members Mstep: Class 16 contains 19990 members Mstep: Class 17 contains 964 members Mstep: Class 18 contains 8413 members Mstep: Class 19 contains 1223 members Mstep: Class 20 contains 9978 members Mstep: Class 21 contains 65523 members Mstep: Class 22 contains 1061 members Mstep: Class 23 contains 40691 members Mstep: Class 24 contains 347 members Mstep: Class 25 contains 8021 members Mstep: Class 26 contains 114 members Mstep: Class 27 contains 22724 members Mstep: Class 28 contains 3333 members Mstep: Class 29 contains 11288 members Mstep: Class 30 contains 3254 members Mstep: Class 31 contains 4688 members Mstep: Class 32 contains 108 members Mstep: Class 33 contains 1337 members Mstep: Class 34 contains 11354 members Mstep: Class 35 contains 1864 members Mstep: Class 36 contains 244 members Entering Unmasked Estep ConsiderDeletion Score: -22982402.000000 Penalty: 21255.964844 Iteration 168Q: 37 clusters Score -2.29824e+07 nChanged 253 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 11001 members Mstep: Class 2 contains 32983 members Mstep: Class 3 contains 8960 members Mstep: Class 4 contains 3266 members Mstep: Class 5 contains 8049 members Mstep: Class 6 contains 5235 members Mstep: Class 7 contains 13423 members Mstep: Class 8 contains 1993 members Mstep: Class 9 contains 3883 members Mstep: Class 10 contains 92873 members Mstep: Class 11 contains 2762 members Mstep: Class 12 contains 3122 members Mstep: Class 13 contains 2202 members Mstep: Class 14 contains 25355 members Mstep: Class 15 contains 605 members Mstep: Class 16 contains 19990 members Mstep: Class 17 contains 964 members Mstep: Class 18 contains 8442 members Mstep: Class 19 contains 1223 members Mstep: Class 20 contains 9963 members Mstep: Class 21 contains 65538 members Mstep: Class 22 contains 1062 members Mstep: Class 23 contains 40670 members Mstep: Class 24 contains 347 members Mstep: Class 25 contains 8019 members Mstep: Class 26 contains 114 members Mstep: Class 27 contains 22701 members Mstep: Class 28 contains 3333 members Mstep: Class 29 contains 11288 members Mstep: Class 30 contains 3251 members Mstep: Class 31 contains 4697 members Mstep: Class 32 contains 108 members Mstep: Class 33 contains 1340 members Mstep: Class 34 contains 11364 members Mstep: Class 35 contains 1864 members Mstep: Class 36 contains 244 members Entering Unmasked Estep ConsiderDeletion Score: -22982446.000000 Penalty: 21255.964844 Iteration 169Q: 37 clusters Score -2.298245e+07 nChanged 223 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 11004 members Mstep: Class 2 contains 33007 members Mstep: Class 3 contains 8968 members Mstep: Class 4 contains 3266 members Mstep: Class 5 contains 8058 members Mstep: Class 6 contains 5216 members Mstep: Class 7 contains 13414 members Mstep: Class 8 contains 1994 members Mstep: Class 9 contains 3882 members Mstep: Class 10 contains 92820 members Mstep: Class 11 contains 2761 members Mstep: Class 12 contains 3122 members Mstep: Class 13 contains 2203 members Mstep: Class 14 contains 25383 members Mstep: Class 15 contains 605 members Mstep: Class 16 contains 19988 members Mstep: Class 17 contains 964 members Mstep: Class 18 contains 8461 members Mstep: Class 19 contains 1225 members Mstep: Class 20 contains 9952 members Mstep: Class 21 contains 65546 members Mstep: Class 22 contains 1063 members Mstep: Class 23 contains 40657 members Mstep: Class 24 contains 347 members Mstep: Class 25 contains 8018 members Mstep: Class 26 contains 114 members Mstep: Class 27 contains 22683 members Mstep: Class 28 contains 3334 members Mstep: Class 29 contains 11288 members Mstep: Class 30 contains 3254 members Mstep: Class 31 contains 4707 members Mstep: Class 32 contains 108 members Mstep: Class 33 contains 1343 members Mstep: Class 34 contains 11371 members Mstep: Class 35 contains 1864 members Mstep: Class 36 contains 244 members Entering Unmasked Estep ConsiderDeletion Score: -22982478.000000 Penalty: 21255.964844 Iteration 170Q: 37 clusters Score -2.298248e+07 nChanged 210 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 11005 members Mstep: Class 2 contains 33029 members Mstep: Class 3 contains 8972 members Mstep: Class 4 contains 3266 members Mstep: Class 5 contains 8056 members Mstep: Class 6 contains 5206 members Mstep: Class 7 contains 13404 members Mstep: Class 8 contains 1993 members Mstep: Class 9 contains 3882 members Mstep: Class 10 contains 92760 members Mstep: Class 11 contains 2763 members Mstep: Class 12 contains 3122 members Mstep: Class 13 contains 2202 members Mstep: Class 14 contains 25413 members Mstep: Class 15 contains 605 members Mstep: Class 16 contains 19989 members Mstep: Class 17 contains 964 members Mstep: Class 18 contains 8476 members Mstep: Class 19 contains 1226 members Mstep: Class 20 contains 9941 members Mstep: Class 21 contains 65551 members Mstep: Class 22 contains 1064 members Mstep: Class 23 contains 40644 members Mstep: Class 24 contains 347 members Mstep: Class 25 contains 8016 members Mstep: Class 26 contains 114 members Mstep: Class 27 contains 22675 members Mstep: Class 28 contains 3337 members Mstep: Class 29 contains 11292 members Mstep: Class 30 contains 3256 members Mstep: Class 31 contains 4716 members Mstep: Class 32 contains 108 members Mstep: Class 33 contains 1348 members Mstep: Class 34 contains 11384 members Mstep: Class 35 contains 1864 members Mstep: Class 36 contains 244 members Entering Unmasked Estep ConsiderDeletion Score: -22982490.000000 Penalty: 21255.964844 Iteration 171Q: 37 clusters Score -2.298249e+07 nChanged 224 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 11011 members Mstep: Class 2 contains 33048 members Mstep: Class 3 contains 8977 members Mstep: Class 4 contains 3266 members Mstep: Class 5 contains 8057 members Mstep: Class 6 contains 5191 members Mstep: Class 7 contains 13393 members Mstep: Class 8 contains 1994 members Mstep: Class 9 contains 3882 members Mstep: Class 10 contains 92700 members Mstep: Class 11 contains 2765 members Mstep: Class 12 contains 3122 members Mstep: Class 13 contains 2201 members Mstep: Class 14 contains 25445 members Mstep: Class 15 contains 605 members Mstep: Class 16 contains 19986 members Mstep: Class 17 contains 964 members Mstep: Class 18 contains 8491 members Mstep: Class 19 contains 1229 members Mstep: Class 20 contains 9925 members Mstep: Class 21 contains 65557 members Mstep: Class 22 contains 1067 members Mstep: Class 23 contains 40624 members Mstep: Class 24 contains 348 members Mstep: Class 25 contains 8014 members Mstep: Class 26 contains 114 members Mstep: Class 27 contains 22678 members Mstep: Class 28 contains 3336 members Mstep: Class 29 contains 11293 members Mstep: Class 30 contains 3257 members Mstep: Class 31 contains 4722 members Mstep: Class 32 contains 108 members Mstep: Class 33 contains 1354 members Mstep: Class 34 contains 11402 members Mstep: Class 35 contains 1864 members Mstep: Class 36 contains 244 members Entering Unmasked Estep ConsiderDeletion Score: -22982474.000000 Penalty: 21255.964844 Iteration 172Q: 37 clusters Score -2.298247e+07 nChanged 217 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 11017 members Mstep: Class 2 contains 33063 members Mstep: Class 3 contains 8989 members Mstep: Class 4 contains 3266 members Mstep: Class 5 contains 8057 members Mstep: Class 6 contains 5182 members Mstep: Class 7 contains 13384 members Mstep: Class 8 contains 1995 members Mstep: Class 9 contains 3882 members Mstep: Class 10 contains 92636 members Mstep: Class 11 contains 2767 members Mstep: Class 12 contains 3122 members Mstep: Class 13 contains 2200 members Mstep: Class 14 contains 25477 members Mstep: Class 15 contains 605 members Mstep: Class 16 contains 19988 members Mstep: Class 17 contains 964 members Mstep: Class 18 contains 8515 members Mstep: Class 19 contains 1228 members Mstep: Class 20 contains 9905 members Mstep: Class 21 contains 65560 members Mstep: Class 22 contains 1068 members Mstep: Class 23 contains 40617 members Mstep: Class 24 contains 348 members Mstep: Class 25 contains 8012 members Mstep: Class 26 contains 114 members Mstep: Class 27 contains 22672 members Mstep: Class 28 contains 3340 members Mstep: Class 29 contains 11293 members Mstep: Class 30 contains 3255 members Mstep: Class 31 contains 4730 members Mstep: Class 32 contains 108 members Mstep: Class 33 contains 1356 members Mstep: Class 34 contains 11410 members Mstep: Class 35 contains 1865 members Mstep: Class 36 contains 244 members Entering Unmasked Estep ConsiderDeletion Score: -22982488.000000 Penalty: 21255.964844 Iteration 173Q: 37 clusters Score -2.298249e+07 nChanged 219 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 11023 members Mstep: Class 2 contains 33086 members Mstep: Class 3 contains 8998 members Mstep: Class 4 contains 3266 members Mstep: Class 5 contains 8060 members Mstep: Class 6 contains 5173 members Mstep: Class 7 contains 13368 members Mstep: Class 8 contains 1996 members Mstep: Class 9 contains 3882 members Mstep: Class 10 contains 92575 members Mstep: Class 11 contains 2767 members Mstep: Class 12 contains 3120 members Mstep: Class 13 contains 2198 members Mstep: Class 14 contains 25514 members Mstep: Class 15 contains 605 members Mstep: Class 16 contains 19987 members Mstep: Class 17 contains 964 members Mstep: Class 18 contains 8535 members Mstep: Class 19 contains 1229 members Mstep: Class 20 contains 9882 members Mstep: Class 21 contains 65560 members Mstep: Class 22 contains 1068 members Mstep: Class 23 contains 40612 members Mstep: Class 24 contains 348 members Mstep: Class 25 contains 8011 members Mstep: Class 26 contains 114 members Mstep: Class 27 contains 22671 members Mstep: Class 28 contains 3337 members Mstep: Class 29 contains 11290 members Mstep: Class 30 contains 3253 members Mstep: Class 31 contains 4742 members Mstep: Class 32 contains 108 members Mstep: Class 33 contains 1363 members Mstep: Class 34 contains 11419 members Mstep: Class 35 contains 1866 members Mstep: Class 36 contains 244 members Entering Unmasked Estep ConsiderDeletion Score: -22982454.000000 Penalty: 21255.964844 Iteration 174Q: 37 clusters Score -2.298245e+07 nChanged 187 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 11024 members Mstep: Class 2 contains 33101 members Mstep: Class 3 contains 9002 members Mstep: Class 4 contains 3266 members Mstep: Class 5 contains 8059 members Mstep: Class 6 contains 5167 members Mstep: Class 7 contains 13354 members Mstep: Class 8 contains 1996 members Mstep: Class 9 contains 3882 members Mstep: Class 10 contains 92533 members Mstep: Class 11 contains 2767 members Mstep: Class 12 contains 3119 members Mstep: Class 13 contains 2198 members Mstep: Class 14 contains 25533 members Mstep: Class 15 contains 605 members Mstep: Class 16 contains 19985 members Mstep: Class 17 contains 964 members Mstep: Class 18 contains 8554 members Mstep: Class 19 contains 1233 members Mstep: Class 20 contains 9858 members Mstep: Class 21 contains 65565 members Mstep: Class 22 contains 1068 members Mstep: Class 23 contains 40607 members Mstep: Class 24 contains 349 members Mstep: Class 25 contains 8011 members Mstep: Class 26 contains 114 members Mstep: Class 27 contains 22679 members Mstep: Class 28 contains 3338 members Mstep: Class 29 contains 11289 members Mstep: Class 30 contains 3249 members Mstep: Class 31 contains 4752 members Mstep: Class 32 contains 108 members Mstep: Class 33 contains 1372 members Mstep: Class 34 contains 11423 members Mstep: Class 35 contains 1866 members Mstep: Class 36 contains 244 members Entering Unmasked Estep ConsiderDeletion Score: -22982470.000000 Penalty: 21255.964844 Iteration 175Q: 37 clusters Score -2.298247e+07 nChanged 195 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 11025 members Mstep: Class 2 contains 33117 members Mstep: Class 3 contains 9004 members Mstep: Class 4 contains 3265 members Mstep: Class 5 contains 8065 members Mstep: Class 6 contains 5155 members Mstep: Class 7 contains 13345 members Mstep: Class 8 contains 1996 members Mstep: Class 9 contains 3882 members Mstep: Class 10 contains 92490 members Mstep: Class 11 contains 2765 members Mstep: Class 12 contains 3117 members Mstep: Class 13 contains 2198 members Mstep: Class 14 contains 25553 members Mstep: Class 15 contains 605 members Mstep: Class 16 contains 19983 members Mstep: Class 17 contains 964 members Mstep: Class 18 contains 8576 members Mstep: Class 19 contains 1232 members Mstep: Class 20 contains 9833 members Mstep: Class 21 contains 65576 members Mstep: Class 22 contains 1068 members Mstep: Class 23 contains 40606 members Mstep: Class 24 contains 349 members Mstep: Class 25 contains 8011 members Mstep: Class 26 contains 114 members Mstep: Class 27 contains 22685 members Mstep: Class 28 contains 3338 members Mstep: Class 29 contains 11288 members Mstep: Class 30 contains 3248 members Mstep: Class 31 contains 4760 members Mstep: Class 32 contains 108 members Mstep: Class 33 contains 1380 members Mstep: Class 34 contains 11425 members Mstep: Class 35 contains 1864 members Mstep: Class 36 contains 244 members Entering Unmasked Estep ConsiderDeletion Score: -22982442.000000 Penalty: 21255.964844 Iteration 176Q: 37 clusters Score -2.298244e+07 nChanged 163 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 11028 members Mstep: Class 2 contains 33135 members Mstep: Class 3 contains 9006 members Mstep: Class 4 contains 3265 members Mstep: Class 5 contains 8069 members Mstep: Class 6 contains 5144 members Mstep: Class 7 contains 13338 members Mstep: Class 8 contains 1996 members Mstep: Class 9 contains 3883 members Mstep: Class 10 contains 92438 members Mstep: Class 11 contains 2765 members Mstep: Class 12 contains 3116 members Mstep: Class 13 contains 2199 members Mstep: Class 14 contains 25570 members Mstep: Class 15 contains 605 members Mstep: Class 16 contains 19983 members Mstep: Class 17 contains 964 members Mstep: Class 18 contains 8589 members Mstep: Class 19 contains 1231 members Mstep: Class 20 contains 9819 members Mstep: Class 21 contains 65587 members Mstep: Class 22 contains 1068 members Mstep: Class 23 contains 40605 members Mstep: Class 24 contains 349 members Mstep: Class 25 contains 8013 members Mstep: Class 26 contains 114 members Mstep: Class 27 contains 22691 members Mstep: Class 28 contains 3339 members Mstep: Class 29 contains 11286 members Mstep: Class 30 contains 3246 members Mstep: Class 31 contains 4765 members Mstep: Class 32 contains 108 members Mstep: Class 33 contains 1384 members Mstep: Class 34 contains 11428 members Mstep: Class 35 contains 1864 members Mstep: Class 36 contains 244 members Entering Unmasked Estep ConsiderDeletion Score: -22982462.000000 Penalty: 21255.964844 Iteration 177Q: 37 clusters Score -2.298246e+07 nChanged 166 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 11030 members Mstep: Class 2 contains 33151 members Mstep: Class 3 contains 9007 members Mstep: Class 4 contains 3266 members Mstep: Class 5 contains 8070 members Mstep: Class 6 contains 5126 members Mstep: Class 7 contains 13334 members Mstep: Class 8 contains 1996 members Mstep: Class 9 contains 3883 members Mstep: Class 10 contains 92394 members Mstep: Class 11 contains 2765 members Mstep: Class 12 contains 3115 members Mstep: Class 13 contains 2199 members Mstep: Class 14 contains 25583 members Mstep: Class 15 contains 605 members Mstep: Class 16 contains 19981 members Mstep: Class 17 contains 963 members Mstep: Class 18 contains 8601 members Mstep: Class 19 contains 1231 members Mstep: Class 20 contains 9810 members Mstep: Class 21 contains 65607 members Mstep: Class 22 contains 1069 members Mstep: Class 23 contains 40599 members Mstep: Class 24 contains 349 members Mstep: Class 25 contains 8012 members Mstep: Class 26 contains 114 members Mstep: Class 27 contains 22699 members Mstep: Class 28 contains 3340 members Mstep: Class 29 contains 11286 members Mstep: Class 30 contains 3242 members Mstep: Class 31 contains 4768 members Mstep: Class 32 contains 108 members Mstep: Class 33 contains 1387 members Mstep: Class 34 contains 11435 members Mstep: Class 35 contains 1865 members Mstep: Class 36 contains 244 members Entering Unmasked Estep ConsiderDeletion Score: -22982476.000000 Penalty: 21255.964844 Iteration 178Q: 37 clusters Score -2.298248e+07 nChanged 180 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 11031 members Mstep: Class 2 contains 33168 members Mstep: Class 3 contains 9008 members Mstep: Class 4 contains 3267 members Mstep: Class 5 contains 8073 members Mstep: Class 6 contains 5105 members Mstep: Class 7 contains 13333 members Mstep: Class 8 contains 1996 members Mstep: Class 9 contains 3883 members Mstep: Class 10 contains 92360 members Mstep: Class 11 contains 2767 members Mstep: Class 12 contains 3116 members Mstep: Class 13 contains 2199 members Mstep: Class 14 contains 25589 members Mstep: Class 15 contains 605 members Mstep: Class 16 contains 19978 members Mstep: Class 17 contains 963 members Mstep: Class 18 contains 8619 members Mstep: Class 19 contains 1231 members Mstep: Class 20 contains 9792 members Mstep: Class 21 contains 65628 members Mstep: Class 22 contains 1073 members Mstep: Class 23 contains 40592 members Mstep: Class 24 contains 350 members Mstep: Class 25 contains 8012 members Mstep: Class 26 contains 114 members Mstep: Class 27 contains 22708 members Mstep: Class 28 contains 3341 members Mstep: Class 29 contains 11283 members Mstep: Class 30 contains 3235 members Mstep: Class 31 contains 4766 members Mstep: Class 32 contains 108 members Mstep: Class 33 contains 1393 members Mstep: Class 34 contains 11440 members Mstep: Class 35 contains 1864 members Mstep: Class 36 contains 244 members Entering Unmasked Estep ConsiderDeletion Score: -22982452.000000 Penalty: 21255.964844 Iteration 179Q: 37 clusters Score -2.298245e+07 nChanged 181 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 11032 members Mstep: Class 2 contains 33187 members Mstep: Class 3 contains 9010 members Mstep: Class 4 contains 3267 members Mstep: Class 5 contains 8075 members Mstep: Class 6 contains 5085 members Mstep: Class 7 contains 13334 members Mstep: Class 8 contains 1996 members Mstep: Class 9 contains 3882 members Mstep: Class 10 contains 92325 members Mstep: Class 11 contains 2765 members Mstep: Class 12 contains 3117 members Mstep: Class 13 contains 2199 members Mstep: Class 14 contains 25593 members Mstep: Class 15 contains 604 members Mstep: Class 16 contains 19979 members Mstep: Class 17 contains 963 members Mstep: Class 18 contains 8631 members Mstep: Class 19 contains 1231 members Mstep: Class 20 contains 9778 members Mstep: Class 21 contains 65656 members Mstep: Class 22 contains 1078 members Mstep: Class 23 contains 40586 members Mstep: Class 24 contains 350 members Mstep: Class 25 contains 8013 members Mstep: Class 26 contains 114 members Mstep: Class 27 contains 22709 members Mstep: Class 28 contains 3340 members Mstep: Class 29 contains 11283 members Mstep: Class 30 contains 3225 members Mstep: Class 31 contains 4762 members Mstep: Class 32 contains 108 members Mstep: Class 33 contains 1404 members Mstep: Class 34 contains 11444 members Mstep: Class 35 contains 1865 members Mstep: Class 36 contains 244 members Entering Unmasked Estep ConsiderDeletion Score: -22982464.000000 Penalty: 21255.964844 Iteration 180F: 37 clusters Score -2.298246e+07 nChanged 169 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 11034 members Mstep: Class 2 contains 33203 members Mstep: Class 3 contains 9012 members Mstep: Class 4 contains 3267 members Mstep: Class 5 contains 8079 members Mstep: Class 6 contains 5074 members Mstep: Class 7 contains 13336 members Mstep: Class 8 contains 1996 members Mstep: Class 9 contains 3882 members Mstep: Class 10 contains 92291 members Mstep: Class 11 contains 2765 members Mstep: Class 12 contains 3118 members Mstep: Class 13 contains 2199 members Mstep: Class 14 contains 25600 members Mstep: Class 15 contains 604 members Mstep: Class 16 contains 19978 members Mstep: Class 17 contains 962 members Mstep: Class 18 contains 8653 members Mstep: Class 19 contains 1231 members Mstep: Class 20 contains 9763 members Mstep: Class 21 contains 65661 members Mstep: Class 22 contains 1080 members Mstep: Class 23 contains 40580 members Mstep: Class 24 contains 350 members Mstep: Class 25 contains 8014 members Mstep: Class 26 contains 114 members Mstep: Class 27 contains 22711 members Mstep: Class 28 contains 3342 members Mstep: Class 29 contains 11282 members Mstep: Class 30 contains 3219 members Mstep: Class 31 contains 4763 members Mstep: Class 32 contains 108 members Mstep: Class 33 contains 1406 members Mstep: Class 34 contains 11447 members Mstep: Class 35 contains 1866 members Mstep: Class 36 contains 244 members Entering Unmasked Estep ConsiderDeletion Score: -22982436.000000 Penalty: 21255.964844 Iteration 181Q: 37 clusters Score -2.298244e+07 nChanged 183 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 11033 members Mstep: Class 2 contains 33224 members Mstep: Class 3 contains 9015 members Mstep: Class 4 contains 3267 members Mstep: Class 5 contains 8081 members Mstep: Class 6 contains 5058 members Mstep: Class 7 contains 13336 members Mstep: Class 8 contains 1996 members Mstep: Class 9 contains 3882 members Mstep: Class 10 contains 92251 members Mstep: Class 11 contains 2765 members Mstep: Class 12 contains 3120 members Mstep: Class 13 contains 2199 members Mstep: Class 14 contains 25611 members Mstep: Class 15 contains 603 members Mstep: Class 16 contains 19978 members Mstep: Class 17 contains 962 members Mstep: Class 18 contains 8670 members Mstep: Class 19 contains 1231 members Mstep: Class 20 contains 9754 members Mstep: Class 21 contains 65670 members Mstep: Class 22 contains 1081 members Mstep: Class 23 contains 40576 members Mstep: Class 24 contains 350 members Mstep: Class 25 contains 8014 members Mstep: Class 26 contains 114 members Mstep: Class 27 contains 22712 members Mstep: Class 28 contains 3346 members Mstep: Class 29 contains 11284 members Mstep: Class 30 contains 3210 members Mstep: Class 31 contains 4764 members Mstep: Class 32 contains 108 members Mstep: Class 33 contains 1409 members Mstep: Class 34 contains 11449 members Mstep: Class 35 contains 1867 members Mstep: Class 36 contains 244 members Entering Unmasked Estep ConsiderDeletion Score: -22982446.000000 Penalty: 21255.964844 Iteration 182Q: 37 clusters Score -2.298245e+07 nChanged 171 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 11031 members Mstep: Class 2 contains 33238 members Mstep: Class 3 contains 9022 members Mstep: Class 4 contains 3266 members Mstep: Class 5 contains 8086 members Mstep: Class 6 contains 5045 members Mstep: Class 7 contains 13340 members Mstep: Class 8 contains 1996 members Mstep: Class 9 contains 3882 members Mstep: Class 10 contains 92220 members Mstep: Class 11 contains 2766 members Mstep: Class 12 contains 3121 members Mstep: Class 13 contains 2199 members Mstep: Class 14 contains 25619 members Mstep: Class 15 contains 601 members Mstep: Class 16 contains 19980 members Mstep: Class 17 contains 962 members Mstep: Class 18 contains 8689 members Mstep: Class 19 contains 1231 members Mstep: Class 20 contains 9755 members Mstep: Class 21 contains 65678 members Mstep: Class 22 contains 1082 members Mstep: Class 23 contains 40568 members Mstep: Class 24 contains 351 members Mstep: Class 25 contains 8014 members Mstep: Class 26 contains 114 members Mstep: Class 27 contains 22702 members Mstep: Class 28 contains 3352 members Mstep: Class 29 contains 11283 members Mstep: Class 30 contains 3196 members Mstep: Class 31 contains 4764 members Mstep: Class 32 contains 108 members Mstep: Class 33 contains 1410 members Mstep: Class 34 contains 11452 members Mstep: Class 35 contains 1867 members Mstep: Class 36 contains 244 members Entering Unmasked Estep ConsiderDeletion Score: -22982420.000000 Penalty: 21255.964844 Iteration 183Q: 37 clusters Score -2.298242e+07 nChanged 161 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 11028 members Mstep: Class 2 contains 33256 members Mstep: Class 3 contains 9030 members Mstep: Class 4 contains 3264 members Mstep: Class 5 contains 8085 members Mstep: Class 6 contains 5035 members Mstep: Class 7 contains 13345 members Mstep: Class 8 contains 1996 members Mstep: Class 9 contains 3881 members Mstep: Class 10 contains 92173 members Mstep: Class 11 contains 2768 members Mstep: Class 12 contains 3123 members Mstep: Class 13 contains 2199 members Mstep: Class 14 contains 25636 members Mstep: Class 15 contains 598 members Mstep: Class 16 contains 19984 members Mstep: Class 17 contains 962 members Mstep: Class 18 contains 8708 members Mstep: Class 19 contains 1231 members Mstep: Class 20 contains 9746 members Mstep: Class 21 contains 65684 members Mstep: Class 22 contains 1083 members Mstep: Class 23 contains 40562 members Mstep: Class 24 contains 351 members Mstep: Class 25 contains 8015 members Mstep: Class 26 contains 114 members Mstep: Class 27 contains 22699 members Mstep: Class 28 contains 3358 members Mstep: Class 29 contains 11282 members Mstep: Class 30 contains 3192 members Mstep: Class 31 contains 4763 members Mstep: Class 32 contains 108 members Mstep: Class 33 contains 1411 members Mstep: Class 34 contains 11453 members Mstep: Class 35 contains 1867 members Mstep: Class 36 contains 244 members Entering Unmasked Estep ConsiderDeletion Score: -22982428.000000 Penalty: 21255.964844 Iteration 184Q: 37 clusters Score -2.298243e+07 nChanged 186 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 11028 members Mstep: Class 2 contains 33284 members Mstep: Class 3 contains 9036 members Mstep: Class 4 contains 3265 members Mstep: Class 5 contains 8090 members Mstep: Class 6 contains 5025 members Mstep: Class 7 contains 13349 members Mstep: Class 8 contains 1996 members Mstep: Class 9 contains 3880 members Mstep: Class 10 contains 92126 members Mstep: Class 11 contains 2768 members Mstep: Class 12 contains 3123 members Mstep: Class 13 contains 2199 members Mstep: Class 14 contains 25658 members Mstep: Class 15 contains 597 members Mstep: Class 16 contains 19981 members Mstep: Class 17 contains 962 members Mstep: Class 18 contains 8734 members Mstep: Class 19 contains 1231 members Mstep: Class 20 contains 9733 members Mstep: Class 21 contains 65687 members Mstep: Class 22 contains 1084 members Mstep: Class 23 contains 40556 members Mstep: Class 24 contains 351 members Mstep: Class 25 contains 8015 members Mstep: Class 26 contains 114 members Mstep: Class 27 contains 22683 members Mstep: Class 28 contains 3362 members Mstep: Class 29 contains 11282 members Mstep: Class 30 contains 3187 members Mstep: Class 31 contains 4763 members Mstep: Class 32 contains 108 members Mstep: Class 33 contains 1413 members Mstep: Class 34 contains 11454 members Mstep: Class 35 contains 1866 members Mstep: Class 36 contains 244 members Entering Unmasked Estep ConsiderDeletion Score: -22982392.000000 Penalty: 21255.964844 Iteration 185Q: 37 clusters Score -2.298239e+07 nChanged 188 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 11031 members Mstep: Class 2 contains 33326 members Mstep: Class 3 contains 9036 members Mstep: Class 4 contains 3265 members Mstep: Class 5 contains 8096 members Mstep: Class 6 contains 5015 members Mstep: Class 7 contains 13351 members Mstep: Class 8 contains 1996 members Mstep: Class 9 contains 3879 members Mstep: Class 10 contains 92057 members Mstep: Class 11 contains 2767 members Mstep: Class 12 contains 3122 members Mstep: Class 13 contains 2199 members Mstep: Class 14 contains 25683 members Mstep: Class 15 contains 597 members Mstep: Class 16 contains 19982 members Mstep: Class 17 contains 962 members Mstep: Class 18 contains 8750 members Mstep: Class 19 contains 1231 members Mstep: Class 20 contains 9730 members Mstep: Class 21 contains 65693 members Mstep: Class 22 contains 1086 members Mstep: Class 23 contains 40551 members Mstep: Class 24 contains 351 members Mstep: Class 25 contains 8015 members Mstep: Class 26 contains 114 members Mstep: Class 27 contains 22664 members Mstep: Class 28 contains 3365 members Mstep: Class 29 contains 11282 members Mstep: Class 30 contains 3184 members Mstep: Class 31 contains 4762 members Mstep: Class 32 contains 108 members Mstep: Class 33 contains 1419 members Mstep: Class 34 contains 11455 members Mstep: Class 35 contains 1866 members Mstep: Class 36 contains 244 members Entering Unmasked Estep ConsiderDeletion Score: -22982372.000000 Penalty: 21255.964844 Iteration 186Q: 37 clusters Score -2.298237e+07 nChanged 217 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 11028 members Mstep: Class 2 contains 33376 members Mstep: Class 3 contains 9040 members Mstep: Class 4 contains 3265 members Mstep: Class 5 contains 8106 members Mstep: Class 6 contains 5001 members Mstep: Class 7 contains 13349 members Mstep: Class 8 contains 1995 members Mstep: Class 9 contains 3878 members Mstep: Class 10 contains 91980 members Mstep: Class 11 contains 2765 members Mstep: Class 12 contains 3125 members Mstep: Class 13 contains 2199 members Mstep: Class 14 contains 25714 members Mstep: Class 15 contains 597 members Mstep: Class 16 contains 19982 members Mstep: Class 17 contains 962 members Mstep: Class 18 contains 8772 members Mstep: Class 19 contains 1231 members Mstep: Class 20 contains 9723 members Mstep: Class 21 contains 65692 members Mstep: Class 22 contains 1086 members Mstep: Class 23 contains 40549 members Mstep: Class 24 contains 352 members Mstep: Class 25 contains 8016 members Mstep: Class 26 contains 114 members Mstep: Class 27 contains 22642 members Mstep: Class 28 contains 3369 members Mstep: Class 29 contains 11282 members Mstep: Class 30 contains 3179 members Mstep: Class 31 contains 4765 members Mstep: Class 32 contains 108 members Mstep: Class 33 contains 1425 members Mstep: Class 34 contains 11456 members Mstep: Class 35 contains 1867 members Mstep: Class 36 contains 244 members Entering Unmasked Estep ConsiderDeletion Score: -22982428.000000 Penalty: 21255.964844 Iteration 187Q: 37 clusters Score -2.298243e+07 nChanged 181 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 11029 members Mstep: Class 2 contains 33410 members Mstep: Class 3 contains 9039 members Mstep: Class 4 contains 3265 members Mstep: Class 5 contains 8109 members Mstep: Class 6 contains 4990 members Mstep: Class 7 contains 13346 members Mstep: Class 8 contains 1995 members Mstep: Class 9 contains 3878 members Mstep: Class 10 contains 91915 members Mstep: Class 11 contains 2765 members Mstep: Class 12 contains 3126 members Mstep: Class 13 contains 2199 members Mstep: Class 14 contains 25745 members Mstep: Class 15 contains 597 members Mstep: Class 16 contains 19981 members Mstep: Class 17 contains 962 members Mstep: Class 18 contains 8795 members Mstep: Class 19 contains 1231 members Mstep: Class 20 contains 9716 members Mstep: Class 21 contains 65701 members Mstep: Class 22 contains 1086 members Mstep: Class 23 contains 40549 members Mstep: Class 24 contains 352 members Mstep: Class 25 contains 8015 members Mstep: Class 26 contains 114 members Mstep: Class 27 contains 22626 members Mstep: Class 28 contains 3370 members Mstep: Class 29 contains 11280 members Mstep: Class 30 contains 3176 members Mstep: Class 31 contains 4768 members Mstep: Class 32 contains 108 members Mstep: Class 33 contains 1428 members Mstep: Class 34 contains 11456 members Mstep: Class 35 contains 1868 members Mstep: Class 36 contains 244 members Entering Unmasked Estep ConsiderDeletion Score: -22982424.000000 Penalty: 21255.964844 Iteration 188Q: 37 clusters Score -2.298242e+07 nChanged 197 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 11028 members Mstep: Class 2 contains 33453 members Mstep: Class 3 contains 9041 members Mstep: Class 4 contains 3265 members Mstep: Class 5 contains 8110 members Mstep: Class 6 contains 4974 members Mstep: Class 7 contains 13345 members Mstep: Class 8 contains 1995 members Mstep: Class 9 contains 3878 members Mstep: Class 10 contains 91836 members Mstep: Class 11 contains 2766 members Mstep: Class 12 contains 3126 members Mstep: Class 13 contains 2199 members Mstep: Class 14 contains 25775 members Mstep: Class 15 contains 597 members Mstep: Class 16 contains 19985 members Mstep: Class 17 contains 962 members Mstep: Class 18 contains 8823 members Mstep: Class 19 contains 1231 members Mstep: Class 20 contains 9704 members Mstep: Class 21 contains 65709 members Mstep: Class 22 contains 1086 members Mstep: Class 23 contains 40548 members Mstep: Class 24 contains 353 members Mstep: Class 25 contains 8015 members Mstep: Class 26 contains 114 members Mstep: Class 27 contains 22611 members Mstep: Class 28 contains 3373 members Mstep: Class 29 contains 11282 members Mstep: Class 30 contains 3173 members Mstep: Class 31 contains 4770 members Mstep: Class 32 contains 108 members Mstep: Class 33 contains 1429 members Mstep: Class 34 contains 11456 members Mstep: Class 35 contains 1870 members Mstep: Class 36 contains 244 members Entering Unmasked Estep ConsiderDeletion Score: -22982514.000000 Penalty: 21255.964844 Iteration 189Q: 37 clusters Score -2.298251e+07 nChanged 202 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 11026 members Mstep: Class 2 contains 33501 members Mstep: Class 3 contains 9042 members Mstep: Class 4 contains 3266 members Mstep: Class 5 contains 8111 members Mstep: Class 6 contains 4959 members Mstep: Class 7 contains 13341 members Mstep: Class 8 contains 1995 members Mstep: Class 9 contains 3878 members Mstep: Class 10 contains 91757 members Mstep: Class 11 contains 2767 members Mstep: Class 12 contains 3126 members Mstep: Class 13 contains 2199 members Mstep: Class 14 contains 25793 members Mstep: Class 15 contains 597 members Mstep: Class 16 contains 19987 members Mstep: Class 17 contains 962 members Mstep: Class 18 contains 8849 members Mstep: Class 19 contains 1231 members Mstep: Class 20 contains 9692 members Mstep: Class 21 contains 65719 members Mstep: Class 22 contains 1086 members Mstep: Class 23 contains 40547 members Mstep: Class 24 contains 355 members Mstep: Class 25 contains 8020 members Mstep: Class 26 contains 114 members Mstep: Class 27 contains 22601 members Mstep: Class 28 contains 3378 members Mstep: Class 29 contains 11283 members Mstep: Class 30 contains 3168 members Mstep: Class 31 contains 4774 members Mstep: Class 32 contains 108 members Mstep: Class 33 contains 1432 members Mstep: Class 34 contains 11456 members Mstep: Class 35 contains 1870 members Mstep: Class 36 contains 244 members Entering Unmasked Estep ConsiderDeletion Score: -22982580.000000 Penalty: 21255.964844 Iteration 190Q: 37 clusters Score -2.298258e+07 nChanged 195 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 11025 members Mstep: Class 2 contains 33537 members Mstep: Class 3 contains 9045 members Mstep: Class 4 contains 3266 members Mstep: Class 5 contains 8119 members Mstep: Class 6 contains 4947 members Mstep: Class 7 contains 13341 members Mstep: Class 8 contains 1995 members Mstep: Class 9 contains 3878 members Mstep: Class 10 contains 91690 members Mstep: Class 11 contains 2768 members Mstep: Class 12 contains 3126 members Mstep: Class 13 contains 2199 members Mstep: Class 14 contains 25811 members Mstep: Class 15 contains 597 members Mstep: Class 16 contains 19986 members Mstep: Class 17 contains 962 members Mstep: Class 18 contains 8881 members Mstep: Class 19 contains 1231 members Mstep: Class 20 contains 9678 members Mstep: Class 21 contains 65723 members Mstep: Class 22 contains 1086 members Mstep: Class 23 contains 40546 members Mstep: Class 24 contains 356 members Mstep: Class 25 contains 8020 members Mstep: Class 26 contains 114 members Mstep: Class 27 contains 22593 members Mstep: Class 28 contains 3381 members Mstep: Class 29 contains 11285 members Mstep: Class 30 contains 3160 members Mstep: Class 31 contains 4775 members Mstep: Class 32 contains 108 members Mstep: Class 33 contains 1436 members Mstep: Class 34 contains 11456 members Mstep: Class 35 contains 1869 members Mstep: Class 36 contains 244 members Entering Unmasked Estep ConsiderDeletion Score: -22982566.000000 Penalty: 21255.964844 Iteration 191Q: 37 clusters Score -2.298257e+07 nChanged 196 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 11027 members Mstep: Class 2 contains 33581 members Mstep: Class 3 contains 9048 members Mstep: Class 4 contains 3265 members Mstep: Class 5 contains 8132 members Mstep: Class 6 contains 4932 members Mstep: Class 7 contains 13338 members Mstep: Class 8 contains 1995 members Mstep: Class 9 contains 3878 members Mstep: Class 10 contains 91620 members Mstep: Class 11 contains 2770 members Mstep: Class 12 contains 3126 members Mstep: Class 13 contains 2199 members Mstep: Class 14 contains 25827 members Mstep: Class 15 contains 597 members Mstep: Class 16 contains 19989 members Mstep: Class 17 contains 962 members Mstep: Class 18 contains 8906 members Mstep: Class 19 contains 1231 members Mstep: Class 20 contains 9663 members Mstep: Class 21 contains 65723 members Mstep: Class 22 contains 1086 members Mstep: Class 23 contains 40546 members Mstep: Class 24 contains 356 members Mstep: Class 25 contains 8016 members Mstep: Class 26 contains 114 members Mstep: Class 27 contains 22590 members Mstep: Class 28 contains 3382 members Mstep: Class 29 contains 11284 members Mstep: Class 30 contains 3156 members Mstep: Class 31 contains 4778 members Mstep: Class 32 contains 108 members Mstep: Class 33 contains 1440 members Mstep: Class 34 contains 11456 members Mstep: Class 35 contains 1869 members Mstep: Class 36 contains 244 members Entering Unmasked Estep ConsiderDeletion Score: -22982548.000000 Penalty: 21255.964844 Iteration 192Q: 37 clusters Score -2.298255e+07 nChanged 184 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 11027 members Mstep: Class 2 contains 33619 members Mstep: Class 3 contains 9050 members Mstep: Class 4 contains 3264 members Mstep: Class 5 contains 8142 members Mstep: Class 6 contains 4920 members Mstep: Class 7 contains 13335 members Mstep: Class 8 contains 1995 members Mstep: Class 9 contains 3879 members Mstep: Class 10 contains 91560 members Mstep: Class 11 contains 2771 members Mstep: Class 12 contains 3126 members Mstep: Class 13 contains 2199 members Mstep: Class 14 contains 25846 members Mstep: Class 15 contains 598 members Mstep: Class 16 contains 19988 members Mstep: Class 17 contains 962 members Mstep: Class 18 contains 8926 members Mstep: Class 19 contains 1231 members Mstep: Class 20 contains 9650 members Mstep: Class 21 contains 65718 members Mstep: Class 22 contains 1086 members Mstep: Class 23 contains 40546 members Mstep: Class 24 contains 356 members Mstep: Class 25 contains 8016 members Mstep: Class 26 contains 114 members Mstep: Class 27 contains 22593 members Mstep: Class 28 contains 3381 members Mstep: Class 29 contains 11283 members Mstep: Class 30 contains 3152 members Mstep: Class 31 contains 4780 members Mstep: Class 32 contains 108 members Mstep: Class 33 contains 1444 members Mstep: Class 34 contains 11456 members Mstep: Class 35 contains 1869 members Mstep: Class 36 contains 244 members Entering Unmasked Estep ConsiderDeletion Score: -22982566.000000 Penalty: 21255.964844 Iteration 193Q: 37 clusters Score -2.298257e+07 nChanged 166 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 11028 members Mstep: Class 2 contains 33660 members Mstep: Class 3 contains 9052 members Mstep: Class 4 contains 3263 members Mstep: Class 5 contains 8146 members Mstep: Class 6 contains 4902 members Mstep: Class 7 contains 13330 members Mstep: Class 8 contains 1995 members Mstep: Class 9 contains 3880 members Mstep: Class 10 contains 91492 members Mstep: Class 11 contains 2776 members Mstep: Class 12 contains 3126 members Mstep: Class 13 contains 2199 members Mstep: Class 14 contains 25862 members Mstep: Class 15 contains 598 members Mstep: Class 16 contains 19990 members Mstep: Class 17 contains 962 members Mstep: Class 18 contains 8944 members Mstep: Class 19 contains 1231 members Mstep: Class 20 contains 9638 members Mstep: Class 21 contains 65723 members Mstep: Class 22 contains 1086 members Mstep: Class 23 contains 40546 members Mstep: Class 24 contains 356 members Mstep: Class 25 contains 8014 members Mstep: Class 26 contains 114 members Mstep: Class 27 contains 22590 members Mstep: Class 28 contains 3379 members Mstep: Class 29 contains 11285 members Mstep: Class 30 contains 3159 members Mstep: Class 31 contains 4784 members Mstep: Class 32 contains 108 members Mstep: Class 33 contains 1447 members Mstep: Class 34 contains 11456 members Mstep: Class 35 contains 1869 members Mstep: Class 36 contains 244 members Entering Unmasked Estep ConsiderDeletion Score: -22982570.000000 Penalty: 21255.964844 Iteration 194Q: 37 clusters Score -2.298257e+07 nChanged 175 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 11029 members Mstep: Class 2 contains 33701 members Mstep: Class 3 contains 9059 members Mstep: Class 4 contains 3263 members Mstep: Class 5 contains 8155 members Mstep: Class 6 contains 4882 members Mstep: Class 7 contains 13326 members Mstep: Class 8 contains 1995 members Mstep: Class 9 contains 3880 members Mstep: Class 10 contains 91417 members Mstep: Class 11 contains 2778 members Mstep: Class 12 contains 3127 members Mstep: Class 13 contains 2199 members Mstep: Class 14 contains 25884 members Mstep: Class 15 contains 598 members Mstep: Class 16 contains 19991 members Mstep: Class 17 contains 962 members Mstep: Class 18 contains 8961 members Mstep: Class 19 contains 1231 members Mstep: Class 20 contains 9624 members Mstep: Class 21 contains 65730 members Mstep: Class 22 contains 1086 members Mstep: Class 23 contains 40546 members Mstep: Class 24 contains 356 members Mstep: Class 25 contains 8014 members Mstep: Class 26 contains 114 members Mstep: Class 27 contains 22586 members Mstep: Class 28 contains 3377 members Mstep: Class 29 contains 11284 members Mstep: Class 30 contains 3163 members Mstep: Class 31 contains 4788 members Mstep: Class 32 contains 108 members Mstep: Class 33 contains 1450 members Mstep: Class 34 contains 11456 members Mstep: Class 35 contains 1870 members Mstep: Class 36 contains 244 members Entering Unmasked Estep ConsiderDeletion Score: -22982598.000000 Penalty: 21255.964844 Iteration 195Q: 37 clusters Score -2.29826e+07 nChanged 185 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 11031 members Mstep: Class 2 contains 33747 members Mstep: Class 3 contains 9062 members Mstep: Class 4 contains 3263 members Mstep: Class 5 contains 8162 members Mstep: Class 6 contains 4861 members Mstep: Class 7 contains 13323 members Mstep: Class 8 contains 1995 members Mstep: Class 9 contains 3881 members Mstep: Class 10 contains 91337 members Mstep: Class 11 contains 2780 members Mstep: Class 12 contains 3125 members Mstep: Class 13 contains 2199 members Mstep: Class 14 contains 25915 members Mstep: Class 15 contains 598 members Mstep: Class 16 contains 19990 members Mstep: Class 17 contains 962 members Mstep: Class 18 contains 8972 members Mstep: Class 19 contains 1231 members Mstep: Class 20 contains 9615 members Mstep: Class 21 contains 65742 members Mstep: Class 22 contains 1086 members Mstep: Class 23 contains 40546 members Mstep: Class 24 contains 356 members Mstep: Class 25 contains 8014 members Mstep: Class 26 contains 114 members Mstep: Class 27 contains 22582 members Mstep: Class 28 contains 3375 members Mstep: Class 29 contains 11284 members Mstep: Class 30 contains 3164 members Mstep: Class 31 contains 4791 members Mstep: Class 32 contains 108 members Mstep: Class 33 contains 1453 members Mstep: Class 34 contains 11456 members Mstep: Class 35 contains 1870 members Mstep: Class 36 contains 244 members Entering Unmasked Estep ConsiderDeletion Score: -22982588.000000 Penalty: 21255.964844 Iteration 196Q: 37 clusters Score -2.298259e+07 nChanged 196 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 11032 members Mstep: Class 2 contains 33787 members Mstep: Class 3 contains 9064 members Mstep: Class 4 contains 3262 members Mstep: Class 5 contains 8166 members Mstep: Class 6 contains 4838 members Mstep: Class 7 contains 13320 members Mstep: Class 8 contains 1995 members Mstep: Class 9 contains 3881 members Mstep: Class 10 contains 91257 members Mstep: Class 11 contains 2780 members Mstep: Class 12 contains 3124 members Mstep: Class 13 contains 2199 members Mstep: Class 14 contains 25962 members Mstep: Class 15 contains 597 members Mstep: Class 16 contains 19985 members Mstep: Class 17 contains 962 members Mstep: Class 18 contains 8982 members Mstep: Class 19 contains 1231 members Mstep: Class 20 contains 9608 members Mstep: Class 21 contains 65757 members Mstep: Class 22 contains 1086 members Mstep: Class 23 contains 40545 members Mstep: Class 24 contains 356 members Mstep: Class 25 contains 8015 members Mstep: Class 26 contains 114 members Mstep: Class 27 contains 22574 members Mstep: Class 28 contains 3374 members Mstep: Class 29 contains 11285 members Mstep: Class 30 contains 3163 members Mstep: Class 31 contains 4795 members Mstep: Class 32 contains 108 members Mstep: Class 33 contains 1459 members Mstep: Class 34 contains 11456 members Mstep: Class 35 contains 1871 members Mstep: Class 36 contains 244 members Entering Unmasked Estep ConsiderDeletion Score: -22982604.000000 Penalty: 21255.964844 Iteration 197Q: 37 clusters Score -2.29826e+07 nChanged 201 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 11035 members Mstep: Class 2 contains 33821 members Mstep: Class 3 contains 9068 members Mstep: Class 4 contains 3261 members Mstep: Class 5 contains 8168 members Mstep: Class 6 contains 4813 members Mstep: Class 7 contains 13317 members Mstep: Class 8 contains 1995 members Mstep: Class 9 contains 3880 members Mstep: Class 10 contains 91176 members Mstep: Class 11 contains 2782 members Mstep: Class 12 contains 3125 members Mstep: Class 13 contains 2199 members Mstep: Class 14 contains 26005 members Mstep: Class 15 contains 597 members Mstep: Class 16 contains 19981 members Mstep: Class 17 contains 962 members Mstep: Class 18 contains 8990 members Mstep: Class 19 contains 1231 members Mstep: Class 20 contains 9600 members Mstep: Class 21 contains 65775 members Mstep: Class 22 contains 1086 members Mstep: Class 23 contains 40544 members Mstep: Class 24 contains 356 members Mstep: Class 25 contains 8015 members Mstep: Class 26 contains 114 members Mstep: Class 27 contains 22570 members Mstep: Class 28 contains 3374 members Mstep: Class 29 contains 11285 members Mstep: Class 30 contains 3165 members Mstep: Class 31 contains 4799 members Mstep: Class 32 contains 108 members Mstep: Class 33 contains 1466 members Mstep: Class 34 contains 11456 members Mstep: Class 35 contains 1871 members Mstep: Class 36 contains 244 members Entering Unmasked Estep ConsiderDeletion Score: -22982588.000000 Penalty: 21255.964844 Iteration 198Q: 37 clusters Score -2.298259e+07 nChanged 204 Entering ConstructFrom: Score: -22982588.000000 Penalty: 21255.964844 Entering ConstructFrom: Trying to split cluster 1 (11039 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11039 members Entering Unmasked Estep Score: -620559.625000 Penalty: 423.568146 Iteration 0F: 2 clusters Score -620559.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5472 members Mstep: Class 2 contains 5567 members Entering Unmasked Estep Score: -613197.687500 Penalty: 847.136292 Iteration 0F: 3 clusters Score -613197.7 nChanged 5063 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4891 members Mstep: Class 2 contains 6148 members Entering Unmasked Estep Score: -616275.312500 Penalty: 847.136292 Iteration 1F: 3 clusters Score -616275.3 nChanged 841 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4508 members Mstep: Class 2 contains 6531 members Entering Unmasked Estep Score: -616865.625000 Penalty: 847.136292 Iteration 2F: 3 clusters Score -616865.6 nChanged 939 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4017 members Mstep: Class 2 contains 7022 members Entering Unmasked Estep Score: -617624.125000 Penalty: 847.136292 Iteration 3F: 3 clusters Score -617624.1 nChanged 879 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3578 members Mstep: Class 2 contains 7461 members Entering Unmasked Estep Score: -618421.812500 Penalty: 847.136292 Iteration 4F: 3 clusters Score -618421.8 nChanged 759 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3245 members Mstep: Class 2 contains 7794 members Entering Unmasked Estep Score: -619164.250000 Penalty: 847.136292 Iteration 5F: 3 clusters Score -619164.2 nChanged 593 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3034 members Mstep: Class 2 contains 8005 members Entering Unmasked Estep Score: -619716.312500 Penalty: 847.136292 Iteration 6F: 3 clusters Score -619716.3 nChanged 376 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2924 members Mstep: Class 2 contains 8115 members Entering Unmasked Estep Score: -619942.000000 Penalty: 847.136292 Iteration 7Q: 3 clusters Score -619942 nChanged 214 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2834 members Mstep: Class 2 contains 8205 members Entering Unmasked Estep Score: -620043.625000 Penalty: 847.136292 Iteration 8Q: 3 clusters Score -620043.6 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2748 members Mstep: Class 2 contains 8291 members Entering Unmasked Estep Score: -620110.125000 Penalty: 847.136292 Iteration 9Q: 3 clusters Score -620110.1 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2674 members Mstep: Class 2 contains 8365 members Entering Unmasked Estep Score: -620148.437500 Penalty: 847.136292 Iteration 10Q: 3 clusters Score -620148.4 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2611 members Mstep: Class 2 contains 8428 members Entering Unmasked Estep Score: -620170.812500 Penalty: 847.136292 Iteration 11Q: 3 clusters Score -620170.8 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2559 members Mstep: Class 2 contains 8480 members Entering Unmasked Estep Score: -620191.187500 Penalty: 847.136292 Iteration 12Q: 3 clusters Score -620191.2 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2517 members Mstep: Class 2 contains 8522 members Entering Unmasked Estep Score: -620203.875000 Penalty: 847.136292 Iteration 13Q: 3 clusters Score -620203.9 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2478 members Mstep: Class 2 contains 8561 members Entering Unmasked Estep Score: -620213.875000 Penalty: 847.136292 Iteration 14Q: 3 clusters Score -620213.9 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2439 members Mstep: Class 2 contains 8600 members Entering Unmasked Estep Score: -620222.875000 Penalty: 847.136292 Iteration 15Q: 3 clusters Score -620222.9 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2403 members Mstep: Class 2 contains 8636 members Entering Unmasked Estep Score: -620229.562500 Penalty: 847.136292 Iteration 16Q: 3 clusters Score -620229.6 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2363 members Mstep: Class 2 contains 8676 members Entering Unmasked Estep Score: -620235.312500 Penalty: 847.136292 Iteration 17Q: 3 clusters Score -620235.3 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2328 members Mstep: Class 2 contains 8711 members Entering Unmasked Estep Score: -620241.562500 Penalty: 847.136292 Iteration 18Q: 3 clusters Score -620241.6 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2302 members Mstep: Class 2 contains 8737 members Entering Unmasked Estep Score: -620244.437500 Penalty: 847.136292 Iteration 19Q: 3 clusters Score -620244.4 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2274 members Mstep: Class 2 contains 8765 members Entering Unmasked Estep Score: -620249.187500 Penalty: 847.136292 Iteration 20F: 3 clusters Score -620249.2 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2244 members Mstep: Class 2 contains 8795 members Entering Unmasked Estep Score: -620252.875000 Penalty: 847.136292 Iteration 21Q: 3 clusters Score -620252.9 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2211 members Mstep: Class 2 contains 8828 members Entering Unmasked Estep Score: -620257.500000 Penalty: 847.136292 Iteration 22Q: 3 clusters Score -620257.5 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2190 members Mstep: Class 2 contains 8849 members Entering Unmasked Estep Score: -620258.937500 Penalty: 847.136292 Iteration 23Q: 3 clusters Score -620258.9 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2178 members Mstep: Class 2 contains 8861 members Entering Unmasked Estep Score: -620259.375000 Penalty: 847.136292 Iteration 24Q: 3 clusters Score -620259.4 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2163 members Mstep: Class 2 contains 8876 members Entering Unmasked Estep Score: -620260.437500 Penalty: 847.136292 Iteration 25Q: 3 clusters Score -620260.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2155 members Mstep: Class 2 contains 8884 members Entering Unmasked Estep Score: -620262.375000 Penalty: 847.136292 Iteration 26Q: 3 clusters Score -620262.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2146 members Mstep: Class 2 contains 8893 members Entering Unmasked Estep Score: -620264.125000 Penalty: 847.136292 Iteration 27Q: 3 clusters Score -620264.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2138 members Mstep: Class 2 contains 8901 members Entering Unmasked Estep Score: -620263.375000 Penalty: 847.136292 Iteration 28Q: 3 clusters Score -620263.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2133 members Mstep: Class 2 contains 8906 members Entering Unmasked Estep Score: -620263.750000 Penalty: 847.136292 Iteration 29Q: 3 clusters Score -620263.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2129 members Mstep: Class 2 contains 8910 members Entering Unmasked Estep Score: -620264.562500 Penalty: 847.136292 Iteration 30Q: 3 clusters Score -620264.6 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2120 members Mstep: Class 2 contains 8919 members Entering Unmasked Estep Score: -620265.750000 Penalty: 847.136292 Iteration 31Q: 3 clusters Score -620265.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2110 members Mstep: Class 2 contains 8929 members Entering Unmasked Estep Score: -620266.312500 Penalty: 847.136292 Iteration 32Q: 3 clusters Score -620266.3 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2098 members Mstep: Class 2 contains 8941 members Entering Unmasked Estep Score: -620265.562500 Penalty: 847.136292 Iteration 33Q: 3 clusters Score -620265.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2088 members Mstep: Class 2 contains 8951 members Entering Unmasked Estep Score: -620268.125000 Penalty: 847.136292 Iteration 34Q: 3 clusters Score -620268.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2078 members Mstep: Class 2 contains 8961 members Entering Unmasked Estep Score: -620268.250000 Penalty: 847.136292 Iteration 35Q: 3 clusters Score -620268.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2066 members Mstep: Class 2 contains 8973 members Entering Unmasked Estep Score: -620270.500000 Penalty: 847.136292 Iteration 36Q: 3 clusters Score -620270.5 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2058 members Mstep: Class 2 contains 8981 members Entering Unmasked Estep Score: -620270.937500 Penalty: 847.136292 Iteration 37Q: 3 clusters Score -620270.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2051 members Mstep: Class 2 contains 8988 members Entering Unmasked Estep Score: -620271.687500 Penalty: 847.136292 Iteration 38Q: 3 clusters Score -620271.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2047 members Mstep: Class 2 contains 8992 members Entering Unmasked Estep Score: -620271.937500 Penalty: 847.136292 Iteration 39Q: 3 clusters Score -620271.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2038 members Mstep: Class 2 contains 9001 members Entering Unmasked Estep Score: -620272.000000 Penalty: 847.136292 Iteration 40F: 3 clusters Score -620272 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2026 members Mstep: Class 2 contains 9013 members Entering Unmasked Estep Score: -620273.875000 Penalty: 847.136292 Iteration 41Q: 3 clusters Score -620273.9 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2014 members Mstep: Class 2 contains 9025 members Entering Unmasked Estep Score: -620274.750000 Penalty: 847.136292 Iteration 42Q: 3 clusters Score -620274.8 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2003 members Mstep: Class 2 contains 9036 members Entering Unmasked Estep Score: -620275.937500 Penalty: 847.136292 Iteration 43Q: 3 clusters Score -620275.9 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1980 members Mstep: Class 2 contains 9059 members Entering Unmasked Estep Score: -620280.250000 Penalty: 847.136292 Iteration 44Q: 3 clusters Score -620280.2 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1957 members Mstep: Class 2 contains 9082 members Entering Unmasked Estep Score: -620284.312500 Penalty: 847.136292 Iteration 45Q: 3 clusters Score -620284.3 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1935 members Mstep: Class 2 contains 9104 members Entering Unmasked Estep Score: -620285.562500 Penalty: 847.136292 Iteration 46Q: 3 clusters Score -620285.6 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1915 members Mstep: Class 2 contains 9124 members Entering Unmasked Estep Score: -620287.187500 Penalty: 847.136292 Iteration 47Q: 3 clusters Score -620287.2 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1901 members Mstep: Class 2 contains 9138 members Entering Unmasked Estep Score: -620288.437500 Penalty: 847.136292 Iteration 48Q: 3 clusters Score -620288.4 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1887 members Mstep: Class 2 contains 9152 members Entering Unmasked Estep Score: -620292.750000 Penalty: 847.136292 Iteration 49Q: 3 clusters Score -620292.8 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1873 members Mstep: Class 2 contains 9166 members Entering Unmasked Estep Score: -620295.000000 Penalty: 847.136292 Iteration 50Q: 3 clusters Score -620295 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1858 members Mstep: Class 2 contains 9181 members Entering Unmasked Estep Score: -620299.000000 Penalty: 847.136292 Iteration 51Q: 3 clusters Score -620299 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1841 members Mstep: Class 2 contains 9198 members Entering Unmasked Estep Score: -620302.437500 Penalty: 847.136292 Iteration 52Q: 3 clusters Score -620302.4 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1825 members Mstep: Class 2 contains 9214 members Entering Unmasked Estep Score: -620305.000000 Penalty: 847.136292 Iteration 53Q: 3 clusters Score -620305 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1806 members Mstep: Class 2 contains 9233 members Entering Unmasked Estep Score: -620309.687500 Penalty: 847.136292 Iteration 54Q: 3 clusters Score -620309.7 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1781 members Mstep: Class 2 contains 9258 members Entering Unmasked Estep Score: -620314.625000 Penalty: 847.136292 Iteration 55Q: 3 clusters Score -620314.6 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1759 members Mstep: Class 2 contains 9280 members Entering Unmasked Estep Score: -620315.125000 Penalty: 847.136292 Iteration 56Q: 3 clusters Score -620315.1 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1746 members Mstep: Class 2 contains 9293 members Entering Unmasked Estep Score: -620315.937500 Penalty: 847.136292 Iteration 57Q: 3 clusters Score -620315.9 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1729 members Mstep: Class 2 contains 9310 members Entering Unmasked Estep Score: -620318.750000 Penalty: 847.136292 Iteration 58Q: 3 clusters Score -620318.8 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1708 members Mstep: Class 2 contains 9331 members Entering Unmasked Estep Score: -620322.500000 Penalty: 847.136292 Iteration 59Q: 3 clusters Score -620322.5 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1691 members Mstep: Class 2 contains 9348 members Entering Unmasked Estep Score: -620324.937500 Penalty: 847.136292 Iteration 60F: 3 clusters Score -620324.9 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1669 members Mstep: Class 2 contains 9370 members Entering Unmasked Estep Score: -620329.062500 Penalty: 847.136292 Iteration 61Q: 3 clusters Score -620329.1 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1648 members Mstep: Class 2 contains 9391 members Entering Unmasked Estep Score: -620333.937500 Penalty: 847.136292 Iteration 62Q: 3 clusters Score -620333.9 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1623 members Mstep: Class 2 contains 9416 members Entering Unmasked Estep Score: -620338.062500 Penalty: 847.136292 Iteration 63Q: 3 clusters Score -620338.1 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1609 members Mstep: Class 2 contains 9430 members Entering Unmasked Estep Score: -620342.250000 Penalty: 847.136292 Iteration 64Q: 3 clusters Score -620342.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1597 members Mstep: Class 2 contains 9442 members Entering Unmasked Estep Score: -620344.750000 Penalty: 847.136292 Iteration 65Q: 3 clusters Score -620344.8 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1575 members Mstep: Class 2 contains 9464 members Entering Unmasked Estep Score: -620348.687500 Penalty: 847.136292 Iteration 66Q: 3 clusters Score -620348.7 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1553 members Mstep: Class 2 contains 9486 members Entering Unmasked Estep Score: -620352.625000 Penalty: 847.136292 Iteration 67Q: 3 clusters Score -620352.6 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1542 members Mstep: Class 2 contains 9497 members Entering Unmasked Estep Score: -620352.437500 Penalty: 847.136292 Iteration 68Q: 3 clusters Score -620352.4 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1532 members Mstep: Class 2 contains 9507 members Entering Unmasked Estep Score: -620353.437500 Penalty: 847.136292 Iteration 69Q: 3 clusters Score -620353.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1524 members Mstep: Class 2 contains 9515 members Entering Unmasked Estep Score: -620354.937500 Penalty: 847.136292 Iteration 70Q: 3 clusters Score -620354.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1515 members Mstep: Class 2 contains 9524 members Entering Unmasked Estep Score: -620356.250000 Penalty: 847.136292 Iteration 71Q: 3 clusters Score -620356.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1507 members Mstep: Class 2 contains 9532 members Entering Unmasked Estep Score: -620357.687500 Penalty: 847.136292 Iteration 72Q: 3 clusters Score -620357.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1499 members Mstep: Class 2 contains 9540 members Entering Unmasked Estep Score: -620357.937500 Penalty: 847.136292 Iteration 73Q: 3 clusters Score -620357.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1494 members Mstep: Class 2 contains 9545 members Entering Unmasked Estep Score: -620358.375000 Penalty: 847.136292 Iteration 74Q: 3 clusters Score -620358.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1489 members Mstep: Class 2 contains 9550 members Entering Unmasked Estep Score: -620357.625000 Penalty: 847.136292 Iteration 75Q: 3 clusters Score -620357.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1488 members Mstep: Class 2 contains 9551 members Entering Unmasked Estep Score: -620358.500000 Penalty: 847.136292 Iteration 76Q: 3 clusters Score -620358.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1485 members Mstep: Class 2 contains 9554 members Entering Unmasked Estep Score: -620359.375000 Penalty: 847.136292 Iteration 77Q: 3 clusters Score -620359.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1483 members Mstep: Class 2 contains 9556 members Entering Unmasked Estep Score: -620358.812500 Penalty: 847.136292 Iteration 78Q: 3 clusters Score -620358.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1482 members Mstep: Class 2 contains 9557 members Entering Unmasked Estep Score: -620358.812500 Penalty: 847.136292 Iteration 79Q: 3 clusters Score -620358.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1482 members Mstep: Class 2 contains 9557 members Entering Unmasked Estep Score: -620358.812500 Penalty: 847.136292 Iteration 80F: 3 clusters Score -620358.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (33857 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33857 members Entering Unmasked Estep Score: -1883874.250000 Penalty: 474.560486 Iteration 0F: 2 clusters Score -1883874 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16882 members Mstep: Class 2 contains 16975 members Entering Unmasked Estep Score: -1861152.750000 Penalty: 949.120972 Iteration 0F: 3 clusters Score -1861153 nChanged 16312 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15350 members Mstep: Class 2 contains 18507 members Entering Unmasked Estep Score: -1870847.000000 Penalty: 949.120972 Iteration 1F: 3 clusters Score -1870847 nChanged 1809 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14261 members Mstep: Class 2 contains 19596 members Entering Unmasked Estep Score: -1871634.375000 Penalty: 949.120972 Iteration 2F: 3 clusters Score -1871634 nChanged 2057 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12788 members Mstep: Class 2 contains 21069 members Entering Unmasked Estep Score: -1872777.250000 Penalty: 949.120972 Iteration 3F: 3 clusters Score -1872777 nChanged 2231 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11025 members Mstep: Class 2 contains 22832 members Entering Unmasked Estep Score: -1874353.750000 Penalty: 949.120972 Iteration 4F: 3 clusters Score -1874354 nChanged 2245 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9216 members Mstep: Class 2 contains 24641 members Entering Unmasked Estep Score: -1876285.375000 Penalty: 949.120972 Iteration 5F: 3 clusters Score -1876285 nChanged 1964 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7672 members Mstep: Class 2 contains 26185 members Entering Unmasked Estep Score: -1878116.125000 Penalty: 949.120972 Iteration 6F: 3 clusters Score -1878116 nChanged 1498 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6534 members Mstep: Class 2 contains 27323 members Entering Unmasked Estep Score: -1879360.875000 Penalty: 949.120972 Iteration 7Q: 3 clusters Score -1879361 nChanged 1105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5657 members Mstep: Class 2 contains 28200 members Entering Unmasked Estep Score: -1880023.500000 Penalty: 949.120972 Iteration 8Q: 3 clusters Score -1880024 nChanged 840 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4867 members Mstep: Class 2 contains 28990 members Entering Unmasked Estep Score: -1880494.125000 Penalty: 949.120972 Iteration 9Q: 3 clusters Score -1880494 nChanged 747 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4130 members Mstep: Class 2 contains 29727 members Entering Unmasked Estep Score: -1880920.875000 Penalty: 949.120972 Iteration 10Q: 3 clusters Score -1880921 nChanged 677 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3453 members Mstep: Class 2 contains 30404 members Entering Unmasked Estep Score: -1881323.500000 Penalty: 949.120972 Iteration 11Q: 3 clusters Score -1881324 nChanged 621 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2832 members Mstep: Class 2 contains 31025 members Entering Unmasked Estep Score: -1881710.125000 Penalty: 949.120972 Iteration 12Q: 3 clusters Score -1881710 nChanged 542 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2290 members Mstep: Class 2 contains 31567 members Entering Unmasked Estep Score: -1882043.750000 Penalty: 949.120972 Iteration 13Q: 3 clusters Score -1882044 nChanged 476 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1814 members Mstep: Class 2 contains 32043 members Entering Unmasked Estep Score: -1882333.875000 Penalty: 949.120972 Iteration 14Q: 3 clusters Score -1882334 nChanged 392 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1422 members Mstep: Class 2 contains 32435 members Entering Unmasked Estep Score: -1882577.375000 Penalty: 949.120972 Iteration 15Q: 3 clusters Score -1882577 nChanged 353 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1069 members Mstep: Class 2 contains 32788 members Entering Unmasked Estep Score: -1882826.250000 Penalty: 949.120972 Iteration 16Q: 3 clusters Score -1882826 nChanged 264 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 805 members Mstep: Class 2 contains 33052 members Entering Unmasked Estep Score: -1883014.500000 Penalty: 949.120972 Iteration 17Q: 3 clusters Score -1883014 nChanged 213 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 594 members Mstep: Class 2 contains 33263 members Entering Unmasked Estep Score: -1883186.250000 Penalty: 949.120972 Iteration 18Q: 3 clusters Score -1883186 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 453 members Mstep: Class 2 contains 33404 members Entering Unmasked Estep Score: -1883289.875000 Penalty: 949.120972 Iteration 19Q: 3 clusters Score -1883290 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 381 members Mstep: Class 2 contains 33476 members Entering Unmasked Estep Score: -1883345.000000 Penalty: 949.120972 Iteration 20F: 3 clusters Score -1883345 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 325 members Mstep: Class 2 contains 33532 members Entering Unmasked Estep Score: -1883387.375000 Penalty: 949.120972 Iteration 21Q: 3 clusters Score -1883387 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 289 members Mstep: Class 2 contains 33568 members Entering Unmasked Estep Score: -1883411.750000 Penalty: 949.120972 Iteration 22Q: 3 clusters Score -1883412 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 259 members Mstep: Class 2 contains 33598 members Entering Unmasked Estep Score: -1883440.250000 Penalty: 949.120972 Iteration 23Q: 3 clusters Score -1883440 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 251 members Mstep: Class 2 contains 33606 members Entering Unmasked Estep Score: -1883449.750000 Penalty: 949.120972 Iteration 24Q: 3 clusters Score -1883450 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 246 members Mstep: Class 2 contains 33611 members Entering Unmasked Estep Score: -1883460.250000 Penalty: 949.120972 Iteration 25Q: 3 clusters Score -1883460 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 240 members Mstep: Class 2 contains 33617 members Entering Unmasked Estep Score: -1883463.625000 Penalty: 949.120972 Iteration 26Q: 3 clusters Score -1883464 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 233 members Mstep: Class 2 contains 33624 members Entering Unmasked Estep Score: -1883465.500000 Penalty: 949.120972 Iteration 27Q: 3 clusters Score -1883466 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 225 members Mstep: Class 2 contains 33632 members Entering Unmasked Estep Score: -1883469.875000 Penalty: 949.120972 Iteration 28Q: 3 clusters Score -1883470 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 222 members Mstep: Class 2 contains 33635 members Entering Unmasked Estep Score: -1883469.625000 Penalty: 949.120972 Iteration 29Q: 3 clusters Score -1883470 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 220 members Mstep: Class 2 contains 33637 members Entering Unmasked Estep Score: -1883469.000000 Penalty: 949.120972 Iteration 30Q: 3 clusters Score -1883469 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 220 members Mstep: Class 2 contains 33637 members Entering Unmasked Estep Score: -1883469.000000 Penalty: 949.120972 Iteration 31F: 3 clusters Score -1883469 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (9070 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9070 members Entering Unmasked Estep Score: -497987.437500 Penalty: 414.629089 Iteration 0F: 2 clusters Score -497987.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4517 members Mstep: Class 2 contains 4553 members Entering Unmasked Estep Score: -492014.406250 Penalty: 829.258179 Iteration 0F: 3 clusters Score -492014.4 nChanged 4177 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3784 members Mstep: Class 2 contains 5286 members Entering Unmasked Estep Score: -494617.875000 Penalty: 829.258179 Iteration 1F: 3 clusters Score -494617.9 nChanged 682 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3370 members Mstep: Class 2 contains 5700 members Entering Unmasked Estep Score: -495006.562500 Penalty: 829.258179 Iteration 2F: 3 clusters Score -495006.6 nChanged 693 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2911 members Mstep: Class 2 contains 6159 members Entering Unmasked Estep Score: -495428.281250 Penalty: 829.258179 Iteration 3F: 3 clusters Score -495428.3 nChanged 573 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2506 members Mstep: Class 2 contains 6564 members Entering Unmasked Estep Score: -495777.562500 Penalty: 829.258179 Iteration 4F: 3 clusters Score -495777.6 nChanged 499 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2115 members Mstep: Class 2 contains 6955 members Entering Unmasked Estep Score: -496090.093750 Penalty: 829.258179 Iteration 5F: 3 clusters Score -496090.1 nChanged 455 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1700 members Mstep: Class 2 contains 7370 members Entering Unmasked Estep Score: -496403.218750 Penalty: 829.258179 Iteration 6F: 3 clusters Score -496403.2 nChanged 399 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1321 members Mstep: Class 2 contains 7749 members Entering Unmasked Estep Score: -496675.093750 Penalty: 829.258179 Iteration 7Q: 3 clusters Score -496675.1 nChanged 351 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 972 members Mstep: Class 2 contains 8098 members Entering Unmasked Estep Score: -496924.843750 Penalty: 829.258179 Iteration 8Q: 3 clusters Score -496924.8 nChanged 315 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 657 members Mstep: Class 2 contains 8413 members Entering Unmasked Estep Score: -497160.000000 Penalty: 829.258179 Iteration 9Q: 3 clusters Score -497160 nChanged 232 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 425 members Mstep: Class 2 contains 8645 members Entering Unmasked Estep Score: -497349.781250 Penalty: 829.258179 Iteration 10Q: 3 clusters Score -497349.8 nChanged 160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 265 members Mstep: Class 2 contains 8805 members Entering Unmasked Estep Score: -497471.562500 Penalty: 829.258179 Iteration 11Q: 3 clusters Score -497471.6 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 188 members Mstep: Class 2 contains 8882 members Entering Unmasked Estep Score: -497533.656250 Penalty: 829.258179 Iteration 12Q: 3 clusters Score -497533.7 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 157 members Mstep: Class 2 contains 8913 members Entering Unmasked Estep Score: -497561.250000 Penalty: 829.258179 Iteration 13Q: 3 clusters Score -497561.2 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 142 members Mstep: Class 2 contains 8928 members Entering Unmasked Estep Score: -497588.656250 Penalty: 829.258179 Iteration 14Q: 3 clusters Score -497588.7 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 123 members Mstep: Class 2 contains 8947 members Entering Unmasked Estep Score: -497608.718750 Penalty: 829.258179 Iteration 15Q: 3 clusters Score -497608.7 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 114 members Mstep: Class 2 contains 8956 members Entering Unmasked Estep Score: -497618.343750 Penalty: 829.258179 Iteration 16Q: 3 clusters Score -497618.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 111 members Mstep: Class 2 contains 8959 members Entering Unmasked Estep Score: -497625.187500 Penalty: 829.258179 Iteration 17Q: 3 clusters Score -497625.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 108 members Mstep: Class 2 contains 8962 members Entering Unmasked Estep Score: -497627.906250 Penalty: 829.258179 Iteration 18Q: 3 clusters Score -497627.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 105 members Mstep: Class 2 contains 8965 members Entering Unmasked Estep Score: -497628.875000 Penalty: 829.258179 Iteration 19Q: 3 clusters Score -497628.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 105 members Mstep: Class 2 contains 8965 members Entering Unmasked Estep Score: -497628.875000 Penalty: 829.258179 Iteration 20F: 3 clusters Score -497628.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (3261 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3261 members Entering Unmasked Estep Score: -183095.781250 Penalty: 368.085419 Iteration 0F: 2 clusters Score -183095.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1623 members Mstep: Class 2 contains 1638 members Entering Unmasked Estep Score: -180816.500000 Penalty: 736.170837 Iteration 0F: 3 clusters Score -180816.5 nChanged 1436 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1661 members Mstep: Class 2 contains 1600 members Entering Unmasked Estep Score: -181637.421875 Penalty: 736.170837 Iteration 1F: 3 clusters Score -181637.4 nChanged 240 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1689 members Mstep: Class 2 contains 1572 members Entering Unmasked Estep Score: -181813.343750 Penalty: 736.170837 Iteration 2F: 3 clusters Score -181813.3 nChanged 231 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1726 members Mstep: Class 2 contains 1535 members Entering Unmasked Estep Score: -181987.625000 Penalty: 736.170837 Iteration 3F: 3 clusters Score -181987.6 nChanged 218 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1756 members Mstep: Class 2 contains 1505 members Entering Unmasked Estep Score: -182129.625000 Penalty: 736.170837 Iteration 4F: 3 clusters Score -182129.6 nChanged 167 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1755 members Mstep: Class 2 contains 1506 members Entering Unmasked Estep Score: -182236.875000 Penalty: 736.170837 Iteration 5F: 3 clusters Score -182236.9 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1740 members Mstep: Class 2 contains 1521 members Entering Unmasked Estep Score: -182328.046875 Penalty: 736.170837 Iteration 6Q: 3 clusters Score -182328 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1720 members Mstep: Class 2 contains 1541 members Entering Unmasked Estep Score: -182426.218750 Penalty: 736.170837 Iteration 7Q: 3 clusters Score -182426.2 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1704 members Mstep: Class 2 contains 1557 members Entering Unmasked Estep Score: -182514.921875 Penalty: 736.170837 Iteration 8Q: 3 clusters Score -182514.9 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1696 members Mstep: Class 2 contains 1565 members Entering Unmasked Estep Score: -182551.953125 Penalty: 736.170837 Iteration 9Q: 3 clusters Score -182552 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1697 members Mstep: Class 2 contains 1564 members Entering Unmasked Estep Score: -182574.765625 Penalty: 736.170837 Iteration 10Q: 3 clusters Score -182574.8 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1700 members Mstep: Class 2 contains 1561 members Entering Unmasked Estep Score: -182592.015625 Penalty: 736.170837 Iteration 11Q: 3 clusters Score -182592 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1709 members Mstep: Class 2 contains 1552 members Entering Unmasked Estep Score: -182605.703125 Penalty: 736.170837 Iteration 12Q: 3 clusters Score -182605.7 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1723 members Mstep: Class 2 contains 1538 members Entering Unmasked Estep Score: -182618.593750 Penalty: 736.170837 Iteration 13Q: 3 clusters Score -182618.6 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1742 members Mstep: Class 2 contains 1519 members Entering Unmasked Estep Score: -182631.187500 Penalty: 736.170837 Iteration 14Q: 3 clusters Score -182631.2 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1761 members Mstep: Class 2 contains 1500 members Entering Unmasked Estep Score: -182641.515625 Penalty: 736.170837 Iteration 15Q: 3 clusters Score -182641.5 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1779 members Mstep: Class 2 contains 1482 members Entering Unmasked Estep Score: -182651.359375 Penalty: 736.170837 Iteration 16Q: 3 clusters Score -182651.4 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1799 members Mstep: Class 2 contains 1462 members Entering Unmasked Estep Score: -182658.171875 Penalty: 736.170837 Iteration 17Q: 3 clusters Score -182658.2 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1827 members Mstep: Class 2 contains 1434 members Entering Unmasked Estep Score: -182665.937500 Penalty: 736.170837 Iteration 18Q: 3 clusters Score -182665.9 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1852 members Mstep: Class 2 contains 1409 members Entering Unmasked Estep Score: -182672.468750 Penalty: 736.170837 Iteration 19Q: 3 clusters Score -182672.5 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1873 members Mstep: Class 2 contains 1388 members Entering Unmasked Estep Score: -182677.828125 Penalty: 736.170837 Iteration 20F: 3 clusters Score -182677.8 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1896 members Mstep: Class 2 contains 1365 members Entering Unmasked Estep Score: -182685.312500 Penalty: 736.170837 Iteration 21Q: 3 clusters Score -182685.3 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1924 members Mstep: Class 2 contains 1337 members Entering Unmasked Estep Score: -182695.578125 Penalty: 736.170837 Iteration 22Q: 3 clusters Score -182695.6 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1944 members Mstep: Class 2 contains 1317 members Entering Unmasked Estep Score: -182701.390625 Penalty: 736.170837 Iteration 23Q: 3 clusters Score -182701.4 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1963 members Mstep: Class 2 contains 1298 members Entering Unmasked Estep Score: -182705.171875 Penalty: 736.170837 Iteration 24Q: 3 clusters Score -182705.2 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1978 members Mstep: Class 2 contains 1283 members Entering Unmasked Estep Score: -182706.765625 Penalty: 736.170837 Iteration 25Q: 3 clusters Score -182706.8 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1991 members Mstep: Class 2 contains 1270 members Entering Unmasked Estep Score: -182708.859375 Penalty: 736.170837 Iteration 26Q: 3 clusters Score -182708.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1998 members Mstep: Class 2 contains 1263 members Entering Unmasked Estep Score: -182710.578125 Penalty: 736.170837 Iteration 27Q: 3 clusters Score -182710.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2003 members Mstep: Class 2 contains 1258 members Entering Unmasked Estep Score: -182712.093750 Penalty: 736.170837 Iteration 28Q: 3 clusters Score -182712.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2008 members Mstep: Class 2 contains 1253 members Entering Unmasked Estep Score: -182714.203125 Penalty: 736.170837 Iteration 29Q: 3 clusters Score -182714.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2017 members Mstep: Class 2 contains 1244 members Entering Unmasked Estep Score: -182716.140625 Penalty: 736.170837 Iteration 30Q: 3 clusters Score -182716.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2025 members Mstep: Class 2 contains 1236 members Entering Unmasked Estep Score: -182717.187500 Penalty: 736.170837 Iteration 31Q: 3 clusters Score -182717.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2031 members Mstep: Class 2 contains 1230 members Entering Unmasked Estep Score: -182718.421875 Penalty: 736.170837 Iteration 32Q: 3 clusters Score -182718.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2035 members Mstep: Class 2 contains 1226 members Entering Unmasked Estep Score: -182718.906250 Penalty: 736.170837 Iteration 33Q: 3 clusters Score -182718.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2039 members Mstep: Class 2 contains 1222 members Entering Unmasked Estep Score: -182719.437500 Penalty: 736.170837 Iteration 34Q: 3 clusters Score -182719.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2041 members Mstep: Class 2 contains 1220 members Entering Unmasked Estep Score: -182719.765625 Penalty: 736.170837 Iteration 35Q: 3 clusters Score -182719.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2043 members Mstep: Class 2 contains 1218 members Entering Unmasked Estep Score: -182719.984375 Penalty: 736.170837 Iteration 36Q: 3 clusters Score -182720 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2045 members Mstep: Class 2 contains 1216 members Entering Unmasked Estep Score: -182720.203125 Penalty: 736.170837 Iteration 37Q: 3 clusters Score -182720.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2047 members Mstep: Class 2 contains 1214 members Entering Unmasked Estep Score: -182720.515625 Penalty: 736.170837 Iteration 38Q: 3 clusters Score -182720.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2047 members Mstep: Class 2 contains 1214 members Entering Unmasked Estep Score: -182720.515625 Penalty: 736.170837 Iteration 39F: 3 clusters Score -182720.5 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (8170 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8170 members Entering Unmasked Estep Score: -426640.031250 Penalty: 409.874207 Iteration 0F: 2 clusters Score -426640 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4125 members Mstep: Class 2 contains 4045 members Entering Unmasked Estep Score: -421201.250000 Penalty: 819.748413 Iteration 0F: 3 clusters Score -421201.2 nChanged 3739 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4664 members Mstep: Class 2 contains 3506 members Entering Unmasked Estep Score: -423745.312500 Penalty: 819.748413 Iteration 1F: 3 clusters Score -423745.3 nChanged 660 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4978 members Mstep: Class 2 contains 3192 members Entering Unmasked Estep Score: -424087.281250 Penalty: 819.748413 Iteration 2F: 3 clusters Score -424087.3 nChanged 529 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5299 members Mstep: Class 2 contains 2871 members Entering Unmasked Estep Score: -424377.687500 Penalty: 819.748413 Iteration 3F: 3 clusters Score -424377.7 nChanged 510 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5679 members Mstep: Class 2 contains 2491 members Entering Unmasked Estep Score: -424672.343750 Penalty: 819.748413 Iteration 4F: 3 clusters Score -424672.3 nChanged 436 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6067 members Mstep: Class 2 contains 2103 members Entering Unmasked Estep Score: -424939.312500 Penalty: 819.748413 Iteration 5F: 3 clusters Score -424939.3 nChanged 398 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6455 members Mstep: Class 2 contains 1715 members Entering Unmasked Estep Score: -425203.750000 Penalty: 819.748413 Iteration 6Q: 3 clusters Score -425203.8 nChanged 349 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6800 members Mstep: Class 2 contains 1370 members Entering Unmasked Estep Score: -425430.062500 Penalty: 819.748413 Iteration 7Q: 3 clusters Score -425430.1 nChanged 301 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7099 members Mstep: Class 2 contains 1071 members Entering Unmasked Estep Score: -425634.906250 Penalty: 819.748413 Iteration 8Q: 3 clusters Score -425634.9 nChanged 268 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7367 members Mstep: Class 2 contains 803 members Entering Unmasked Estep Score: -425842.843750 Penalty: 819.748413 Iteration 9Q: 3 clusters Score -425842.8 nChanged 192 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7559 members Mstep: Class 2 contains 611 members Entering Unmasked Estep Score: -425998.062500 Penalty: 819.748413 Iteration 10Q: 3 clusters Score -425998.1 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7692 members Mstep: Class 2 contains 478 members Entering Unmasked Estep Score: -426105.843750 Penalty: 819.748413 Iteration 11Q: 3 clusters Score -426105.8 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7776 members Mstep: Class 2 contains 394 members Entering Unmasked Estep Score: -426170.562500 Penalty: 819.748413 Iteration 12Q: 3 clusters Score -426170.6 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7835 members Mstep: Class 2 contains 335 members Entering Unmasked Estep Score: -426230.718750 Penalty: 819.748413 Iteration 13Q: 3 clusters Score -426230.7 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7871 members Mstep: Class 2 contains 299 members Entering Unmasked Estep Score: -426277.375000 Penalty: 819.748413 Iteration 14Q: 3 clusters Score -426277.4 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7892 members Mstep: Class 2 contains 278 members Entering Unmasked Estep Score: -426304.718750 Penalty: 819.748413 Iteration 15Q: 3 clusters Score -426304.7 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7904 members Mstep: Class 2 contains 266 members Entering Unmasked Estep Score: -426317.187500 Penalty: 819.748413 Iteration 16Q: 3 clusters Score -426317.2 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7916 members Mstep: Class 2 contains 254 members Entering Unmasked Estep Score: -426324.781250 Penalty: 819.748413 Iteration 17Q: 3 clusters Score -426324.8 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7927 members Mstep: Class 2 contains 243 members Entering Unmasked Estep Score: -426327.781250 Penalty: 819.748413 Iteration 18Q: 3 clusters Score -426327.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7933 members Mstep: Class 2 contains 237 members Entering Unmasked Estep Score: -426330.031250 Penalty: 819.748413 Iteration 19Q: 3 clusters Score -426330 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7935 members Mstep: Class 2 contains 235 members Entering Unmasked Estep Score: -426329.500000 Penalty: 819.748413 Iteration 20F: 3 clusters Score -426329.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7935 members Mstep: Class 2 contains 235 members Entering Unmasked Estep Score: -426330.375000 Penalty: 819.748413 Iteration 21Q: 3 clusters Score -426330.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7937 members Mstep: Class 2 contains 233 members Entering Unmasked Estep Score: -426331.062500 Penalty: 819.748413 Iteration 22Q: 3 clusters Score -426331.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7940 members Mstep: Class 2 contains 230 members Entering Unmasked Estep Score: -426331.031250 Penalty: 819.748413 Iteration 23Q: 3 clusters Score -426331 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7941 members Mstep: Class 2 contains 229 members Entering Unmasked Estep Score: -426331.125000 Penalty: 819.748413 Iteration 24Q: 3 clusters Score -426331.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7941 members Mstep: Class 2 contains 229 members Entering Unmasked Estep Score: -426331.125000 Penalty: 819.748413 Iteration 25F: 3 clusters Score -426331.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (4793 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4793 members Entering Unmasked Estep Score: -275833.281250 Penalty: 385.608490 Iteration 0F: 2 clusters Score -275833.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2378 members Mstep: Class 2 contains 2415 members Entering Unmasked Estep Score: -272584.875000 Penalty: 771.216980 Iteration 0F: 3 clusters Score -272584.9 nChanged 2109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2281 members Mstep: Class 2 contains 2512 members Entering Unmasked Estep Score: -273768.812500 Penalty: 771.216980 Iteration 1F: 3 clusters Score -273768.8 nChanged 321 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2234 members Mstep: Class 2 contains 2559 members Entering Unmasked Estep Score: -273999.937500 Penalty: 771.216980 Iteration 2F: 3 clusters Score -273999.9 nChanged 336 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2242 members Mstep: Class 2 contains 2551 members Entering Unmasked Estep Score: -274292.000000 Penalty: 771.216980 Iteration 3F: 3 clusters Score -274292 nChanged 360 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2276 members Mstep: Class 2 contains 2517 members Entering Unmasked Estep Score: -274616.718750 Penalty: 771.216980 Iteration 4F: 3 clusters Score -274616.7 nChanged 303 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2311 members Mstep: Class 2 contains 2482 members Entering Unmasked Estep Score: -274866.093750 Penalty: 771.216980 Iteration 5F: 3 clusters Score -274866.1 nChanged 240 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2313 members Mstep: Class 2 contains 2480 members Entering Unmasked Estep Score: -275025.250000 Penalty: 771.216980 Iteration 6F: 3 clusters Score -275025.2 nChanged 169 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2328 members Mstep: Class 2 contains 2465 members Entering Unmasked Estep Score: -275118.125000 Penalty: 771.216980 Iteration 7Q: 3 clusters Score -275118.1 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2350 members Mstep: Class 2 contains 2443 members Entering Unmasked Estep Score: -275189.625000 Penalty: 771.216980 Iteration 8Q: 3 clusters Score -275189.6 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2379 members Mstep: Class 2 contains 2414 members Entering Unmasked Estep Score: -275246.812500 Penalty: 771.216980 Iteration 9Q: 3 clusters Score -275246.8 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2413 members Mstep: Class 2 contains 2380 members Entering Unmasked Estep Score: -275286.156250 Penalty: 771.216980 Iteration 10Q: 3 clusters Score -275286.2 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2447 members Mstep: Class 2 contains 2346 members Entering Unmasked Estep Score: -275320.187500 Penalty: 771.216980 Iteration 11Q: 3 clusters Score -275320.2 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2472 members Mstep: Class 2 contains 2321 members Entering Unmasked Estep Score: -275346.906250 Penalty: 771.216980 Iteration 12Q: 3 clusters Score -275346.9 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2499 members Mstep: Class 2 contains 2294 members Entering Unmasked Estep Score: -275372.125000 Penalty: 771.216980 Iteration 13Q: 3 clusters Score -275372.1 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2526 members Mstep: Class 2 contains 2267 members Entering Unmasked Estep Score: -275390.156250 Penalty: 771.216980 Iteration 14Q: 3 clusters Score -275390.2 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2552 members Mstep: Class 2 contains 2241 members Entering Unmasked Estep Score: -275401.437500 Penalty: 771.216980 Iteration 15Q: 3 clusters Score -275401.4 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2578 members Mstep: Class 2 contains 2215 members Entering Unmasked Estep Score: -275413.281250 Penalty: 771.216980 Iteration 16Q: 3 clusters Score -275413.3 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2608 members Mstep: Class 2 contains 2185 members Entering Unmasked Estep Score: -275422.968750 Penalty: 771.216980 Iteration 17Q: 3 clusters Score -275423 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2641 members Mstep: Class 2 contains 2152 members Entering Unmasked Estep Score: -275431.468750 Penalty: 771.216980 Iteration 18Q: 3 clusters Score -275431.5 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2673 members Mstep: Class 2 contains 2120 members Entering Unmasked Estep Score: -275438.937500 Penalty: 771.216980 Iteration 19Q: 3 clusters Score -275438.9 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2703 members Mstep: Class 2 contains 2090 members Entering Unmasked Estep Score: -275446.156250 Penalty: 771.216980 Iteration 20F: 3 clusters Score -275446.2 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2726 members Mstep: Class 2 contains 2067 members Entering Unmasked Estep Score: -275451.406250 Penalty: 771.216980 Iteration 21Q: 3 clusters Score -275451.4 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2752 members Mstep: Class 2 contains 2041 members Entering Unmasked Estep Score: -275456.812500 Penalty: 771.216980 Iteration 22Q: 3 clusters Score -275456.8 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2766 members Mstep: Class 2 contains 2027 members Entering Unmasked Estep Score: -275460.187500 Penalty: 771.216980 Iteration 23Q: 3 clusters Score -275460.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2774 members Mstep: Class 2 contains 2019 members Entering Unmasked Estep Score: -275462.156250 Penalty: 771.216980 Iteration 24Q: 3 clusters Score -275462.2 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2784 members Mstep: Class 2 contains 2009 members Entering Unmasked Estep Score: -275465.156250 Penalty: 771.216980 Iteration 25Q: 3 clusters Score -275465.2 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2790 members Mstep: Class 2 contains 2003 members Entering Unmasked Estep Score: -275468.843750 Penalty: 771.216980 Iteration 26Q: 3 clusters Score -275468.8 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2796 members Mstep: Class 2 contains 1997 members Entering Unmasked Estep Score: -275471.093750 Penalty: 771.216980 Iteration 27Q: 3 clusters Score -275471.1 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2802 members Mstep: Class 2 contains 1991 members Entering Unmasked Estep Score: -275473.187500 Penalty: 771.216980 Iteration 28Q: 3 clusters Score -275473.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2805 members Mstep: Class 2 contains 1988 members Entering Unmasked Estep Score: -275474.031250 Penalty: 771.216980 Iteration 29Q: 3 clusters Score -275474 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2810 members Mstep: Class 2 contains 1983 members Entering Unmasked Estep Score: -275475.437500 Penalty: 771.216980 Iteration 30Q: 3 clusters Score -275475.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2815 members Mstep: Class 2 contains 1978 members Entering Unmasked Estep Score: -275474.875000 Penalty: 771.216980 Iteration 31Q: 3 clusters Score -275474.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2817 members Mstep: Class 2 contains 1976 members Entering Unmasked Estep Score: -275475.562500 Penalty: 771.216980 Iteration 32Q: 3 clusters Score -275475.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2820 members Mstep: Class 2 contains 1973 members Entering Unmasked Estep Score: -275475.281250 Penalty: 771.216980 Iteration 33Q: 3 clusters Score -275475.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2823 members Mstep: Class 2 contains 1970 members Entering Unmasked Estep Score: -275476.156250 Penalty: 771.216980 Iteration 34Q: 3 clusters Score -275476.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2825 members Mstep: Class 2 contains 1968 members Entering Unmasked Estep Score: -275475.625000 Penalty: 771.216980 Iteration 35Q: 3 clusters Score -275475.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2827 members Mstep: Class 2 contains 1966 members Entering Unmasked Estep Score: -275476.718750 Penalty: 771.216980 Iteration 36Q: 3 clusters Score -275476.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2831 members Mstep: Class 2 contains 1962 members Entering Unmasked Estep Score: -275476.906250 Penalty: 771.216980 Iteration 37Q: 3 clusters Score -275476.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2835 members Mstep: Class 2 contains 1958 members Entering Unmasked Estep Score: -275477.906250 Penalty: 771.216980 Iteration 38Q: 3 clusters Score -275477.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2837 members Mstep: Class 2 contains 1956 members Entering Unmasked Estep Score: -275477.281250 Penalty: 771.216980 Iteration 39Q: 3 clusters Score -275477.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2837 members Mstep: Class 2 contains 1956 members Entering Unmasked Estep Score: -275477.281250 Penalty: 771.216980 Iteration 40F: 3 clusters Score -275477.3 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (13311 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13311 members Entering Unmasked Estep Score: -739490.625000 Penalty: 432.083771 Iteration 0F: 2 clusters Score -739490.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6654 members Mstep: Class 2 contains 6657 members Entering Unmasked Estep Score: -730560.812500 Penalty: 864.167542 Iteration 0F: 3 clusters Score -730560.8 nChanged 6390 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6912 members Mstep: Class 2 contains 6399 members Entering Unmasked Estep Score: -734210.937500 Penalty: 864.167542 Iteration 1F: 3 clusters Score -734210.9 nChanged 757 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7105 members Mstep: Class 2 contains 6206 members Entering Unmasked Estep Score: -734622.000000 Penalty: 864.167542 Iteration 2F: 3 clusters Score -734622 nChanged 864 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7305 members Mstep: Class 2 contains 6006 members Entering Unmasked Estep Score: -735227.812500 Penalty: 864.167542 Iteration 3F: 3 clusters Score -735227.8 nChanged 940 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7533 members Mstep: Class 2 contains 5778 members Entering Unmasked Estep Score: -736011.500000 Penalty: 864.167542 Iteration 4F: 3 clusters Score -736011.5 nChanged 1046 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7783 members Mstep: Class 2 contains 5528 members Entering Unmasked Estep Score: -737054.250000 Penalty: 864.167542 Iteration 5F: 3 clusters Score -737054.2 nChanged 957 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7950 members Mstep: Class 2 contains 5361 members Entering Unmasked Estep Score: -738075.562500 Penalty: 864.167542 Iteration 6F: 3 clusters Score -738075.6 nChanged 690 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8042 members Mstep: Class 2 contains 5269 members Entering Unmasked Estep Score: -738660.125000 Penalty: 864.167542 Iteration 7F: 3 clusters Score -738660.1 nChanged 417 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8141 members Mstep: Class 2 contains 5170 members Entering Unmasked Estep Score: -738961.000000 Penalty: 864.167542 Iteration 8Q: 3 clusters Score -738961 nChanged 270 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8239 members Mstep: Class 2 contains 5072 members Entering Unmasked Estep Score: -739119.250000 Penalty: 864.167542 Iteration 9Q: 3 clusters Score -739119.2 nChanged 188 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8313 members Mstep: Class 2 contains 4998 members Entering Unmasked Estep Score: -739197.062500 Penalty: 864.167542 Iteration 10Q: 3 clusters Score -739197.1 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8361 members Mstep: Class 2 contains 4950 members Entering Unmasked Estep Score: -739242.937500 Penalty: 864.167542 Iteration 11Q: 3 clusters Score -739242.9 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8412 members Mstep: Class 2 contains 4899 members Entering Unmasked Estep Score: -739268.687500 Penalty: 864.167542 Iteration 12Q: 3 clusters Score -739268.7 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8451 members Mstep: Class 2 contains 4860 members Entering Unmasked Estep Score: -739285.687500 Penalty: 864.167542 Iteration 13Q: 3 clusters Score -739285.7 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8482 members Mstep: Class 2 contains 4829 members Entering Unmasked Estep Score: -739291.437500 Penalty: 864.167542 Iteration 14Q: 3 clusters Score -739291.4 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8499 members Mstep: Class 2 contains 4812 members Entering Unmasked Estep Score: -739294.000000 Penalty: 864.167542 Iteration 15Q: 3 clusters Score -739294 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8523 members Mstep: Class 2 contains 4788 members Entering Unmasked Estep Score: -739295.187500 Penalty: 864.167542 Iteration 16Q: 3 clusters Score -739295.2 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8535 members Mstep: Class 2 contains 4776 members Entering Unmasked Estep Score: -739295.500000 Penalty: 864.167542 Iteration 17Q: 3 clusters Score -739295.5 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8546 members Mstep: Class 2 contains 4765 members Entering Unmasked Estep Score: -739296.125000 Penalty: 864.167542 Iteration 18Q: 3 clusters Score -739296.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8552 members Mstep: Class 2 contains 4759 members Entering Unmasked Estep Score: -739295.375000 Penalty: 864.167542 Iteration 19Q: 3 clusters Score -739295.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8555 members Mstep: Class 2 contains 4756 members Entering Unmasked Estep Score: -739294.812500 Penalty: 864.167542 Iteration 20F: 3 clusters Score -739294.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8557 members Mstep: Class 2 contains 4754 members Entering Unmasked Estep Score: -739296.437500 Penalty: 864.167542 Iteration 21Q: 3 clusters Score -739296.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8557 members Mstep: Class 2 contains 4754 members Entering Unmasked Estep Score: -739296.812500 Penalty: 864.167542 Iteration 22Q: 3 clusters Score -739296.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8557 members Mstep: Class 2 contains 4754 members Entering Unmasked Estep Score: -739297.000000 Penalty: 864.167542 Iteration 23Q: 3 clusters Score -739297 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8558 members Mstep: Class 2 contains 4753 members Entering Unmasked Estep Score: -739298.125000 Penalty: 864.167542 Iteration 24Q: 3 clusters Score -739298.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8558 members Mstep: Class 2 contains 4753 members Entering Unmasked Estep Score: -739298.125000 Penalty: 864.167542 Iteration 25F: 3 clusters Score -739298.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (1995 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1995 members Entering Unmasked Estep Score: -111368.875000 Penalty: 345.727173 Iteration 0F: 2 clusters Score -111368.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 977 members Mstep: Class 2 contains 1018 members Entering Unmasked Estep Score: -109963.140625 Penalty: 691.454346 Iteration 0F: 3 clusters Score -109963.1 nChanged 809 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 858 members Mstep: Class 2 contains 1137 members Entering Unmasked Estep Score: -110487.171875 Penalty: 691.454346 Iteration 1F: 3 clusters Score -110487.2 nChanged 168 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 798 members Mstep: Class 2 contains 1197 members Entering Unmasked Estep Score: -110609.164062 Penalty: 691.454346 Iteration 2F: 3 clusters Score -110609.2 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 763 members Mstep: Class 2 contains 1232 members Entering Unmasked Estep Score: -110689.539062 Penalty: 691.454346 Iteration 3F: 3 clusters Score -110689.5 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 726 members Mstep: Class 2 contains 1269 members Entering Unmasked Estep Score: -110763.085938 Penalty: 691.454346 Iteration 4F: 3 clusters Score -110763.1 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 704 members Mstep: Class 2 contains 1291 members Entering Unmasked Estep Score: -110808.156250 Penalty: 691.454346 Iteration 5Q: 3 clusters Score -110808.2 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 692 members Mstep: Class 2 contains 1303 members Entering Unmasked Estep Score: -110838.015625 Penalty: 691.454346 Iteration 6Q: 3 clusters Score -110838 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 690 members Mstep: Class 2 contains 1305 members Entering Unmasked Estep Score: -110857.390625 Penalty: 691.454346 Iteration 7Q: 3 clusters Score -110857.4 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 683 members Mstep: Class 2 contains 1312 members Entering Unmasked Estep Score: -110877.765625 Penalty: 691.454346 Iteration 8Q: 3 clusters Score -110877.8 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 685 members Mstep: Class 2 contains 1310 members Entering Unmasked Estep Score: -110896.570312 Penalty: 691.454346 Iteration 9Q: 3 clusters Score -110896.6 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 675 members Mstep: Class 2 contains 1320 members Entering Unmasked Estep Score: -110909.562500 Penalty: 691.454346 Iteration 10Q: 3 clusters Score -110909.6 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 662 members Mstep: Class 2 contains 1333 members Entering Unmasked Estep Score: -110917.312500 Penalty: 691.454346 Iteration 11Q: 3 clusters Score -110917.3 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 649 members Mstep: Class 2 contains 1346 members Entering Unmasked Estep Score: -110926.351562 Penalty: 691.454346 Iteration 12Q: 3 clusters Score -110926.4 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 631 members Mstep: Class 2 contains 1364 members Entering Unmasked Estep Score: -110936.789062 Penalty: 691.454346 Iteration 13Q: 3 clusters Score -110936.8 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 607 members Mstep: Class 2 contains 1388 members Entering Unmasked Estep Score: -110951.125000 Penalty: 691.454346 Iteration 14Q: 3 clusters Score -110951.1 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 584 members Mstep: Class 2 contains 1411 members Entering Unmasked Estep Score: -110970.734375 Penalty: 691.454346 Iteration 15Q: 3 clusters Score -110970.7 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 560 members Mstep: Class 2 contains 1435 members Entering Unmasked Estep Score: -110997.320312 Penalty: 691.454346 Iteration 16Q: 3 clusters Score -110997.3 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 540 members Mstep: Class 2 contains 1455 members Entering Unmasked Estep Score: -111021.546875 Penalty: 691.454346 Iteration 17Q: 3 clusters Score -111021.5 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 518 members Mstep: Class 2 contains 1477 members Entering Unmasked Estep Score: -111048.656250 Penalty: 691.454346 Iteration 18Q: 3 clusters Score -111048.7 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 506 members Mstep: Class 2 contains 1489 members Entering Unmasked Estep Score: -111078.671875 Penalty: 691.454346 Iteration 19Q: 3 clusters Score -111078.7 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 498 members Mstep: Class 2 contains 1497 members Entering Unmasked Estep Score: -111112.914062 Penalty: 691.454346 Iteration 20F: 3 clusters Score -111112.9 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 495 members Mstep: Class 2 contains 1500 members Entering Unmasked Estep Score: -111161.148438 Penalty: 691.454346 Iteration 21Q: 3 clusters Score -111161.1 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 494 members Mstep: Class 2 contains 1501 members Entering Unmasked Estep Score: -111198.281250 Penalty: 691.454346 Iteration 22Q: 3 clusters Score -111198.3 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 500 members Mstep: Class 2 contains 1495 members Entering Unmasked Estep Score: -111226.546875 Penalty: 691.454346 Iteration 23Q: 3 clusters Score -111226.5 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 513 members Mstep: Class 2 contains 1482 members Entering Unmasked Estep Score: -111248.632812 Penalty: 691.454346 Iteration 24Q: 3 clusters Score -111248.6 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 520 members Mstep: Class 2 contains 1475 members Entering Unmasked Estep Score: -111270.835938 Penalty: 691.454346 Iteration 25Q: 3 clusters Score -111270.8 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 531 members Mstep: Class 2 contains 1464 members Entering Unmasked Estep Score: -111285.796875 Penalty: 691.454346 Iteration 26Q: 3 clusters Score -111285.8 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 542 members Mstep: Class 2 contains 1453 members Entering Unmasked Estep Score: -111298.820312 Penalty: 691.454346 Iteration 27Q: 3 clusters Score -111298.8 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 552 members Mstep: Class 2 contains 1443 members Entering Unmasked Estep Score: -111312.710938 Penalty: 691.454346 Iteration 28Q: 3 clusters Score -111312.7 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 564 members Mstep: Class 2 contains 1431 members Entering Unmasked Estep Score: -111320.796875 Penalty: 691.454346 Iteration 29Q: 3 clusters Score -111320.8 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 568 members Mstep: Class 2 contains 1427 members Entering Unmasked Estep Score: -111326.898438 Penalty: 691.454346 Iteration 30Q: 3 clusters Score -111326.9 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 577 members Mstep: Class 2 contains 1418 members Entering Unmasked Estep Score: -111330.851562 Penalty: 691.454346 Iteration 31Q: 3 clusters Score -111330.9 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 584 members Mstep: Class 2 contains 1411 members Entering Unmasked Estep Score: -111334.375000 Penalty: 691.454346 Iteration 32Q: 3 clusters Score -111334.4 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 592 members Mstep: Class 2 contains 1403 members Entering Unmasked Estep Score: -111336.781250 Penalty: 691.454346 Iteration 33Q: 3 clusters Score -111336.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 600 members Mstep: Class 2 contains 1395 members Entering Unmasked Estep Score: -111339.437500 Penalty: 691.454346 Iteration 34Q: 3 clusters Score -111339.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 606 members Mstep: Class 2 contains 1389 members Entering Unmasked Estep Score: -111341.148438 Penalty: 691.454346 Iteration 35Q: 3 clusters Score -111341.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 610 members Mstep: Class 2 contains 1385 members Entering Unmasked Estep Score: -111342.320312 Penalty: 691.454346 Iteration 36Q: 3 clusters Score -111342.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 612 members Mstep: Class 2 contains 1383 members Entering Unmasked Estep Score: -111343.593750 Penalty: 691.454346 Iteration 37Q: 3 clusters Score -111343.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 613 members Mstep: Class 2 contains 1382 members Entering Unmasked Estep Score: -111343.992188 Penalty: 691.454346 Iteration 38Q: 3 clusters Score -111344 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 613 members Mstep: Class 2 contains 1382 members Entering Unmasked Estep Score: -111343.992188 Penalty: 691.454346 Iteration 39F: 3 clusters Score -111344 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (3880 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3880 members Entering Unmasked Estep Score: -231272.062500 Penalty: 375.993378 Iteration 0F: 2 clusters Score -231272.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1937 members Mstep: Class 2 contains 1943 members Entering Unmasked Estep Score: -228651.687500 Penalty: 751.986755 Iteration 0F: 3 clusters Score -228651.7 nChanged 1680 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1905 members Mstep: Class 2 contains 1975 members Entering Unmasked Estep Score: -229603.750000 Penalty: 751.986755 Iteration 1F: 3 clusters Score -229603.8 nChanged 225 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1894 members Mstep: Class 2 contains 1986 members Entering Unmasked Estep Score: -229696.640625 Penalty: 751.986755 Iteration 2F: 3 clusters Score -229696.6 nChanged 185 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1861 members Mstep: Class 2 contains 2019 members Entering Unmasked Estep Score: -229795.843750 Penalty: 751.986755 Iteration 3Q: 3 clusters Score -229795.8 nChanged 179 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1814 members Mstep: Class 2 contains 2066 members Entering Unmasked Estep Score: -229909.328125 Penalty: 751.986755 Iteration 4Q: 3 clusters Score -229909.3 nChanged 206 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1766 members Mstep: Class 2 contains 2114 members Entering Unmasked Estep Score: -230045.937500 Penalty: 751.986755 Iteration 5F: 3 clusters Score -230045.9 nChanged 207 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1709 members Mstep: Class 2 contains 2171 members Entering Unmasked Estep Score: -230188.765625 Penalty: 751.986755 Iteration 6F: 3 clusters Score -230188.8 nChanged 209 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1678 members Mstep: Class 2 contains 2202 members Entering Unmasked Estep Score: -230345.031250 Penalty: 751.986755 Iteration 7F: 3 clusters Score -230345 nChanged 220 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1686 members Mstep: Class 2 contains 2194 members Entering Unmasked Estep Score: -230498.171875 Penalty: 751.986755 Iteration 8F: 3 clusters Score -230498.2 nChanged 171 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1727 members Mstep: Class 2 contains 2153 members Entering Unmasked Estep Score: -230607.625000 Penalty: 751.986755 Iteration 9Q: 3 clusters Score -230607.6 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1777 members Mstep: Class 2 contains 2103 members Entering Unmasked Estep Score: -230678.812500 Penalty: 751.986755 Iteration 10Q: 3 clusters Score -230678.8 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1828 members Mstep: Class 2 contains 2052 members Entering Unmasked Estep Score: -230723.187500 Penalty: 751.986755 Iteration 11Q: 3 clusters Score -230723.2 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1880 members Mstep: Class 2 contains 2000 members Entering Unmasked Estep Score: -230753.531250 Penalty: 751.986755 Iteration 12Q: 3 clusters Score -230753.5 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1916 members Mstep: Class 2 contains 1964 members Entering Unmasked Estep Score: -230768.781250 Penalty: 751.986755 Iteration 13Q: 3 clusters Score -230768.8 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1941 members Mstep: Class 2 contains 1939 members Entering Unmasked Estep Score: -230774.343750 Penalty: 751.986755 Iteration 14Q: 3 clusters Score -230774.3 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1964 members Mstep: Class 2 contains 1916 members Entering Unmasked Estep Score: -230778.703125 Penalty: 751.986755 Iteration 15Q: 3 clusters Score -230778.7 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1985 members Mstep: Class 2 contains 1895 members Entering Unmasked Estep Score: -230782.703125 Penalty: 751.986755 Iteration 16Q: 3 clusters Score -230782.7 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1999 members Mstep: Class 2 contains 1881 members Entering Unmasked Estep Score: -230784.421875 Penalty: 751.986755 Iteration 17Q: 3 clusters Score -230784.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2007 members Mstep: Class 2 contains 1873 members Entering Unmasked Estep Score: -230784.953125 Penalty: 751.986755 Iteration 18Q: 3 clusters Score -230785 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2019 members Mstep: Class 2 contains 1861 members Entering Unmasked Estep Score: -230787.187500 Penalty: 751.986755 Iteration 19Q: 3 clusters Score -230787.2 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2031 members Mstep: Class 2 contains 1849 members Entering Unmasked Estep Score: -230791.484375 Penalty: 751.986755 Iteration 20F: 3 clusters Score -230791.5 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2046 members Mstep: Class 2 contains 1834 members Entering Unmasked Estep Score: -230797.515625 Penalty: 751.986755 Iteration 21Q: 3 clusters Score -230797.5 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2062 members Mstep: Class 2 contains 1818 members Entering Unmasked Estep Score: -230802.000000 Penalty: 751.986755 Iteration 22Q: 3 clusters Score -230802 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2076 members Mstep: Class 2 contains 1804 members Entering Unmasked Estep Score: -230805.312500 Penalty: 751.986755 Iteration 23Q: 3 clusters Score -230805.3 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2088 members Mstep: Class 2 contains 1792 members Entering Unmasked Estep Score: -230807.078125 Penalty: 751.986755 Iteration 24Q: 3 clusters Score -230807.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2097 members Mstep: Class 2 contains 1783 members Entering Unmasked Estep Score: -230807.937500 Penalty: 751.986755 Iteration 25Q: 3 clusters Score -230807.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2102 members Mstep: Class 2 contains 1778 members Entering Unmasked Estep Score: -230808.500000 Penalty: 751.986755 Iteration 26Q: 3 clusters Score -230808.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2104 members Mstep: Class 2 contains 1776 members Entering Unmasked Estep Score: -230808.546875 Penalty: 751.986755 Iteration 27Q: 3 clusters Score -230808.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2106 members Mstep: Class 2 contains 1774 members Entering Unmasked Estep Score: -230808.562500 Penalty: 751.986755 Iteration 28Q: 3 clusters Score -230808.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2110 members Mstep: Class 2 contains 1770 members Entering Unmasked Estep Score: -230809.562500 Penalty: 751.986755 Iteration 29Q: 3 clusters Score -230809.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2113 members Mstep: Class 2 contains 1767 members Entering Unmasked Estep Score: -230809.765625 Penalty: 751.986755 Iteration 30Q: 3 clusters Score -230809.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2115 members Mstep: Class 2 contains 1765 members Entering Unmasked Estep Score: -230810.515625 Penalty: 751.986755 Iteration 31Q: 3 clusters Score -230810.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2120 members Mstep: Class 2 contains 1760 members Entering Unmasked Estep Score: -230811.328125 Penalty: 751.986755 Iteration 32Q: 3 clusters Score -230811.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2124 members Mstep: Class 2 contains 1756 members Entering Unmasked Estep Score: -230811.015625 Penalty: 751.986755 Iteration 33Q: 3 clusters Score -230811 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2130 members Mstep: Class 2 contains 1750 members Entering Unmasked Estep Score: -230812.062500 Penalty: 751.986755 Iteration 34Q: 3 clusters Score -230812.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2136 members Mstep: Class 2 contains 1744 members Entering Unmasked Estep Score: -230812.828125 Penalty: 751.986755 Iteration 35Q: 3 clusters Score -230812.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2139 members Mstep: Class 2 contains 1741 members Entering Unmasked Estep Score: -230812.875000 Penalty: 751.986755 Iteration 36Q: 3 clusters Score -230812.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2141 members Mstep: Class 2 contains 1739 members Entering Unmasked Estep Score: -230812.968750 Penalty: 751.986755 Iteration 37Q: 3 clusters Score -230813 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2145 members Mstep: Class 2 contains 1735 members Entering Unmasked Estep Score: -230813.718750 Penalty: 751.986755 Iteration 38Q: 3 clusters Score -230813.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2149 members Mstep: Class 2 contains 1731 members Entering Unmasked Estep Score: -230813.937500 Penalty: 751.986755 Iteration 39Q: 3 clusters Score -230813.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2156 members Mstep: Class 2 contains 1724 members Entering Unmasked Estep Score: -230814.812500 Penalty: 751.986755 Iteration 40F: 3 clusters Score -230814.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2164 members Mstep: Class 2 contains 1716 members Entering Unmasked Estep Score: -230815.046875 Penalty: 751.986755 Iteration 41Q: 3 clusters Score -230815 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2176 members Mstep: Class 2 contains 1704 members Entering Unmasked Estep Score: -230816.171875 Penalty: 751.986755 Iteration 42Q: 3 clusters Score -230816.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2181 members Mstep: Class 2 contains 1699 members Entering Unmasked Estep Score: -230816.500000 Penalty: 751.986755 Iteration 43Q: 3 clusters Score -230816.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2188 members Mstep: Class 2 contains 1692 members Entering Unmasked Estep Score: -230817.875000 Penalty: 751.986755 Iteration 44Q: 3 clusters Score -230817.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2193 members Mstep: Class 2 contains 1687 members Entering Unmasked Estep Score: -230818.484375 Penalty: 751.986755 Iteration 45Q: 3 clusters Score -230818.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2198 members Mstep: Class 2 contains 1682 members Entering Unmasked Estep Score: -230819.515625 Penalty: 751.986755 Iteration 46Q: 3 clusters Score -230819.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2204 members Mstep: Class 2 contains 1676 members Entering Unmasked Estep Score: -230819.781250 Penalty: 751.986755 Iteration 47Q: 3 clusters Score -230819.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2208 members Mstep: Class 2 contains 1672 members Entering Unmasked Estep Score: -230820.203125 Penalty: 751.986755 Iteration 48Q: 3 clusters Score -230820.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2211 members Mstep: Class 2 contains 1669 members Entering Unmasked Estep Score: -230820.312500 Penalty: 751.986755 Iteration 49Q: 3 clusters Score -230820.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2215 members Mstep: Class 2 contains 1665 members Entering Unmasked Estep Score: -230820.406250 Penalty: 751.986755 Iteration 50Q: 3 clusters Score -230820.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2217 members Mstep: Class 2 contains 1663 members Entering Unmasked Estep Score: -230820.828125 Penalty: 751.986755 Iteration 51Q: 3 clusters Score -230820.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2219 members Mstep: Class 2 contains 1661 members Entering Unmasked Estep Score: -230820.937500 Penalty: 751.986755 Iteration 52Q: 3 clusters Score -230820.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2221 members Mstep: Class 2 contains 1659 members Entering Unmasked Estep Score: -230821.078125 Penalty: 751.986755 Iteration 53Q: 3 clusters Score -230821.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2224 members Mstep: Class 2 contains 1656 members Entering Unmasked Estep Score: -230821.375000 Penalty: 751.986755 Iteration 54Q: 3 clusters Score -230821.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2228 members Mstep: Class 2 contains 1652 members Entering Unmasked Estep Score: -230821.765625 Penalty: 751.986755 Iteration 55Q: 3 clusters Score -230821.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2230 members Mstep: Class 2 contains 1650 members Entering Unmasked Estep Score: -230821.953125 Penalty: 751.986755 Iteration 56Q: 3 clusters Score -230822 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2230 members Mstep: Class 2 contains 1650 members Entering Unmasked Estep Score: -230821.953125 Penalty: 751.986755 Iteration 57F: 3 clusters Score -230822 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (91093 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 91093 members Entering Unmasked Estep Score: -5140017.500000 Penalty: 519.593445 Iteration 0F: 2 clusters Score -5140018 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45386 members Mstep: Class 2 contains 45707 members Entering Unmasked Estep Score: -5078382.000000 Penalty: 1039.186890 Iteration 0F: 3 clusters Score -5078382 nChanged 44636 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39820 members Mstep: Class 2 contains 51273 members Entering Unmasked Estep Score: -5109360.500000 Penalty: 1039.186890 Iteration 1F: 3 clusters Score -5109360 nChanged 6084 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36598 members Mstep: Class 2 contains 54495 members Entering Unmasked Estep Score: -5112946.000000 Penalty: 1039.186890 Iteration 2F: 3 clusters Score -5112946 nChanged 6145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33009 members Mstep: Class 2 contains 58084 members Entering Unmasked Estep Score: -5116980.500000 Penalty: 1039.186890 Iteration 3F: 3 clusters Score -5116980 nChanged 5606 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29463 members Mstep: Class 2 contains 61630 members Entering Unmasked Estep Score: -5120897.000000 Penalty: 1039.186890 Iteration 4F: 3 clusters Score -5120897 nChanged 4797 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26480 members Mstep: Class 2 contains 64613 members Entering Unmasked Estep Score: -5124415.500000 Penalty: 1039.186890 Iteration 5F: 3 clusters Score -5124416 nChanged 3908 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24112 members Mstep: Class 2 contains 66981 members Entering Unmasked Estep Score: -5126955.000000 Penalty: 1039.186890 Iteration 6Q: 3 clusters Score -5126955 nChanged 2816 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22102 members Mstep: Class 2 contains 68991 members Entering Unmasked Estep Score: -5128388.000000 Penalty: 1039.186890 Iteration 7Q: 3 clusters Score -5128388 nChanged 2138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20146 members Mstep: Class 2 contains 70947 members Entering Unmasked Estep Score: -5129340.500000 Penalty: 1039.186890 Iteration 8Q: 3 clusters Score -5129340 nChanged 1950 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18202 members Mstep: Class 2 contains 72891 members Entering Unmasked Estep Score: -5130190.500000 Penalty: 1039.186890 Iteration 9Q: 3 clusters Score -5130190 nChanged 1936 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16266 members Mstep: Class 2 contains 74827 members Entering Unmasked Estep Score: -5131056.500000 Penalty: 1039.186890 Iteration 10Q: 3 clusters Score -5131056 nChanged 1907 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14359 members Mstep: Class 2 contains 76734 members Entering Unmasked Estep Score: -5131972.500000 Penalty: 1039.186890 Iteration 11Q: 3 clusters Score -5131972 nChanged 1925 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12434 members Mstep: Class 2 contains 78659 members Entering Unmasked Estep Score: -5132931.000000 Penalty: 1039.186890 Iteration 12Q: 3 clusters Score -5132931 nChanged 1772 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10662 members Mstep: Class 2 contains 80431 members Entering Unmasked Estep Score: -5133882.500000 Penalty: 1039.186890 Iteration 13Q: 3 clusters Score -5133882 nChanged 1633 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9029 members Mstep: Class 2 contains 82064 members Entering Unmasked Estep Score: -5134763.000000 Penalty: 1039.186890 Iteration 14Q: 3 clusters Score -5134763 nChanged 1476 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7553 members Mstep: Class 2 contains 83540 members Entering Unmasked Estep Score: -5135674.000000 Penalty: 1039.186890 Iteration 15Q: 3 clusters Score -5135674 nChanged 1343 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6210 members Mstep: Class 2 contains 84883 members Entering Unmasked Estep Score: -5136467.500000 Penalty: 1039.186890 Iteration 16Q: 3 clusters Score -5136468 nChanged 1143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5067 members Mstep: Class 2 contains 86026 members Entering Unmasked Estep Score: -5137123.000000 Penalty: 1039.186890 Iteration 17Q: 3 clusters Score -5137123 nChanged 1007 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4060 members Mstep: Class 2 contains 87033 members Entering Unmasked Estep Score: -5137729.000000 Penalty: 1039.186890 Iteration 18Q: 3 clusters Score -5137729 nChanged 783 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3277 members Mstep: Class 2 contains 87816 members Entering Unmasked Estep Score: -5138197.000000 Penalty: 1039.186890 Iteration 19Q: 3 clusters Score -5138197 nChanged 656 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2621 members Mstep: Class 2 contains 88472 members Entering Unmasked Estep Score: -5138605.500000 Penalty: 1039.186890 Iteration 20F: 3 clusters Score -5138606 nChanged 495 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2128 members Mstep: Class 2 contains 88965 members Entering Unmasked Estep Score: -5138846.000000 Penalty: 1039.186890 Iteration 21Q: 3 clusters Score -5138846 nChanged 386 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1742 members Mstep: Class 2 contains 89351 members Entering Unmasked Estep Score: -5139014.000000 Penalty: 1039.186890 Iteration 22Q: 3 clusters Score -5139014 nChanged 283 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1459 members Mstep: Class 2 contains 89634 members Entering Unmasked Estep Score: -5139143.500000 Penalty: 1039.186890 Iteration 23Q: 3 clusters Score -5139144 nChanged 216 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1245 members Mstep: Class 2 contains 89848 members Entering Unmasked Estep Score: -5139252.500000 Penalty: 1039.186890 Iteration 24Q: 3 clusters Score -5139252 nChanged 174 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1073 members Mstep: Class 2 contains 90020 members Entering Unmasked Estep Score: -5139337.500000 Penalty: 1039.186890 Iteration 25Q: 3 clusters Score -5139338 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 934 members Mstep: Class 2 contains 90159 members Entering Unmasked Estep Score: -5139398.500000 Penalty: 1039.186890 Iteration 26Q: 3 clusters Score -5139398 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 826 members Mstep: Class 2 contains 90267 members Entering Unmasked Estep Score: -5139454.500000 Penalty: 1039.186890 Iteration 27Q: 3 clusters Score -5139454 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 745 members Mstep: Class 2 contains 90348 members Entering Unmasked Estep Score: -5139497.000000 Penalty: 1039.186890 Iteration 28Q: 3 clusters Score -5139497 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 678 members Mstep: Class 2 contains 90415 members Entering Unmasked Estep Score: -5139531.000000 Penalty: 1039.186890 Iteration 29Q: 3 clusters Score -5139531 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 619 members Mstep: Class 2 contains 90474 members Entering Unmasked Estep Score: -5139560.500000 Penalty: 1039.186890 Iteration 30Q: 3 clusters Score -5139560 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 569 members Mstep: Class 2 contains 90524 members Entering Unmasked Estep Score: -5139574.500000 Penalty: 1039.186890 Iteration 31Q: 3 clusters Score -5139574 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 543 members Mstep: Class 2 contains 90550 members Entering Unmasked Estep Score: -5139579.500000 Penalty: 1039.186890 Iteration 32Q: 3 clusters Score -5139580 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 518 members Mstep: Class 2 contains 90575 members Entering Unmasked Estep Score: -5139576.000000 Penalty: 1039.186890 Iteration 33Q: 3 clusters Score -5139576 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 507 members Mstep: Class 2 contains 90586 members Entering Unmasked Estep Score: -5139586.500000 Penalty: 1039.186890 Iteration 34Q: 3 clusters Score -5139586 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 498 members Mstep: Class 2 contains 90595 members Entering Unmasked Estep Score: -5139591.500000 Penalty: 1039.186890 Iteration 35Q: 3 clusters Score -5139592 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 485 members Mstep: Class 2 contains 90608 members Entering Unmasked Estep Score: -5139594.000000 Penalty: 1039.186890 Iteration 36Q: 3 clusters Score -5139594 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 470 members Mstep: Class 2 contains 90623 members Entering Unmasked Estep Score: -5139596.000000 Penalty: 1039.186890 Iteration 37Q: 3 clusters Score -5139596 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 458 members Mstep: Class 2 contains 90635 members Entering Unmasked Estep Score: -5139596.500000 Penalty: 1039.186890 Iteration 38Q: 3 clusters Score -5139596 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 448 members Mstep: Class 2 contains 90645 members Entering Unmasked Estep Score: -5139603.000000 Penalty: 1039.186890 Iteration 39Q: 3 clusters Score -5139603 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 442 members Mstep: Class 2 contains 90651 members Entering Unmasked Estep Score: -5139607.500000 Penalty: 1039.186890 Iteration 40F: 3 clusters Score -5139608 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 435 members Mstep: Class 2 contains 90658 members Entering Unmasked Estep Score: -5139605.500000 Penalty: 1039.186890 Iteration 41Q: 3 clusters Score -5139606 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 429 members Mstep: Class 2 contains 90664 members Entering Unmasked Estep Score: -5139610.500000 Penalty: 1039.186890 Iteration 42Q: 3 clusters Score -5139610 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 424 members Mstep: Class 2 contains 90669 members Entering Unmasked Estep Score: -5139613.500000 Penalty: 1039.186890 Iteration 43Q: 3 clusters Score -5139614 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 411 members Mstep: Class 2 contains 90682 members Entering Unmasked Estep Score: -5139621.500000 Penalty: 1039.186890 Iteration 44Q: 3 clusters Score -5139622 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 403 members Mstep: Class 2 contains 90690 members Entering Unmasked Estep Score: -5139623.000000 Penalty: 1039.186890 Iteration 45Q: 3 clusters Score -5139623 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 391 members Mstep: Class 2 contains 90702 members Entering Unmasked Estep Score: -5139625.500000 Penalty: 1039.186890 Iteration 46Q: 3 clusters Score -5139626 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 387 members Mstep: Class 2 contains 90706 members Entering Unmasked Estep Score: -5139622.500000 Penalty: 1039.186890 Iteration 47Q: 3 clusters Score -5139622 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 380 members Mstep: Class 2 contains 90713 members Entering Unmasked Estep Score: -5139628.500000 Penalty: 1039.186890 Iteration 48Q: 3 clusters Score -5139628 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 373 members Mstep: Class 2 contains 90720 members Entering Unmasked Estep Score: -5139627.000000 Penalty: 1039.186890 Iteration 49Q: 3 clusters Score -5139627 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 366 members Mstep: Class 2 contains 90727 members Entering Unmasked Estep Score: -5139630.000000 Penalty: 1039.186890 Iteration 50Q: 3 clusters Score -5139630 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 359 members Mstep: Class 2 contains 90734 members Entering Unmasked Estep Score: -5139634.500000 Penalty: 1039.186890 Iteration 51Q: 3 clusters Score -5139634 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 352 members Mstep: Class 2 contains 90741 members Entering Unmasked Estep Score: -5139635.500000 Penalty: 1039.186890 Iteration 52Q: 3 clusters Score -5139636 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 350 members Mstep: Class 2 contains 90743 members Entering Unmasked Estep Score: -5139636.500000 Penalty: 1039.186890 Iteration 53Q: 3 clusters Score -5139636 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 349 members Mstep: Class 2 contains 90744 members Entering Unmasked Estep Score: -5139645.500000 Penalty: 1039.186890 Iteration 54Q: 3 clusters Score -5139646 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 349 members Mstep: Class 2 contains 90744 members Entering Unmasked Estep Score: -5139649.500000 Penalty: 1039.186890 Iteration 55Q: 3 clusters Score -5139650 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 350 members Mstep: Class 2 contains 90743 members Entering Unmasked Estep Score: -5139646.000000 Penalty: 1039.186890 Iteration 56Q: 3 clusters Score -5139646 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 349 members Mstep: Class 2 contains 90744 members Entering Unmasked Estep Score: -5139647.500000 Penalty: 1039.186890 Iteration 57Q: 3 clusters Score -5139648 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 348 members Mstep: Class 2 contains 90745 members Entering Unmasked Estep Score: -5139651.000000 Penalty: 1039.186890 Iteration 58Q: 3 clusters Score -5139651 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 345 members Mstep: Class 2 contains 90748 members Entering Unmasked Estep Score: -5139652.500000 Penalty: 1039.186890 Iteration 59Q: 3 clusters Score -5139652 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 342 members Mstep: Class 2 contains 90751 members Entering Unmasked Estep Score: -5139656.000000 Penalty: 1039.186890 Iteration 60F: 3 clusters Score -5139656 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 339 members Mstep: Class 2 contains 90754 members Entering Unmasked Estep Score: -5139654.500000 Penalty: 1039.186890 Iteration 61Q: 3 clusters Score -5139654 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 334 members Mstep: Class 2 contains 90759 members Entering Unmasked Estep Score: -5139658.500000 Penalty: 1039.186890 Iteration 62Q: 3 clusters Score -5139658 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 334 members Mstep: Class 2 contains 90759 members Entering Unmasked Estep Score: -5139659.500000 Penalty: 1039.186890 Iteration 63Q: 3 clusters Score -5139660 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 336 members Mstep: Class 2 contains 90757 members Entering Unmasked Estep Score: -5139659.000000 Penalty: 1039.186890 Iteration 64Q: 3 clusters Score -5139659 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 337 members Mstep: Class 2 contains 90756 members Entering Unmasked Estep Score: -5139658.000000 Penalty: 1039.186890 Iteration 65Q: 3 clusters Score -5139658 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 336 members Mstep: Class 2 contains 90757 members Entering Unmasked Estep Score: -5139659.500000 Penalty: 1039.186890 Iteration 66Q: 3 clusters Score -5139660 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 333 members Mstep: Class 2 contains 90760 members Entering Unmasked Estep Score: -5139662.000000 Penalty: 1039.186890 Iteration 67Q: 3 clusters Score -5139662 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 329 members Mstep: Class 2 contains 90764 members Entering Unmasked Estep Score: -5139664.500000 Penalty: 1039.186890 Iteration 68Q: 3 clusters Score -5139664 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 327 members Mstep: Class 2 contains 90766 members Entering Unmasked Estep Score: -5139664.000000 Penalty: 1039.186890 Iteration 69Q: 3 clusters Score -5139664 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 325 members Mstep: Class 2 contains 90768 members Entering Unmasked Estep Score: -5139664.500000 Penalty: 1039.186890 Iteration 70Q: 3 clusters Score -5139664 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 324 members Mstep: Class 2 contains 90769 members Entering Unmasked Estep Score: -5139664.500000 Penalty: 1039.186890 Iteration 71Q: 3 clusters Score -5139664 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 323 members Mstep: Class 2 contains 90770 members Entering Unmasked Estep Score: -5139662.000000 Penalty: 1039.186890 Iteration 72Q: 3 clusters Score -5139662 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 323 members Mstep: Class 2 contains 90770 members Entering Unmasked Estep Score: -5139662.000000 Penalty: 1039.186890 Iteration 73F: 3 clusters Score -5139662 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (2782 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2782 members Entering Unmasked Estep Score: -155002.250000 Penalty: 360.857117 Iteration 0F: 2 clusters Score -155002.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1364 members Mstep: Class 2 contains 1418 members Entering Unmasked Estep Score: -153069.984375 Penalty: 721.714233 Iteration 0F: 3 clusters Score -153070 nChanged 1172 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1244 members Mstep: Class 2 contains 1538 members Entering Unmasked Estep Score: -153674.875000 Penalty: 721.714233 Iteration 1F: 3 clusters Score -153674.9 nChanged 207 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1151 members Mstep: Class 2 contains 1631 members Entering Unmasked Estep Score: -153795.265625 Penalty: 721.714233 Iteration 2F: 3 clusters Score -153795.3 nChanged 196 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1029 members Mstep: Class 2 contains 1753 members Entering Unmasked Estep Score: -153918.937500 Penalty: 721.714233 Iteration 3F: 3 clusters Score -153918.9 nChanged 172 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 893 members Mstep: Class 2 contains 1889 members Entering Unmasked Estep Score: -154025.906250 Penalty: 721.714233 Iteration 4F: 3 clusters Score -154025.9 nChanged 168 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 751 members Mstep: Class 2 contains 2031 members Entering Unmasked Estep Score: -154148.296875 Penalty: 721.714233 Iteration 5F: 3 clusters Score -154148.3 nChanged 169 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 600 members Mstep: Class 2 contains 2182 members Entering Unmasked Estep Score: -154286.375000 Penalty: 721.714233 Iteration 6F: 3 clusters Score -154286.4 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 479 members Mstep: Class 2 contains 2303 members Entering Unmasked Estep Score: -154392.296875 Penalty: 721.714233 Iteration 7Q: 3 clusters Score -154392.3 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 385 members Mstep: Class 2 contains 2397 members Entering Unmasked Estep Score: -154473.968750 Penalty: 721.714233 Iteration 8Q: 3 clusters Score -154474 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 315 members Mstep: Class 2 contains 2467 members Entering Unmasked Estep Score: -154528.718750 Penalty: 721.714233 Iteration 9Q: 3 clusters Score -154528.7 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 265 members Mstep: Class 2 contains 2517 members Entering Unmasked Estep Score: -154570.265625 Penalty: 721.714233 Iteration 10Q: 3 clusters Score -154570.3 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 226 members Mstep: Class 2 contains 2556 members Entering Unmasked Estep Score: -154602.734375 Penalty: 721.714233 Iteration 11Q: 3 clusters Score -154602.7 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 201 members Mstep: Class 2 contains 2581 members Entering Unmasked Estep Score: -154632.687500 Penalty: 721.714233 Iteration 12Q: 3 clusters Score -154632.7 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 186 members Mstep: Class 2 contains 2596 members Entering Unmasked Estep Score: -154654.593750 Penalty: 721.714233 Iteration 13Q: 3 clusters Score -154654.6 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 167 members Mstep: Class 2 contains 2615 members Entering Unmasked Estep Score: -154675.562500 Penalty: 721.714233 Iteration 14Q: 3 clusters Score -154675.6 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 159 members Mstep: Class 2 contains 2623 members Entering Unmasked Estep Score: -154683.359375 Penalty: 721.714233 Iteration 15Q: 3 clusters Score -154683.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 156 members Mstep: Class 2 contains 2626 members Entering Unmasked Estep Score: -154685.296875 Penalty: 721.714233 Iteration 16Q: 3 clusters Score -154685.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 155 members Mstep: Class 2 contains 2627 members Entering Unmasked Estep Score: -154685.703125 Penalty: 721.714233 Iteration 17Q: 3 clusters Score -154685.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 154 members Mstep: Class 2 contains 2628 members Entering Unmasked Estep Score: -154686.390625 Penalty: 721.714233 Iteration 18Q: 3 clusters Score -154686.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 152 members Mstep: Class 2 contains 2630 members Entering Unmasked Estep Score: -154687.421875 Penalty: 721.714233 Iteration 19Q: 3 clusters Score -154687.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 152 members Mstep: Class 2 contains 2630 members Entering Unmasked Estep Score: -154687.421875 Penalty: 721.714233 Iteration 20F: 3 clusters Score -154687.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (3125 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3125 members Entering Unmasked Estep Score: -179701.390625 Penalty: 366.147125 Iteration 0F: 2 clusters Score -179701.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1575 members Mstep: Class 2 contains 1550 members Entering Unmasked Estep Score: -177560.968750 Penalty: 732.294250 Iteration 0F: 3 clusters Score -177561 nChanged 1351 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1436 members Mstep: Class 2 contains 1689 members Entering Unmasked Estep Score: -178375.875000 Penalty: 732.294250 Iteration 1F: 3 clusters Score -178375.9 nChanged 234 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1374 members Mstep: Class 2 contains 1751 members Entering Unmasked Estep Score: -178552.171875 Penalty: 732.294250 Iteration 2F: 3 clusters Score -178552.2 nChanged 237 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1321 members Mstep: Class 2 contains 1804 members Entering Unmasked Estep Score: -178727.312500 Penalty: 732.294250 Iteration 3F: 3 clusters Score -178727.3 nChanged 196 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1277 members Mstep: Class 2 contains 1848 members Entering Unmasked Estep Score: -178843.421875 Penalty: 732.294250 Iteration 4F: 3 clusters Score -178843.4 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1237 members Mstep: Class 2 contains 1888 members Entering Unmasked Estep Score: -178914.046875 Penalty: 732.294250 Iteration 5Q: 3 clusters Score -178914 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1198 members Mstep: Class 2 contains 1927 members Entering Unmasked Estep Score: -178963.562500 Penalty: 732.294250 Iteration 6Q: 3 clusters Score -178963.6 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1169 members Mstep: Class 2 contains 1956 members Entering Unmasked Estep Score: -179006.453125 Penalty: 732.294250 Iteration 7Q: 3 clusters Score -179006.5 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1136 members Mstep: Class 2 contains 1989 members Entering Unmasked Estep Score: -179044.140625 Penalty: 732.294250 Iteration 8Q: 3 clusters Score -179044.1 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1098 members Mstep: Class 2 contains 2027 members Entering Unmasked Estep Score: -179081.125000 Penalty: 732.294250 Iteration 9Q: 3 clusters Score -179081.1 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1053 members Mstep: Class 2 contains 2072 members Entering Unmasked Estep Score: -179113.859375 Penalty: 732.294250 Iteration 10Q: 3 clusters Score -179113.9 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 997 members Mstep: Class 2 contains 2128 members Entering Unmasked Estep Score: -179157.046875 Penalty: 732.294250 Iteration 11Q: 3 clusters Score -179157 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 953 members Mstep: Class 2 contains 2172 members Entering Unmasked Estep Score: -179188.656250 Penalty: 732.294250 Iteration 12Q: 3 clusters Score -179188.7 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 908 members Mstep: Class 2 contains 2217 members Entering Unmasked Estep Score: -179214.609375 Penalty: 732.294250 Iteration 13Q: 3 clusters Score -179214.6 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 868 members Mstep: Class 2 contains 2257 members Entering Unmasked Estep Score: -179237.187500 Penalty: 732.294250 Iteration 14Q: 3 clusters Score -179237.2 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 829 members Mstep: Class 2 contains 2296 members Entering Unmasked Estep Score: -179256.390625 Penalty: 732.294250 Iteration 15Q: 3 clusters Score -179256.4 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 799 members Mstep: Class 2 contains 2326 members Entering Unmasked Estep Score: -179270.656250 Penalty: 732.294250 Iteration 16Q: 3 clusters Score -179270.7 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 771 members Mstep: Class 2 contains 2354 members Entering Unmasked Estep Score: -179284.328125 Penalty: 732.294250 Iteration 17Q: 3 clusters Score -179284.3 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 738 members Mstep: Class 2 contains 2387 members Entering Unmasked Estep Score: -179299.609375 Penalty: 732.294250 Iteration 18Q: 3 clusters Score -179299.6 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 717 members Mstep: Class 2 contains 2408 members Entering Unmasked Estep Score: -179308.968750 Penalty: 732.294250 Iteration 19Q: 3 clusters Score -179309 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 703 members Mstep: Class 2 contains 2422 members Entering Unmasked Estep Score: -179315.765625 Penalty: 732.294250 Iteration 20F: 3 clusters Score -179315.8 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 684 members Mstep: Class 2 contains 2441 members Entering Unmasked Estep Score: -179324.875000 Penalty: 732.294250 Iteration 21Q: 3 clusters Score -179324.9 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 664 members Mstep: Class 2 contains 2461 members Entering Unmasked Estep Score: -179333.921875 Penalty: 732.294250 Iteration 22Q: 3 clusters Score -179333.9 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 643 members Mstep: Class 2 contains 2482 members Entering Unmasked Estep Score: -179340.375000 Penalty: 732.294250 Iteration 23Q: 3 clusters Score -179340.4 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 624 members Mstep: Class 2 contains 2501 members Entering Unmasked Estep Score: -179345.296875 Penalty: 732.294250 Iteration 24Q: 3 clusters Score -179345.3 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 609 members Mstep: Class 2 contains 2516 members Entering Unmasked Estep Score: -179349.843750 Penalty: 732.294250 Iteration 25Q: 3 clusters Score -179349.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 600 members Mstep: Class 2 contains 2525 members Entering Unmasked Estep Score: -179351.781250 Penalty: 732.294250 Iteration 26Q: 3 clusters Score -179351.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 595 members Mstep: Class 2 contains 2530 members Entering Unmasked Estep Score: -179353.796875 Penalty: 732.294250 Iteration 27Q: 3 clusters Score -179353.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 588 members Mstep: Class 2 contains 2537 members Entering Unmasked Estep Score: -179356.484375 Penalty: 732.294250 Iteration 28Q: 3 clusters Score -179356.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 583 members Mstep: Class 2 contains 2542 members Entering Unmasked Estep Score: -179358.125000 Penalty: 732.294250 Iteration 29Q: 3 clusters Score -179358.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 579 members Mstep: Class 2 contains 2546 members Entering Unmasked Estep Score: -179359.921875 Penalty: 732.294250 Iteration 30Q: 3 clusters Score -179359.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 572 members Mstep: Class 2 contains 2553 members Entering Unmasked Estep Score: -179362.265625 Penalty: 732.294250 Iteration 31Q: 3 clusters Score -179362.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 566 members Mstep: Class 2 contains 2559 members Entering Unmasked Estep Score: -179364.859375 Penalty: 732.294250 Iteration 32Q: 3 clusters Score -179364.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 563 members Mstep: Class 2 contains 2562 members Entering Unmasked Estep Score: -179365.843750 Penalty: 732.294250 Iteration 33Q: 3 clusters Score -179365.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 562 members Mstep: Class 2 contains 2563 members Entering Unmasked Estep Score: -179366.125000 Penalty: 732.294250 Iteration 34Q: 3 clusters Score -179366.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 563 members Mstep: Class 2 contains 2562 members Entering Unmasked Estep Score: -179366.390625 Penalty: 732.294250 Iteration 35Q: 3 clusters Score -179366.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 563 members Mstep: Class 2 contains 2562 members Entering Unmasked Estep Score: -179367.718750 Penalty: 732.294250 Iteration 36Q: 3 clusters Score -179367.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 556 members Mstep: Class 2 contains 2569 members Entering Unmasked Estep Score: -179371.718750 Penalty: 732.294250 Iteration 37Q: 3 clusters Score -179371.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 550 members Mstep: Class 2 contains 2575 members Entering Unmasked Estep Score: -179374.203125 Penalty: 732.294250 Iteration 38Q: 3 clusters Score -179374.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 543 members Mstep: Class 2 contains 2582 members Entering Unmasked Estep Score: -179378.843750 Penalty: 732.294250 Iteration 39Q: 3 clusters Score -179378.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 534 members Mstep: Class 2 contains 2591 members Entering Unmasked Estep Score: -179383.421875 Penalty: 732.294250 Iteration 40F: 3 clusters Score -179383.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 525 members Mstep: Class 2 contains 2600 members Entering Unmasked Estep Score: -179387.640625 Penalty: 732.294250 Iteration 41Q: 3 clusters Score -179387.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 518 members Mstep: Class 2 contains 2607 members Entering Unmasked Estep Score: -179392.093750 Penalty: 732.294250 Iteration 42Q: 3 clusters Score -179392.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 510 members Mstep: Class 2 contains 2615 members Entering Unmasked Estep Score: -179396.562500 Penalty: 732.294250 Iteration 43Q: 3 clusters Score -179396.6 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 504 members Mstep: Class 2 contains 2621 members Entering Unmasked Estep Score: -179400.671875 Penalty: 732.294250 Iteration 44Q: 3 clusters Score -179400.7 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 502 members Mstep: Class 2 contains 2623 members Entering Unmasked Estep Score: -179405.812500 Penalty: 732.294250 Iteration 45Q: 3 clusters Score -179405.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 498 members Mstep: Class 2 contains 2627 members Entering Unmasked Estep Score: -179410.640625 Penalty: 732.294250 Iteration 46Q: 3 clusters Score -179410.6 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 486 members Mstep: Class 2 contains 2639 members Entering Unmasked Estep Score: -179417.453125 Penalty: 732.294250 Iteration 47Q: 3 clusters Score -179417.5 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 481 members Mstep: Class 2 contains 2644 members Entering Unmasked Estep Score: -179422.859375 Penalty: 732.294250 Iteration 48Q: 3 clusters Score -179422.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 480 members Mstep: Class 2 contains 2645 members Entering Unmasked Estep Score: -179424.093750 Penalty: 732.294250 Iteration 49Q: 3 clusters Score -179424.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 477 members Mstep: Class 2 contains 2648 members Entering Unmasked Estep Score: -179425.593750 Penalty: 732.294250 Iteration 50Q: 3 clusters Score -179425.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 478 members Mstep: Class 2 contains 2647 members Entering Unmasked Estep Score: -179425.781250 Penalty: 732.294250 Iteration 51Q: 3 clusters Score -179425.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 479 members Mstep: Class 2 contains 2646 members Entering Unmasked Estep Score: -179426.156250 Penalty: 732.294250 Iteration 52Q: 3 clusters Score -179426.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 479 members Mstep: Class 2 contains 2646 members Entering Unmasked Estep Score: -179426.156250 Penalty: 732.294250 Iteration 53F: 3 clusters Score -179426.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (2199 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2199 members Entering Unmasked Estep Score: -123967.046875 Penalty: 350.156982 Iteration 0F: 2 clusters Score -123967 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 1171 members Entering Unmasked Estep Score: -122439.132812 Penalty: 700.313965 Iteration 0F: 3 clusters Score -122439.1 nChanged 900 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 792 members Mstep: Class 2 contains 1407 members Entering Unmasked Estep Score: -123022.882812 Penalty: 700.313965 Iteration 1F: 3 clusters Score -123022.9 nChanged 164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 680 members Mstep: Class 2 contains 1519 members Entering Unmasked Estep Score: -123138.421875 Penalty: 700.313965 Iteration 2F: 3 clusters Score -123138.4 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 575 members Mstep: Class 2 contains 1624 members Entering Unmasked Estep Score: -123240.890625 Penalty: 700.313965 Iteration 3F: 3 clusters Score -123240.9 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 467 members Mstep: Class 2 contains 1732 members Entering Unmasked Estep Score: -123331.429688 Penalty: 700.313965 Iteration 4F: 3 clusters Score -123331.4 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 373 members Mstep: Class 2 contains 1826 members Entering Unmasked Estep Score: -123428.234375 Penalty: 700.313965 Iteration 5Q: 3 clusters Score -123428.2 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 294 members Mstep: Class 2 contains 1905 members Entering Unmasked Estep Score: -123511.742188 Penalty: 700.313965 Iteration 6Q: 3 clusters Score -123511.7 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 244 members Mstep: Class 2 contains 1955 members Entering Unmasked Estep Score: -123548.781250 Penalty: 700.313965 Iteration 7Q: 3 clusters Score -123548.8 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 220 members Mstep: Class 2 contains 1979 members Entering Unmasked Estep Score: -123567.492188 Penalty: 700.313965 Iteration 8Q: 3 clusters Score -123567.5 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 195 members Mstep: Class 2 contains 2004 members Entering Unmasked Estep Score: -123581.523438 Penalty: 700.313965 Iteration 9Q: 3 clusters Score -123581.5 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 181 members Mstep: Class 2 contains 2018 members Entering Unmasked Estep Score: -123592.523438 Penalty: 700.313965 Iteration 10Q: 3 clusters Score -123592.5 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 166 members Mstep: Class 2 contains 2033 members Entering Unmasked Estep Score: -123602.960938 Penalty: 700.313965 Iteration 11Q: 3 clusters Score -123603 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 150 members Mstep: Class 2 contains 2049 members Entering Unmasked Estep Score: -123616.789062 Penalty: 700.313965 Iteration 12Q: 3 clusters Score -123616.8 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 133 members Mstep: Class 2 contains 2066 members Entering Unmasked Estep Score: -123628.273438 Penalty: 700.313965 Iteration 13Q: 3 clusters Score -123628.3 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 119 members Mstep: Class 2 contains 2080 members Entering Unmasked Estep Score: -123636.164062 Penalty: 700.313965 Iteration 14Q: 3 clusters Score -123636.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 108 members Mstep: Class 2 contains 2091 members Entering Unmasked Estep Score: -123642.515625 Penalty: 700.313965 Iteration 15Q: 3 clusters Score -123642.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101 members Mstep: Class 2 contains 2098 members Entering Unmasked Estep Score: -123646.867188 Penalty: 700.313965 Iteration 16Q: 3 clusters Score -123646.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 93 members Mstep: Class 2 contains 2106 members Entering Unmasked Estep Score: -123651.843750 Penalty: 700.313965 Iteration 17Q: 3 clusters Score -123651.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 90 members Mstep: Class 2 contains 2109 members Entering Unmasked Estep Score: -123654.695312 Penalty: 700.313965 Iteration 18Q: 3 clusters Score -123654.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 88 members Mstep: Class 2 contains 2111 members Entering Unmasked Estep Score: -123655.117188 Penalty: 700.313965 Iteration 19Q: 3 clusters Score -123655.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 87 members Mstep: Class 2 contains 2112 members Entering Unmasked Estep Score: -123655.523438 Penalty: 700.313965 Iteration 20F: 3 clusters Score -123655.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 86 members Mstep: Class 2 contains 2113 members Entering Unmasked Estep Score: -123655.734375 Penalty: 700.313965 Iteration 21Q: 3 clusters Score -123655.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 86 members Mstep: Class 2 contains 2113 members Entering Unmasked Estep Score: -123655.734375 Penalty: 700.313965 Iteration 22F: 3 clusters Score -123655.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (26043 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26043 members Entering Unmasked Estep Score: -1484933.000000 Penalty: 462.621460 Iteration 0F: 2 clusters Score -1484933 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13094 members Mstep: Class 2 contains 12949 members Entering Unmasked Estep Score: -1467449.500000 Penalty: 925.242920 Iteration 0F: 3 clusters Score -1467450 nChanged 12522 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14562 members Mstep: Class 2 contains 11481 members Entering Unmasked Estep Score: -1475935.375000 Penalty: 925.242920 Iteration 1F: 3 clusters Score -1475935 nChanged 1903 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15431 members Mstep: Class 2 contains 10612 members Entering Unmasked Estep Score: -1477339.125000 Penalty: 925.242920 Iteration 2F: 3 clusters Score -1477339 nChanged 2037 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16366 members Mstep: Class 2 contains 9677 members Entering Unmasked Estep Score: -1479102.625000 Penalty: 925.242920 Iteration 3F: 3 clusters Score -1479103 nChanged 1855 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17137 members Mstep: Class 2 contains 8906 members Entering Unmasked Estep Score: -1480647.750000 Penalty: 925.242920 Iteration 4F: 3 clusters Score -1480648 nChanged 1460 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17741 members Mstep: Class 2 contains 8302 members Entering Unmasked Estep Score: -1481566.750000 Penalty: 925.242920 Iteration 5F: 3 clusters Score -1481567 nChanged 979 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18216 members Mstep: Class 2 contains 7827 members Entering Unmasked Estep Score: -1482018.000000 Penalty: 925.242920 Iteration 6Q: 3 clusters Score -1482018 nChanged 661 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18633 members Mstep: Class 2 contains 7410 members Entering Unmasked Estep Score: -1482271.500000 Penalty: 925.242920 Iteration 7Q: 3 clusters Score -1482272 nChanged 504 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19033 members Mstep: Class 2 contains 7010 members Entering Unmasked Estep Score: -1482468.000000 Penalty: 925.242920 Iteration 8Q: 3 clusters Score -1482468 nChanged 433 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19402 members Mstep: Class 2 contains 6641 members Entering Unmasked Estep Score: -1482626.875000 Penalty: 925.242920 Iteration 9Q: 3 clusters Score -1482627 nChanged 426 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19768 members Mstep: Class 2 contains 6275 members Entering Unmasked Estep Score: -1482815.000000 Penalty: 925.242920 Iteration 10Q: 3 clusters Score -1482815 nChanged 387 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20119 members Mstep: Class 2 contains 5924 members Entering Unmasked Estep Score: -1482965.000000 Penalty: 925.242920 Iteration 11Q: 3 clusters Score -1482965 nChanged 371 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20468 members Mstep: Class 2 contains 5575 members Entering Unmasked Estep Score: -1483106.125000 Penalty: 925.242920 Iteration 12Q: 3 clusters Score -1483106 nChanged 337 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20785 members Mstep: Class 2 contains 5258 members Entering Unmasked Estep Score: -1483227.125000 Penalty: 925.242920 Iteration 13Q: 3 clusters Score -1483227 nChanged 348 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21113 members Mstep: Class 2 contains 4930 members Entering Unmasked Estep Score: -1483334.875000 Penalty: 925.242920 Iteration 14Q: 3 clusters Score -1483335 nChanged 328 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21431 members Mstep: Class 2 contains 4612 members Entering Unmasked Estep Score: -1483453.750000 Penalty: 925.242920 Iteration 15Q: 3 clusters Score -1483454 nChanged 290 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21711 members Mstep: Class 2 contains 4332 members Entering Unmasked Estep Score: -1483540.500000 Penalty: 925.242920 Iteration 16Q: 3 clusters Score -1483540 nChanged 287 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21994 members Mstep: Class 2 contains 4049 members Entering Unmasked Estep Score: -1483634.500000 Penalty: 925.242920 Iteration 17Q: 3 clusters Score -1483634 nChanged 250 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22242 members Mstep: Class 2 contains 3801 members Entering Unmasked Estep Score: -1483713.000000 Penalty: 925.242920 Iteration 18Q: 3 clusters Score -1483713 nChanged 239 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22481 members Mstep: Class 2 contains 3562 members Entering Unmasked Estep Score: -1483788.875000 Penalty: 925.242920 Iteration 19Q: 3 clusters Score -1483789 nChanged 226 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22705 members Mstep: Class 2 contains 3338 members Entering Unmasked Estep Score: -1483853.750000 Penalty: 925.242920 Iteration 20F: 3 clusters Score -1483854 nChanged 211 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22916 members Mstep: Class 2 contains 3127 members Entering Unmasked Estep Score: -1483919.750000 Penalty: 925.242920 Iteration 21Q: 3 clusters Score -1483920 nChanged 213 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23129 members Mstep: Class 2 contains 2914 members Entering Unmasked Estep Score: -1483989.375000 Penalty: 925.242920 Iteration 22Q: 3 clusters Score -1483989 nChanged 205 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23334 members Mstep: Class 2 contains 2709 members Entering Unmasked Estep Score: -1484054.250000 Penalty: 925.242920 Iteration 23Q: 3 clusters Score -1484054 nChanged 202 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23536 members Mstep: Class 2 contains 2507 members Entering Unmasked Estep Score: -1484125.375000 Penalty: 925.242920 Iteration 24Q: 3 clusters Score -1484125 nChanged 194 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23730 members Mstep: Class 2 contains 2313 members Entering Unmasked Estep Score: -1484195.500000 Penalty: 925.242920 Iteration 25Q: 3 clusters Score -1484196 nChanged 185 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23915 members Mstep: Class 2 contains 2128 members Entering Unmasked Estep Score: -1484250.625000 Penalty: 925.242920 Iteration 26Q: 3 clusters Score -1484251 nChanged 158 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24069 members Mstep: Class 2 contains 1974 members Entering Unmasked Estep Score: -1484293.125000 Penalty: 925.242920 Iteration 27Q: 3 clusters Score -1484293 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24201 members Mstep: Class 2 contains 1842 members Entering Unmasked Estep Score: -1484338.625000 Penalty: 925.242920 Iteration 28Q: 3 clusters Score -1484339 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24323 members Mstep: Class 2 contains 1720 members Entering Unmasked Estep Score: -1484375.000000 Penalty: 925.242920 Iteration 29Q: 3 clusters Score -1484375 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24442 members Mstep: Class 2 contains 1601 members Entering Unmasked Estep Score: -1484408.250000 Penalty: 925.242920 Iteration 30Q: 3 clusters Score -1484408 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24555 members Mstep: Class 2 contains 1488 members Entering Unmasked Estep Score: -1484446.500000 Penalty: 925.242920 Iteration 31Q: 3 clusters Score -1484446 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24656 members Mstep: Class 2 contains 1387 members Entering Unmasked Estep Score: -1484479.750000 Penalty: 925.242920 Iteration 32Q: 3 clusters Score -1484480 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24736 members Mstep: Class 2 contains 1307 members Entering Unmasked Estep Score: -1484499.375000 Penalty: 925.242920 Iteration 33Q: 3 clusters Score -1484499 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24823 members Mstep: Class 2 contains 1220 members Entering Unmasked Estep Score: -1484533.875000 Penalty: 925.242920 Iteration 34Q: 3 clusters Score -1484534 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24909 members Mstep: Class 2 contains 1134 members Entering Unmasked Estep Score: -1484568.500000 Penalty: 925.242920 Iteration 35Q: 3 clusters Score -1484568 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24983 members Mstep: Class 2 contains 1060 members Entering Unmasked Estep Score: -1484600.750000 Penalty: 925.242920 Iteration 36Q: 3 clusters Score -1484601 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25051 members Mstep: Class 2 contains 992 members Entering Unmasked Estep Score: -1484629.750000 Penalty: 925.242920 Iteration 37Q: 3 clusters Score -1484630 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25107 members Mstep: Class 2 contains 936 members Entering Unmasked Estep Score: -1484656.500000 Penalty: 925.242920 Iteration 38Q: 3 clusters Score -1484656 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25160 members Mstep: Class 2 contains 883 members Entering Unmasked Estep Score: -1484674.875000 Penalty: 925.242920 Iteration 39Q: 3 clusters Score -1484675 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25202 members Mstep: Class 2 contains 841 members Entering Unmasked Estep Score: -1484690.000000 Penalty: 925.242920 Iteration 40F: 3 clusters Score -1484690 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25245 members Mstep: Class 2 contains 798 members Entering Unmasked Estep Score: -1484705.375000 Penalty: 925.242920 Iteration 41Q: 3 clusters Score -1484705 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25283 members Mstep: Class 2 contains 760 members Entering Unmasked Estep Score: -1484715.375000 Penalty: 925.242920 Iteration 42Q: 3 clusters Score -1484715 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25320 members Mstep: Class 2 contains 723 members Entering Unmasked Estep Score: -1484732.625000 Penalty: 925.242920 Iteration 43Q: 3 clusters Score -1484733 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25350 members Mstep: Class 2 contains 693 members Entering Unmasked Estep Score: -1484745.250000 Penalty: 925.242920 Iteration 44Q: 3 clusters Score -1484745 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25376 members Mstep: Class 2 contains 667 members Entering Unmasked Estep Score: -1484753.875000 Penalty: 925.242920 Iteration 45Q: 3 clusters Score -1484754 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25395 members Mstep: Class 2 contains 648 members Entering Unmasked Estep Score: -1484761.875000 Penalty: 925.242920 Iteration 46Q: 3 clusters Score -1484762 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25415 members Mstep: Class 2 contains 628 members Entering Unmasked Estep Score: -1484767.875000 Penalty: 925.242920 Iteration 47Q: 3 clusters Score -1484768 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25434 members Mstep: Class 2 contains 609 members Entering Unmasked Estep Score: -1484774.375000 Penalty: 925.242920 Iteration 48Q: 3 clusters Score -1484774 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25445 members Mstep: Class 2 contains 598 members Entering Unmasked Estep Score: -1484775.375000 Penalty: 925.242920 Iteration 49Q: 3 clusters Score -1484775 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25454 members Mstep: Class 2 contains 589 members Entering Unmasked Estep Score: -1484779.125000 Penalty: 925.242920 Iteration 50Q: 3 clusters Score -1484779 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25466 members Mstep: Class 2 contains 577 members Entering Unmasked Estep Score: -1484783.875000 Penalty: 925.242920 Iteration 51Q: 3 clusters Score -1484784 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25477 members Mstep: Class 2 contains 566 members Entering Unmasked Estep Score: -1484786.500000 Penalty: 925.242920 Iteration 52Q: 3 clusters Score -1484786 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25488 members Mstep: Class 2 contains 555 members Entering Unmasked Estep Score: -1484794.000000 Penalty: 925.242920 Iteration 53Q: 3 clusters Score -1484794 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25503 members Mstep: Class 2 contains 540 members Entering Unmasked Estep Score: -1484800.125000 Penalty: 925.242920 Iteration 54Q: 3 clusters Score -1484800 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25519 members Mstep: Class 2 contains 524 members Entering Unmasked Estep Score: -1484804.875000 Penalty: 925.242920 Iteration 55Q: 3 clusters Score -1484805 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25528 members Mstep: Class 2 contains 515 members Entering Unmasked Estep Score: -1484807.750000 Penalty: 925.242920 Iteration 56Q: 3 clusters Score -1484808 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25534 members Mstep: Class 2 contains 509 members Entering Unmasked Estep Score: -1484809.250000 Penalty: 925.242920 Iteration 57Q: 3 clusters Score -1484809 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25540 members Mstep: Class 2 contains 503 members Entering Unmasked Estep Score: -1484809.250000 Penalty: 925.242920 Iteration 58Q: 3 clusters Score -1484809 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25545 members Mstep: Class 2 contains 498 members Entering Unmasked Estep Score: -1484811.125000 Penalty: 925.242920 Iteration 59Q: 3 clusters Score -1484811 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25550 members Mstep: Class 2 contains 493 members Entering Unmasked Estep Score: -1484813.375000 Penalty: 925.242920 Iteration 60F: 3 clusters Score -1484813 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25556 members Mstep: Class 2 contains 487 members Entering Unmasked Estep Score: -1484817.000000 Penalty: 925.242920 Iteration 61Q: 3 clusters Score -1484817 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25562 members Mstep: Class 2 contains 481 members Entering Unmasked Estep Score: -1484814.625000 Penalty: 925.242920 Iteration 62Q: 3 clusters Score -1484815 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25566 members Mstep: Class 2 contains 477 members Entering Unmasked Estep Score: -1484816.375000 Penalty: 925.242920 Iteration 63Q: 3 clusters Score -1484816 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25566 members Mstep: Class 2 contains 477 members Entering Unmasked Estep Score: -1484816.375000 Penalty: 925.242920 Iteration 64F: 3 clusters Score -1484816 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (597 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 597 members Entering Unmasked Estep Score: -27228.111328 Penalty: 290.832245 Iteration 0F: 2 clusters Score -27228.11 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 287 members Entering Unmasked Estep Score: -26680.671875 Penalty: 581.664490 Iteration 0F: 3 clusters Score -26680.67 nChanged 239 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 359 members Mstep: Class 2 contains 238 members Entering Unmasked Estep Score: -26953.562500 Penalty: 581.664490 Iteration 1F: 3 clusters Score -26953.56 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 398 members Mstep: Class 2 contains 199 members Entering Unmasked Estep Score: -27061.845703 Penalty: 581.664490 Iteration 2F: 3 clusters Score -27061.85 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 420 members Mstep: Class 2 contains 177 members Entering Unmasked Estep Score: -27116.779297 Penalty: 581.664490 Iteration 3F: 3 clusters Score -27116.78 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 427 members Mstep: Class 2 contains 170 members Entering Unmasked Estep Score: -27170.394531 Penalty: 581.664490 Iteration 4Q: 3 clusters Score -27170.39 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 432 members Mstep: Class 2 contains 165 members Entering Unmasked Estep Score: -27196.990234 Penalty: 581.664490 Iteration 5Q: 3 clusters Score -27196.99 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 429 members Mstep: Class 2 contains 168 members Entering Unmasked Estep Score: -27207.720703 Penalty: 581.664490 Iteration 6Q: 3 clusters Score -27207.72 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 429 members Mstep: Class 2 contains 168 members Entering Unmasked Estep Score: -27215.195312 Penalty: 581.664490 Iteration 7Q: 3 clusters Score -27215.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 427 members Mstep: Class 2 contains 170 members Entering Unmasked Estep Score: -27220.347656 Penalty: 581.664490 Iteration 8Q: 3 clusters Score -27220.35 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 424 members Mstep: Class 2 contains 173 members Entering Unmasked Estep Score: -27221.513672 Penalty: 581.664490 Iteration 9Q: 3 clusters Score -27221.51 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 421 members Mstep: Class 2 contains 176 members Entering Unmasked Estep Score: -27223.556641 Penalty: 581.664490 Iteration 10Q: 3 clusters Score -27223.56 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 419 members Mstep: Class 2 contains 178 members Entering Unmasked Estep Score: -27225.474609 Penalty: 581.664490 Iteration 11Q: 3 clusters Score -27225.47 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 418 members Mstep: Class 2 contains 179 members Entering Unmasked Estep Score: -27225.673828 Penalty: 581.664490 Iteration 12Q: 3 clusters Score -27225.67 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 417 members Mstep: Class 2 contains 180 members Entering Unmasked Estep Score: -27226.632812 Penalty: 581.664490 Iteration 13Q: 3 clusters Score -27226.63 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 416 members Mstep: Class 2 contains 181 members Entering Unmasked Estep Score: -27226.908203 Penalty: 581.664490 Iteration 14Q: 3 clusters Score -27226.91 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 415 members Mstep: Class 2 contains 182 members Entering Unmasked Estep Score: -27227.054688 Penalty: 581.664490 Iteration 15Q: 3 clusters Score -27227.05 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 415 members Mstep: Class 2 contains 182 members Entering Unmasked Estep Score: -27227.054688 Penalty: 581.664490 Iteration 16F: 3 clusters Score -27227.05 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (19976 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19976 members Entering Unmasked Estep Score: -1136096.750000 Penalty: 450.554047 Iteration 0F: 2 clusters Score -1136097 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10059 members Mstep: Class 2 contains 9917 members Entering Unmasked Estep Score: -1122900.250000 Penalty: 901.108093 Iteration 0F: 3 clusters Score -1122900 nChanged 9444 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10765 members Mstep: Class 2 contains 9211 members Entering Unmasked Estep Score: -1128400.250000 Penalty: 901.108093 Iteration 1F: 3 clusters Score -1128400 nChanged 968 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11065 members Mstep: Class 2 contains 8911 members Entering Unmasked Estep Score: -1128754.875000 Penalty: 901.108093 Iteration 2Q: 3 clusters Score -1128755 nChanged 957 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11518 members Mstep: Class 2 contains 8458 members Entering Unmasked Estep Score: -1129168.500000 Penalty: 901.108093 Iteration 3Q: 3 clusters Score -1129168 nChanged 958 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12134 members Mstep: Class 2 contains 7842 members Entering Unmasked Estep Score: -1129648.750000 Penalty: 901.108093 Iteration 4Q: 3 clusters Score -1129649 nChanged 1054 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12970 members Mstep: Class 2 contains 7006 members Entering Unmasked Estep Score: -1130296.750000 Penalty: 901.108093 Iteration 5F: 3 clusters Score -1130297 nChanged 1139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13969 members Mstep: Class 2 contains 6007 members Entering Unmasked Estep Score: -1131098.500000 Penalty: 901.108093 Iteration 6F: 3 clusters Score -1131098 nChanged 1192 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15079 members Mstep: Class 2 contains 4897 members Entering Unmasked Estep Score: -1131982.250000 Penalty: 901.108093 Iteration 7F: 3 clusters Score -1131982 nChanged 1138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16179 members Mstep: Class 2 contains 3797 members Entering Unmasked Estep Score: -1132857.000000 Penalty: 901.108093 Iteration 8F: 3 clusters Score -1132857 nChanged 974 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17147 members Mstep: Class 2 contains 2829 members Entering Unmasked Estep Score: -1133626.125000 Penalty: 901.108093 Iteration 9Q: 3 clusters Score -1133626 nChanged 798 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17941 members Mstep: Class 2 contains 2035 members Entering Unmasked Estep Score: -1134241.250000 Penalty: 901.108093 Iteration 10Q: 3 clusters Score -1134241 nChanged 652 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18589 members Mstep: Class 2 contains 1387 members Entering Unmasked Estep Score: -1134740.875000 Penalty: 901.108093 Iteration 11Q: 3 clusters Score -1134741 nChanged 473 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19056 members Mstep: Class 2 contains 920 members Entering Unmasked Estep Score: -1135092.625000 Penalty: 901.108093 Iteration 12Q: 3 clusters Score -1135093 nChanged 323 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19375 members Mstep: Class 2 contains 601 members Entering Unmasked Estep Score: -1135319.500000 Penalty: 901.108093 Iteration 13Q: 3 clusters Score -1135320 nChanged 212 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19587 members Mstep: Class 2 contains 389 members Entering Unmasked Estep Score: -1135475.750000 Penalty: 901.108093 Iteration 14Q: 3 clusters Score -1135476 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19716 members Mstep: Class 2 contains 260 members Entering Unmasked Estep Score: -1135577.500000 Penalty: 901.108093 Iteration 15Q: 3 clusters Score -1135578 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19779 members Mstep: Class 2 contains 197 members Entering Unmasked Estep Score: -1135624.750000 Penalty: 901.108093 Iteration 16Q: 3 clusters Score -1135625 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19821 members Mstep: Class 2 contains 155 members Entering Unmasked Estep Score: -1135665.500000 Penalty: 901.108093 Iteration 17Q: 3 clusters Score -1135666 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19843 members Mstep: Class 2 contains 133 members Entering Unmasked Estep Score: -1135684.875000 Penalty: 901.108093 Iteration 18Q: 3 clusters Score -1135685 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19853 members Mstep: Class 2 contains 123 members Entering Unmasked Estep Score: -1135693.875000 Penalty: 901.108093 Iteration 19Q: 3 clusters Score -1135694 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19857 members Mstep: Class 2 contains 119 members Entering Unmasked Estep Score: -1135698.875000 Penalty: 901.108093 Iteration 20F: 3 clusters Score -1135699 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19861 members Mstep: Class 2 contains 115 members Entering Unmasked Estep Score: -1135701.875000 Penalty: 901.108093 Iteration 21Q: 3 clusters Score -1135702 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19867 members Mstep: Class 2 contains 109 members Entering Unmasked Estep Score: -1135712.375000 Penalty: 901.108093 Iteration 22Q: 3 clusters Score -1135712 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19872 members Mstep: Class 2 contains 104 members Entering Unmasked Estep Score: -1135715.000000 Penalty: 901.108093 Iteration 23Q: 3 clusters Score -1135715 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19874 members Mstep: Class 2 contains 102 members Entering Unmasked Estep Score: -1135720.500000 Penalty: 901.108093 Iteration 24Q: 3 clusters Score -1135720 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19875 members Mstep: Class 2 contains 101 members Entering Unmasked Estep Score: -1135721.875000 Penalty: 901.108093 Iteration 25Q: 3 clusters Score -1135722 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19877 members Mstep: Class 2 contains 99 members Entering Unmasked Estep Score: -1135723.000000 Penalty: 901.108093 Iteration 26Q: 3 clusters Score -1135723 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19880 members Mstep: Class 2 contains 96 members Entering Unmasked Estep Score: -1135726.500000 Penalty: 901.108093 Iteration 27Q: 3 clusters Score -1135726 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19880 members Mstep: Class 2 contains 96 members Entering Unmasked Estep Score: -1135728.875000 Penalty: 901.108093 Iteration 28Q: 3 clusters Score -1135729 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19881 members Mstep: Class 2 contains 95 members Entering Unmasked Estep Score: -1135730.125000 Penalty: 901.108093 Iteration 29Q: 3 clusters Score -1135730 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19882 members Mstep: Class 2 contains 94 members Entering Unmasked Estep Score: -1135730.500000 Penalty: 901.108093 Iteration 30Q: 3 clusters Score -1135730 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19881 members Mstep: Class 2 contains 95 members Entering Unmasked Estep Score: -1135730.375000 Penalty: 901.108093 Iteration 31Q: 3 clusters Score -1135730 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19881 members Mstep: Class 2 contains 95 members Entering Unmasked Estep Score: -1135730.375000 Penalty: 901.108093 Iteration 32F: 3 clusters Score -1135730 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (962 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 962 members Entering Unmasked Estep Score: -54457.351562 Penalty: 312.540161 Iteration 0F: 2 clusters Score -54457.35 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 481 members Mstep: Class 2 contains 481 members Entering Unmasked Estep Score: -53732.917969 Penalty: 625.080322 Iteration 0F: 3 clusters Score -53732.92 nChanged 371 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 570 members Mstep: Class 2 contains 392 members Entering Unmasked Estep Score: -54117.429688 Penalty: 625.080322 Iteration 1F: 3 clusters Score -54117.43 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 573 members Mstep: Class 2 contains 389 members Entering Unmasked Estep Score: -54205.500000 Penalty: 625.080322 Iteration 2F: 3 clusters Score -54205.5 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 565 members Mstep: Class 2 contains 397 members Entering Unmasked Estep Score: -54263.492188 Penalty: 625.080322 Iteration 3F: 3 clusters Score -54263.49 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 547 members Mstep: Class 2 contains 415 members Entering Unmasked Estep Score: -54298.484375 Penalty: 625.080322 Iteration 4Q: 3 clusters Score -54298.48 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 536 members Mstep: Class 2 contains 426 members Entering Unmasked Estep Score: -54319.398438 Penalty: 625.080322 Iteration 5Q: 3 clusters Score -54319.4 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 531 members Mstep: Class 2 contains 431 members Entering Unmasked Estep Score: -54327.343750 Penalty: 625.080322 Iteration 6Q: 3 clusters Score -54327.34 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 524 members Mstep: Class 2 contains 438 members Entering Unmasked Estep Score: -54336.253906 Penalty: 625.080322 Iteration 7Q: 3 clusters Score -54336.25 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 517 members Mstep: Class 2 contains 445 members Entering Unmasked Estep Score: -54342.093750 Penalty: 625.080322 Iteration 8Q: 3 clusters Score -54342.09 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 512 members Mstep: Class 2 contains 450 members Entering Unmasked Estep Score: -54347.914062 Penalty: 625.080322 Iteration 9Q: 3 clusters Score -54347.91 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 507 members Mstep: Class 2 contains 455 members Entering Unmasked Estep Score: -54353.773438 Penalty: 625.080322 Iteration 10Q: 3 clusters Score -54353.77 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 499 members Mstep: Class 2 contains 463 members Entering Unmasked Estep Score: -54359.394531 Penalty: 625.080322 Iteration 11Q: 3 clusters Score -54359.39 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 496 members Mstep: Class 2 contains 466 members Entering Unmasked Estep Score: -54361.835938 Penalty: 625.080322 Iteration 12Q: 3 clusters Score -54361.84 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 491 members Mstep: Class 2 contains 471 members Entering Unmasked Estep Score: -54364.914062 Penalty: 625.080322 Iteration 13Q: 3 clusters Score -54364.91 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 485 members Mstep: Class 2 contains 477 members Entering Unmasked Estep Score: -54367.535156 Penalty: 625.080322 Iteration 14Q: 3 clusters Score -54367.54 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 480 members Mstep: Class 2 contains 482 members Entering Unmasked Estep Score: -54369.242188 Penalty: 625.080322 Iteration 15Q: 3 clusters Score -54369.24 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 475 members Mstep: Class 2 contains 487 members Entering Unmasked Estep Score: -54370.933594 Penalty: 625.080322 Iteration 16Q: 3 clusters Score -54370.93 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 471 members Mstep: Class 2 contains 491 members Entering Unmasked Estep Score: -54371.886719 Penalty: 625.080322 Iteration 17Q: 3 clusters Score -54371.89 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 469 members Mstep: Class 2 contains 493 members Entering Unmasked Estep Score: -54372.460938 Penalty: 625.080322 Iteration 18Q: 3 clusters Score -54372.46 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 467 members Mstep: Class 2 contains 495 members Entering Unmasked Estep Score: -54373.015625 Penalty: 625.080322 Iteration 19Q: 3 clusters Score -54373.02 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 466 members Mstep: Class 2 contains 496 members Entering Unmasked Estep Score: -54373.144531 Penalty: 625.080322 Iteration 20F: 3 clusters Score -54373.14 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 465 members Mstep: Class 2 contains 497 members Entering Unmasked Estep Score: -54373.988281 Penalty: 625.080322 Iteration 21Q: 3 clusters Score -54373.99 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 465 members Mstep: Class 2 contains 497 members Entering Unmasked Estep Score: -54373.988281 Penalty: 625.080322 Iteration 22F: 3 clusters Score -54373.99 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (8994 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8994 members Entering Unmasked Estep Score: -459210.750000 Penalty: 414.246246 Iteration 0F: 2 clusters Score -459210.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4521 members Mstep: Class 2 contains 4473 members Entering Unmasked Estep Score: -453264.062500 Penalty: 828.492493 Iteration 0F: 3 clusters Score -453264.1 nChanged 4080 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4457 members Mstep: Class 2 contains 4537 members Entering Unmasked Estep Score: -455725.531250 Penalty: 828.492493 Iteration 1F: 3 clusters Score -455725.5 nChanged 630 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4359 members Mstep: Class 2 contains 4635 members Entering Unmasked Estep Score: -456022.062500 Penalty: 828.492493 Iteration 2F: 3 clusters Score -456022.1 nChanged 598 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4231 members Mstep: Class 2 contains 4763 members Entering Unmasked Estep Score: -456334.718750 Penalty: 828.492493 Iteration 3F: 3 clusters Score -456334.7 nChanged 552 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4127 members Mstep: Class 2 contains 4867 members Entering Unmasked Estep Score: -456703.781250 Penalty: 828.492493 Iteration 4F: 3 clusters Score -456703.8 nChanged 568 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4031 members Mstep: Class 2 contains 4963 members Entering Unmasked Estep Score: -457124.062500 Penalty: 828.492493 Iteration 5F: 3 clusters Score -457124.1 nChanged 525 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3960 members Mstep: Class 2 contains 5034 members Entering Unmasked Estep Score: -457533.562500 Penalty: 828.492493 Iteration 6F: 3 clusters Score -457533.6 nChanged 457 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3877 members Mstep: Class 2 contains 5117 members Entering Unmasked Estep Score: -457849.468750 Penalty: 828.492493 Iteration 7F: 3 clusters Score -457849.5 nChanged 371 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3788 members Mstep: Class 2 contains 5206 members Entering Unmasked Estep Score: -458083.375000 Penalty: 828.492493 Iteration 8Q: 3 clusters Score -458083.4 nChanged 277 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3699 members Mstep: Class 2 contains 5295 members Entering Unmasked Estep Score: -458203.125000 Penalty: 828.492493 Iteration 9Q: 3 clusters Score -458203.1 nChanged 203 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3624 members Mstep: Class 2 contains 5370 members Entering Unmasked Estep Score: -458269.343750 Penalty: 828.492493 Iteration 10Q: 3 clusters Score -458269.3 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3556 members Mstep: Class 2 contains 5438 members Entering Unmasked Estep Score: -458297.218750 Penalty: 828.492493 Iteration 11Q: 3 clusters Score -458297.2 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3492 members Mstep: Class 2 contains 5502 members Entering Unmasked Estep Score: -458316.531250 Penalty: 828.492493 Iteration 12Q: 3 clusters Score -458316.5 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3431 members Mstep: Class 2 contains 5563 members Entering Unmasked Estep Score: -458330.156250 Penalty: 828.492493 Iteration 13Q: 3 clusters Score -458330.2 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3370 members Mstep: Class 2 contains 5624 members Entering Unmasked Estep Score: -458343.218750 Penalty: 828.492493 Iteration 14Q: 3 clusters Score -458343.2 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3302 members Mstep: Class 2 contains 5692 members Entering Unmasked Estep Score: -458358.125000 Penalty: 828.492493 Iteration 15Q: 3 clusters Score -458358.1 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3230 members Mstep: Class 2 contains 5764 members Entering Unmasked Estep Score: -458374.187500 Penalty: 828.492493 Iteration 16Q: 3 clusters Score -458374.2 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3139 members Mstep: Class 2 contains 5855 members Entering Unmasked Estep Score: -458402.937500 Penalty: 828.492493 Iteration 17Q: 3 clusters Score -458402.9 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3043 members Mstep: Class 2 contains 5951 members Entering Unmasked Estep Score: -458433.750000 Penalty: 828.492493 Iteration 18Q: 3 clusters Score -458433.8 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2923 members Mstep: Class 2 contains 6071 members Entering Unmasked Estep Score: -458469.875000 Penalty: 828.492493 Iteration 19Q: 3 clusters Score -458469.9 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2817 members Mstep: Class 2 contains 6177 members Entering Unmasked Estep Score: -458501.718750 Penalty: 828.492493 Iteration 20F: 3 clusters Score -458501.7 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2722 members Mstep: Class 2 contains 6272 members Entering Unmasked Estep Score: -458530.406250 Penalty: 828.492493 Iteration 21Q: 3 clusters Score -458530.4 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2621 members Mstep: Class 2 contains 6373 members Entering Unmasked Estep Score: -458559.437500 Penalty: 828.492493 Iteration 22Q: 3 clusters Score -458559.4 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2507 members Mstep: Class 2 contains 6487 members Entering Unmasked Estep Score: -458596.062500 Penalty: 828.492493 Iteration 23Q: 3 clusters Score -458596.1 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2402 members Mstep: Class 2 contains 6592 members Entering Unmasked Estep Score: -458624.093750 Penalty: 828.492493 Iteration 24Q: 3 clusters Score -458624.1 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2304 members Mstep: Class 2 contains 6690 members Entering Unmasked Estep Score: -458654.812500 Penalty: 828.492493 Iteration 25Q: 3 clusters Score -458654.8 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2203 members Mstep: Class 2 contains 6791 members Entering Unmasked Estep Score: -458679.718750 Penalty: 828.492493 Iteration 26Q: 3 clusters Score -458679.7 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2131 members Mstep: Class 2 contains 6863 members Entering Unmasked Estep Score: -458698.406250 Penalty: 828.492493 Iteration 27Q: 3 clusters Score -458698.4 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2046 members Mstep: Class 2 contains 6948 members Entering Unmasked Estep Score: -458725.250000 Penalty: 828.492493 Iteration 28Q: 3 clusters Score -458725.2 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1961 members Mstep: Class 2 contains 7033 members Entering Unmasked Estep Score: -458762.562500 Penalty: 828.492493 Iteration 29Q: 3 clusters Score -458762.6 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1860 members Mstep: Class 2 contains 7134 members Entering Unmasked Estep Score: -458813.781250 Penalty: 828.492493 Iteration 30Q: 3 clusters Score -458813.8 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1758 members Mstep: Class 2 contains 7236 members Entering Unmasked Estep Score: -458868.250000 Penalty: 828.492493 Iteration 31Q: 3 clusters Score -458868.2 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1661 members Mstep: Class 2 contains 7333 members Entering Unmasked Estep Score: -458923.562500 Penalty: 828.492493 Iteration 32Q: 3 clusters Score -458923.6 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1563 members Mstep: Class 2 contains 7431 members Entering Unmasked Estep Score: -458970.843750 Penalty: 828.492493 Iteration 33Q: 3 clusters Score -458970.8 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1481 members Mstep: Class 2 contains 7513 members Entering Unmasked Estep Score: -459009.687500 Penalty: 828.492493 Iteration 34Q: 3 clusters Score -459009.7 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1410 members Mstep: Class 2 contains 7584 members Entering Unmasked Estep Score: -459038.375000 Penalty: 828.492493 Iteration 35Q: 3 clusters Score -459038.4 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1353 members Mstep: Class 2 contains 7641 members Entering Unmasked Estep Score: -459062.937500 Penalty: 828.492493 Iteration 36Q: 3 clusters Score -459062.9 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1304 members Mstep: Class 2 contains 7690 members Entering Unmasked Estep Score: -459078.000000 Penalty: 828.492493 Iteration 37Q: 3 clusters Score -459078 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1258 members Mstep: Class 2 contains 7736 members Entering Unmasked Estep Score: -459095.531250 Penalty: 828.492493 Iteration 38Q: 3 clusters Score -459095.5 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1220 members Mstep: Class 2 contains 7774 members Entering Unmasked Estep Score: -459107.906250 Penalty: 828.492493 Iteration 39Q: 3 clusters Score -459107.9 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1181 members Mstep: Class 2 contains 7813 members Entering Unmasked Estep Score: -459117.937500 Penalty: 828.492493 Iteration 40F: 3 clusters Score -459117.9 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1150 members Mstep: Class 2 contains 7844 members Entering Unmasked Estep Score: -459124.906250 Penalty: 828.492493 Iteration 41Q: 3 clusters Score -459124.9 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1125 members Mstep: Class 2 contains 7869 members Entering Unmasked Estep Score: -459130.500000 Penalty: 828.492493 Iteration 42Q: 3 clusters Score -459130.5 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1105 members Mstep: Class 2 contains 7889 members Entering Unmasked Estep Score: -459134.281250 Penalty: 828.492493 Iteration 43Q: 3 clusters Score -459134.3 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1087 members Mstep: Class 2 contains 7907 members Entering Unmasked Estep Score: -459136.937500 Penalty: 828.492493 Iteration 44Q: 3 clusters Score -459136.9 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1069 members Mstep: Class 2 contains 7925 members Entering Unmasked Estep Score: -459138.812500 Penalty: 828.492493 Iteration 45Q: 3 clusters Score -459138.8 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1052 members Mstep: Class 2 contains 7942 members Entering Unmasked Estep Score: -459141.343750 Penalty: 828.492493 Iteration 46Q: 3 clusters Score -459141.3 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1034 members Mstep: Class 2 contains 7960 members Entering Unmasked Estep Score: -459145.156250 Penalty: 828.492493 Iteration 47Q: 3 clusters Score -459145.2 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1019 members Mstep: Class 2 contains 7975 members Entering Unmasked Estep Score: -459147.062500 Penalty: 828.492493 Iteration 48Q: 3 clusters Score -459147.1 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1005 members Mstep: Class 2 contains 7989 members Entering Unmasked Estep Score: -459149.312500 Penalty: 828.492493 Iteration 49Q: 3 clusters Score -459149.3 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 991 members Mstep: Class 2 contains 8003 members Entering Unmasked Estep Score: -459152.343750 Penalty: 828.492493 Iteration 50Q: 3 clusters Score -459152.3 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 976 members Mstep: Class 2 contains 8018 members Entering Unmasked Estep Score: -459154.562500 Penalty: 828.492493 Iteration 51Q: 3 clusters Score -459154.6 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 966 members Mstep: Class 2 contains 8028 members Entering Unmasked Estep Score: -459156.437500 Penalty: 828.492493 Iteration 52Q: 3 clusters Score -459156.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 957 members Mstep: Class 2 contains 8037 members Entering Unmasked Estep Score: -459158.875000 Penalty: 828.492493 Iteration 53Q: 3 clusters Score -459158.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 948 members Mstep: Class 2 contains 8046 members Entering Unmasked Estep Score: -459158.875000 Penalty: 828.492493 Iteration 54Q: 3 clusters Score -459158.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 940 members Mstep: Class 2 contains 8054 members Entering Unmasked Estep Score: -459159.937500 Penalty: 828.492493 Iteration 55Q: 3 clusters Score -459159.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 931 members Mstep: Class 2 contains 8063 members Entering Unmasked Estep Score: -459160.593750 Penalty: 828.492493 Iteration 56Q: 3 clusters Score -459160.6 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 920 members Mstep: Class 2 contains 8074 members Entering Unmasked Estep Score: -459162.062500 Penalty: 828.492493 Iteration 57Q: 3 clusters Score -459162.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 911 members Mstep: Class 2 contains 8083 members Entering Unmasked Estep Score: -459165.906250 Penalty: 828.492493 Iteration 58Q: 3 clusters Score -459165.9 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 902 members Mstep: Class 2 contains 8092 members Entering Unmasked Estep Score: -459168.906250 Penalty: 828.492493 Iteration 59Q: 3 clusters Score -459168.9 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 888 members Mstep: Class 2 contains 8106 members Entering Unmasked Estep Score: -459171.500000 Penalty: 828.492493 Iteration 60F: 3 clusters Score -459171.5 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 874 members Mstep: Class 2 contains 8120 members Entering Unmasked Estep Score: -459173.125000 Penalty: 828.492493 Iteration 61Q: 3 clusters Score -459173.1 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 863 members Mstep: Class 2 contains 8131 members Entering Unmasked Estep Score: -459175.937500 Penalty: 828.492493 Iteration 62Q: 3 clusters Score -459175.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 854 members Mstep: Class 2 contains 8140 members Entering Unmasked Estep Score: -459177.093750 Penalty: 828.492493 Iteration 63Q: 3 clusters Score -459177.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 845 members Mstep: Class 2 contains 8149 members Entering Unmasked Estep Score: -459177.156250 Penalty: 828.492493 Iteration 64Q: 3 clusters Score -459177.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 841 members Mstep: Class 2 contains 8153 members Entering Unmasked Estep Score: -459177.312500 Penalty: 828.492493 Iteration 65Q: 3 clusters Score -459177.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 840 members Mstep: Class 2 contains 8154 members Entering Unmasked Estep Score: -459177.406250 Penalty: 828.492493 Iteration 66Q: 3 clusters Score -459177.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 838 members Mstep: Class 2 contains 8156 members Entering Unmasked Estep Score: -459178.625000 Penalty: 828.492493 Iteration 67Q: 3 clusters Score -459178.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 837 members Mstep: Class 2 contains 8157 members Entering Unmasked Estep Score: -459178.312500 Penalty: 828.492493 Iteration 68Q: 3 clusters Score -459178.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 834 members Mstep: Class 2 contains 8160 members Entering Unmasked Estep Score: -459178.062500 Penalty: 828.492493 Iteration 69Q: 3 clusters Score -459178.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 829 members Mstep: Class 2 contains 8165 members Entering Unmasked Estep Score: -459177.687500 Penalty: 828.492493 Iteration 70Q: 3 clusters Score -459177.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 826 members Mstep: Class 2 contains 8168 members Entering Unmasked Estep Score: -459177.843750 Penalty: 828.492493 Iteration 71Q: 3 clusters Score -459177.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 823 members Mstep: Class 2 contains 8171 members Entering Unmasked Estep Score: -459178.375000 Penalty: 828.492493 Iteration 72Q: 3 clusters Score -459178.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 821 members Mstep: Class 2 contains 8173 members Entering Unmasked Estep Score: -459178.812500 Penalty: 828.492493 Iteration 73Q: 3 clusters Score -459178.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 819 members Mstep: Class 2 contains 8175 members Entering Unmasked Estep Score: -459179.500000 Penalty: 828.492493 Iteration 74Q: 3 clusters Score -459179.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 818 members Mstep: Class 2 contains 8176 members Entering Unmasked Estep Score: -459180.093750 Penalty: 828.492493 Iteration 75Q: 3 clusters Score -459180.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 816 members Mstep: Class 2 contains 8178 members Entering Unmasked Estep Score: -459179.437500 Penalty: 828.492493 Iteration 76Q: 3 clusters Score -459179.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 812 members Mstep: Class 2 contains 8182 members Entering Unmasked Estep Score: -459180.937500 Penalty: 828.492493 Iteration 77Q: 3 clusters Score -459180.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 804 members Mstep: Class 2 contains 8190 members Entering Unmasked Estep Score: -459182.000000 Penalty: 828.492493 Iteration 78Q: 3 clusters Score -459182 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 797 members Mstep: Class 2 contains 8197 members Entering Unmasked Estep Score: -459182.312500 Penalty: 828.492493 Iteration 79Q: 3 clusters Score -459182.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 792 members Mstep: Class 2 contains 8202 members Entering Unmasked Estep Score: -459183.468750 Penalty: 828.492493 Iteration 80F: 3 clusters Score -459183.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 789 members Mstep: Class 2 contains 8205 members Entering Unmasked Estep Score: -459183.312500 Penalty: 828.492493 Iteration 81Q: 3 clusters Score -459183.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 788 members Mstep: Class 2 contains 8206 members Entering Unmasked Estep Score: -459183.250000 Penalty: 828.492493 Iteration 82Q: 3 clusters Score -459183.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 788 members Mstep: Class 2 contains 8206 members Entering Unmasked Estep Score: -459183.250000 Penalty: 828.492493 Iteration 83F: 3 clusters Score -459183.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (1231 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1231 members Entering Unmasked Estep Score: -67466.421875 Penalty: 323.758972 Iteration 0F: 2 clusters Score -67466.42 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 639 members Mstep: Class 2 contains 592 members Entering Unmasked Estep Score: -66519.109375 Penalty: 647.517944 Iteration 0F: 3 clusters Score -66519.11 nChanged 488 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 699 members Mstep: Class 2 contains 532 members Entering Unmasked Estep Score: -66820.921875 Penalty: 647.517944 Iteration 1F: 3 clusters Score -66820.92 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 746 members Mstep: Class 2 contains 485 members Entering Unmasked Estep Score: -66915.078125 Penalty: 647.517944 Iteration 2F: 3 clusters Score -66915.08 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 803 members Mstep: Class 2 contains 428 members Entering Unmasked Estep Score: -66998.898438 Penalty: 647.517944 Iteration 3F: 3 clusters Score -66998.9 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 840 members Mstep: Class 2 contains 391 members Entering Unmasked Estep Score: -67051.585938 Penalty: 647.517944 Iteration 4F: 3 clusters Score -67051.59 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 863 members Mstep: Class 2 contains 368 members Entering Unmasked Estep Score: -67081.523438 Penalty: 647.517944 Iteration 5Q: 3 clusters Score -67081.52 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 877 members Mstep: Class 2 contains 354 members Entering Unmasked Estep Score: -67093.734375 Penalty: 647.517944 Iteration 6Q: 3 clusters Score -67093.73 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 886 members Mstep: Class 2 contains 345 members Entering Unmasked Estep Score: -67105.523438 Penalty: 647.517944 Iteration 7Q: 3 clusters Score -67105.52 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 896 members Mstep: Class 2 contains 335 members Entering Unmasked Estep Score: -67115.789062 Penalty: 647.517944 Iteration 8Q: 3 clusters Score -67115.79 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 905 members Mstep: Class 2 contains 326 members Entering Unmasked Estep Score: -67123.460938 Penalty: 647.517944 Iteration 9Q: 3 clusters Score -67123.46 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 911 members Mstep: Class 2 contains 320 members Entering Unmasked Estep Score: -67128.937500 Penalty: 647.517944 Iteration 10Q: 3 clusters Score -67128.94 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 915 members Mstep: Class 2 contains 316 members Entering Unmasked Estep Score: -67133.679688 Penalty: 647.517944 Iteration 11Q: 3 clusters Score -67133.68 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 918 members Mstep: Class 2 contains 313 members Entering Unmasked Estep Score: -67135.101562 Penalty: 647.517944 Iteration 12Q: 3 clusters Score -67135.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 919 members Mstep: Class 2 contains 312 members Entering Unmasked Estep Score: -67135.429688 Penalty: 647.517944 Iteration 13Q: 3 clusters Score -67135.43 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 919 members Mstep: Class 2 contains 312 members Entering Unmasked Estep Score: -67136.617188 Penalty: 647.517944 Iteration 14Q: 3 clusters Score -67136.62 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 919 members Mstep: Class 2 contains 312 members Entering Unmasked Estep Score: -67138.984375 Penalty: 647.517944 Iteration 15Q: 3 clusters Score -67138.98 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 916 members Mstep: Class 2 contains 315 members Entering Unmasked Estep Score: -67140.593750 Penalty: 647.517944 Iteration 16Q: 3 clusters Score -67140.59 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 918 members Mstep: Class 2 contains 313 members Entering Unmasked Estep Score: -67142.226562 Penalty: 647.517944 Iteration 17Q: 3 clusters Score -67142.23 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 918 members Mstep: Class 2 contains 313 members Entering Unmasked Estep Score: -67142.726562 Penalty: 647.517944 Iteration 18Q: 3 clusters Score -67142.73 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 917 members Mstep: Class 2 contains 314 members Entering Unmasked Estep Score: -67144.132812 Penalty: 647.517944 Iteration 19Q: 3 clusters Score -67144.13 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 915 members Mstep: Class 2 contains 316 members Entering Unmasked Estep Score: -67146.109375 Penalty: 647.517944 Iteration 20F: 3 clusters Score -67146.11 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 916 members Mstep: Class 2 contains 315 members Entering Unmasked Estep Score: -67148.351562 Penalty: 647.517944 Iteration 21Q: 3 clusters Score -67148.35 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 919 members Mstep: Class 2 contains 312 members Entering Unmasked Estep Score: -67152.257812 Penalty: 647.517944 Iteration 22Q: 3 clusters Score -67152.26 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 924 members Mstep: Class 2 contains 307 members Entering Unmasked Estep Score: -67158.921875 Penalty: 647.517944 Iteration 23Q: 3 clusters Score -67158.92 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 925 members Mstep: Class 2 contains 306 members Entering Unmasked Estep Score: -67161.460938 Penalty: 647.517944 Iteration 24Q: 3 clusters Score -67161.46 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 924 members Mstep: Class 2 contains 307 members Entering Unmasked Estep Score: -67162.304688 Penalty: 647.517944 Iteration 25Q: 3 clusters Score -67162.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 925 members Mstep: Class 2 contains 306 members Entering Unmasked Estep Score: -67164.109375 Penalty: 647.517944 Iteration 26Q: 3 clusters Score -67164.11 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 925 members Mstep: Class 2 contains 306 members Entering Unmasked Estep Score: -67164.726562 Penalty: 647.517944 Iteration 27Q: 3 clusters Score -67164.73 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 926 members Mstep: Class 2 contains 305 members Entering Unmasked Estep Score: -67166.765625 Penalty: 647.517944 Iteration 28Q: 3 clusters Score -67166.77 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 930 members Mstep: Class 2 contains 301 members Entering Unmasked Estep Score: -67168.726562 Penalty: 647.517944 Iteration 29Q: 3 clusters Score -67168.73 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 933 members Mstep: Class 2 contains 298 members Entering Unmasked Estep Score: -67170.804688 Penalty: 647.517944 Iteration 30Q: 3 clusters Score -67170.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 931 members Mstep: Class 2 contains 300 members Entering Unmasked Estep Score: -67171.132812 Penalty: 647.517944 Iteration 31Q: 3 clusters Score -67171.13 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 929 members Mstep: Class 2 contains 302 members Entering Unmasked Estep Score: -67171.570312 Penalty: 647.517944 Iteration 32Q: 3 clusters Score -67171.57 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 926 members Mstep: Class 2 contains 305 members Entering Unmasked Estep Score: -67172.953125 Penalty: 647.517944 Iteration 33Q: 3 clusters Score -67172.95 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 922 members Mstep: Class 2 contains 309 members Entering Unmasked Estep Score: -67176.195312 Penalty: 647.517944 Iteration 34Q: 3 clusters Score -67176.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 918 members Mstep: Class 2 contains 313 members Entering Unmasked Estep Score: -67176.781250 Penalty: 647.517944 Iteration 35Q: 3 clusters Score -67176.78 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 916 members Mstep: Class 2 contains 315 members Entering Unmasked Estep Score: -67177.187500 Penalty: 647.517944 Iteration 36Q: 3 clusters Score -67177.19 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 915 members Mstep: Class 2 contains 316 members Entering Unmasked Estep Score: -67177.437500 Penalty: 647.517944 Iteration 37Q: 3 clusters Score -67177.44 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 913 members Mstep: Class 2 contains 318 members Entering Unmasked Estep Score: -67177.867188 Penalty: 647.517944 Iteration 38Q: 3 clusters Score -67177.87 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 913 members Mstep: Class 2 contains 318 members Entering Unmasked Estep Score: -67177.867188 Penalty: 647.517944 Iteration 39F: 3 clusters Score -67177.87 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (9592 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9592 members Entering Unmasked Estep Score: -509243.937500 Penalty: 417.175171 Iteration 0F: 2 clusters Score -509243.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4819 members Mstep: Class 2 contains 4773 members Entering Unmasked Estep Score: -502893.406250 Penalty: 834.350342 Iteration 0F: 3 clusters Score -502893.4 nChanged 4414 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5309 members Mstep: Class 2 contains 4283 members Entering Unmasked Estep Score: -505485.531250 Penalty: 834.350342 Iteration 1F: 3 clusters Score -505485.5 nChanged 645 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5708 members Mstep: Class 2 contains 3884 members Entering Unmasked Estep Score: -505844.562500 Penalty: 834.350342 Iteration 2F: 3 clusters Score -505844.6 nChanged 714 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6192 members Mstep: Class 2 contains 3400 members Entering Unmasked Estep Score: -506284.437500 Penalty: 834.350342 Iteration 3F: 3 clusters Score -506284.4 nChanged 649 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6707 members Mstep: Class 2 contains 2885 members Entering Unmasked Estep Score: -506758.937500 Penalty: 834.350342 Iteration 4F: 3 clusters Score -506758.9 nChanged 568 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7207 members Mstep: Class 2 contains 2385 members Entering Unmasked Estep Score: -507247.000000 Penalty: 834.350342 Iteration 5F: 3 clusters Score -507247 nChanged 481 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7606 members Mstep: Class 2 contains 1986 members Entering Unmasked Estep Score: -507669.531250 Penalty: 834.350342 Iteration 6F: 3 clusters Score -507669.5 nChanged 383 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7911 members Mstep: Class 2 contains 1681 members Entering Unmasked Estep Score: -507989.625000 Penalty: 834.350342 Iteration 7Q: 3 clusters Score -507989.6 nChanged 299 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8128 members Mstep: Class 2 contains 1464 members Entering Unmasked Estep Score: -508199.406250 Penalty: 834.350342 Iteration 8Q: 3 clusters Score -508199.4 nChanged 205 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8307 members Mstep: Class 2 contains 1285 members Entering Unmasked Estep Score: -508355.562500 Penalty: 834.350342 Iteration 9Q: 3 clusters Score -508355.6 nChanged 187 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8484 members Mstep: Class 2 contains 1108 members Entering Unmasked Estep Score: -508482.937500 Penalty: 834.350342 Iteration 10Q: 3 clusters Score -508482.9 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8627 members Mstep: Class 2 contains 965 members Entering Unmasked Estep Score: -508571.593750 Penalty: 834.350342 Iteration 11Q: 3 clusters Score -508571.6 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8730 members Mstep: Class 2 contains 862 members Entering Unmasked Estep Score: -508624.812500 Penalty: 834.350342 Iteration 12Q: 3 clusters Score -508624.8 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8812 members Mstep: Class 2 contains 780 members Entering Unmasked Estep Score: -508660.093750 Penalty: 834.350342 Iteration 13Q: 3 clusters Score -508660.1 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8872 members Mstep: Class 2 contains 720 members Entering Unmasked Estep Score: -508691.437500 Penalty: 834.350342 Iteration 14Q: 3 clusters Score -508691.4 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8930 members Mstep: Class 2 contains 662 members Entering Unmasked Estep Score: -508719.812500 Penalty: 834.350342 Iteration 15Q: 3 clusters Score -508719.8 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8986 members Mstep: Class 2 contains 606 members Entering Unmasked Estep Score: -508747.906250 Penalty: 834.350342 Iteration 16Q: 3 clusters Score -508747.9 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9033 members Mstep: Class 2 contains 559 members Entering Unmasked Estep Score: -508770.187500 Penalty: 834.350342 Iteration 17Q: 3 clusters Score -508770.2 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9077 members Mstep: Class 2 contains 515 members Entering Unmasked Estep Score: -508789.593750 Penalty: 834.350342 Iteration 18Q: 3 clusters Score -508789.6 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9105 members Mstep: Class 2 contains 487 members Entering Unmasked Estep Score: -508802.062500 Penalty: 834.350342 Iteration 19Q: 3 clusters Score -508802.1 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9132 members Mstep: Class 2 contains 460 members Entering Unmasked Estep Score: -508812.718750 Penalty: 834.350342 Iteration 20F: 3 clusters Score -508812.7 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9148 members Mstep: Class 2 contains 444 members Entering Unmasked Estep Score: -508817.468750 Penalty: 834.350342 Iteration 21Q: 3 clusters Score -508817.5 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9158 members Mstep: Class 2 contains 434 members Entering Unmasked Estep Score: -508821.250000 Penalty: 834.350342 Iteration 22Q: 3 clusters Score -508821.2 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9171 members Mstep: Class 2 contains 421 members Entering Unmasked Estep Score: -508825.093750 Penalty: 834.350342 Iteration 23Q: 3 clusters Score -508825.1 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9185 members Mstep: Class 2 contains 407 members Entering Unmasked Estep Score: -508831.281250 Penalty: 834.350342 Iteration 24Q: 3 clusters Score -508831.3 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9207 members Mstep: Class 2 contains 385 members Entering Unmasked Estep Score: -508841.062500 Penalty: 834.350342 Iteration 25Q: 3 clusters Score -508841.1 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9223 members Mstep: Class 2 contains 369 members Entering Unmasked Estep Score: -508844.593750 Penalty: 834.350342 Iteration 26Q: 3 clusters Score -508844.6 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9237 members Mstep: Class 2 contains 355 members Entering Unmasked Estep Score: -508850.593750 Penalty: 834.350342 Iteration 27Q: 3 clusters Score -508850.6 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9248 members Mstep: Class 2 contains 344 members Entering Unmasked Estep Score: -508856.468750 Penalty: 834.350342 Iteration 28Q: 3 clusters Score -508856.5 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9257 members Mstep: Class 2 contains 335 members Entering Unmasked Estep Score: -508858.187500 Penalty: 834.350342 Iteration 29Q: 3 clusters Score -508858.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9266 members Mstep: Class 2 contains 326 members Entering Unmasked Estep Score: -508862.406250 Penalty: 834.350342 Iteration 30Q: 3 clusters Score -508862.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9275 members Mstep: Class 2 contains 317 members Entering Unmasked Estep Score: -508867.250000 Penalty: 834.350342 Iteration 31Q: 3 clusters Score -508867.2 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9288 members Mstep: Class 2 contains 304 members Entering Unmasked Estep Score: -508873.250000 Penalty: 834.350342 Iteration 32Q: 3 clusters Score -508873.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9299 members Mstep: Class 2 contains 293 members Entering Unmasked Estep Score: -508877.625000 Penalty: 834.350342 Iteration 33Q: 3 clusters Score -508877.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9307 members Mstep: Class 2 contains 285 members Entering Unmasked Estep Score: -508879.156250 Penalty: 834.350342 Iteration 34Q: 3 clusters Score -508879.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9313 members Mstep: Class 2 contains 279 members Entering Unmasked Estep Score: -508879.906250 Penalty: 834.350342 Iteration 35Q: 3 clusters Score -508879.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9316 members Mstep: Class 2 contains 276 members Entering Unmasked Estep Score: -508880.562500 Penalty: 834.350342 Iteration 36Q: 3 clusters Score -508880.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9319 members Mstep: Class 2 contains 273 members Entering Unmasked Estep Score: -508880.937500 Penalty: 834.350342 Iteration 37Q: 3 clusters Score -508880.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9323 members Mstep: Class 2 contains 269 members Entering Unmasked Estep Score: -508882.500000 Penalty: 834.350342 Iteration 38Q: 3 clusters Score -508882.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9326 members Mstep: Class 2 contains 266 members Entering Unmasked Estep Score: -508884.375000 Penalty: 834.350342 Iteration 39Q: 3 clusters Score -508884.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9329 members Mstep: Class 2 contains 263 members Entering Unmasked Estep Score: -508885.000000 Penalty: 834.350342 Iteration 40F: 3 clusters Score -508885 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9332 members Mstep: Class 2 contains 260 members Entering Unmasked Estep Score: -508886.625000 Penalty: 834.350342 Iteration 41Q: 3 clusters Score -508886.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9333 members Mstep: Class 2 contains 259 members Entering Unmasked Estep Score: -508886.781250 Penalty: 834.350342 Iteration 42Q: 3 clusters Score -508886.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9334 members Mstep: Class 2 contains 258 members Entering Unmasked Estep Score: -508887.000000 Penalty: 834.350342 Iteration 43Q: 3 clusters Score -508887 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9335 members Mstep: Class 2 contains 257 members Entering Unmasked Estep Score: -508887.156250 Penalty: 834.350342 Iteration 44Q: 3 clusters Score -508887.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9335 members Mstep: Class 2 contains 257 members Entering Unmasked Estep Score: -508887.156250 Penalty: 834.350342 Iteration 45F: 3 clusters Score -508887.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 21 (65796 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65796 members Entering Unmasked Estep Score: -3748401.500000 Penalty: 504.791321 Iteration 0F: 2 clusters Score -3748402 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32864 members Mstep: Class 2 contains 32932 members Entering Unmasked Estep Score: -3704093.250000 Penalty: 1009.582642 Iteration 0F: 3 clusters Score -3704093 nChanged 31999 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28583 members Mstep: Class 2 contains 37213 members Entering Unmasked Estep Score: -3724793.000000 Penalty: 1009.582642 Iteration 1F: 3 clusters Score -3724793 nChanged 4169 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26118 members Mstep: Class 2 contains 39678 members Entering Unmasked Estep Score: -3726958.000000 Penalty: 1009.582642 Iteration 2F: 3 clusters Score -3726958 nChanged 4450 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23186 members Mstep: Class 2 contains 42610 members Entering Unmasked Estep Score: -3729571.750000 Penalty: 1009.582642 Iteration 3F: 3 clusters Score -3729572 nChanged 4375 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20009 members Mstep: Class 2 contains 45787 members Entering Unmasked Estep Score: -3732328.500000 Penalty: 1009.582642 Iteration 4F: 3 clusters Score -3732328 nChanged 4138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16649 members Mstep: Class 2 contains 49147 members Entering Unmasked Estep Score: -3735093.250000 Penalty: 1009.582642 Iteration 5F: 3 clusters Score -3735093 nChanged 3839 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13176 members Mstep: Class 2 contains 52620 members Entering Unmasked Estep Score: -3737836.250000 Penalty: 1009.582642 Iteration 6F: 3 clusters Score -3737836 nChanged 3385 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9867 members Mstep: Class 2 contains 55929 members Entering Unmasked Estep Score: -3740423.250000 Penalty: 1009.582642 Iteration 7F: 3 clusters Score -3740423 nChanged 2851 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7022 members Mstep: Class 2 contains 58774 members Entering Unmasked Estep Score: -3742742.500000 Penalty: 1009.582642 Iteration 8Q: 3 clusters Score -3742742 nChanged 2258 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4766 members Mstep: Class 2 contains 61030 members Entering Unmasked Estep Score: -3744617.000000 Penalty: 1009.582642 Iteration 9Q: 3 clusters Score -3744617 nChanged 1598 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3168 members Mstep: Class 2 contains 62628 members Entering Unmasked Estep Score: -3745937.500000 Penalty: 1009.582642 Iteration 10Q: 3 clusters Score -3745938 nChanged 1023 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2147 members Mstep: Class 2 contains 63649 members Entering Unmasked Estep Score: -3746827.750000 Penalty: 1009.582642 Iteration 11Q: 3 clusters Score -3746828 nChanged 607 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1552 members Mstep: Class 2 contains 64244 members Entering Unmasked Estep Score: -3747394.500000 Penalty: 1009.582642 Iteration 12Q: 3 clusters Score -3747394 nChanged 354 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1210 members Mstep: Class 2 contains 64586 members Entering Unmasked Estep Score: -3747685.250000 Penalty: 1009.582642 Iteration 13Q: 3 clusters Score -3747685 nChanged 222 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1022 members Mstep: Class 2 contains 64774 members Entering Unmasked Estep Score: -3747847.000000 Penalty: 1009.582642 Iteration 14Q: 3 clusters Score -3747847 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 914 members Mstep: Class 2 contains 64882 members Entering Unmasked Estep Score: -3747922.500000 Penalty: 1009.582642 Iteration 15Q: 3 clusters Score -3747922 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 827 members Mstep: Class 2 contains 64969 members Entering Unmasked Estep Score: -3747993.000000 Penalty: 1009.582642 Iteration 16Q: 3 clusters Score -3747993 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 775 members Mstep: Class 2 contains 65021 members Entering Unmasked Estep Score: -3748031.250000 Penalty: 1009.582642 Iteration 17Q: 3 clusters Score -3748031 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 721 members Mstep: Class 2 contains 65075 members Entering Unmasked Estep Score: -3748054.500000 Penalty: 1009.582642 Iteration 18Q: 3 clusters Score -3748054 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 679 members Mstep: Class 2 contains 65117 members Entering Unmasked Estep Score: -3748086.250000 Penalty: 1009.582642 Iteration 19Q: 3 clusters Score -3748086 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 648 members Mstep: Class 2 contains 65148 members Entering Unmasked Estep Score: -3748116.250000 Penalty: 1009.582642 Iteration 20F: 3 clusters Score -3748116 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 617 members Mstep: Class 2 contains 65179 members Entering Unmasked Estep Score: -3748133.500000 Penalty: 1009.582642 Iteration 21Q: 3 clusters Score -3748134 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 596 members Mstep: Class 2 contains 65200 members Entering Unmasked Estep Score: -3748149.500000 Penalty: 1009.582642 Iteration 22Q: 3 clusters Score -3748150 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 588 members Mstep: Class 2 contains 65208 members Entering Unmasked Estep Score: -3748158.250000 Penalty: 1009.582642 Iteration 23Q: 3 clusters Score -3748158 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 589 members Mstep: Class 2 contains 65207 members Entering Unmasked Estep Score: -3748167.250000 Penalty: 1009.582642 Iteration 24Q: 3 clusters Score -3748167 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 584 members Mstep: Class 2 contains 65212 members Entering Unmasked Estep Score: -3748177.250000 Penalty: 1009.582642 Iteration 25Q: 3 clusters Score -3748177 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 579 members Mstep: Class 2 contains 65217 members Entering Unmasked Estep Score: -3748186.750000 Penalty: 1009.582642 Iteration 26Q: 3 clusters Score -3748187 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 572 members Mstep: Class 2 contains 65224 members Entering Unmasked Estep Score: -3748198.750000 Penalty: 1009.582642 Iteration 27Q: 3 clusters Score -3748199 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 563 members Mstep: Class 2 contains 65233 members Entering Unmasked Estep Score: -3748203.000000 Penalty: 1009.582642 Iteration 28Q: 3 clusters Score -3748203 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 556 members Mstep: Class 2 contains 65240 members Entering Unmasked Estep Score: -3748214.500000 Penalty: 1009.582642 Iteration 29Q: 3 clusters Score -3748214 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 550 members Mstep: Class 2 contains 65246 members Entering Unmasked Estep Score: -3748224.750000 Penalty: 1009.582642 Iteration 30Q: 3 clusters Score -3748225 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 547 members Mstep: Class 2 contains 65249 members Entering Unmasked Estep Score: -3748226.000000 Penalty: 1009.582642 Iteration 31Q: 3 clusters Score -3748226 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 547 members Mstep: Class 2 contains 65249 members Entering Unmasked Estep Score: -3748232.000000 Penalty: 1009.582642 Iteration 32Q: 3 clusters Score -3748232 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 543 members Mstep: Class 2 contains 65253 members Entering Unmasked Estep Score: -3748233.750000 Penalty: 1009.582642 Iteration 33Q: 3 clusters Score -3748234 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 541 members Mstep: Class 2 contains 65255 members Entering Unmasked Estep Score: -3748236.250000 Penalty: 1009.582642 Iteration 34Q: 3 clusters Score -3748236 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 539 members Mstep: Class 2 contains 65257 members Entering Unmasked Estep Score: -3748235.750000 Penalty: 1009.582642 Iteration 35Q: 3 clusters Score -3748236 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 537 members Mstep: Class 2 contains 65259 members Entering Unmasked Estep Score: -3748238.000000 Penalty: 1009.582642 Iteration 36Q: 3 clusters Score -3748238 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 534 members Mstep: Class 2 contains 65262 members Entering Unmasked Estep Score: -3748236.250000 Penalty: 1009.582642 Iteration 37Q: 3 clusters Score -3748236 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 532 members Mstep: Class 2 contains 65264 members Entering Unmasked Estep Score: -3748234.250000 Penalty: 1009.582642 Iteration 38Q: 3 clusters Score -3748234 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 531 members Mstep: Class 2 contains 65265 members Entering Unmasked Estep Score: -3748232.000000 Penalty: 1009.582642 Iteration 39Q: 3 clusters Score -3748232 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 531 members Mstep: Class 2 contains 65265 members Entering Unmasked Estep Score: -3748232.000000 Penalty: 1009.582642 Iteration 40F: 3 clusters Score -3748232 nChanged 0 Entering ConstructFrom: Trying to split cluster 22 (1086 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1086 members Entering Unmasked Estep Score: -56923.070312 Penalty: 318.056671 Iteration 0F: 2 clusters Score -56923.07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 574 members Mstep: Class 2 contains 512 members Entering Unmasked Estep Score: -56067.207031 Penalty: 636.113342 Iteration 0F: 3 clusters Score -56067.21 nChanged 413 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 663 members Mstep: Class 2 contains 423 members Entering Unmasked Estep Score: -56364.921875 Penalty: 636.113342 Iteration 1F: 3 clusters Score -56364.92 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 689 members Mstep: Class 2 contains 397 members Entering Unmasked Estep Score: -56449.125000 Penalty: 636.113342 Iteration 2F: 3 clusters Score -56449.12 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 709 members Mstep: Class 2 contains 377 members Entering Unmasked Estep Score: -56503.312500 Penalty: 636.113342 Iteration 3F: 3 clusters Score -56503.31 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 731 members Mstep: Class 2 contains 355 members Entering Unmasked Estep Score: -56541.339844 Penalty: 636.113342 Iteration 4Q: 3 clusters Score -56541.34 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 749 members Mstep: Class 2 contains 337 members Entering Unmasked Estep Score: -56574.519531 Penalty: 636.113342 Iteration 5Q: 3 clusters Score -56574.52 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 769 members Mstep: Class 2 contains 317 members Entering Unmasked Estep Score: -56612.132812 Penalty: 636.113342 Iteration 6Q: 3 clusters Score -56612.13 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 782 members Mstep: Class 2 contains 304 members Entering Unmasked Estep Score: -56634.531250 Penalty: 636.113342 Iteration 7Q: 3 clusters Score -56634.53 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 785 members Mstep: Class 2 contains 301 members Entering Unmasked Estep Score: -56649.242188 Penalty: 636.113342 Iteration 8Q: 3 clusters Score -56649.24 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 787 members Mstep: Class 2 contains 299 members Entering Unmasked Estep Score: -56658.949219 Penalty: 636.113342 Iteration 9Q: 3 clusters Score -56658.95 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 791 members Mstep: Class 2 contains 295 members Entering Unmasked Estep Score: -56665.250000 Penalty: 636.113342 Iteration 10Q: 3 clusters Score -56665.25 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 792 members Mstep: Class 2 contains 294 members Entering Unmasked Estep Score: -56670.132812 Penalty: 636.113342 Iteration 11Q: 3 clusters Score -56670.13 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 792 members Mstep: Class 2 contains 294 members Entering Unmasked Estep Score: -56671.218750 Penalty: 636.113342 Iteration 12Q: 3 clusters Score -56671.22 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 792 members Mstep: Class 2 contains 294 members Entering Unmasked Estep Score: -56671.800781 Penalty: 636.113342 Iteration 13Q: 3 clusters Score -56671.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 792 members Mstep: Class 2 contains 294 members Entering Unmasked Estep Score: -56671.800781 Penalty: 636.113342 Iteration 14F: 3 clusters Score -56671.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 23 (40544 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40544 members Entering Unmasked Estep Score: -2300997.750000 Penalty: 482.761505 Iteration 0F: 2 clusters Score -2300998 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20341 members Mstep: Class 2 contains 20203 members Entering Unmasked Estep Score: -2273693.250000 Penalty: 965.523010 Iteration 0F: 3 clusters Score -2273693 nChanged 19604 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23507 members Mstep: Class 2 contains 17037 members Entering Unmasked Estep Score: -2285816.750000 Penalty: 965.523010 Iteration 1F: 3 clusters Score -2285817 nChanged 2467 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25366 members Mstep: Class 2 contains 15178 members Entering Unmasked Estep Score: -2286999.750000 Penalty: 965.523010 Iteration 2F: 3 clusters Score -2287000 nChanged 2886 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27892 members Mstep: Class 2 contains 12652 members Entering Unmasked Estep Score: -2288836.500000 Penalty: 965.523010 Iteration 3F: 3 clusters Score -2288836 nChanged 3361 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31065 members Mstep: Class 2 contains 9479 members Entering Unmasked Estep Score: -2291541.750000 Penalty: 965.523010 Iteration 4F: 3 clusters Score -2291542 nChanged 3502 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34479 members Mstep: Class 2 contains 6065 members Entering Unmasked Estep Score: -2294866.250000 Penalty: 965.523010 Iteration 5F: 3 clusters Score -2294866 nChanged 2883 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37332 members Mstep: Class 2 contains 3212 members Entering Unmasked Estep Score: -2297820.750000 Penalty: 965.523010 Iteration 6F: 3 clusters Score -2297821 nChanged 1775 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39101 members Mstep: Class 2 contains 1443 members Entering Unmasked Estep Score: -2299519.250000 Penalty: 965.523010 Iteration 7Q: 3 clusters Score -2299519 nChanged 789 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39890 members Mstep: Class 2 contains 654 members Entering Unmasked Estep Score: -2300171.500000 Penalty: 965.523010 Iteration 8Q: 3 clusters Score -2300172 nChanged 324 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40214 members Mstep: Class 2 contains 330 members Entering Unmasked Estep Score: -2300395.750000 Penalty: 965.523010 Iteration 9Q: 3 clusters Score -2300396 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40342 members Mstep: Class 2 contains 202 members Entering Unmasked Estep Score: -2300481.500000 Penalty: 965.523010 Iteration 10Q: 3 clusters Score -2300482 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40397 members Mstep: Class 2 contains 147 members Entering Unmasked Estep Score: -2300519.250000 Penalty: 965.523010 Iteration 11Q: 3 clusters Score -2300519 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40437 members Mstep: Class 2 contains 107 members Entering Unmasked Estep Score: -2300562.500000 Penalty: 965.523010 Iteration 12Q: 3 clusters Score -2300562 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40453 members Mstep: Class 2 contains 91 members Entering Unmasked Estep Score: -2300586.250000 Penalty: 965.523010 Iteration 13Q: 3 clusters Score -2300586 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40457 members Mstep: Class 2 contains 87 members Entering Unmasked Estep Score: -2300599.000000 Penalty: 965.523010 Iteration 14Q: 3 clusters Score -2300599 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40459 members Mstep: Class 2 contains 85 members Entering Unmasked Estep Score: -2300604.000000 Penalty: 965.523010 Iteration 15Q: 3 clusters Score -2300604 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40460 members Mstep: Class 2 contains 84 members Entering Unmasked Estep Score: -2300603.500000 Penalty: 965.523010 Iteration 16Q: 3 clusters Score -2300604 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40460 members Mstep: Class 2 contains 84 members Entering Unmasked Estep Score: -2300605.750000 Penalty: 965.523010 Iteration 17Q: 3 clusters Score -2300606 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40460 members Mstep: Class 2 contains 84 members Entering Unmasked Estep Score: -2300606.250000 Penalty: 965.523010 Iteration 18Q: 3 clusters Score -2300606 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40460 members Mstep: Class 2 contains 84 members Entering Unmasked Estep Score: -2300606.250000 Penalty: 965.523010 Iteration 19F: 3 clusters Score -2300606 nChanged 0 Entering ConstructFrom: Trying to split cluster 24 (356 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 356 members Entering Unmasked Estep Score: -13806.618164 Penalty: 267.309357 Iteration 0F: 2 clusters Score -13806.62 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 190 members Entering Unmasked Estep Score: -13419.791016 Penalty: 534.618713 Iteration 0F: 3 clusters Score -13419.79 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 145 members Mstep: Class 2 contains 211 members Entering Unmasked Estep Score: -13522.927734 Penalty: 534.618713 Iteration 1F: 3 clusters Score -13522.93 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 147 members Mstep: Class 2 contains 209 members Entering Unmasked Estep Score: -13553.535156 Penalty: 534.618713 Iteration 2F: 3 clusters Score -13553.54 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 153 members Mstep: Class 2 contains 203 members Entering Unmasked Estep Score: -13570.268555 Penalty: 534.618713 Iteration 3Q: 3 clusters Score -13570.27 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 166 members Mstep: Class 2 contains 190 members Entering Unmasked Estep Score: -13582.822266 Penalty: 534.618713 Iteration 4Q: 3 clusters Score -13582.82 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 181 members Mstep: Class 2 contains 175 members Entering Unmasked Estep Score: -13597.116211 Penalty: 534.618713 Iteration 5Q: 3 clusters Score -13597.12 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 192 members Mstep: Class 2 contains 164 members Entering Unmasked Estep Score: -13612.884766 Penalty: 534.618713 Iteration 6Q: 3 clusters Score -13612.88 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 200 members Mstep: Class 2 contains 156 members Entering Unmasked Estep Score: -13620.708984 Penalty: 534.618713 Iteration 7Q: 3 clusters Score -13620.71 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 203 members Mstep: Class 2 contains 153 members Entering Unmasked Estep Score: -13622.593750 Penalty: 534.618713 Iteration 8Q: 3 clusters Score -13622.59 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 203 members Mstep: Class 2 contains 153 members Entering Unmasked Estep Score: -13622.593750 Penalty: 534.618713 Iteration 9F: 3 clusters Score -13622.59 nChanged 0 Entering ConstructFrom: Trying to split cluster 25 (8016 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8016 members Entering Unmasked Estep Score: -447252.187500 Penalty: 409.008362 Iteration 0F: 2 clusters Score -447252.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3994 members Mstep: Class 2 contains 4022 members Entering Unmasked Estep Score: -441948.906250 Penalty: 818.016724 Iteration 0F: 3 clusters Score -441948.9 nChanged 3615 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3985 members Mstep: Class 2 contains 4031 members Entering Unmasked Estep Score: -444127.687500 Penalty: 818.016724 Iteration 1F: 3 clusters Score -444127.7 nChanged 482 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3987 members Mstep: Class 2 contains 4029 members Entering Unmasked Estep Score: -444429.781250 Penalty: 818.016724 Iteration 2F: 3 clusters Score -444429.8 nChanged 512 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3989 members Mstep: Class 2 contains 4027 members Entering Unmasked Estep Score: -444778.281250 Penalty: 818.016724 Iteration 3F: 3 clusters Score -444778.3 nChanged 550 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4017 members Mstep: Class 2 contains 3999 members Entering Unmasked Estep Score: -445199.468750 Penalty: 818.016724 Iteration 4F: 3 clusters Score -445199.5 nChanged 548 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4047 members Mstep: Class 2 contains 3969 members Entering Unmasked Estep Score: -445567.781250 Penalty: 818.016724 Iteration 5F: 3 clusters Score -445567.8 nChanged 436 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4099 members Mstep: Class 2 contains 3917 members Entering Unmasked Estep Score: -445787.500000 Penalty: 818.016724 Iteration 6F: 3 clusters Score -445787.5 nChanged 294 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4167 members Mstep: Class 2 contains 3849 members Entering Unmasked Estep Score: -445900.468750 Penalty: 818.016724 Iteration 7Q: 3 clusters Score -445900.5 nChanged 202 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4241 members Mstep: Class 2 contains 3775 members Entering Unmasked Estep Score: -445963.843750 Penalty: 818.016724 Iteration 8Q: 3 clusters Score -445963.8 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4316 members Mstep: Class 2 contains 3700 members Entering Unmasked Estep Score: -446004.875000 Penalty: 818.016724 Iteration 9Q: 3 clusters Score -446004.9 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4397 members Mstep: Class 2 contains 3619 members Entering Unmasked Estep Score: -446041.281250 Penalty: 818.016724 Iteration 10Q: 3 clusters Score -446041.3 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4491 members Mstep: Class 2 contains 3525 members Entering Unmasked Estep Score: -446077.250000 Penalty: 818.016724 Iteration 11Q: 3 clusters Score -446077.2 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4595 members Mstep: Class 2 contains 3421 members Entering Unmasked Estep Score: -446116.000000 Penalty: 818.016724 Iteration 12Q: 3 clusters Score -446116 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4693 members Mstep: Class 2 contains 3323 members Entering Unmasked Estep Score: -446158.687500 Penalty: 818.016724 Iteration 13Q: 3 clusters Score -446158.7 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4793 members Mstep: Class 2 contains 3223 members Entering Unmasked Estep Score: -446198.437500 Penalty: 818.016724 Iteration 14Q: 3 clusters Score -446198.4 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4896 members Mstep: Class 2 contains 3120 members Entering Unmasked Estep Score: -446241.250000 Penalty: 818.016724 Iteration 15Q: 3 clusters Score -446241.2 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5010 members Mstep: Class 2 contains 3006 members Entering Unmasked Estep Score: -446290.218750 Penalty: 818.016724 Iteration 16Q: 3 clusters Score -446290.2 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5122 members Mstep: Class 2 contains 2894 members Entering Unmasked Estep Score: -446334.281250 Penalty: 818.016724 Iteration 17Q: 3 clusters Score -446334.3 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5216 members Mstep: Class 2 contains 2800 members Entering Unmasked Estep Score: -446369.500000 Penalty: 818.016724 Iteration 18Q: 3 clusters Score -446369.5 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5301 members Mstep: Class 2 contains 2715 members Entering Unmasked Estep Score: -446399.437500 Penalty: 818.016724 Iteration 19Q: 3 clusters Score -446399.4 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5408 members Mstep: Class 2 contains 2608 members Entering Unmasked Estep Score: -446437.656250 Penalty: 818.016724 Iteration 20F: 3 clusters Score -446437.7 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5521 members Mstep: Class 2 contains 2495 members Entering Unmasked Estep Score: -446479.843750 Penalty: 818.016724 Iteration 21Q: 3 clusters Score -446479.8 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5635 members Mstep: Class 2 contains 2381 members Entering Unmasked Estep Score: -446522.656250 Penalty: 818.016724 Iteration 22Q: 3 clusters Score -446522.7 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5740 members Mstep: Class 2 contains 2276 members Entering Unmasked Estep Score: -446561.875000 Penalty: 818.016724 Iteration 23Q: 3 clusters Score -446561.9 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5847 members Mstep: Class 2 contains 2169 members Entering Unmasked Estep Score: -446606.875000 Penalty: 818.016724 Iteration 24Q: 3 clusters Score -446606.9 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5955 members Mstep: Class 2 contains 2061 members Entering Unmasked Estep Score: -446652.968750 Penalty: 818.016724 Iteration 25Q: 3 clusters Score -446653 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6073 members Mstep: Class 2 contains 1943 members Entering Unmasked Estep Score: -446702.000000 Penalty: 818.016724 Iteration 26Q: 3 clusters Score -446702 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6179 members Mstep: Class 2 contains 1837 members Entering Unmasked Estep Score: -446738.968750 Penalty: 818.016724 Iteration 27Q: 3 clusters Score -446739 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6265 members Mstep: Class 2 contains 1751 members Entering Unmasked Estep Score: -446767.250000 Penalty: 818.016724 Iteration 28Q: 3 clusters Score -446767.2 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6339 members Mstep: Class 2 contains 1677 members Entering Unmasked Estep Score: -446789.125000 Penalty: 818.016724 Iteration 29Q: 3 clusters Score -446789.1 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6405 members Mstep: Class 2 contains 1611 members Entering Unmasked Estep Score: -446806.218750 Penalty: 818.016724 Iteration 30Q: 3 clusters Score -446806.2 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6464 members Mstep: Class 2 contains 1552 members Entering Unmasked Estep Score: -446822.468750 Penalty: 818.016724 Iteration 31Q: 3 clusters Score -446822.5 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6518 members Mstep: Class 2 contains 1498 members Entering Unmasked Estep Score: -446835.656250 Penalty: 818.016724 Iteration 32Q: 3 clusters Score -446835.7 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6547 members Mstep: Class 2 contains 1469 members Entering Unmasked Estep Score: -446841.968750 Penalty: 818.016724 Iteration 33Q: 3 clusters Score -446842 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6585 members Mstep: Class 2 contains 1431 members Entering Unmasked Estep Score: -446848.468750 Penalty: 818.016724 Iteration 34Q: 3 clusters Score -446848.5 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6618 members Mstep: Class 2 contains 1398 members Entering Unmasked Estep Score: -446853.312500 Penalty: 818.016724 Iteration 35Q: 3 clusters Score -446853.3 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6649 members Mstep: Class 2 contains 1367 members Entering Unmasked Estep Score: -446861.000000 Penalty: 818.016724 Iteration 36Q: 3 clusters Score -446861 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6679 members Mstep: Class 2 contains 1337 members Entering Unmasked Estep Score: -446868.437500 Penalty: 818.016724 Iteration 37Q: 3 clusters Score -446868.4 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6714 members Mstep: Class 2 contains 1302 members Entering Unmasked Estep Score: -446877.312500 Penalty: 818.016724 Iteration 38Q: 3 clusters Score -446877.3 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6747 members Mstep: Class 2 contains 1269 members Entering Unmasked Estep Score: -446883.375000 Penalty: 818.016724 Iteration 39Q: 3 clusters Score -446883.4 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6782 members Mstep: Class 2 contains 1234 members Entering Unmasked Estep Score: -446891.875000 Penalty: 818.016724 Iteration 40F: 3 clusters Score -446891.9 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6808 members Mstep: Class 2 contains 1208 members Entering Unmasked Estep Score: -446897.718750 Penalty: 818.016724 Iteration 41Q: 3 clusters Score -446897.7 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6835 members Mstep: Class 2 contains 1181 members Entering Unmasked Estep Score: -446904.218750 Penalty: 818.016724 Iteration 42Q: 3 clusters Score -446904.2 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6867 members Mstep: Class 2 contains 1149 members Entering Unmasked Estep Score: -446908.125000 Penalty: 818.016724 Iteration 43Q: 3 clusters Score -446908.1 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6892 members Mstep: Class 2 contains 1124 members Entering Unmasked Estep Score: -446913.656250 Penalty: 818.016724 Iteration 44Q: 3 clusters Score -446913.7 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6911 members Mstep: Class 2 contains 1105 members Entering Unmasked Estep Score: -446917.218750 Penalty: 818.016724 Iteration 45Q: 3 clusters Score -446917.2 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6932 members Mstep: Class 2 contains 1084 members Entering Unmasked Estep Score: -446919.500000 Penalty: 818.016724 Iteration 46Q: 3 clusters Score -446919.5 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6948 members Mstep: Class 2 contains 1068 members Entering Unmasked Estep Score: -446920.812500 Penalty: 818.016724 Iteration 47Q: 3 clusters Score -446920.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6960 members Mstep: Class 2 contains 1056 members Entering Unmasked Estep Score: -446922.343750 Penalty: 818.016724 Iteration 48Q: 3 clusters Score -446922.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6964 members Mstep: Class 2 contains 1052 members Entering Unmasked Estep Score: -446922.187500 Penalty: 818.016724 Iteration 49Q: 3 clusters Score -446922.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6968 members Mstep: Class 2 contains 1048 members Entering Unmasked Estep Score: -446924.375000 Penalty: 818.016724 Iteration 50Q: 3 clusters Score -446924.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6971 members Mstep: Class 2 contains 1045 members Entering Unmasked Estep Score: -446924.593750 Penalty: 818.016724 Iteration 51Q: 3 clusters Score -446924.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6973 members Mstep: Class 2 contains 1043 members Entering Unmasked Estep Score: -446924.937500 Penalty: 818.016724 Iteration 52Q: 3 clusters Score -446924.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6973 members Mstep: Class 2 contains 1043 members Entering Unmasked Estep Score: -446924.937500 Penalty: 818.016724 Iteration 53F: 3 clusters Score -446924.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 26 (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: -4575.914551 Penalty: 215.497025 Iteration 0F: 2 clusters Score -4575.915 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53 members Mstep: Class 2 contains 61 members Entering Unmasked Estep Score: -4400.337891 Penalty: 430.994049 Iteration 0F: 3 clusters Score -4400.338 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61 members Mstep: Class 2 contains 53 members Entering Unmasked Estep Score: -4450.041992 Penalty: 430.994049 Iteration 1F: 3 clusters Score -4450.042 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65 members Mstep: Class 2 contains 49 members Entering Unmasked Estep Score: -4464.667480 Penalty: 430.994049 Iteration 2F: 3 clusters Score -4464.667 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 68 members Mstep: Class 2 contains 46 members Entering Unmasked Estep Score: -4475.983887 Penalty: 430.994049 Iteration 3Q: 3 clusters Score -4475.984 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 69 members Mstep: Class 2 contains 45 members Entering Unmasked Estep Score: -4479.879883 Penalty: 430.994049 Iteration 4Q: 3 clusters Score -4479.88 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 69 members Mstep: Class 2 contains 45 members Entering Unmasked Estep Score: -4479.879883 Penalty: 430.994049 Iteration 5F: 3 clusters Score -4479.88 nChanged 0 Entering ConstructFrom: Trying to split cluster 27 (22571 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22571 members Entering Unmasked Estep Score: -1225488.500000 Penalty: 456.111145 Iteration 0F: 2 clusters Score -1225488 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11245 members Mstep: Class 2 contains 11326 members Entering Unmasked Estep Score: -1210343.250000 Penalty: 912.222290 Iteration 0F: 3 clusters Score -1210343 nChanged 10767 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10852 members Mstep: Class 2 contains 11719 members Entering Unmasked Estep Score: -1217110.125000 Penalty: 912.222290 Iteration 1F: 3 clusters Score -1217110 nChanged 1302 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10656 members Mstep: Class 2 contains 11915 members Entering Unmasked Estep Score: -1217720.875000 Penalty: 912.222290 Iteration 2F: 3 clusters Score -1217721 nChanged 1402 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10418 members Mstep: Class 2 contains 12153 members Entering Unmasked Estep Score: -1218590.375000 Penalty: 912.222290 Iteration 3F: 3 clusters Score -1218590 nChanged 1531 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10035 members Mstep: Class 2 contains 12536 members Entering Unmasked Estep Score: -1219695.875000 Penalty: 912.222290 Iteration 4F: 3 clusters Score -1219696 nChanged 1546 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9643 members Mstep: Class 2 contains 12928 members Entering Unmasked Estep Score: -1220884.500000 Penalty: 912.222290 Iteration 5F: 3 clusters Score -1220884 nChanged 1352 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9329 members Mstep: Class 2 contains 13242 members Entering Unmasked Estep Score: -1221841.750000 Penalty: 912.222290 Iteration 6F: 3 clusters Score -1221842 nChanged 1083 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9064 members Mstep: Class 2 contains 13507 members Entering Unmasked Estep Score: -1222417.250000 Penalty: 912.222290 Iteration 7Q: 3 clusters Score -1222417 nChanged 722 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8850 members Mstep: Class 2 contains 13721 members Entering Unmasked Estep Score: -1222675.625000 Penalty: 912.222290 Iteration 8Q: 3 clusters Score -1222676 nChanged 474 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8666 members Mstep: Class 2 contains 13905 members Entering Unmasked Estep Score: -1222811.875000 Penalty: 912.222290 Iteration 9Q: 3 clusters Score -1222812 nChanged 331 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8493 members Mstep: Class 2 contains 14078 members Entering Unmasked Estep Score: -1222897.000000 Penalty: 912.222290 Iteration 10Q: 3 clusters Score -1222897 nChanged 268 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8315 members Mstep: Class 2 contains 14256 members Entering Unmasked Estep Score: -1222959.250000 Penalty: 912.222290 Iteration 11Q: 3 clusters Score -1222959 nChanged 245 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8156 members Mstep: Class 2 contains 14415 members Entering Unmasked Estep Score: -1223008.875000 Penalty: 912.222290 Iteration 12Q: 3 clusters Score -1223009 nChanged 233 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7999 members Mstep: Class 2 contains 14572 members Entering Unmasked Estep Score: -1223052.625000 Penalty: 912.222290 Iteration 13Q: 3 clusters Score -1223053 nChanged 184 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7869 members Mstep: Class 2 contains 14702 members Entering Unmasked Estep Score: -1223093.250000 Penalty: 912.222290 Iteration 14Q: 3 clusters Score -1223093 nChanged 185 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7726 members Mstep: Class 2 contains 14845 members Entering Unmasked Estep Score: -1223124.375000 Penalty: 912.222290 Iteration 15Q: 3 clusters Score -1223124 nChanged 178 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7580 members Mstep: Class 2 contains 14991 members Entering Unmasked Estep Score: -1223157.000000 Penalty: 912.222290 Iteration 16Q: 3 clusters Score -1223157 nChanged 168 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7422 members Mstep: Class 2 contains 15149 members Entering Unmasked Estep Score: -1223188.250000 Penalty: 912.222290 Iteration 17Q: 3 clusters Score -1223188 nChanged 179 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7257 members Mstep: Class 2 contains 15314 members Entering Unmasked Estep Score: -1223222.500000 Penalty: 912.222290 Iteration 18Q: 3 clusters Score -1223222 nChanged 159 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7100 members Mstep: Class 2 contains 15471 members Entering Unmasked Estep Score: -1223249.750000 Penalty: 912.222290 Iteration 19Q: 3 clusters Score -1223250 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6949 members Mstep: Class 2 contains 15622 members Entering Unmasked Estep Score: -1223279.375000 Penalty: 912.222290 Iteration 20F: 3 clusters Score -1223279 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6803 members Mstep: Class 2 contains 15768 members Entering Unmasked Estep Score: -1223301.250000 Penalty: 912.222290 Iteration 21Q: 3 clusters Score -1223301 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6663 members Mstep: Class 2 contains 15908 members Entering Unmasked Estep Score: -1223324.375000 Penalty: 912.222290 Iteration 22Q: 3 clusters Score -1223324 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6529 members Mstep: Class 2 contains 16042 members Entering Unmasked Estep Score: -1223338.250000 Penalty: 912.222290 Iteration 23Q: 3 clusters Score -1223338 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6380 members Mstep: Class 2 contains 16191 members Entering Unmasked Estep Score: -1223363.500000 Penalty: 912.222290 Iteration 24Q: 3 clusters Score -1223364 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6238 members Mstep: Class 2 contains 16333 members Entering Unmasked Estep Score: -1223389.625000 Penalty: 912.222290 Iteration 25Q: 3 clusters Score -1223390 nChanged 151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6087 members Mstep: Class 2 contains 16484 members Entering Unmasked Estep Score: -1223409.750000 Penalty: 912.222290 Iteration 26Q: 3 clusters Score -1223410 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5941 members Mstep: Class 2 contains 16630 members Entering Unmasked Estep Score: -1223430.750000 Penalty: 912.222290 Iteration 27Q: 3 clusters Score -1223431 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5801 members Mstep: Class 2 contains 16770 members Entering Unmasked Estep Score: -1223444.375000 Penalty: 912.222290 Iteration 28Q: 3 clusters Score -1223444 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5660 members Mstep: Class 2 contains 16911 members Entering Unmasked Estep Score: -1223471.500000 Penalty: 912.222290 Iteration 29Q: 3 clusters Score -1223472 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5518 members Mstep: Class 2 contains 17053 members Entering Unmasked Estep Score: -1223497.750000 Penalty: 912.222290 Iteration 30Q: 3 clusters Score -1223498 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5381 members Mstep: Class 2 contains 17190 members Entering Unmasked Estep Score: -1223523.375000 Penalty: 912.222290 Iteration 31Q: 3 clusters Score -1223523 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5240 members Mstep: Class 2 contains 17331 members Entering Unmasked Estep Score: -1223550.000000 Penalty: 912.222290 Iteration 32Q: 3 clusters Score -1223550 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5102 members Mstep: Class 2 contains 17469 members Entering Unmasked Estep Score: -1223577.125000 Penalty: 912.222290 Iteration 33Q: 3 clusters Score -1223577 nChanged 156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4946 members Mstep: Class 2 contains 17625 members Entering Unmasked Estep Score: -1223605.750000 Penalty: 912.222290 Iteration 34Q: 3 clusters Score -1223606 nChanged 150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4800 members Mstep: Class 2 contains 17771 members Entering Unmasked Estep Score: -1223639.375000 Penalty: 912.222290 Iteration 35Q: 3 clusters Score -1223639 nChanged 171 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4631 members Mstep: Class 2 contains 17940 members Entering Unmasked Estep Score: -1223676.375000 Penalty: 912.222290 Iteration 36Q: 3 clusters Score -1223676 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4484 members Mstep: Class 2 contains 18087 members Entering Unmasked Estep Score: -1223703.250000 Penalty: 912.222290 Iteration 37Q: 3 clusters Score -1223703 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4342 members Mstep: Class 2 contains 18229 members Entering Unmasked Estep Score: -1223736.000000 Penalty: 912.222290 Iteration 38Q: 3 clusters Score -1223736 nChanged 151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4197 members Mstep: Class 2 contains 18374 members Entering Unmasked Estep Score: -1223772.750000 Penalty: 912.222290 Iteration 39Q: 3 clusters Score -1223773 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4065 members Mstep: Class 2 contains 18506 members Entering Unmasked Estep Score: -1223794.375000 Penalty: 912.222290 Iteration 40F: 3 clusters Score -1223794 nChanged 151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3916 members Mstep: Class 2 contains 18655 members Entering Unmasked Estep Score: -1223819.625000 Penalty: 912.222290 Iteration 41Q: 3 clusters Score -1223820 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3765 members Mstep: Class 2 contains 18806 members Entering Unmasked Estep Score: -1223858.000000 Penalty: 912.222290 Iteration 42Q: 3 clusters Score -1223858 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3622 members Mstep: Class 2 contains 18949 members Entering Unmasked Estep Score: -1223886.500000 Penalty: 912.222290 Iteration 43Q: 3 clusters Score -1223886 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3474 members Mstep: Class 2 contains 19097 members Entering Unmasked Estep Score: -1223918.375000 Penalty: 912.222290 Iteration 44Q: 3 clusters Score -1223918 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3328 members Mstep: Class 2 contains 19243 members Entering Unmasked Estep Score: -1223949.375000 Penalty: 912.222290 Iteration 45Q: 3 clusters Score -1223949 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3196 members Mstep: Class 2 contains 19375 members Entering Unmasked Estep Score: -1223983.375000 Penalty: 912.222290 Iteration 46Q: 3 clusters Score -1223983 nChanged 159 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3037 members Mstep: Class 2 contains 19534 members Entering Unmasked Estep Score: -1224024.375000 Penalty: 912.222290 Iteration 47Q: 3 clusters Score -1224024 nChanged 167 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2870 members Mstep: Class 2 contains 19701 members Entering Unmasked Estep Score: -1224073.750000 Penalty: 912.222290 Iteration 48Q: 3 clusters Score -1224074 nChanged 176 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2696 members Mstep: Class 2 contains 19875 members Entering Unmasked Estep Score: -1224116.875000 Penalty: 912.222290 Iteration 49Q: 3 clusters Score -1224117 nChanged 163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2533 members Mstep: Class 2 contains 20038 members Entering Unmasked Estep Score: -1224168.500000 Penalty: 912.222290 Iteration 50Q: 3 clusters Score -1224168 nChanged 166 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2367 members Mstep: Class 2 contains 20204 members Entering Unmasked Estep Score: -1224226.125000 Penalty: 912.222290 Iteration 51Q: 3 clusters Score -1224226 nChanged 162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2205 members Mstep: Class 2 contains 20366 members Entering Unmasked Estep Score: -1224285.625000 Penalty: 912.222290 Iteration 52Q: 3 clusters Score -1224286 nChanged 162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2043 members Mstep: Class 2 contains 20528 members Entering Unmasked Estep Score: -1224344.875000 Penalty: 912.222290 Iteration 53Q: 3 clusters Score -1224345 nChanged 151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1896 members Mstep: Class 2 contains 20675 members Entering Unmasked Estep Score: -1224401.625000 Penalty: 912.222290 Iteration 54Q: 3 clusters Score -1224402 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1759 members Mstep: Class 2 contains 20812 members Entering Unmasked Estep Score: -1224452.375000 Penalty: 912.222290 Iteration 55Q: 3 clusters Score -1224452 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1632 members Mstep: Class 2 contains 20939 members Entering Unmasked Estep Score: -1224502.000000 Penalty: 912.222290 Iteration 56Q: 3 clusters Score -1224502 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1505 members Mstep: Class 2 contains 21066 members Entering Unmasked Estep Score: -1224543.000000 Penalty: 912.222290 Iteration 57Q: 3 clusters Score -1224543 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1372 members Mstep: Class 2 contains 21199 members Entering Unmasked Estep Score: -1224594.625000 Penalty: 912.222290 Iteration 58Q: 3 clusters Score -1224595 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1249 members Mstep: Class 2 contains 21322 members Entering Unmasked Estep Score: -1224644.375000 Penalty: 912.222290 Iteration 59Q: 3 clusters Score -1224644 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1129 members Mstep: Class 2 contains 21442 members Entering Unmasked Estep Score: -1224699.250000 Penalty: 912.222290 Iteration 60F: 3 clusters Score -1224699 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1013 members Mstep: Class 2 contains 21558 members Entering Unmasked Estep Score: -1224749.625000 Penalty: 912.222290 Iteration 61Q: 3 clusters Score -1224750 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 911 members Mstep: Class 2 contains 21660 members Entering Unmasked Estep Score: -1224791.000000 Penalty: 912.222290 Iteration 62Q: 3 clusters Score -1224791 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 822 members Mstep: Class 2 contains 21749 members Entering Unmasked Estep Score: -1224832.500000 Penalty: 912.222290 Iteration 63Q: 3 clusters Score -1224832 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 732 members Mstep: Class 2 contains 21839 members Entering Unmasked Estep Score: -1224874.250000 Penalty: 912.222290 Iteration 64Q: 3 clusters Score -1224874 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 669 members Mstep: Class 2 contains 21902 members Entering Unmasked Estep Score: -1224906.375000 Penalty: 912.222290 Iteration 65Q: 3 clusters Score -1224906 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 614 members Mstep: Class 2 contains 21957 members Entering Unmasked Estep Score: -1224926.250000 Penalty: 912.222290 Iteration 66Q: 3 clusters Score -1224926 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 576 members Mstep: Class 2 contains 21995 members Entering Unmasked Estep Score: -1224944.500000 Penalty: 912.222290 Iteration 67Q: 3 clusters Score -1224944 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 540 members Mstep: Class 2 contains 22031 members Entering Unmasked Estep Score: -1224957.750000 Penalty: 912.222290 Iteration 68Q: 3 clusters Score -1224958 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 501 members Mstep: Class 2 contains 22070 members Entering Unmasked Estep Score: -1224973.500000 Penalty: 912.222290 Iteration 69Q: 3 clusters Score -1224974 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 466 members Mstep: Class 2 contains 22105 members Entering Unmasked Estep Score: -1224982.125000 Penalty: 912.222290 Iteration 70Q: 3 clusters Score -1224982 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 429 members Mstep: Class 2 contains 22142 members Entering Unmasked Estep Score: -1225002.500000 Penalty: 912.222290 Iteration 71Q: 3 clusters Score -1225002 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 392 members Mstep: Class 2 contains 22179 members Entering Unmasked Estep Score: -1225019.750000 Penalty: 912.222290 Iteration 72Q: 3 clusters Score -1225020 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 363 members Mstep: Class 2 contains 22208 members Entering Unmasked Estep Score: -1225036.250000 Penalty: 912.222290 Iteration 73Q: 3 clusters Score -1225036 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 330 members Mstep: Class 2 contains 22241 members Entering Unmasked Estep Score: -1225049.000000 Penalty: 912.222290 Iteration 74Q: 3 clusters Score -1225049 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 307 members Mstep: Class 2 contains 22264 members Entering Unmasked Estep Score: -1225057.625000 Penalty: 912.222290 Iteration 75Q: 3 clusters Score -1225058 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 288 members Mstep: Class 2 contains 22283 members Entering Unmasked Estep Score: -1225065.500000 Penalty: 912.222290 Iteration 76Q: 3 clusters Score -1225066 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 273 members Mstep: Class 2 contains 22298 members Entering Unmasked Estep Score: -1225075.000000 Penalty: 912.222290 Iteration 77Q: 3 clusters Score -1225075 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 261 members Mstep: Class 2 contains 22310 members Entering Unmasked Estep Score: -1225083.000000 Penalty: 912.222290 Iteration 78Q: 3 clusters Score -1225083 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 250 members Mstep: Class 2 contains 22321 members Entering Unmasked Estep Score: -1225090.875000 Penalty: 912.222290 Iteration 79Q: 3 clusters Score -1225091 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 242 members Mstep: Class 2 contains 22329 members Entering Unmasked Estep Score: -1225095.500000 Penalty: 912.222290 Iteration 80F: 3 clusters Score -1225096 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 237 members Mstep: Class 2 contains 22334 members Entering Unmasked Estep Score: -1225096.625000 Penalty: 912.222290 Iteration 81Q: 3 clusters Score -1225097 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 229 members Mstep: Class 2 contains 22342 members Entering Unmasked Estep Score: -1225101.625000 Penalty: 912.222290 Iteration 82Q: 3 clusters Score -1225102 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 219 members Mstep: Class 2 contains 22352 members Entering Unmasked Estep Score: -1225108.125000 Penalty: 912.222290 Iteration 83Q: 3 clusters Score -1225108 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 211 members Mstep: Class 2 contains 22360 members Entering Unmasked Estep Score: -1225114.250000 Penalty: 912.222290 Iteration 84Q: 3 clusters Score -1225114 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 203 members Mstep: Class 2 contains 22368 members Entering Unmasked Estep Score: -1225116.750000 Penalty: 912.222290 Iteration 85Q: 3 clusters Score -1225117 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 198 members Mstep: Class 2 contains 22373 members Entering Unmasked Estep Score: -1225119.875000 Penalty: 912.222290 Iteration 86Q: 3 clusters Score -1225120 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 194 members Mstep: Class 2 contains 22377 members Entering Unmasked Estep Score: -1225122.750000 Penalty: 912.222290 Iteration 87Q: 3 clusters Score -1225123 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 193 members Mstep: Class 2 contains 22378 members Entering Unmasked Estep Score: -1225124.125000 Penalty: 912.222290 Iteration 88Q: 3 clusters Score -1225124 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 191 members Mstep: Class 2 contains 22380 members Entering Unmasked Estep Score: -1225123.125000 Penalty: 912.222290 Iteration 89Q: 3 clusters Score -1225123 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 189 members Mstep: Class 2 contains 22382 members Entering Unmasked Estep Score: -1225124.375000 Penalty: 912.222290 Iteration 90Q: 3 clusters Score -1225124 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 188 members Mstep: Class 2 contains 22383 members Entering Unmasked Estep Score: -1225123.875000 Penalty: 912.222290 Iteration 91Q: 3 clusters Score -1225124 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 186 members Mstep: Class 2 contains 22385 members Entering Unmasked Estep Score: -1225125.250000 Penalty: 912.222290 Iteration 92Q: 3 clusters Score -1225125 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 185 members Mstep: Class 2 contains 22386 members Entering Unmasked Estep Score: -1225126.000000 Penalty: 912.222290 Iteration 93Q: 3 clusters Score -1225126 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 183 members Mstep: Class 2 contains 22388 members Entering Unmasked Estep Score: -1225125.750000 Penalty: 912.222290 Iteration 94Q: 3 clusters Score -1225126 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 182 members Mstep: Class 2 contains 22389 members Entering Unmasked Estep Score: -1225126.250000 Penalty: 912.222290 Iteration 95Q: 3 clusters Score -1225126 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 179 members Mstep: Class 2 contains 22392 members Entering Unmasked Estep Score: -1225129.000000 Penalty: 912.222290 Iteration 96Q: 3 clusters Score -1225129 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 178 members Mstep: Class 2 contains 22393 members Entering Unmasked Estep Score: -1225129.000000 Penalty: 912.222290 Iteration 97Q: 3 clusters Score -1225129 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 179 members Mstep: Class 2 contains 22392 members Entering Unmasked Estep Score: -1225129.750000 Penalty: 912.222290 Iteration 98Q: 3 clusters Score -1225130 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 177 members Mstep: Class 2 contains 22394 members Entering Unmasked Estep Score: -1225132.000000 Penalty: 912.222290 Iteration 99Q: 3 clusters Score -1225132 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 177 members Mstep: Class 2 contains 22394 members Entering Unmasked Estep Score: -1225132.000000 Penalty: 912.222290 Iteration 100F: 3 clusters Score -1225132 nChanged 0 Entering ConstructFrom: Trying to split cluster 28 (3374 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3374 members Entering Unmasked Estep Score: -181495.593750 Penalty: 369.635376 Iteration 0F: 2 clusters Score -181495.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1658 members Mstep: Class 2 contains 1716 members Entering Unmasked Estep Score: -179141.484375 Penalty: 739.270752 Iteration 0F: 3 clusters Score -179141.5 nChanged 1467 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1487 members Mstep: Class 2 contains 1887 members Entering Unmasked Estep Score: -179963.453125 Penalty: 739.270752 Iteration 1F: 3 clusters Score -179963.5 nChanged 206 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1415 members Mstep: Class 2 contains 1959 members Entering Unmasked Estep Score: -180072.078125 Penalty: 739.270752 Iteration 2F: 3 clusters Score -180072.1 nChanged 186 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1327 members Mstep: Class 2 contains 2047 members Entering Unmasked Estep Score: -180181.328125 Penalty: 739.270752 Iteration 3F: 3 clusters Score -180181.3 nChanged 188 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1207 members Mstep: Class 2 contains 2167 members Entering Unmasked Estep Score: -180313.890625 Penalty: 739.270752 Iteration 4F: 3 clusters Score -180313.9 nChanged 205 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1054 members Mstep: Class 2 contains 2320 members Entering Unmasked Estep Score: -180478.031250 Penalty: 739.270752 Iteration 5F: 3 clusters Score -180478 nChanged 201 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 905 members Mstep: Class 2 contains 2469 members Entering Unmasked Estep Score: -180625.906250 Penalty: 739.270752 Iteration 6F: 3 clusters Score -180625.9 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 785 members Mstep: Class 2 contains 2589 members Entering Unmasked Estep Score: -180756.968750 Penalty: 739.270752 Iteration 7Q: 3 clusters Score -180757 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 677 members Mstep: Class 2 contains 2697 members Entering Unmasked Estep Score: -180868.312500 Penalty: 739.270752 Iteration 8Q: 3 clusters Score -180868.3 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 603 members Mstep: Class 2 contains 2771 members Entering Unmasked Estep Score: -180954.984375 Penalty: 739.270752 Iteration 9Q: 3 clusters Score -180955 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 541 members Mstep: Class 2 contains 2833 members Entering Unmasked Estep Score: -181026.984375 Penalty: 739.270752 Iteration 10Q: 3 clusters Score -181027 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 493 members Mstep: Class 2 contains 2881 members Entering Unmasked Estep Score: -181069.984375 Penalty: 739.270752 Iteration 11Q: 3 clusters Score -181070 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 456 members Mstep: Class 2 contains 2918 members Entering Unmasked Estep Score: -181093.296875 Penalty: 739.270752 Iteration 12Q: 3 clusters Score -181093.3 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 434 members Mstep: Class 2 contains 2940 members Entering Unmasked Estep Score: -181109.265625 Penalty: 739.270752 Iteration 13Q: 3 clusters Score -181109.3 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 415 members Mstep: Class 2 contains 2959 members Entering Unmasked Estep Score: -181124.687500 Penalty: 739.270752 Iteration 14Q: 3 clusters Score -181124.7 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 403 members Mstep: Class 2 contains 2971 members Entering Unmasked Estep Score: -181136.515625 Penalty: 739.270752 Iteration 15Q: 3 clusters Score -181136.5 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 399 members Mstep: Class 2 contains 2975 members Entering Unmasked Estep Score: -181145.312500 Penalty: 739.270752 Iteration 16Q: 3 clusters Score -181145.3 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 392 members Mstep: Class 2 contains 2982 members Entering Unmasked Estep Score: -181152.656250 Penalty: 739.270752 Iteration 17Q: 3 clusters Score -181152.7 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 381 members Mstep: Class 2 contains 2993 members Entering Unmasked Estep Score: -181161.125000 Penalty: 739.270752 Iteration 18Q: 3 clusters Score -181161.1 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 378 members Mstep: Class 2 contains 2996 members Entering Unmasked Estep Score: -181165.843750 Penalty: 739.270752 Iteration 19Q: 3 clusters Score -181165.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 376 members Mstep: Class 2 contains 2998 members Entering Unmasked Estep Score: -181169.312500 Penalty: 739.270752 Iteration 20F: 3 clusters Score -181169.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 374 members Mstep: Class 2 contains 3000 members Entering Unmasked Estep Score: -181171.562500 Penalty: 739.270752 Iteration 21Q: 3 clusters Score -181171.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 372 members Mstep: Class 2 contains 3002 members Entering Unmasked Estep Score: -181173.921875 Penalty: 739.270752 Iteration 22Q: 3 clusters Score -181173.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 369 members Mstep: Class 2 contains 3005 members Entering Unmasked Estep Score: -181175.968750 Penalty: 739.270752 Iteration 23Q: 3 clusters Score -181176 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 367 members Mstep: Class 2 contains 3007 members Entering Unmasked Estep Score: -181178.531250 Penalty: 739.270752 Iteration 24Q: 3 clusters Score -181178.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 364 members Mstep: Class 2 contains 3010 members Entering Unmasked Estep Score: -181179.718750 Penalty: 739.270752 Iteration 25Q: 3 clusters Score -181179.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 359 members Mstep: Class 2 contains 3015 members Entering Unmasked Estep Score: -181180.609375 Penalty: 739.270752 Iteration 26Q: 3 clusters Score -181180.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 356 members Mstep: Class 2 contains 3018 members Entering Unmasked Estep Score: -181182.109375 Penalty: 739.270752 Iteration 27Q: 3 clusters Score -181182.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 351 members Mstep: Class 2 contains 3023 members Entering Unmasked Estep Score: -181183.937500 Penalty: 739.270752 Iteration 28Q: 3 clusters Score -181183.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 346 members Mstep: Class 2 contains 3028 members Entering Unmasked Estep Score: -181186.750000 Penalty: 739.270752 Iteration 29Q: 3 clusters Score -181186.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 339 members Mstep: Class 2 contains 3035 members Entering Unmasked Estep Score: -181191.031250 Penalty: 739.270752 Iteration 30Q: 3 clusters Score -181191 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 332 members Mstep: Class 2 contains 3042 members Entering Unmasked Estep Score: -181195.859375 Penalty: 739.270752 Iteration 31Q: 3 clusters Score -181195.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 323 members Mstep: Class 2 contains 3051 members Entering Unmasked Estep Score: -181201.328125 Penalty: 739.270752 Iteration 32Q: 3 clusters Score -181201.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 316 members Mstep: Class 2 contains 3058 members Entering Unmasked Estep Score: -181204.843750 Penalty: 739.270752 Iteration 33Q: 3 clusters Score -181204.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 308 members Mstep: Class 2 contains 3066 members Entering Unmasked Estep Score: -181209.406250 Penalty: 739.270752 Iteration 34Q: 3 clusters Score -181209.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 305 members Mstep: Class 2 contains 3069 members Entering Unmasked Estep Score: -181211.000000 Penalty: 739.270752 Iteration 35Q: 3 clusters Score -181211 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 302 members Mstep: Class 2 contains 3072 members Entering Unmasked Estep Score: -181211.921875 Penalty: 739.270752 Iteration 36Q: 3 clusters Score -181211.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 300 members Mstep: Class 2 contains 3074 members Entering Unmasked Estep Score: -181213.265625 Penalty: 739.270752 Iteration 37Q: 3 clusters Score -181213.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 297 members Mstep: Class 2 contains 3077 members Entering Unmasked Estep Score: -181215.375000 Penalty: 739.270752 Iteration 38Q: 3 clusters Score -181215.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 292 members Mstep: Class 2 contains 3082 members Entering Unmasked Estep Score: -181218.281250 Penalty: 739.270752 Iteration 39Q: 3 clusters Score -181218.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 289 members Mstep: Class 2 contains 3085 members Entering Unmasked Estep Score: -181219.921875 Penalty: 739.270752 Iteration 40F: 3 clusters Score -181219.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 284 members Mstep: Class 2 contains 3090 members Entering Unmasked Estep Score: -181222.109375 Penalty: 739.270752 Iteration 41Q: 3 clusters Score -181222.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 280 members Mstep: Class 2 contains 3094 members Entering Unmasked Estep Score: -181224.187500 Penalty: 739.270752 Iteration 42Q: 3 clusters Score -181224.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 276 members Mstep: Class 2 contains 3098 members Entering Unmasked Estep Score: -181225.625000 Penalty: 739.270752 Iteration 43Q: 3 clusters Score -181225.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 273 members Mstep: Class 2 contains 3101 members Entering Unmasked Estep Score: -181226.656250 Penalty: 739.270752 Iteration 44Q: 3 clusters Score -181226.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 273 members Mstep: Class 2 contains 3101 members Entering Unmasked Estep Score: -181227.265625 Penalty: 739.270752 Iteration 45Q: 3 clusters Score -181227.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 272 members Mstep: Class 2 contains 3102 members Entering Unmasked Estep Score: -181227.406250 Penalty: 739.270752 Iteration 46Q: 3 clusters Score -181227.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 272 members Mstep: Class 2 contains 3102 members Entering Unmasked Estep Score: -181227.406250 Penalty: 739.270752 Iteration 47F: 3 clusters Score -181227.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 29 (11282 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11282 members Entering Unmasked Estep Score: -643514.687500 Penalty: 424.558868 Iteration 0F: 2 clusters Score -643514.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5672 members Mstep: Class 2 contains 5610 members Entering Unmasked Estep Score: -636039.937500 Penalty: 849.117737 Iteration 0F: 3 clusters Score -636039.9 nChanged 5315 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5889 members Mstep: Class 2 contains 5393 members Entering Unmasked Estep Score: -639400.000000 Penalty: 849.117737 Iteration 1F: 3 clusters Score -639400 nChanged 901 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5922 members Mstep: Class 2 contains 5360 members Entering Unmasked Estep Score: -640034.812500 Penalty: 849.117737 Iteration 2F: 3 clusters Score -640034.8 nChanged 886 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5948 members Mstep: Class 2 contains 5334 members Entering Unmasked Estep Score: -640702.187500 Penalty: 849.117737 Iteration 3F: 3 clusters Score -640702.2 nChanged 763 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5929 members Mstep: Class 2 contains 5353 members Entering Unmasked Estep Score: -641242.625000 Penalty: 849.117737 Iteration 4F: 3 clusters Score -641242.6 nChanged 587 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5868 members Mstep: Class 2 contains 5414 members Entering Unmasked Estep Score: -641569.812500 Penalty: 849.117737 Iteration 5F: 3 clusters Score -641569.8 nChanged 400 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5810 members Mstep: Class 2 contains 5472 members Entering Unmasked Estep Score: -641713.625000 Penalty: 849.117737 Iteration 6Q: 3 clusters Score -641713.6 nChanged 255 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5761 members Mstep: Class 2 contains 5521 members Entering Unmasked Estep Score: -641782.187500 Penalty: 849.117737 Iteration 7Q: 3 clusters Score -641782.2 nChanged 201 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5712 members Mstep: Class 2 contains 5570 members Entering Unmasked Estep Score: -641830.750000 Penalty: 849.117737 Iteration 8Q: 3 clusters Score -641830.8 nChanged 167 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5651 members Mstep: Class 2 contains 5631 members Entering Unmasked Estep Score: -641878.187500 Penalty: 849.117737 Iteration 9Q: 3 clusters Score -641878.2 nChanged 187 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5564 members Mstep: Class 2 contains 5718 members Entering Unmasked Estep Score: -641934.187500 Penalty: 849.117737 Iteration 10Q: 3 clusters Score -641934.2 nChanged 185 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5463 members Mstep: Class 2 contains 5819 members Entering Unmasked Estep Score: -641990.437500 Penalty: 849.117737 Iteration 11Q: 3 clusters Score -641990.4 nChanged 173 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5352 members Mstep: Class 2 contains 5930 members Entering Unmasked Estep Score: -642050.687500 Penalty: 849.117737 Iteration 12Q: 3 clusters Score -642050.7 nChanged 201 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5219 members Mstep: Class 2 contains 6063 members Entering Unmasked Estep Score: -642122.187500 Penalty: 849.117737 Iteration 13Q: 3 clusters Score -642122.2 nChanged 197 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5092 members Mstep: Class 2 contains 6190 members Entering Unmasked Estep Score: -642191.312500 Penalty: 849.117737 Iteration 14Q: 3 clusters Score -642191.3 nChanged 187 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4945 members Mstep: Class 2 contains 6337 members Entering Unmasked Estep Score: -642260.750000 Penalty: 849.117737 Iteration 15Q: 3 clusters Score -642260.8 nChanged 196 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4787 members Mstep: Class 2 contains 6495 members Entering Unmasked Estep Score: -642339.625000 Penalty: 849.117737 Iteration 16Q: 3 clusters Score -642339.6 nChanged 201 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4628 members Mstep: Class 2 contains 6654 members Entering Unmasked Estep Score: -642423.937500 Penalty: 849.117737 Iteration 17Q: 3 clusters Score -642423.9 nChanged 174 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4484 members Mstep: Class 2 contains 6798 members Entering Unmasked Estep Score: -642488.500000 Penalty: 849.117737 Iteration 18Q: 3 clusters Score -642488.5 nChanged 156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4364 members Mstep: Class 2 contains 6918 members Entering Unmasked Estep Score: -642532.125000 Penalty: 849.117737 Iteration 19Q: 3 clusters Score -642532.1 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4249 members Mstep: Class 2 contains 7033 members Entering Unmasked Estep Score: -642574.875000 Penalty: 849.117737 Iteration 20F: 3 clusters Score -642574.9 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4134 members Mstep: Class 2 contains 7148 members Entering Unmasked Estep Score: -642622.625000 Penalty: 849.117737 Iteration 21Q: 3 clusters Score -642622.6 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4028 members Mstep: Class 2 contains 7254 members Entering Unmasked Estep Score: -642662.937500 Penalty: 849.117737 Iteration 22Q: 3 clusters Score -642662.9 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3908 members Mstep: Class 2 contains 7374 members Entering Unmasked Estep Score: -642702.812500 Penalty: 849.117737 Iteration 23Q: 3 clusters Score -642702.8 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3789 members Mstep: Class 2 contains 7493 members Entering Unmasked Estep Score: -642742.375000 Penalty: 849.117737 Iteration 24Q: 3 clusters Score -642742.4 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3680 members Mstep: Class 2 contains 7602 members Entering Unmasked Estep Score: -642773.312500 Penalty: 849.117737 Iteration 25Q: 3 clusters Score -642773.3 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3580 members Mstep: Class 2 contains 7702 members Entering Unmasked Estep Score: -642798.750000 Penalty: 849.117737 Iteration 26Q: 3 clusters Score -642798.8 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3489 members Mstep: Class 2 contains 7793 members Entering Unmasked Estep Score: -642819.812500 Penalty: 849.117737 Iteration 27Q: 3 clusters Score -642819.8 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3394 members Mstep: Class 2 contains 7888 members Entering Unmasked Estep Score: -642843.500000 Penalty: 849.117737 Iteration 28Q: 3 clusters Score -642843.5 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3295 members Mstep: Class 2 contains 7987 members Entering Unmasked Estep Score: -642874.062500 Penalty: 849.117737 Iteration 29Q: 3 clusters Score -642874.1 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3194 members Mstep: Class 2 contains 8088 members Entering Unmasked Estep Score: -642903.437500 Penalty: 849.117737 Iteration 30Q: 3 clusters Score -642903.4 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3099 members Mstep: Class 2 contains 8183 members Entering Unmasked Estep Score: -642929.250000 Penalty: 849.117737 Iteration 31Q: 3 clusters Score -642929.2 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3008 members Mstep: Class 2 contains 8274 members Entering Unmasked Estep Score: -642952.375000 Penalty: 849.117737 Iteration 32Q: 3 clusters Score -642952.4 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2934 members Mstep: Class 2 contains 8348 members Entering Unmasked Estep Score: -642969.125000 Penalty: 849.117737 Iteration 33Q: 3 clusters Score -642969.1 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2853 members Mstep: Class 2 contains 8429 members Entering Unmasked Estep Score: -642987.187500 Penalty: 849.117737 Iteration 34Q: 3 clusters Score -642987.2 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2788 members Mstep: Class 2 contains 8494 members Entering Unmasked Estep Score: -642999.562500 Penalty: 849.117737 Iteration 35Q: 3 clusters Score -642999.6 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2728 members Mstep: Class 2 contains 8554 members Entering Unmasked Estep Score: -643009.500000 Penalty: 849.117737 Iteration 36Q: 3 clusters Score -643009.5 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2677 members Mstep: Class 2 contains 8605 members Entering Unmasked Estep Score: -643017.375000 Penalty: 849.117737 Iteration 37Q: 3 clusters Score -643017.4 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2639 members Mstep: Class 2 contains 8643 members Entering Unmasked Estep Score: -643022.937500 Penalty: 849.117737 Iteration 38Q: 3 clusters Score -643022.9 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2605 members Mstep: Class 2 contains 8677 members Entering Unmasked Estep Score: -643024.875000 Penalty: 849.117737 Iteration 39Q: 3 clusters Score -643024.9 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2575 members Mstep: Class 2 contains 8707 members Entering Unmasked Estep Score: -643029.562500 Penalty: 849.117737 Iteration 40F: 3 clusters Score -643029.6 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2543 members Mstep: Class 2 contains 8739 members Entering Unmasked Estep Score: -643033.875000 Penalty: 849.117737 Iteration 41Q: 3 clusters Score -643033.9 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2511 members Mstep: Class 2 contains 8771 members Entering Unmasked Estep Score: -643038.875000 Penalty: 849.117737 Iteration 42Q: 3 clusters Score -643038.9 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2475 members Mstep: Class 2 contains 8807 members Entering Unmasked Estep Score: -643042.625000 Penalty: 849.117737 Iteration 43Q: 3 clusters Score -643042.6 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2444 members Mstep: Class 2 contains 8838 members Entering Unmasked Estep Score: -643046.437500 Penalty: 849.117737 Iteration 44Q: 3 clusters Score -643046.4 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2417 members Mstep: Class 2 contains 8865 members Entering Unmasked Estep Score: -643052.000000 Penalty: 849.117737 Iteration 45Q: 3 clusters Score -643052 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2384 members Mstep: Class 2 contains 8898 members Entering Unmasked Estep Score: -643054.687500 Penalty: 849.117737 Iteration 46Q: 3 clusters Score -643054.7 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2353 members Mstep: Class 2 contains 8929 members Entering Unmasked Estep Score: -643058.125000 Penalty: 849.117737 Iteration 47Q: 3 clusters Score -643058.1 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2326 members Mstep: Class 2 contains 8956 members Entering Unmasked Estep Score: -643061.750000 Penalty: 849.117737 Iteration 48Q: 3 clusters Score -643061.8 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2300 members Mstep: Class 2 contains 8982 members Entering Unmasked Estep Score: -643063.812500 Penalty: 849.117737 Iteration 49Q: 3 clusters Score -643063.8 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2272 members Mstep: Class 2 contains 9010 members Entering Unmasked Estep Score: -643066.687500 Penalty: 849.117737 Iteration 50Q: 3 clusters Score -643066.7 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2242 members Mstep: Class 2 contains 9040 members Entering Unmasked Estep Score: -643069.125000 Penalty: 849.117737 Iteration 51Q: 3 clusters Score -643069.1 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2219 members Mstep: Class 2 contains 9063 members Entering Unmasked Estep Score: -643070.687500 Penalty: 849.117737 Iteration 52Q: 3 clusters Score -643070.7 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2197 members Mstep: Class 2 contains 9085 members Entering Unmasked Estep Score: -643074.437500 Penalty: 849.117737 Iteration 53Q: 3 clusters Score -643074.4 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2173 members Mstep: Class 2 contains 9109 members Entering Unmasked Estep Score: -643077.937500 Penalty: 849.117737 Iteration 54Q: 3 clusters Score -643077.9 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2154 members Mstep: Class 2 contains 9128 members Entering Unmasked Estep Score: -643080.187500 Penalty: 849.117737 Iteration 55Q: 3 clusters Score -643080.2 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2138 members Mstep: Class 2 contains 9144 members Entering Unmasked Estep Score: -643082.812500 Penalty: 849.117737 Iteration 56Q: 3 clusters Score -643082.8 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2123 members Mstep: Class 2 contains 9159 members Entering Unmasked Estep Score: -643083.500000 Penalty: 849.117737 Iteration 57Q: 3 clusters Score -643083.5 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2105 members Mstep: Class 2 contains 9177 members Entering Unmasked Estep Score: -643084.437500 Penalty: 849.117737 Iteration 58Q: 3 clusters Score -643084.4 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2090 members Mstep: Class 2 contains 9192 members Entering Unmasked Estep Score: -643088.125000 Penalty: 849.117737 Iteration 59Q: 3 clusters Score -643088.1 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2076 members Mstep: Class 2 contains 9206 members Entering Unmasked Estep Score: -643088.375000 Penalty: 849.117737 Iteration 60F: 3 clusters Score -643088.4 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2060 members Mstep: Class 2 contains 9222 members Entering Unmasked Estep Score: -643090.687500 Penalty: 849.117737 Iteration 61Q: 3 clusters Score -643090.7 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2041 members Mstep: Class 2 contains 9241 members Entering Unmasked Estep Score: -643093.937500 Penalty: 849.117737 Iteration 62Q: 3 clusters Score -643093.9 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2025 members Mstep: Class 2 contains 9257 members Entering Unmasked Estep Score: -643096.750000 Penalty: 849.117737 Iteration 63Q: 3 clusters Score -643096.8 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2006 members Mstep: Class 2 contains 9276 members Entering Unmasked Estep Score: -643097.000000 Penalty: 849.117737 Iteration 64Q: 3 clusters Score -643097 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1994 members Mstep: Class 2 contains 9288 members Entering Unmasked Estep Score: -643098.562500 Penalty: 849.117737 Iteration 65Q: 3 clusters Score -643098.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1987 members Mstep: Class 2 contains 9295 members Entering Unmasked Estep Score: -643100.250000 Penalty: 849.117737 Iteration 66Q: 3 clusters Score -643100.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1979 members Mstep: Class 2 contains 9303 members Entering Unmasked Estep Score: -643099.000000 Penalty: 849.117737 Iteration 67Q: 3 clusters Score -643099 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1971 members Mstep: Class 2 contains 9311 members Entering Unmasked Estep Score: -643098.687500 Penalty: 849.117737 Iteration 68Q: 3 clusters Score -643098.7 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1958 members Mstep: Class 2 contains 9324 members Entering Unmasked Estep Score: -643101.312500 Penalty: 849.117737 Iteration 69Q: 3 clusters Score -643101.3 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1951 members Mstep: Class 2 contains 9331 members Entering Unmasked Estep Score: -643101.875000 Penalty: 849.117737 Iteration 70Q: 3 clusters Score -643101.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1946 members Mstep: Class 2 contains 9336 members Entering Unmasked Estep Score: -643102.750000 Penalty: 849.117737 Iteration 71Q: 3 clusters Score -643102.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1940 members Mstep: Class 2 contains 9342 members Entering Unmasked Estep Score: -643103.562500 Penalty: 849.117737 Iteration 72Q: 3 clusters Score -643103.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1933 members Mstep: Class 2 contains 9349 members Entering Unmasked Estep Score: -643103.250000 Penalty: 849.117737 Iteration 73Q: 3 clusters Score -643103.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1924 members Mstep: Class 2 contains 9358 members Entering Unmasked Estep Score: -643102.125000 Penalty: 849.117737 Iteration 74Q: 3 clusters Score -643102.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1916 members Mstep: Class 2 contains 9366 members Entering Unmasked Estep Score: -643102.062500 Penalty: 849.117737 Iteration 75Q: 3 clusters Score -643102.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1910 members Mstep: Class 2 contains 9372 members Entering Unmasked Estep Score: -643104.125000 Penalty: 849.117737 Iteration 76Q: 3 clusters Score -643104.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1903 members Mstep: Class 2 contains 9379 members Entering Unmasked Estep Score: -643105.562500 Penalty: 849.117737 Iteration 77Q: 3 clusters Score -643105.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1897 members Mstep: Class 2 contains 9385 members Entering Unmasked Estep Score: -643105.312500 Penalty: 849.117737 Iteration 78Q: 3 clusters Score -643105.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1890 members Mstep: Class 2 contains 9392 members Entering Unmasked Estep Score: -643104.812500 Penalty: 849.117737 Iteration 79Q: 3 clusters Score -643104.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1885 members Mstep: Class 2 contains 9397 members Entering Unmasked Estep Score: -643105.125000 Penalty: 849.117737 Iteration 80F: 3 clusters Score -643105.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1880 members Mstep: Class 2 contains 9402 members Entering Unmasked Estep Score: -643105.375000 Penalty: 849.117737 Iteration 81Q: 3 clusters Score -643105.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1875 members Mstep: Class 2 contains 9407 members Entering Unmasked Estep Score: -643106.687500 Penalty: 849.117737 Iteration 82Q: 3 clusters Score -643106.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1868 members Mstep: Class 2 contains 9414 members Entering Unmasked Estep Score: -643107.437500 Penalty: 849.117737 Iteration 83Q: 3 clusters Score -643107.4 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1858 members Mstep: Class 2 contains 9424 members Entering Unmasked Estep Score: -643108.437500 Penalty: 849.117737 Iteration 84Q: 3 clusters Score -643108.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1853 members Mstep: Class 2 contains 9429 members Entering Unmasked Estep Score: -643107.687500 Penalty: 849.117737 Iteration 85Q: 3 clusters Score -643107.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1848 members Mstep: Class 2 contains 9434 members Entering Unmasked Estep Score: -643109.562500 Penalty: 849.117737 Iteration 86Q: 3 clusters Score -643109.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1841 members Mstep: Class 2 contains 9441 members Entering Unmasked Estep Score: -643108.562500 Penalty: 849.117737 Iteration 87Q: 3 clusters Score -643108.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1836 members Mstep: Class 2 contains 9446 members Entering Unmasked Estep Score: -643109.125000 Penalty: 849.117737 Iteration 88Q: 3 clusters Score -643109.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1830 members Mstep: Class 2 contains 9452 members Entering Unmasked Estep Score: -643110.187500 Penalty: 849.117737 Iteration 89Q: 3 clusters Score -643110.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1823 members Mstep: Class 2 contains 9459 members Entering Unmasked Estep Score: -643110.125000 Penalty: 849.117737 Iteration 90Q: 3 clusters Score -643110.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1818 members Mstep: Class 2 contains 9464 members Entering Unmasked Estep Score: -643110.500000 Penalty: 849.117737 Iteration 91Q: 3 clusters Score -643110.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1817 members Mstep: Class 2 contains 9465 members Entering Unmasked Estep Score: -643110.687500 Penalty: 849.117737 Iteration 92Q: 3 clusters Score -643110.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1814 members Mstep: Class 2 contains 9468 members Entering Unmasked Estep Score: -643111.562500 Penalty: 849.117737 Iteration 93Q: 3 clusters Score -643111.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1813 members Mstep: Class 2 contains 9469 members Entering Unmasked Estep Score: -643111.687500 Penalty: 849.117737 Iteration 94Q: 3 clusters Score -643111.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1812 members Mstep: Class 2 contains 9470 members Entering Unmasked Estep Score: -643112.500000 Penalty: 849.117737 Iteration 95Q: 3 clusters Score -643112.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1812 members Mstep: Class 2 contains 9470 members Entering Unmasked Estep Score: -643112.500000 Penalty: 849.117737 Iteration 96F: 3 clusters Score -643112.5 nChanged 0 Entering ConstructFrom: Trying to split cluster 30 (3168 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3168 members Entering Unmasked Estep Score: -156095.359375 Penalty: 366.768951 Iteration 0F: 2 clusters Score -156095.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1612 members Mstep: Class 2 contains 1556 members Entering Unmasked Estep Score: -153896.656250 Penalty: 733.537903 Iteration 0F: 3 clusters Score -153896.7 nChanged 1396 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1650 members Mstep: Class 2 contains 1518 members Entering Unmasked Estep Score: -154718.265625 Penalty: 733.537903 Iteration 1F: 3 clusters Score -154718.3 nChanged 201 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1697 members Mstep: Class 2 contains 1471 members Entering Unmasked Estep Score: -154805.484375 Penalty: 733.537903 Iteration 2F: 3 clusters Score -154805.5 nChanged 157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1768 members Mstep: Class 2 contains 1400 members Entering Unmasked Estep Score: -154877.937500 Penalty: 733.537903 Iteration 3Q: 3 clusters Score -154877.9 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1857 members Mstep: Class 2 contains 1311 members Entering Unmasked Estep Score: -154941.875000 Penalty: 733.537903 Iteration 4Q: 3 clusters Score -154941.9 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1946 members Mstep: Class 2 contains 1222 members Entering Unmasked Estep Score: -155006.046875 Penalty: 733.537903 Iteration 5Q: 3 clusters Score -155006 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2051 members Mstep: Class 2 contains 1117 members Entering Unmasked Estep Score: -155089.687500 Penalty: 733.537903 Iteration 6Q: 3 clusters Score -155089.7 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2157 members Mstep: Class 2 contains 1011 members Entering Unmasked Estep Score: -155182.093750 Penalty: 733.537903 Iteration 7Q: 3 clusters Score -155182.1 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2268 members Mstep: Class 2 contains 900 members Entering Unmasked Estep Score: -155275.265625 Penalty: 733.537903 Iteration 8Q: 3 clusters Score -155275.3 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2372 members Mstep: Class 2 contains 796 members Entering Unmasked Estep Score: -155352.171875 Penalty: 733.537903 Iteration 9Q: 3 clusters Score -155352.2 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2459 members Mstep: Class 2 contains 709 members Entering Unmasked Estep Score: -155411.781250 Penalty: 733.537903 Iteration 10Q: 3 clusters Score -155411.8 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2543 members Mstep: Class 2 contains 625 members Entering Unmasked Estep Score: -155472.578125 Penalty: 733.537903 Iteration 11Q: 3 clusters Score -155472.6 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2616 members Mstep: Class 2 contains 552 members Entering Unmasked Estep Score: -155519.171875 Penalty: 733.537903 Iteration 12Q: 3 clusters Score -155519.2 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2674 members Mstep: Class 2 contains 494 members Entering Unmasked Estep Score: -155559.468750 Penalty: 733.537903 Iteration 13Q: 3 clusters Score -155559.5 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2739 members Mstep: Class 2 contains 429 members Entering Unmasked Estep Score: -155603.546875 Penalty: 733.537903 Iteration 14Q: 3 clusters Score -155603.5 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2785 members Mstep: Class 2 contains 383 members Entering Unmasked Estep Score: -155640.843750 Penalty: 733.537903 Iteration 15Q: 3 clusters Score -155640.8 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2825 members Mstep: Class 2 contains 343 members Entering Unmasked Estep Score: -155669.031250 Penalty: 733.537903 Iteration 16Q: 3 clusters Score -155669 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2858 members Mstep: Class 2 contains 310 members Entering Unmasked Estep Score: -155699.640625 Penalty: 733.537903 Iteration 17Q: 3 clusters Score -155699.6 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2891 members Mstep: Class 2 contains 277 members Entering Unmasked Estep Score: -155730.406250 Penalty: 733.537903 Iteration 18Q: 3 clusters Score -155730.4 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2910 members Mstep: Class 2 contains 258 members Entering Unmasked Estep Score: -155753.015625 Penalty: 733.537903 Iteration 19Q: 3 clusters Score -155753 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2924 members Mstep: Class 2 contains 244 members Entering Unmasked Estep Score: -155767.343750 Penalty: 733.537903 Iteration 20F: 3 clusters Score -155767.3 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2928 members Mstep: Class 2 contains 240 members Entering Unmasked Estep Score: -155788.593750 Penalty: 733.537903 Iteration 21Q: 3 clusters Score -155788.6 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2933 members Mstep: Class 2 contains 235 members Entering Unmasked Estep Score: -155803.015625 Penalty: 733.537903 Iteration 22Q: 3 clusters Score -155803 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2939 members Mstep: Class 2 contains 229 members Entering Unmasked Estep Score: -155812.828125 Penalty: 733.537903 Iteration 23Q: 3 clusters Score -155812.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2948 members Mstep: Class 2 contains 220 members Entering Unmasked Estep Score: -155819.812500 Penalty: 733.537903 Iteration 24Q: 3 clusters Score -155819.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2954 members Mstep: Class 2 contains 214 members Entering Unmasked Estep Score: -155828.046875 Penalty: 733.537903 Iteration 25Q: 3 clusters Score -155828 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2964 members Mstep: Class 2 contains 204 members Entering Unmasked Estep Score: -155839.484375 Penalty: 733.537903 Iteration 26Q: 3 clusters Score -155839.5 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2978 members Mstep: Class 2 contains 190 members Entering Unmasked Estep Score: -155854.796875 Penalty: 733.537903 Iteration 27Q: 3 clusters Score -155854.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2986 members Mstep: Class 2 contains 182 members Entering Unmasked Estep Score: -155863.312500 Penalty: 733.537903 Iteration 28Q: 3 clusters Score -155863.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2992 members Mstep: Class 2 contains 176 members Entering Unmasked Estep Score: -155868.125000 Penalty: 733.537903 Iteration 29Q: 3 clusters Score -155868.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2997 members Mstep: Class 2 contains 171 members Entering Unmasked Estep Score: -155870.937500 Penalty: 733.537903 Iteration 30Q: 3 clusters Score -155870.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2999 members Mstep: Class 2 contains 169 members Entering Unmasked Estep Score: -155872.796875 Penalty: 733.537903 Iteration 31Q: 3 clusters Score -155872.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3002 members Mstep: Class 2 contains 166 members Entering Unmasked Estep Score: -155875.015625 Penalty: 733.537903 Iteration 32Q: 3 clusters Score -155875 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3003 members Mstep: Class 2 contains 165 members Entering Unmasked Estep Score: -155875.671875 Penalty: 733.537903 Iteration 33Q: 3 clusters Score -155875.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3003 members Mstep: Class 2 contains 165 members Entering Unmasked Estep Score: -155875.671875 Penalty: 733.537903 Iteration 34F: 3 clusters Score -155875.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 31 (4805 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4805 members Entering Unmasked Estep Score: -259615.718750 Penalty: 385.722260 Iteration 0F: 2 clusters Score -259615.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2372 members Mstep: Class 2 contains 2433 members Entering Unmasked Estep Score: -256334.531250 Penalty: 771.444519 Iteration 0F: 3 clusters Score -256334.5 nChanged 2204 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2272 members Mstep: Class 2 contains 2533 members Entering Unmasked Estep Score: -257522.953125 Penalty: 771.444519 Iteration 1F: 3 clusters Score -257523 nChanged 273 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2231 members Mstep: Class 2 contains 2574 members Entering Unmasked Estep Score: -257651.406250 Penalty: 771.444519 Iteration 2F: 3 clusters Score -257651.4 nChanged 291 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2184 members Mstep: Class 2 contains 2621 members Entering Unmasked Estep Score: -257805.203125 Penalty: 771.444519 Iteration 3F: 3 clusters Score -257805.2 nChanged 263 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2123 members Mstep: Class 2 contains 2682 members Entering Unmasked Estep Score: -257940.562500 Penalty: 771.444519 Iteration 4F: 3 clusters Score -257940.6 nChanged 222 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2005 members Mstep: Class 2 contains 2800 members Entering Unmasked Estep Score: -258067.734375 Penalty: 771.444519 Iteration 5Q: 3 clusters Score -258067.7 nChanged 208 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1841 members Mstep: Class 2 contains 2964 members Entering Unmasked Estep Score: -258216.203125 Penalty: 771.444519 Iteration 6Q: 3 clusters Score -258216.2 nChanged 208 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1661 members Mstep: Class 2 contains 3144 members Entering Unmasked Estep Score: -258392.453125 Penalty: 771.444519 Iteration 7Q: 3 clusters Score -258392.5 nChanged 227 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1472 members Mstep: Class 2 contains 3333 members Entering Unmasked Estep Score: -258609.015625 Penalty: 771.444519 Iteration 8Q: 3 clusters Score -258609 nChanged 212 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1314 members Mstep: Class 2 contains 3491 members Entering Unmasked Estep Score: -258802.796875 Penalty: 771.444519 Iteration 9Q: 3 clusters Score -258802.8 nChanged 180 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1204 members Mstep: Class 2 contains 3601 members Entering Unmasked Estep Score: -258942.671875 Penalty: 771.444519 Iteration 10Q: 3 clusters Score -258942.7 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1120 members Mstep: Class 2 contains 3685 members Entering Unmasked Estep Score: -259032.875000 Penalty: 771.444519 Iteration 11Q: 3 clusters Score -259032.9 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1047 members Mstep: Class 2 contains 3758 members Entering Unmasked Estep Score: -259107.890625 Penalty: 771.444519 Iteration 12Q: 3 clusters Score -259107.9 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 994 members Mstep: Class 2 contains 3811 members Entering Unmasked Estep Score: -259147.234375 Penalty: 771.444519 Iteration 13Q: 3 clusters Score -259147.2 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 946 members Mstep: Class 2 contains 3859 members Entering Unmasked Estep Score: -259178.828125 Penalty: 771.444519 Iteration 14Q: 3 clusters Score -259178.8 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 912 members Mstep: Class 2 contains 3893 members Entering Unmasked Estep Score: -259192.453125 Penalty: 771.444519 Iteration 15Q: 3 clusters Score -259192.5 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 890 members Mstep: Class 2 contains 3915 members Entering Unmasked Estep Score: -259199.515625 Penalty: 771.444519 Iteration 16Q: 3 clusters Score -259199.5 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 866 members Mstep: Class 2 contains 3939 members Entering Unmasked Estep Score: -259207.125000 Penalty: 771.444519 Iteration 17Q: 3 clusters Score -259207.1 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 846 members Mstep: Class 2 contains 3959 members Entering Unmasked Estep Score: -259215.765625 Penalty: 771.444519 Iteration 18Q: 3 clusters Score -259215.8 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 827 members Mstep: Class 2 contains 3978 members Entering Unmasked Estep Score: -259220.468750 Penalty: 771.444519 Iteration 19Q: 3 clusters Score -259220.5 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 811 members Mstep: Class 2 contains 3994 members Entering Unmasked Estep Score: -259225.000000 Penalty: 771.444519 Iteration 20F: 3 clusters Score -259225 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 794 members Mstep: Class 2 contains 4011 members Entering Unmasked Estep Score: -259229.468750 Penalty: 771.444519 Iteration 21Q: 3 clusters Score -259229.5 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 787 members Mstep: Class 2 contains 4018 members Entering Unmasked Estep Score: -259232.390625 Penalty: 771.444519 Iteration 22Q: 3 clusters Score -259232.4 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 776 members Mstep: Class 2 contains 4029 members Entering Unmasked Estep Score: -259234.953125 Penalty: 771.444519 Iteration 23Q: 3 clusters Score -259235 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 768 members Mstep: Class 2 contains 4037 members Entering Unmasked Estep Score: -259236.796875 Penalty: 771.444519 Iteration 24Q: 3 clusters Score -259236.8 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 759 members Mstep: Class 2 contains 4046 members Entering Unmasked Estep Score: -259239.578125 Penalty: 771.444519 Iteration 25Q: 3 clusters Score -259239.6 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 750 members Mstep: Class 2 contains 4055 members Entering Unmasked Estep Score: -259243.593750 Penalty: 771.444519 Iteration 26Q: 3 clusters Score -259243.6 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 735 members Mstep: Class 2 contains 4070 members Entering Unmasked Estep Score: -259248.437500 Penalty: 771.444519 Iteration 27Q: 3 clusters Score -259248.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 728 members Mstep: Class 2 contains 4077 members Entering Unmasked Estep Score: -259249.250000 Penalty: 771.444519 Iteration 28Q: 3 clusters Score -259249.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 722 members Mstep: Class 2 contains 4083 members Entering Unmasked Estep Score: -259250.093750 Penalty: 771.444519 Iteration 29Q: 3 clusters Score -259250.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 719 members Mstep: Class 2 contains 4086 members Entering Unmasked Estep Score: -259250.515625 Penalty: 771.444519 Iteration 30Q: 3 clusters Score -259250.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 715 members Mstep: Class 2 contains 4090 members Entering Unmasked Estep Score: -259251.031250 Penalty: 771.444519 Iteration 31Q: 3 clusters Score -259251 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 710 members Mstep: Class 2 contains 4095 members Entering Unmasked Estep Score: -259251.812500 Penalty: 771.444519 Iteration 32Q: 3 clusters Score -259251.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 707 members Mstep: Class 2 contains 4098 members Entering Unmasked Estep Score: -259252.140625 Penalty: 771.444519 Iteration 33Q: 3 clusters Score -259252.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 703 members Mstep: Class 2 contains 4102 members Entering Unmasked Estep Score: -259252.484375 Penalty: 771.444519 Iteration 34Q: 3 clusters Score -259252.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 700 members Mstep: Class 2 contains 4105 members Entering Unmasked Estep Score: -259252.921875 Penalty: 771.444519 Iteration 35Q: 3 clusters Score -259252.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 697 members Mstep: Class 2 contains 4108 members Entering Unmasked Estep Score: -259253.578125 Penalty: 771.444519 Iteration 36Q: 3 clusters Score -259253.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 695 members Mstep: Class 2 contains 4110 members Entering Unmasked Estep Score: -259253.875000 Penalty: 771.444519 Iteration 37Q: 3 clusters Score -259253.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 693 members Mstep: Class 2 contains 4112 members Entering Unmasked Estep Score: -259254.359375 Penalty: 771.444519 Iteration 38Q: 3 clusters Score -259254.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 692 members Mstep: Class 2 contains 4113 members Entering Unmasked Estep Score: -259254.734375 Penalty: 771.444519 Iteration 39Q: 3 clusters Score -259254.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 692 members Mstep: Class 2 contains 4113 members Entering Unmasked Estep Score: -259254.734375 Penalty: 771.444519 Iteration 40F: 3 clusters Score -259254.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 32 (108 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 108 members Entering Unmasked Estep Score: -5716.261230 Penalty: 213.036972 Iteration 0F: 2 clusters Score -5716.261 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 46 members Entering Unmasked Estep Score: -5511.276855 Penalty: 426.073944 Iteration 0F: 3 clusters Score -5511.277 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66 members Mstep: Class 2 contains 42 members Entering Unmasked Estep Score: -5546.810547 Penalty: 426.073944 Iteration 1F: 3 clusters Score -5546.811 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 68 members Mstep: Class 2 contains 40 members Entering Unmasked Estep Score: -5548.347168 Penalty: 426.073944 Iteration 2Q: 3 clusters Score -5548.347 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 68 members Mstep: Class 2 contains 40 members Entering Unmasked Estep Score: -5548.347168 Penalty: 426.073944 Iteration 3F: 3 clusters Score -5548.347 nChanged 0 Entering ConstructFrom: Trying to split cluster 33 (1474 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1474 members Entering Unmasked Estep Score: -68696.757812 Penalty: 331.955933 Iteration 0F: 2 clusters Score -68696.76 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 734 members Mstep: Class 2 contains 740 members Entering Unmasked Estep Score: -67564.921875 Penalty: 663.911865 Iteration 0F: 3 clusters Score -67564.92 nChanged 624 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 748 members Mstep: Class 2 contains 726 members Entering Unmasked Estep Score: -67998.046875 Penalty: 663.911865 Iteration 1F: 3 clusters Score -67998.05 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 755 members Mstep: Class 2 contains 719 members Entering Unmasked Estep Score: -68126.304688 Penalty: 663.911865 Iteration 2F: 3 clusters Score -68126.3 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 751 members Mstep: Class 2 contains 723 members Entering Unmasked Estep Score: -68245.085938 Penalty: 663.911865 Iteration 3F: 3 clusters Score -68245.09 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 736 members Mstep: Class 2 contains 738 members Entering Unmasked Estep Score: -68321.437500 Penalty: 663.911865 Iteration 4F: 3 clusters Score -68321.44 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 722 members Mstep: Class 2 contains 752 members Entering Unmasked Estep Score: -68381.867188 Penalty: 663.911865 Iteration 5F: 3 clusters Score -68381.87 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 709 members Mstep: Class 2 contains 765 members Entering Unmasked Estep Score: -68445.257812 Penalty: 663.911865 Iteration 6Q: 3 clusters Score -68445.26 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 691 members Mstep: Class 2 contains 783 members Entering Unmasked Estep Score: -68511.257812 Penalty: 663.911865 Iteration 7Q: 3 clusters Score -68511.26 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 683 members Mstep: Class 2 contains 791 members Entering Unmasked Estep Score: -68544.390625 Penalty: 663.911865 Iteration 8Q: 3 clusters Score -68544.39 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 688 members Mstep: Class 2 contains 786 members Entering Unmasked Estep Score: -68562.531250 Penalty: 663.911865 Iteration 9Q: 3 clusters Score -68562.53 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 691 members Mstep: Class 2 contains 783 members Entering Unmasked Estep Score: -68578.140625 Penalty: 663.911865 Iteration 10Q: 3 clusters Score -68578.14 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 692 members Mstep: Class 2 contains 782 members Entering Unmasked Estep Score: -68594.468750 Penalty: 663.911865 Iteration 11Q: 3 clusters Score -68594.47 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 701 members Mstep: Class 2 contains 773 members Entering Unmasked Estep Score: -68606.210938 Penalty: 663.911865 Iteration 12Q: 3 clusters Score -68606.21 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 708 members Mstep: Class 2 contains 766 members Entering Unmasked Estep Score: -68614.281250 Penalty: 663.911865 Iteration 13Q: 3 clusters Score -68614.28 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 706 members Mstep: Class 2 contains 768 members Entering Unmasked Estep Score: -68616.492188 Penalty: 663.911865 Iteration 14Q: 3 clusters Score -68616.49 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 706 members Mstep: Class 2 contains 768 members Entering Unmasked Estep Score: -68617.203125 Penalty: 663.911865 Iteration 15Q: 3 clusters Score -68617.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 706 members Mstep: Class 2 contains 768 members Entering Unmasked Estep Score: -68617.375000 Penalty: 663.911865 Iteration 16Q: 3 clusters Score -68617.38 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 706 members Mstep: Class 2 contains 768 members Entering Unmasked Estep Score: -68617.375000 Penalty: 663.911865 Iteration 17F: 3 clusters Score -68617.38 nChanged 0 Entering ConstructFrom: Trying to split cluster 34 (11456 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11456 members Entering Unmasked Estep Score: -668674.125000 Penalty: 425.255219 Iteration 0F: 2 clusters Score -668674.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5767 members Mstep: Class 2 contains 5689 members Entering Unmasked Estep Score: -661051.875000 Penalty: 850.510437 Iteration 0F: 3 clusters Score -661051.9 nChanged 5402 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6485 members Mstep: Class 2 contains 4971 members Entering Unmasked Estep Score: -664508.750000 Penalty: 850.510437 Iteration 1F: 3 clusters Score -664508.8 nChanged 871 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6992 members Mstep: Class 2 contains 4464 members Entering Unmasked Estep Score: -665096.375000 Penalty: 850.510437 Iteration 2F: 3 clusters Score -665096.4 nChanged 998 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7632 members Mstep: Class 2 contains 3824 members Entering Unmasked Estep Score: -665887.125000 Penalty: 850.510437 Iteration 3F: 3 clusters Score -665887.1 nChanged 963 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8297 members Mstep: Class 2 contains 3159 members Entering Unmasked Estep Score: -666741.937500 Penalty: 850.510437 Iteration 4F: 3 clusters Score -666741.9 nChanged 741 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8842 members Mstep: Class 2 contains 2614 members Entering Unmasked Estep Score: -667473.125000 Penalty: 850.510437 Iteration 5F: 3 clusters Score -667473.1 nChanged 533 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9199 members Mstep: Class 2 contains 2257 members Entering Unmasked Estep Score: -667963.937500 Penalty: 850.510437 Iteration 6Q: 3 clusters Score -667963.9 nChanged 311 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9416 members Mstep: Class 2 contains 2040 members Entering Unmasked Estep Score: -668166.125000 Penalty: 850.510437 Iteration 7Q: 3 clusters Score -668166.1 nChanged 169 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9559 members Mstep: Class 2 contains 1897 members Entering Unmasked Estep Score: -668241.437500 Penalty: 850.510437 Iteration 8Q: 3 clusters Score -668241.4 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9667 members Mstep: Class 2 contains 1789 members Entering Unmasked Estep Score: -668290.562500 Penalty: 850.510437 Iteration 9Q: 3 clusters Score -668290.6 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9754 members Mstep: Class 2 contains 1702 members Entering Unmasked Estep Score: -668317.562500 Penalty: 850.510437 Iteration 10Q: 3 clusters Score -668317.6 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9836 members Mstep: Class 2 contains 1620 members Entering Unmasked Estep Score: -668347.562500 Penalty: 850.510437 Iteration 11Q: 3 clusters Score -668347.6 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9925 members Mstep: Class 2 contains 1531 members Entering Unmasked Estep Score: -668378.250000 Penalty: 850.510437 Iteration 12Q: 3 clusters Score -668378.2 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9998 members Mstep: Class 2 contains 1458 members Entering Unmasked Estep Score: -668404.000000 Penalty: 850.510437 Iteration 13Q: 3 clusters Score -668404 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10070 members Mstep: Class 2 contains 1386 members Entering Unmasked Estep Score: -668422.812500 Penalty: 850.510437 Iteration 14Q: 3 clusters Score -668422.8 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10124 members Mstep: Class 2 contains 1332 members Entering Unmasked Estep Score: -668434.312500 Penalty: 850.510437 Iteration 15Q: 3 clusters Score -668434.3 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10160 members Mstep: Class 2 contains 1296 members Entering Unmasked Estep Score: -668438.812500 Penalty: 850.510437 Iteration 16Q: 3 clusters Score -668438.8 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10189 members Mstep: Class 2 contains 1267 members Entering Unmasked Estep Score: -668442.750000 Penalty: 850.510437 Iteration 17Q: 3 clusters Score -668442.8 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10220 members Mstep: Class 2 contains 1236 members Entering Unmasked Estep Score: -668448.625000 Penalty: 850.510437 Iteration 18Q: 3 clusters Score -668448.6 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10245 members Mstep: Class 2 contains 1211 members Entering Unmasked Estep Score: -668454.312500 Penalty: 850.510437 Iteration 19Q: 3 clusters Score -668454.3 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10261 members Mstep: Class 2 contains 1195 members Entering Unmasked Estep Score: -668455.937500 Penalty: 850.510437 Iteration 20F: 3 clusters Score -668455.9 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10275 members Mstep: Class 2 contains 1181 members Entering Unmasked Estep Score: -668457.125000 Penalty: 850.510437 Iteration 21Q: 3 clusters Score -668457.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10277 members Mstep: Class 2 contains 1179 members Entering Unmasked Estep Score: -668458.125000 Penalty: 850.510437 Iteration 22Q: 3 clusters Score -668458.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10280 members Mstep: Class 2 contains 1176 members Entering Unmasked Estep Score: -668457.875000 Penalty: 850.510437 Iteration 23Q: 3 clusters Score -668457.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10284 members Mstep: Class 2 contains 1172 members Entering Unmasked Estep Score: -668458.562500 Penalty: 850.510437 Iteration 24Q: 3 clusters Score -668458.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10288 members Mstep: Class 2 contains 1168 members Entering Unmasked Estep Score: -668459.812500 Penalty: 850.510437 Iteration 25Q: 3 clusters Score -668459.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10291 members Mstep: Class 2 contains 1165 members Entering Unmasked Estep Score: -668460.250000 Penalty: 850.510437 Iteration 26Q: 3 clusters Score -668460.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10294 members Mstep: Class 2 contains 1162 members Entering Unmasked Estep Score: -668460.312500 Penalty: 850.510437 Iteration 27Q: 3 clusters Score -668460.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10298 members Mstep: Class 2 contains 1158 members Entering Unmasked Estep Score: -668460.750000 Penalty: 850.510437 Iteration 28Q: 3 clusters Score -668460.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10304 members Mstep: Class 2 contains 1152 members Entering Unmasked Estep Score: -668460.125000 Penalty: 850.510437 Iteration 29Q: 3 clusters Score -668460.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10308 members Mstep: Class 2 contains 1148 members Entering Unmasked Estep Score: -668459.625000 Penalty: 850.510437 Iteration 30Q: 3 clusters Score -668459.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10309 members Mstep: Class 2 contains 1147 members Entering Unmasked Estep Score: -668459.937500 Penalty: 850.510437 Iteration 31Q: 3 clusters Score -668459.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10309 members Mstep: Class 2 contains 1147 members Entering Unmasked Estep Score: -668459.937500 Penalty: 850.510437 Iteration 32F: 3 clusters Score -668459.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 35 (1870 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1870 members Entering Unmasked Estep Score: -86551.453125 Penalty: 342.783081 Iteration 0F: 2 clusters Score -86551.45 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 942 members Mstep: Class 2 contains 928 members Entering Unmasked Estep Score: -85203.296875 Penalty: 685.566162 Iteration 0F: 3 clusters Score -85203.3 nChanged 774 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 930 members Mstep: Class 2 contains 940 members Entering Unmasked Estep Score: -85681.851562 Penalty: 685.566162 Iteration 1F: 3 clusters Score -85681.85 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 958 members Mstep: Class 2 contains 912 members Entering Unmasked Estep Score: -85743.859375 Penalty: 685.566162 Iteration 2F: 3 clusters Score -85743.86 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 971 members Mstep: Class 2 contains 899 members Entering Unmasked Estep Score: -85784.007812 Penalty: 685.566162 Iteration 3Q: 3 clusters Score -85784.01 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 993 members Mstep: Class 2 contains 877 members Entering Unmasked Estep Score: -85812.125000 Penalty: 685.566162 Iteration 4Q: 3 clusters Score -85812.12 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1031 members Mstep: Class 2 contains 839 members Entering Unmasked Estep Score: -85841.125000 Penalty: 685.566162 Iteration 5Q: 3 clusters Score -85841.12 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1082 members Mstep: Class 2 contains 788 members Entering Unmasked Estep Score: -85875.054688 Penalty: 685.566162 Iteration 6Q: 3 clusters Score -85875.05 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1134 members Mstep: Class 2 contains 736 members Entering Unmasked Estep Score: -85919.312500 Penalty: 685.566162 Iteration 7Q: 3 clusters Score -85919.31 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1191 members Mstep: Class 2 contains 679 members Entering Unmasked Estep Score: -85977.703125 Penalty: 685.566162 Iteration 8Q: 3 clusters Score -85977.7 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1234 members Mstep: Class 2 contains 636 members Entering Unmasked Estep Score: -86029.492188 Penalty: 685.566162 Iteration 9Q: 3 clusters Score -86029.49 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1268 members Mstep: Class 2 contains 602 members Entering Unmasked Estep Score: -86071.273438 Penalty: 685.566162 Iteration 10Q: 3 clusters Score -86071.27 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1299 members Mstep: Class 2 contains 571 members Entering Unmasked Estep Score: -86113.617188 Penalty: 685.566162 Iteration 11Q: 3 clusters Score -86113.62 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1326 members Mstep: Class 2 contains 544 members Entering Unmasked Estep Score: -86148.757812 Penalty: 685.566162 Iteration 12Q: 3 clusters Score -86148.76 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1362 members Mstep: Class 2 contains 508 members Entering Unmasked Estep Score: -86196.593750 Penalty: 685.566162 Iteration 13Q: 3 clusters Score -86196.59 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1394 members Mstep: Class 2 contains 476 members Entering Unmasked Estep Score: -86239.289062 Penalty: 685.566162 Iteration 14Q: 3 clusters Score -86239.29 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1414 members Mstep: Class 2 contains 456 members Entering Unmasked Estep Score: -86261.570312 Penalty: 685.566162 Iteration 15Q: 3 clusters Score -86261.57 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1431 members Mstep: Class 2 contains 439 members Entering Unmasked Estep Score: -86276.226562 Penalty: 685.566162 Iteration 16Q: 3 clusters Score -86276.23 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1444 members Mstep: Class 2 contains 426 members Entering Unmasked Estep Score: -86284.539062 Penalty: 685.566162 Iteration 17Q: 3 clusters Score -86284.54 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1451 members Mstep: Class 2 contains 419 members Entering Unmasked Estep Score: -86287.781250 Penalty: 685.566162 Iteration 18Q: 3 clusters Score -86287.78 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1455 members Mstep: Class 2 contains 415 members Entering Unmasked Estep Score: -86290.945312 Penalty: 685.566162 Iteration 19Q: 3 clusters Score -86290.95 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1462 members Mstep: Class 2 contains 408 members Entering Unmasked Estep Score: -86294.210938 Penalty: 685.566162 Iteration 20F: 3 clusters Score -86294.21 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1467 members Mstep: Class 2 contains 403 members Entering Unmasked Estep Score: -86296.046875 Penalty: 685.566162 Iteration 21Q: 3 clusters Score -86296.05 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1474 members Mstep: Class 2 contains 396 members Entering Unmasked Estep Score: -86298.242188 Penalty: 685.566162 Iteration 22Q: 3 clusters Score -86298.24 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1475 members Mstep: Class 2 contains 395 members Entering Unmasked Estep Score: -86298.234375 Penalty: 685.566162 Iteration 23Q: 3 clusters Score -86298.23 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1475 members Mstep: Class 2 contains 395 members Entering Unmasked Estep Score: -86298.234375 Penalty: 685.566162 Iteration 24F: 3 clusters Score -86298.23 nChanged 0 Entering ConstructFrom: Trying to split cluster 36 (244 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 244 members Entering Unmasked Estep Score: -13961.332031 Penalty: 250.121140 Iteration 0F: 2 clusters Score -13961.33 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 115 members Mstep: Class 2 contains 129 members Entering Unmasked Estep Score: -13653.200195 Penalty: 500.242279 Iteration 0F: 3 clusters Score -13653.2 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 110 members Mstep: Class 2 contains 134 members Entering Unmasked Estep Score: -13748.434570 Penalty: 500.242279 Iteration 1F: 3 clusters Score -13748.43 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 113 members Mstep: Class 2 contains 131 members Entering Unmasked Estep Score: -13768.063477 Penalty: 500.242279 Iteration 2F: 3 clusters Score -13768.06 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 115 members Mstep: Class 2 contains 129 members Entering Unmasked Estep Score: -13777.307617 Penalty: 500.242279 Iteration 3Q: 3 clusters Score -13777.31 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 115 members Mstep: Class 2 contains 129 members Entering Unmasked Estep Score: -13783.297852 Penalty: 500.242279 Iteration 4Q: 3 clusters Score -13783.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 115 members Mstep: Class 2 contains 129 members Entering Unmasked Estep Score: -13784.597656 Penalty: 500.242279 Iteration 5Q: 3 clusters Score -13784.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 115 members Mstep: Class 2 contains 129 members Entering Unmasked Estep Score: -13784.597656 Penalty: 500.242279 Iteration 6F: 3 clusters Score -13784.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 11039 members Mstep: Class 2 contains 33857 members Mstep: Class 3 contains 9070 members Mstep: Class 4 contains 3261 members Mstep: Class 5 contains 8170 members Mstep: Class 6 contains 4793 members Mstep: Class 7 contains 13311 members Mstep: Class 8 contains 1995 members Mstep: Class 9 contains 3880 members Mstep: Class 10 contains 91093 members Mstep: Class 11 contains 2782 members Mstep: Class 12 contains 3125 members Mstep: Class 13 contains 2199 members Mstep: Class 14 contains 26043 members Mstep: Class 15 contains 597 members Mstep: Class 16 contains 19976 members Mstep: Class 17 contains 962 members Mstep: Class 18 contains 8994 members Mstep: Class 19 contains 1231 members Mstep: Class 20 contains 9592 members Mstep: Class 21 contains 65796 members Mstep: Class 22 contains 1086 members Mstep: Class 23 contains 40544 members Mstep: Class 24 contains 356 members Mstep: Class 25 contains 8016 members Mstep: Class 26 contains 114 members Mstep: Class 27 contains 22571 members Mstep: Class 28 contains 3374 members Mstep: Class 29 contains 11282 members Mstep: Class 30 contains 3168 members Mstep: Class 31 contains 4805 members Mstep: Class 32 contains 108 members Mstep: Class 33 contains 1474 members Mstep: Class 34 contains 11456 members Mstep: Class 35 contains 1870 members Mstep: Class 36 contains 244 members Entering Unmasked Estep ConsiderDeletion Score: -22982540.000000 Penalty: 21255.964844 Iteration 199Q: 37 clusters Score -2.298254e+07 nChanged 213 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 11039 members Mstep: Class 2 contains 33891 members Mstep: Class 3 contains 9074 members Mstep: Class 4 contains 3261 members Mstep: Class 5 contains 8171 members Mstep: Class 6 contains 4774 members Mstep: Class 7 contains 13305 members Mstep: Class 8 contains 1995 members Mstep: Class 9 contains 3880 members Mstep: Class 10 contains 91016 members Mstep: Class 11 contains 2783 members Mstep: Class 12 contains 3124 members Mstep: Class 13 contains 2199 members Mstep: Class 14 contains 26078 members Mstep: Class 15 contains 597 members Mstep: Class 16 contains 19974 members Mstep: Class 17 contains 962 members Mstep: Class 18 contains 9002 members Mstep: Class 19 contains 1231 members Mstep: Class 20 contains 9589 members Mstep: Class 21 contains 65809 members Mstep: Class 22 contains 1087 members Mstep: Class 23 contains 40545 members Mstep: Class 24 contains 356 members Mstep: Class 25 contains 8023 members Mstep: Class 26 contains 114 members Mstep: Class 27 contains 22568 members Mstep: Class 28 contains 3375 members Mstep: Class 29 contains 11280 members Mstep: Class 30 contains 3169 members Mstep: Class 31 contains 4808 members Mstep: Class 32 contains 108 members Mstep: Class 33 contains 1477 members Mstep: Class 34 contains 11456 members Mstep: Class 35 contains 1870 members Mstep: Class 36 contains 244 members Entering Unmasked Estep ConsiderDeletion Score: -22982540.000000 Penalty: 21255.964844 Iteration 200F: 37 clusters Score -2.298254e+07 nChanged 212 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 11039 members Mstep: Class 2 contains 33912 members Mstep: Class 3 contains 9075 members Mstep: Class 4 contains 3260 members Mstep: Class 5 contains 8172 members Mstep: Class 6 contains 4761 members Mstep: Class 7 contains 13297 members Mstep: Class 8 contains 1995 members Mstep: Class 9 contains 3880 members Mstep: Class 10 contains 90955 members Mstep: Class 11 contains 2784 members Mstep: Class 12 contains 3123 members Mstep: Class 13 contains 2199 members Mstep: Class 14 contains 26116 members Mstep: Class 15 contains 597 members Mstep: Class 16 contains 19968 members Mstep: Class 17 contains 962 members Mstep: Class 18 contains 9012 members Mstep: Class 19 contains 1231 members Mstep: Class 20 contains 9585 members Mstep: Class 21 contains 65819 members Mstep: Class 22 contains 1088 members Mstep: Class 23 contains 40545 members Mstep: Class 24 contains 356 members Mstep: Class 25 contains 8026 members Mstep: Class 26 contains 114 members Mstep: Class 27 contains 22566 members Mstep: Class 28 contains 3375 members Mstep: Class 29 contains 11280 members Mstep: Class 30 contains 3168 members Mstep: Class 31 contains 4816 members Mstep: Class 32 contains 108 members Mstep: Class 33 contains 1480 members Mstep: Class 34 contains 11456 members Mstep: Class 35 contains 1870 members Mstep: Class 36 contains 244 members Entering Unmasked Estep ConsiderDeletion Score: -22982620.000000 Penalty: 21255.964844 Iteration 201Q: 37 clusters Score -2.298262e+07 nChanged 192 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 11040 members Mstep: Class 2 contains 33940 members Mstep: Class 3 contains 9072 members Mstep: Class 4 contains 3260 members Mstep: Class 5 contains 8171 members Mstep: Class 6 contains 4745 members Mstep: Class 7 contains 13285 members Mstep: Class 8 contains 1995 members Mstep: Class 9 contains 3880 members Mstep: Class 10 contains 90891 members Mstep: Class 11 contains 2787 members Mstep: Class 12 contains 3123 members Mstep: Class 13 contains 2199 members Mstep: Class 14 contains 26146 members Mstep: Class 15 contains 597 members Mstep: Class 16 contains 19966 members Mstep: Class 17 contains 962 members Mstep: Class 18 contains 9025 members Mstep: Class 19 contains 1231 members Mstep: Class 20 contains 9575 members Mstep: Class 21 contains 65836 members Mstep: Class 22 contains 1088 members Mstep: Class 23 contains 40545 members Mstep: Class 24 contains 356 members Mstep: Class 25 contains 8027 members Mstep: Class 26 contains 114 members Mstep: Class 27 contains 22563 members Mstep: Class 28 contains 3374 members Mstep: Class 29 contains 11276 members Mstep: Class 30 contains 3173 members Mstep: Class 31 contains 4827 members Mstep: Class 32 contains 108 members Mstep: Class 33 contains 1485 members Mstep: Class 34 contains 11456 members Mstep: Class 35 contains 1872 members Mstep: Class 36 contains 244 members Entering Unmasked Estep ConsiderDeletion Score: -22982580.000000 Penalty: 21255.964844 Iteration 202Q: 37 clusters Score -2.298258e+07 nChanged 202 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 11041 members Mstep: Class 2 contains 33964 members Mstep: Class 3 contains 9074 members Mstep: Class 4 contains 3258 members Mstep: Class 5 contains 8173 members Mstep: Class 6 contains 4731 members Mstep: Class 7 contains 13271 members Mstep: Class 8 contains 1995 members Mstep: Class 9 contains 3879 members Mstep: Class 10 contains 90825 members Mstep: Class 11 contains 2790 members Mstep: Class 12 contains 3123 members Mstep: Class 13 contains 2199 members Mstep: Class 14 contains 26176 members Mstep: Class 15 contains 597 members Mstep: Class 16 contains 19963 members Mstep: Class 17 contains 962 members Mstep: Class 18 contains 9036 members Mstep: Class 19 contains 1231 members Mstep: Class 20 contains 9568 members Mstep: Class 21 contains 65852 members Mstep: Class 22 contains 1088 members Mstep: Class 23 contains 40544 members Mstep: Class 24 contains 356 members Mstep: Class 25 contains 8028 members Mstep: Class 26 contains 114 members Mstep: Class 27 contains 22558 members Mstep: Class 28 contains 3372 members Mstep: Class 29 contains 11274 members Mstep: Class 30 contains 3180 members Mstep: Class 31 contains 4843 members Mstep: Class 32 contains 108 members Mstep: Class 33 contains 1490 members Mstep: Class 34 contains 11456 members Mstep: Class 35 contains 1871 members Mstep: Class 36 contains 244 members Entering Unmasked Estep ConsiderDeletion Score: -22982570.000000 Penalty: 21255.964844 Iteration 203Q: 37 clusters Score -2.298257e+07 nChanged 171 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 11044 members Mstep: Class 2 contains 33985 members Mstep: Class 3 contains 9077 members Mstep: Class 4 contains 3257 members Mstep: Class 5 contains 8171 members Mstep: Class 6 contains 4715 members Mstep: Class 7 contains 13262 members Mstep: Class 8 contains 1995 members Mstep: Class 9 contains 3880 members Mstep: Class 10 contains 90768 members Mstep: Class 11 contains 2791 members Mstep: Class 12 contains 3123 members Mstep: Class 13 contains 2199 members Mstep: Class 14 contains 26195 members Mstep: Class 15 contains 597 members Mstep: Class 16 contains 19963 members Mstep: Class 17 contains 962 members Mstep: Class 18 contains 9049 members Mstep: Class 19 contains 1231 members Mstep: Class 20 contains 9556 members Mstep: Class 21 contains 65864 members Mstep: Class 22 contains 1088 members Mstep: Class 23 contains 40541 members Mstep: Class 24 contains 356 members Mstep: Class 25 contains 8032 members Mstep: Class 26 contains 114 members Mstep: Class 27 contains 22565 members Mstep: Class 28 contains 3372 members Mstep: Class 29 contains 11274 members Mstep: Class 30 contains 3181 members Mstep: Class 31 contains 4855 members Mstep: Class 32 contains 108 members Mstep: Class 33 contains 1493 members Mstep: Class 34 contains 11456 members Mstep: Class 35 contains 1871 members Mstep: Class 36 contains 244 members Entering Unmasked Estep ConsiderDeletion Score: -22982634.000000 Penalty: 21255.964844 Iteration 204Q: 37 clusters Score -2.298263e+07 nChanged 162 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 11046 members Mstep: Class 2 contains 33998 members Mstep: Class 3 contains 9078 members Mstep: Class 4 contains 3256 members Mstep: Class 5 contains 8168 members Mstep: Class 6 contains 4707 members Mstep: Class 7 contains 13252 members Mstep: Class 8 contains 1995 members Mstep: Class 9 contains 3880 members Mstep: Class 10 contains 90718 members Mstep: Class 11 contains 2794 members Mstep: Class 12 contains 3123 members Mstep: Class 13 contains 2199 members Mstep: Class 14 contains 26221 members Mstep: Class 15 contains 597 members Mstep: Class 16 contains 19959 members Mstep: Class 17 contains 962 members Mstep: Class 18 contains 9064 members Mstep: Class 19 contains 1231 members Mstep: Class 20 contains 9543 members Mstep: Class 21 contains 65870 members Mstep: Class 22 contains 1088 members Mstep: Class 23 contains 40543 members Mstep: Class 24 contains 356 members Mstep: Class 25 contains 8035 members Mstep: Class 26 contains 113 members Mstep: Class 27 contains 22572 members Mstep: Class 28 contains 3373 members Mstep: Class 29 contains 11272 members Mstep: Class 30 contains 3183 members Mstep: Class 31 contains 4863 members Mstep: Class 32 contains 108 members Mstep: Class 33 contains 1496 members Mstep: Class 34 contains 11456 members Mstep: Class 35 contains 1871 members Mstep: Class 36 contains 244 members Entering Unmasked Estep ConsiderDeletion Score: -22982652.000000 Penalty: 21255.964844 Iteration 205Q: 37 clusters Score -2.298265e+07 nChanged 157 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 11055 members Mstep: Class 2 contains 34017 members Mstep: Class 3 contains 9081 members Mstep: Class 4 contains 3255 members Mstep: Class 5 contains 8167 members Mstep: Class 6 contains 4700 members Mstep: Class 7 contains 13245 members Mstep: Class 8 contains 1995 members Mstep: Class 9 contains 3880 members Mstep: Class 10 contains 90654 members Mstep: Class 11 contains 2796 members Mstep: Class 12 contains 3123 members Mstep: Class 13 contains 2199 members Mstep: Class 14 contains 26249 members Mstep: Class 15 contains 597 members Mstep: Class 16 contains 19957 members Mstep: Class 17 contains 962 members Mstep: Class 18 contains 9077 members Mstep: Class 19 contains 1231 members Mstep: Class 20 contains 9538 members Mstep: Class 21 contains 65873 members Mstep: Class 22 contains 1088 members Mstep: Class 23 contains 40542 members Mstep: Class 24 contains 356 members Mstep: Class 25 contains 8040 members Mstep: Class 26 contains 113 members Mstep: Class 27 contains 22572 members Mstep: Class 28 contains 3373 members Mstep: Class 29 contains 11269 members Mstep: Class 30 contains 3183 members Mstep: Class 31 contains 4870 members Mstep: Class 32 contains 108 members Mstep: Class 33 contains 1497 members Mstep: Class 34 contains 11457 members Mstep: Class 35 contains 1871 members Mstep: Class 36 contains 244 members Entering Unmasked Estep ConsiderDeletion Score: -22982606.000000 Penalty: 21255.964844 Iteration 206Q: 37 clusters Score -2.298261e+07 nChanged 157 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 11060 members Mstep: Class 2 contains 34029 members Mstep: Class 3 contains 9083 members Mstep: Class 4 contains 3255 members Mstep: Class 5 contains 8165 members Mstep: Class 6 contains 4701 members Mstep: Class 7 contains 13237 members Mstep: Class 8 contains 1995 members Mstep: Class 9 contains 3880 members Mstep: Class 10 contains 90598 members Mstep: Class 11 contains 2797 members Mstep: Class 12 contains 3123 members Mstep: Class 13 contains 2199 members Mstep: Class 14 contains 26263 members Mstep: Class 15 contains 597 members Mstep: Class 16 contains 19956 members Mstep: Class 17 contains 962 members Mstep: Class 18 contains 9092 members Mstep: Class 19 contains 1231 members Mstep: Class 20 contains 9536 members Mstep: Class 21 contains 65875 members Mstep: Class 22 contains 1088 members Mstep: Class 23 contains 40542 members Mstep: Class 24 contains 356 members Mstep: Class 25 contains 8050 members Mstep: Class 26 contains 113 members Mstep: Class 27 contains 22571 members Mstep: Class 28 contains 3374 members Mstep: Class 29 contains 11270 members Mstep: Class 30 contains 3180 members Mstep: Class 31 contains 4877 members Mstep: Class 32 contains 108 members Mstep: Class 33 contains 1497 members Mstep: Class 34 contains 11458 members Mstep: Class 35 contains 1872 members Mstep: Class 36 contains 244 members Entering Unmasked Estep ConsiderDeletion Score: -22982680.000000 Penalty: 21255.964844 Iteration 207Q: 37 clusters Score -2.298268e+07 nChanged 163 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 11063 members Mstep: Class 2 contains 34041 members Mstep: Class 3 contains 9086 members Mstep: Class 4 contains 3255 members Mstep: Class 5 contains 8163 members Mstep: Class 6 contains 4696 members Mstep: Class 7 contains 13228 members Mstep: Class 8 contains 1995 members Mstep: Class 9 contains 3880 members Mstep: Class 10 contains 90544 members Mstep: Class 11 contains 2801 members Mstep: Class 12 contains 3122 members Mstep: Class 13 contains 2199 members Mstep: Class 14 contains 26280 members Mstep: Class 15 contains 597 members Mstep: Class 16 contains 19953 members Mstep: Class 17 contains 962 members Mstep: Class 18 contains 9107 members Mstep: Class 19 contains 1231 members Mstep: Class 20 contains 9534 members Mstep: Class 21 contains 65878 members Mstep: Class 22 contains 1089 members Mstep: Class 23 contains 40542 members Mstep: Class 24 contains 356 members Mstep: Class 25 contains 8064 members Mstep: Class 26 contains 113 members Mstep: Class 27 contains 22572 members Mstep: Class 28 contains 3375 members Mstep: Class 29 contains 11268 members Mstep: Class 30 contains 3176 members Mstep: Class 31 contains 4884 members Mstep: Class 32 contains 108 members Mstep: Class 33 contains 1497 members Mstep: Class 34 contains 11459 members Mstep: Class 35 contains 1872 members Mstep: Class 36 contains 244 members Entering Unmasked Estep ConsiderDeletion Score: -22982632.000000 Penalty: 21255.964844 Iteration 208Q: 37 clusters Score -2.298263e+07 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 11065 members Mstep: Class 2 contains 34052 members Mstep: Class 3 contains 9089 members Mstep: Class 4 contains 3255 members Mstep: Class 5 contains 8166 members Mstep: Class 6 contains 4695 members Mstep: Class 7 contains 13220 members Mstep: Class 8 contains 1995 members Mstep: Class 9 contains 3879 members Mstep: Class 10 contains 90505 members Mstep: Class 11 contains 2799 members Mstep: Class 12 contains 3122 members Mstep: Class 13 contains 2199 members Mstep: Class 14 contains 26298 members Mstep: Class 15 contains 597 members Mstep: Class 16 contains 19949 members Mstep: Class 17 contains 962 members Mstep: Class 18 contains 9115 members Mstep: Class 19 contains 1231 members Mstep: Class 20 contains 9538 members Mstep: Class 21 contains 65874 members Mstep: Class 22 contains 1091 members Mstep: Class 23 contains 40542 members Mstep: Class 24 contains 356 members Mstep: Class 25 contains 8076 members Mstep: Class 26 contains 113 members Mstep: Class 27 contains 22564 members Mstep: Class 28 contains 3375 members Mstep: Class 29 contains 11264 members Mstep: Class 30 contains 3176 members Mstep: Class 31 contains 4888 members Mstep: Class 32 contains 108 members Mstep: Class 33 contains 1498 members Mstep: Class 34 contains 11460 members Mstep: Class 35 contains 1874 members Mstep: Class 36 contains 244 members Entering Unmasked Estep ConsiderDeletion Score: -22982664.000000 Penalty: 21255.964844 Iteration 209Q: 37 clusters Score -2.298266e+07 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 11067 members Mstep: Class 2 contains 34058 members Mstep: Class 3 contains 9091 members Mstep: Class 4 contains 3255 members Mstep: Class 5 contains 8165 members Mstep: Class 6 contains 4697 members Mstep: Class 7 contains 13211 members Mstep: Class 8 contains 1995 members Mstep: Class 9 contains 3877 members Mstep: Class 10 contains 90465 members Mstep: Class 11 contains 2799 members Mstep: Class 12 contains 3122 members Mstep: Class 13 contains 2199 members Mstep: Class 14 contains 26308 members Mstep: Class 15 contains 597 members Mstep: Class 16 contains 19949 members Mstep: Class 17 contains 962 members Mstep: Class 18 contains 9121 members Mstep: Class 19 contains 1232 members Mstep: Class 20 contains 9535 members Mstep: Class 21 contains 65873 members Mstep: Class 22 contains 1097 members Mstep: Class 23 contains 40542 members Mstep: Class 24 contains 356 members Mstep: Class 25 contains 8088 members Mstep: Class 26 contains 113 members Mstep: Class 27 contains 22565 members Mstep: Class 28 contains 3376 members Mstep: Class 29 contains 11265 members Mstep: Class 30 contains 3179 members Mstep: Class 31 contains 4890 members Mstep: Class 32 contains 108 members Mstep: Class 33 contains 1497 members Mstep: Class 34 contains 11461 members Mstep: Class 35 contains 1875 members Mstep: Class 36 contains 244 members Entering Unmasked Estep ConsiderDeletion Score: -22982622.000000 Penalty: 21255.964844 Iteration 210Q: 37 clusters Score -2.298262e+07 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 11069 members Mstep: Class 2 contains 34066 members Mstep: Class 3 contains 9095 members Mstep: Class 4 contains 3255 members Mstep: Class 5 contains 8166 members Mstep: Class 6 contains 4698 members Mstep: Class 7 contains 13198 members Mstep: Class 8 contains 1995 members Mstep: Class 9 contains 3877 members Mstep: Class 10 contains 90419 members Mstep: Class 11 contains 2803 members Mstep: Class 12 contains 3122 members Mstep: Class 13 contains 2199 members Mstep: Class 14 contains 26324 members Mstep: Class 15 contains 597 members Mstep: Class 16 contains 19950 members Mstep: Class 17 contains 962 members Mstep: Class 18 contains 9125 members Mstep: Class 19 contains 1233 members Mstep: Class 20 contains 9532 members Mstep: Class 21 contains 65873 members Mstep: Class 22 contains 1101 members Mstep: Class 23 contains 40543 members Mstep: Class 24 contains 356 members Mstep: Class 25 contains 8097 members Mstep: Class 26 contains 113 members Mstep: Class 27 contains 22566 members Mstep: Class 28 contains 3376 members Mstep: Class 29 contains 11262 members Mstep: Class 30 contains 3180 members Mstep: Class 31 contains 4896 members Mstep: Class 32 contains 108 members Mstep: Class 33 contains 1498 members Mstep: Class 34 contains 11462 members Mstep: Class 35 contains 1874 members Mstep: Class 36 contains 244 members Entering Unmasked Estep ConsiderDeletion Score: -22982650.000000 Penalty: 21255.964844 Iteration 211Q: 37 clusters Score -2.298265e+07 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 11070 members Mstep: Class 2 contains 34066 members Mstep: Class 3 contains 9098 members Mstep: Class 4 contains 3256 members Mstep: Class 5 contains 8161 members Mstep: Class 6 contains 4700 members Mstep: Class 7 contains 13181 members Mstep: Class 8 contains 1995 members Mstep: Class 9 contains 3876 members Mstep: Class 10 contains 90374 members Mstep: Class 11 contains 2805 members Mstep: Class 12 contains 3122 members Mstep: Class 13 contains 2199 members Mstep: Class 14 contains 26355 members Mstep: Class 15 contains 597 members Mstep: Class 16 contains 19952 members Mstep: Class 17 contains 962 members Mstep: Class 18 contains 9129 members Mstep: Class 19 contains 1234 members Mstep: Class 20 contains 9527 members Mstep: Class 21 contains 65870 members Mstep: Class 22 contains 1101 members Mstep: Class 23 contains 40542 members Mstep: Class 24 contains 356 members Mstep: Class 25 contains 8102 members Mstep: Class 26 contains 113 members Mstep: Class 27 contains 22574 members Mstep: Class 28 contains 3375 members Mstep: Class 29 contains 11262 members Mstep: Class 30 contains 3180 members Mstep: Class 31 contains 4912 members Mstep: Class 32 contains 108 members Mstep: Class 33 contains 1499 members Mstep: Class 34 contains 11463 members Mstep: Class 35 contains 1874 members Mstep: Class 36 contains 244 members Entering Unmasked Estep ConsiderDeletion Score: -22982634.000000 Penalty: 21255.964844 Iteration 212Q: 37 clusters Score -2.298263e+07 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 11072 members Mstep: Class 2 contains 34076 members Mstep: Class 3 contains 9103 members Mstep: Class 4 contains 3256 members Mstep: Class 5 contains 8158 members Mstep: Class 6 contains 4699 members Mstep: Class 7 contains 13167 members Mstep: Class 8 contains 1995 members Mstep: Class 9 contains 3875 members Mstep: Class 10 contains 90320 members Mstep: Class 11 contains 2809 members Mstep: Class 12 contains 3122 members Mstep: Class 13 contains 2199 members Mstep: Class 14 contains 26385 members Mstep: Class 15 contains 597 members Mstep: Class 16 contains 19951 members Mstep: Class 17 contains 962 members Mstep: Class 18 contains 9129 members Mstep: Class 19 contains 1233 members Mstep: Class 20 contains 9525 members Mstep: Class 21 contains 65874 members Mstep: Class 22 contains 1101 members Mstep: Class 23 contains 40539 members Mstep: Class 24 contains 356 members Mstep: Class 25 contains 8105 members Mstep: Class 26 contains 113 members Mstep: Class 27 contains 22577 members Mstep: Class 28 contains 3376 members Mstep: Class 29 contains 11259 members Mstep: Class 30 contains 3181 members Mstep: Class 31 contains 4926 members Mstep: Class 32 contains 108 members Mstep: Class 33 contains 1502 members Mstep: Class 34 contains 11466 members Mstep: Class 35 contains 1874 members Mstep: Class 36 contains 244 members Entering Unmasked Estep ConsiderDeletion Score: -22982626.000000 Penalty: 21255.964844 Iteration 213Q: 37 clusters Score -2.298263e+07 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 11073 members Mstep: Class 2 contains 34087 members Mstep: Class 3 contains 9109 members Mstep: Class 4 contains 3256 members Mstep: Class 5 contains 8158 members Mstep: Class 6 contains 4698 members Mstep: Class 7 contains 13156 members Mstep: Class 8 contains 1995 members Mstep: Class 9 contains 3875 members Mstep: Class 10 contains 90258 members Mstep: Class 11 contains 2815 members Mstep: Class 12 contains 3121 members Mstep: Class 13 contains 2199 members Mstep: Class 14 contains 26417 members Mstep: Class 15 contains 597 members Mstep: Class 16 contains 19952 members Mstep: Class 17 contains 962 members Mstep: Class 18 contains 9131 members Mstep: Class 19 contains 1233 members Mstep: Class 20 contains 9523 members Mstep: Class 21 contains 65872 members Mstep: Class 22 contains 1102 members Mstep: Class 23 contains 40532 members Mstep: Class 24 contains 357 members Mstep: Class 25 contains 8108 members Mstep: Class 26 contains 113 members Mstep: Class 27 contains 22580 members Mstep: Class 28 contains 3380 members Mstep: Class 29 contains 11257 members Mstep: Class 30 contains 3180 members Mstep: Class 31 contains 4942 members Mstep: Class 32 contains 108 members Mstep: Class 33 contains 1503 members Mstep: Class 34 contains 11467 members Mstep: Class 35 contains 1874 members Mstep: Class 36 contains 244 members Entering Unmasked Estep ConsiderDeletion Score: -22982574.000000 Penalty: 21255.964844 Iteration 214Q: 37 clusters Score -2.298257e+07 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 11077 members Mstep: Class 2 contains 34094 members Mstep: Class 3 contains 9112 members Mstep: Class 4 contains 3256 members Mstep: Class 5 contains 8159 members Mstep: Class 6 contains 4693 members Mstep: Class 7 contains 13144 members Mstep: Class 8 contains 1995 members Mstep: Class 9 contains 3875 members Mstep: Class 10 contains 90203 members Mstep: Class 11 contains 2818 members Mstep: Class 12 contains 3120 members Mstep: Class 13 contains 2199 members Mstep: Class 14 contains 26453 members Mstep: Class 15 contains 597 members Mstep: Class 16 contains 19949 members Mstep: Class 17 contains 962 members Mstep: Class 18 contains 9134 members Mstep: Class 19 contains 1234 members Mstep: Class 20 contains 9522 members Mstep: Class 21 contains 65875 members Mstep: Class 22 contains 1103 members Mstep: Class 23 contains 40527 members Mstep: Class 24 contains 357 members Mstep: Class 25 contains 8116 members Mstep: Class 26 contains 113 members Mstep: Class 27 contains 22578 members Mstep: Class 28 contains 3381 members Mstep: Class 29 contains 11254 members Mstep: Class 30 contains 3180 members Mstep: Class 31 contains 4955 members Mstep: Class 32 contains 108 members Mstep: Class 33 contains 1505 members Mstep: Class 34 contains 11468 members Mstep: Class 35 contains 1874 members Mstep: Class 36 contains 244 members Entering Unmasked Estep ConsiderDeletion Score: -22982552.000000 Penalty: 21255.964844 Iteration 215Q: 37 clusters Score -2.298255e+07 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 11083 members Mstep: Class 2 contains 34098 members Mstep: Class 3 contains 9115 members Mstep: Class 4 contains 3256 members Mstep: Class 5 contains 8163 members Mstep: Class 6 contains 4687 members Mstep: Class 7 contains 13133 members Mstep: Class 8 contains 1995 members Mstep: Class 9 contains 3875 members Mstep: Class 10 contains 90160 members Mstep: Class 11 contains 2821 members Mstep: Class 12 contains 3117 members Mstep: Class 13 contains 2199 members Mstep: Class 14 contains 26479 members Mstep: Class 15 contains 596 members Mstep: Class 16 contains 19947 members Mstep: Class 17 contains 962 members Mstep: Class 18 contains 9138 members Mstep: Class 19 contains 1236 members Mstep: Class 20 contains 9520 members Mstep: Class 21 contains 65876 members Mstep: Class 22 contains 1105 members Mstep: Class 23 contains 40524 members Mstep: Class 24 contains 357 members Mstep: Class 25 contains 8123 members Mstep: Class 26 contains 113 members Mstep: Class 27 contains 22576 members Mstep: Class 28 contains 3382 members Mstep: Class 29 contains 11253 members Mstep: Class 30 contains 3180 members Mstep: Class 31 contains 4965 members Mstep: Class 32 contains 108 members Mstep: Class 33 contains 1506 members Mstep: Class 34 contains 11468 members Mstep: Class 35 contains 1874 members Mstep: Class 36 contains 244 members Entering Unmasked Estep ConsiderDeletion Score: -22982558.000000 Penalty: 21255.964844 Iteration 216Q: 37 clusters Score -2.298256e+07 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 11090 members Mstep: Class 2 contains 34103 members Mstep: Class 3 contains 9117 members Mstep: Class 4 contains 3256 members Mstep: Class 5 contains 8166 members Mstep: Class 6 contains 4685 members Mstep: Class 7 contains 13113 members Mstep: Class 8 contains 1995 members Mstep: Class 9 contains 3876 members Mstep: Class 10 contains 90121 members Mstep: Class 11 contains 2824 members Mstep: Class 12 contains 3115 members Mstep: Class 13 contains 2199 members Mstep: Class 14 contains 26492 members Mstep: Class 15 contains 596 members Mstep: Class 16 contains 19947 members Mstep: Class 17 contains 962 members Mstep: Class 18 contains 9140 members Mstep: Class 19 contains 1237 members Mstep: Class 20 contains 9518 members Mstep: Class 21 contains 65872 members Mstep: Class 22 contains 1111 members Mstep: Class 23 contains 40520 members Mstep: Class 24 contains 357 members Mstep: Class 25 contains 8139 members Mstep: Class 26 contains 113 members Mstep: Class 27 contains 22574 members Mstep: Class 28 contains 3383 members Mstep: Class 29 contains 11249 members Mstep: Class 30 contains 3181 members Mstep: Class 31 contains 4984 members Mstep: Class 32 contains 108 members Mstep: Class 33 contains 1505 members Mstep: Class 34 contains 11468 members Mstep: Class 35 contains 1874 members Mstep: Class 36 contains 244 members Entering Unmasked Estep ConsiderDeletion Score: -22982532.000000 Penalty: 21255.964844 Iteration 217Q: 37 clusters Score -2.298253e+07 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 11091 members Mstep: Class 2 contains 34102 members Mstep: Class 3 contains 9120 members Mstep: Class 4 contains 3256 members Mstep: Class 5 contains 8169 members Mstep: Class 6 contains 4683 members Mstep: Class 7 contains 13094 members Mstep: Class 8 contains 1995 members Mstep: Class 9 contains 3876 members Mstep: Class 10 contains 90081 members Mstep: Class 11 contains 2831 members Mstep: Class 12 contains 3114 members Mstep: Class 13 contains 2200 members Mstep: Class 14 contains 26498 members Mstep: Class 15 contains 594 members Mstep: Class 16 contains 19952 members Mstep: Class 17 contains 962 members Mstep: Class 18 contains 9139 members Mstep: Class 19 contains 1236 members Mstep: Class 20 contains 9517 members Mstep: Class 21 contains 65873 members Mstep: Class 22 contains 1115 members Mstep: Class 23 contains 40517 members Mstep: Class 24 contains 357 members Mstep: Class 25 contains 8159 members Mstep: Class 26 contains 113 members Mstep: Class 27 contains 22574 members Mstep: Class 28 contains 3383 members Mstep: Class 29 contains 11249 members Mstep: Class 30 contains 3181 members Mstep: Class 31 contains 5002 members Mstep: Class 32 contains 108 members Mstep: Class 33 contains 1507 members Mstep: Class 34 contains 11468 members Mstep: Class 35 contains 1874 members Mstep: Class 36 contains 244 members Entering Unmasked Estep ConsiderDeletion Score: -22982544.000000 Penalty: 21255.964844 Iteration 218Q: 37 clusters Score -2.298254e+07 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 11096 members Mstep: Class 2 contains 34102 members Mstep: Class 3 contains 9121 members Mstep: Class 4 contains 3256 members Mstep: Class 5 contains 8171 members Mstep: Class 6 contains 4682 members Mstep: Class 7 contains 13075 members Mstep: Class 8 contains 1995 members Mstep: Class 9 contains 3877 members Mstep: Class 10 contains 90039 members Mstep: Class 11 contains 2837 members Mstep: Class 12 contains 3111 members Mstep: Class 13 contains 2200 members Mstep: Class 14 contains 26509 members Mstep: Class 15 contains 593 members Mstep: Class 16 contains 19951 members Mstep: Class 17 contains 962 members Mstep: Class 18 contains 9137 members Mstep: Class 19 contains 1236 members Mstep: Class 20 contains 9517 members Mstep: Class 21 contains 65873 members Mstep: Class 22 contains 1118 members Mstep: Class 23 contains 40517 members Mstep: Class 24 contains 357 members Mstep: Class 25 contains 8176 members Mstep: Class 26 contains 113 members Mstep: Class 27 contains 22577 members Mstep: Class 28 contains 3383 members Mstep: Class 29 contains 11251 members Mstep: Class 30 contains 3181 members Mstep: Class 31 contains 5017 members Mstep: Class 32 contains 108 members Mstep: Class 33 contains 1510 members Mstep: Class 34 contains 11468 members Mstep: Class 35 contains 1874 members Mstep: Class 36 contains 244 members Entering Unmasked Estep ConsiderDeletion Score: -22982570.000000 Penalty: 21255.964844 Iteration 219Q: 37 clusters Score -2.298257e+07 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 11100 members Mstep: Class 2 contains 34101 members Mstep: Class 3 contains 9121 members Mstep: Class 4 contains 3255 members Mstep: Class 5 contains 8172 members Mstep: Class 6 contains 4682 members Mstep: Class 7 contains 13052 members Mstep: Class 8 contains 1995 members Mstep: Class 9 contains 3877 members Mstep: Class 10 contains 89994 members Mstep: Class 11 contains 2844 members Mstep: Class 12 contains 3111 members Mstep: Class 13 contains 2200 members Mstep: Class 14 contains 26529 members Mstep: Class 15 contains 593 members Mstep: Class 16 contains 19949 members Mstep: Class 17 contains 962 members Mstep: Class 18 contains 9137 members Mstep: Class 19 contains 1236 members Mstep: Class 20 contains 9517 members Mstep: Class 21 contains 65866 members Mstep: Class 22 contains 1121 members Mstep: Class 23 contains 40517 members Mstep: Class 24 contains 357 members Mstep: Class 25 contains 8193 members Mstep: Class 26 contains 113 members Mstep: Class 27 contains 22582 members Mstep: Class 28 contains 3383 members Mstep: Class 29 contains 11251 members Mstep: Class 30 contains 3183 members Mstep: Class 31 contains 5038 members Mstep: Class 32 contains 108 members Mstep: Class 33 contains 1510 members Mstep: Class 34 contains 11468 members Mstep: Class 35 contains 1873 members Mstep: Class 36 contains 244 members Entering Unmasked Estep ConsiderDeletion Score: -22982540.000000 Penalty: 21255.964844 Iteration 220F: 37 clusters Score -2.298254e+07 nChanged 154 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 11102 members Mstep: Class 2 contains 34104 members Mstep: Class 3 contains 9124 members Mstep: Class 4 contains 3255 members Mstep: Class 5 contains 8174 members Mstep: Class 6 contains 4680 members Mstep: Class 7 contains 13033 members Mstep: Class 8 contains 1995 members Mstep: Class 9 contains 3878 members Mstep: Class 10 contains 89934 members Mstep: Class 11 contains 2847 members Mstep: Class 12 contains 3112 members Mstep: Class 13 contains 2200 members Mstep: Class 14 contains 26554 members Mstep: Class 15 contains 593 members Mstep: Class 16 contains 19943 members Mstep: Class 17 contains 962 members Mstep: Class 18 contains 9137 members Mstep: Class 19 contains 1236 members Mstep: Class 20 contains 9516 members Mstep: Class 21 contains 65869 members Mstep: Class 22 contains 1121 members Mstep: Class 23 contains 40517 members Mstep: Class 24 contains 357 members Mstep: Class 25 contains 8212 members Mstep: Class 26 contains 113 members Mstep: Class 27 contains 22587 members Mstep: Class 28 contains 3383 members Mstep: Class 29 contains 11252 members Mstep: Class 30 contains 3183 members Mstep: Class 31 contains 5056 members Mstep: Class 32 contains 108 members Mstep: Class 33 contains 1511 members Mstep: Class 34 contains 11468 members Mstep: Class 35 contains 1874 members Mstep: Class 36 contains 244 members Entering Unmasked Estep ConsiderDeletion Score: -22982578.000000 Penalty: 21255.964844 Iteration 221Q: 37 clusters Score -2.298258e+07 nChanged 180 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 11108 members Mstep: Class 2 contains 34108 members Mstep: Class 3 contains 9123 members Mstep: Class 4 contains 3253 members Mstep: Class 5 contains 8180 members Mstep: Class 6 contains 4677 members Mstep: Class 7 contains 13015 members Mstep: Class 8 contains 1995 members Mstep: Class 9 contains 3879 members Mstep: Class 10 contains 89858 members Mstep: Class 11 contains 2851 members Mstep: Class 12 contains 3110 members Mstep: Class 13 contains 2200 members Mstep: Class 14 contains 26601 members Mstep: Class 15 contains 593 members Mstep: Class 16 contains 19937 members Mstep: Class 17 contains 962 members Mstep: Class 18 contains 9137 members Mstep: Class 19 contains 1236 members Mstep: Class 20 contains 9516 members Mstep: Class 21 contains 65867 members Mstep: Class 22 contains 1123 members Mstep: Class 23 contains 40517 members Mstep: Class 24 contains 357 members Mstep: Class 25 contains 8231 members Mstep: Class 26 contains 113 members Mstep: Class 27 contains 22590 members Mstep: Class 28 contains 3382 members Mstep: Class 29 contains 11252 members Mstep: Class 30 contains 3187 members Mstep: Class 31 contains 5072 members Mstep: Class 32 contains 108 members Mstep: Class 33 contains 1511 members Mstep: Class 34 contains 11468 members Mstep: Class 35 contains 1873 members Mstep: Class 36 contains 244 members Entering Unmasked Estep ConsiderDeletion Score: -22982618.000000 Penalty: 21255.964844 Iteration 222Q: 37 clusters Score -2.298262e+07 nChanged 181 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 11113 members Mstep: Class 2 contains 34117 members Mstep: Class 3 contains 9121 members Mstep: Class 4 contains 3252 members Mstep: Class 5 contains 8184 members Mstep: Class 6 contains 4676 members Mstep: Class 7 contains 13003 members Mstep: Class 8 contains 1995 members Mstep: Class 9 contains 3880 members Mstep: Class 10 contains 89767 members Mstep: Class 11 contains 2856 members Mstep: Class 12 contains 3111 members Mstep: Class 13 contains 2200 members Mstep: Class 14 contains 26660 members Mstep: Class 15 contains 593 members Mstep: Class 16 contains 19935 members Mstep: Class 17 contains 962 members Mstep: Class 18 contains 9137 members Mstep: Class 19 contains 1236 members Mstep: Class 20 contains 9516 members Mstep: Class 21 contains 65863 members Mstep: Class 22 contains 1124 members Mstep: Class 23 contains 40516 members Mstep: Class 24 contains 357 members Mstep: Class 25 contains 8244 members Mstep: Class 26 contains 113 members Mstep: Class 27 contains 22593 members Mstep: Class 28 contains 3384 members Mstep: Class 29 contains 11251 members Mstep: Class 30 contains 3187 members Mstep: Class 31 contains 5084 members Mstep: Class 32 contains 108 members Mstep: Class 33 contains 1511 members Mstep: Class 34 contains 11468 members Mstep: Class 35 contains 1873 members Mstep: Class 36 contains 244 members Entering Unmasked Estep ConsiderDeletion Score: -22982596.000000 Penalty: 21255.964844 Iteration 223Q: 37 clusters Score -2.29826e+07 nChanged 206 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 11115 members Mstep: Class 2 contains 34128 members Mstep: Class 3 contains 9118 members Mstep: Class 4 contains 3252 members Mstep: Class 5 contains 8183 members Mstep: Class 6 contains 4678 members Mstep: Class 7 contains 12991 members Mstep: Class 8 contains 1995 members Mstep: Class 9 contains 3881 members Mstep: Class 10 contains 89678 members Mstep: Class 11 contains 2863 members Mstep: Class 12 contains 3110 members Mstep: Class 13 contains 2200 members Mstep: Class 14 contains 26720 members Mstep: Class 15 contains 593 members Mstep: Class 16 contains 19931 members Mstep: Class 17 contains 962 members Mstep: Class 18 contains 9137 members Mstep: Class 19 contains 1236 members Mstep: Class 20 contains 9517 members Mstep: Class 21 contains 65858 members Mstep: Class 22 contains 1127 members Mstep: Class 23 contains 40514 members Mstep: Class 24 contains 357 members Mstep: Class 25 contains 8259 members Mstep: Class 26 contains 113 members Mstep: Class 27 contains 22595 members Mstep: Class 28 contains 3386 members Mstep: Class 29 contains 11252 members Mstep: Class 30 contains 3186 members Mstep: Class 31 contains 5095 members Mstep: Class 32 contains 108 members Mstep: Class 33 contains 1511 members Mstep: Class 34 contains 11468 members Mstep: Class 35 contains 1873 members Mstep: Class 36 contains 244 members Entering Unmasked Estep ConsiderDeletion Score: -22982562.000000 Penalty: 21255.964844 Iteration 224Q: 37 clusters Score -2.298256e+07 nChanged 213 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 11119 members Mstep: Class 2 contains 34135 members Mstep: Class 3 contains 9115 members Mstep: Class 4 contains 3252 members Mstep: Class 5 contains 8184 members Mstep: Class 6 contains 4677 members Mstep: Class 7 contains 12977 members Mstep: Class 8 contains 1995 members Mstep: Class 9 contains 3881 members Mstep: Class 10 contains 89587 members Mstep: Class 11 contains 2864 members Mstep: Class 12 contains 3109 members Mstep: Class 13 contains 2200 members Mstep: Class 14 contains 26777 members Mstep: Class 15 contains 593 members Mstep: Class 16 contains 19933 members Mstep: Class 17 contains 962 members Mstep: Class 18 contains 9138 members Mstep: Class 19 contains 1236 members Mstep: Class 20 contains 9516 members Mstep: Class 21 contains 65856 members Mstep: Class 22 contains 1129 members Mstep: Class 23 contains 40514 members Mstep: Class 24 contains 357 members Mstep: Class 25 contains 8277 members Mstep: Class 26 contains 113 members Mstep: Class 27 contains 22603 members Mstep: Class 28 contains 3387 members Mstep: Class 29 contains 11252 members Mstep: Class 30 contains 3185 members Mstep: Class 31 contains 5106 members Mstep: Class 32 contains 108 members Mstep: Class 33 contains 1512 members Mstep: Class 34 contains 11468 members Mstep: Class 35 contains 1873 members Mstep: Class 36 contains 244 members Entering Unmasked Estep ConsiderDeletion Score: -22982584.000000 Penalty: 21255.964844 Iteration 225Q: 37 clusters Score -2.298258e+07 nChanged 198 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 11122 members Mstep: Class 2 contains 34137 members Mstep: Class 3 contains 9114 members Mstep: Class 4 contains 3252 members Mstep: Class 5 contains 8184 members Mstep: Class 6 contains 4677 members Mstep: Class 7 contains 12970 members Mstep: Class 8 contains 1995 members Mstep: Class 9 contains 3881 members Mstep: Class 10 contains 89516 members Mstep: Class 11 contains 2864 members Mstep: Class 12 contains 3101 members Mstep: Class 13 contains 2200 members Mstep: Class 14 contains 26823 members Mstep: Class 15 contains 593 members Mstep: Class 16 contains 19930 members Mstep: Class 17 contains 962 members Mstep: Class 18 contains 9138 members Mstep: Class 19 contains 1236 members Mstep: Class 20 contains 9516 members Mstep: Class 21 contains 65855 members Mstep: Class 22 contains 1131 members Mstep: Class 23 contains 40514 members Mstep: Class 24 contains 357 members Mstep: Class 25 contains 8294 members Mstep: Class 26 contains 113 members Mstep: Class 27 contains 22613 members Mstep: Class 28 contains 3391 members Mstep: Class 29 contains 11251 members Mstep: Class 30 contains 3189 members Mstep: Class 31 contains 5111 members Mstep: Class 32 contains 108 members Mstep: Class 33 contains 1512 members Mstep: Class 34 contains 11468 members Mstep: Class 35 contains 1872 members Mstep: Class 36 contains 244 members Entering Unmasked Estep ConsiderDeletion Score: -22982562.000000 Penalty: 21255.964844 Iteration 226Q: 37 clusters Score -2.298256e+07 nChanged 201 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 11120 members Mstep: Class 2 contains 34138 members Mstep: Class 3 contains 9114 members Mstep: Class 4 contains 3253 members Mstep: Class 5 contains 8189 members Mstep: Class 6 contains 4676 members Mstep: Class 7 contains 12962 members Mstep: Class 8 contains 1995 members Mstep: Class 9 contains 3881 members Mstep: Class 10 contains 89447 members Mstep: Class 11 contains 2861 members Mstep: Class 12 contains 3102 members Mstep: Class 13 contains 2200 members Mstep: Class 14 contains 26859 members Mstep: Class 15 contains 593 members Mstep: Class 16 contains 19935 members Mstep: Class 17 contains 962 members Mstep: Class 18 contains 9138 members Mstep: Class 19 contains 1236 members Mstep: Class 20 contains 9515 members Mstep: Class 21 contains 65848 members Mstep: Class 22 contains 1132 members Mstep: Class 23 contains 40514 members Mstep: Class 24 contains 357 members Mstep: Class 25 contains 8315 members Mstep: Class 26 contains 113 members Mstep: Class 27 contains 22621 members Mstep: Class 28 contains 3395 members Mstep: Class 29 contains 11249 members Mstep: Class 30 contains 3192 members Mstep: Class 31 contains 5118 members Mstep: Class 32 contains 108 members Mstep: Class 33 contains 1512 members Mstep: Class 34 contains 11468 members Mstep: Class 35 contains 1872 members Mstep: Class 36 contains 244 members Entering Unmasked Estep ConsiderDeletion Score: -22982614.000000 Penalty: 21255.964844 Iteration 227Q: 37 clusters Score -2.298261e+07 nChanged 211 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 11122 members Mstep: Class 2 contains 34139 members Mstep: Class 3 contains 9115 members Mstep: Class 4 contains 3254 members Mstep: Class 5 contains 8188 members Mstep: Class 6 contains 4675 members Mstep: Class 7 contains 12954 members Mstep: Class 8 contains 1995 members Mstep: Class 9 contains 3881 members Mstep: Class 10 contains 89364 members Mstep: Class 11 contains 2862 members Mstep: Class 12 contains 3101 members Mstep: Class 13 contains 2200 members Mstep: Class 14 contains 26893 members Mstep: Class 15 contains 593 members Mstep: Class 16 contains 19937 members Mstep: Class 17 contains 962 members Mstep: Class 18 contains 9138 members Mstep: Class 19 contains 1236 members Mstep: Class 20 contains 9516 members Mstep: Class 21 contains 65851 members Mstep: Class 22 contains 1132 members Mstep: Class 23 contains 40515 members Mstep: Class 24 contains 357 members Mstep: Class 25 contains 8341 members Mstep: Class 26 contains 113 members Mstep: Class 27 contains 22630 members Mstep: Class 28 contains 3397 members Mstep: Class 29 contains 11248 members Mstep: Class 30 contains 3196 members Mstep: Class 31 contains 5125 members Mstep: Class 32 contains 108 members Mstep: Class 33 contains 1512 members Mstep: Class 34 contains 11468 members Mstep: Class 35 contains 1872 members Mstep: Class 36 contains 244 members Entering Unmasked Estep ConsiderDeletion Score: -22982612.000000 Penalty: 21255.964844 Iteration 228Q: 37 clusters Score -2.298261e+07 nChanged 202 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 11127 members Mstep: Class 2 contains 34148 members Mstep: Class 3 contains 9115 members Mstep: Class 4 contains 3255 members Mstep: Class 5 contains 8188 members Mstep: Class 6 contains 4672 members Mstep: Class 7 contains 12945 members Mstep: Class 8 contains 1995 members Mstep: Class 9 contains 3881 members Mstep: Class 10 contains 89280 members Mstep: Class 11 contains 2863 members Mstep: Class 12 contains 3105 members Mstep: Class 13 contains 2200 members Mstep: Class 14 contains 26919 members Mstep: Class 15 contains 593 members Mstep: Class 16 contains 19944 members Mstep: Class 17 contains 962 members Mstep: Class 18 contains 9138 members Mstep: Class 19 contains 1236 members Mstep: Class 20 contains 9517 members Mstep: Class 21 contains 65849 members Mstep: Class 22 contains 1132 members Mstep: Class 23 contains 40516 members Mstep: Class 24 contains 358 members Mstep: Class 25 contains 8373 members Mstep: Class 26 contains 113 members Mstep: Class 27 contains 22635 members Mstep: Class 28 contains 3397 members Mstep: Class 29 contains 11244 members Mstep: Class 30 contains 3196 members Mstep: Class 31 contains 5133 members Mstep: Class 32 contains 108 members Mstep: Class 33 contains 1513 members Mstep: Class 34 contains 11468 members Mstep: Class 35 contains 1872 members Mstep: Class 36 contains 244 members Entering Unmasked Estep ConsiderDeletion Score: -22982616.000000 Penalty: 21255.964844 Iteration 229Q: 37 clusters Score -2.298262e+07 nChanged 199 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 11128 members Mstep: Class 2 contains 34156 members Mstep: Class 3 contains 9115 members Mstep: Class 4 contains 3255 members Mstep: Class 5 contains 8187 members Mstep: Class 6 contains 4672 members Mstep: Class 7 contains 12937 members Mstep: Class 8 contains 1995 members Mstep: Class 9 contains 3881 members Mstep: Class 10 contains 89191 members Mstep: Class 11 contains 2866 members Mstep: Class 12 contains 3107 members Mstep: Class 13 contains 2200 members Mstep: Class 14 contains 26964 members Mstep: Class 15 contains 593 members Mstep: Class 16 contains 19940 members Mstep: Class 17 contains 962 members Mstep: Class 18 contains 9139 members Mstep: Class 19 contains 1236 members Mstep: Class 20 contains 9520 members Mstep: Class 21 contains 65846 members Mstep: Class 22 contains 1132 members Mstep: Class 23 contains 40517 members Mstep: Class 24 contains 358 members Mstep: Class 25 contains 8397 members Mstep: Class 26 contains 113 members Mstep: Class 27 contains 22641 members Mstep: Class 28 contains 3399 members Mstep: Class 29 contains 11243 members Mstep: Class 30 contains 3199 members Mstep: Class 31 contains 5140 members Mstep: Class 32 contains 108 members Mstep: Class 33 contains 1513 members Mstep: Class 34 contains 11468 members Mstep: Class 35 contains 1872 members Mstep: Class 36 contains 244 members Entering Unmasked Estep ConsiderDeletion Score: -22982618.000000 Penalty: 21255.964844 Iteration 230Q: 37 clusters Score -2.298262e+07 nChanged 194 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 11123 members Mstep: Class 2 contains 34167 members Mstep: Class 3 contains 9113 members Mstep: Class 4 contains 3255 members Mstep: Class 5 contains 8185 members Mstep: Class 6 contains 4672 members Mstep: Class 7 contains 12933 members Mstep: Class 8 contains 1995 members Mstep: Class 9 contains 3881 members Mstep: Class 10 contains 89112 members Mstep: Class 11 contains 2869 members Mstep: Class 12 contains 3109 members Mstep: Class 13 contains 2200 members Mstep: Class 14 contains 27005 members Mstep: Class 15 contains 593 members Mstep: Class 16 contains 19939 members Mstep: Class 17 contains 962 members Mstep: Class 18 contains 9140 members Mstep: Class 19 contains 1236 members Mstep: Class 20 contains 9520 members Mstep: Class 21 contains 65839 members Mstep: Class 22 contains 1132 members Mstep: Class 23 contains 40516 members Mstep: Class 24 contains 358 members Mstep: Class 25 contains 8417 members Mstep: Class 26 contains 113 members Mstep: Class 27 contains 22651 members Mstep: Class 28 contains 3401 members Mstep: Class 29 contains 11246 members Mstep: Class 30 contains 3202 members Mstep: Class 31 contains 5145 members Mstep: Class 32 contains 108 members Mstep: Class 33 contains 1513 members Mstep: Class 34 contains 11468 members Mstep: Class 35 contains 1872 members Mstep: Class 36 contains 244 members Entering Unmasked Estep ConsiderDeletion Score: -22982656.000000 Penalty: 21255.964844 Iteration 231Q: 37 clusters Score -2.298266e+07 nChanged 233 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 11119 members Mstep: Class 2 contains 34175 members Mstep: Class 3 contains 9114 members Mstep: Class 4 contains 3255 members Mstep: Class 5 contains 8182 members Mstep: Class 6 contains 4667 members Mstep: Class 7 contains 12930 members Mstep: Class 8 contains 1995 members Mstep: Class 9 contains 3880 members Mstep: Class 10 contains 89030 members Mstep: Class 11 contains 2874 members Mstep: Class 12 contains 3112 members Mstep: Class 13 contains 2200 members Mstep: Class 14 contains 27039 members Mstep: Class 15 contains 593 members Mstep: Class 16 contains 19934 members Mstep: Class 17 contains 962 members Mstep: Class 18 contains 9140 members Mstep: Class 19 contains 1236 members Mstep: Class 20 contains 9521 members Mstep: Class 21 contains 65836 members Mstep: Class 22 contains 1132 members Mstep: Class 23 contains 40514 members Mstep: Class 24 contains 358 members Mstep: Class 25 contains 8456 members Mstep: Class 26 contains 113 members Mstep: Class 27 contains 22661 members Mstep: Class 28 contains 3401 members Mstep: Class 29 contains 11244 members Mstep: Class 30 contains 3205 members Mstep: Class 31 contains 5149 members Mstep: Class 32 contains 108 members Mstep: Class 33 contains 1514 members Mstep: Class 34 contains 11469 members Mstep: Class 35 contains 1872 members Mstep: Class 36 contains 244 members Entering Unmasked Estep ConsiderDeletion Score: -22982634.000000 Penalty: 21255.964844 Iteration 232Q: 37 clusters Score -2.298263e+07 nChanged 233 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 11115 members Mstep: Class 2 contains 34180 members Mstep: Class 3 contains 9114 members Mstep: Class 4 contains 3254 members Mstep: Class 5 contains 8180 members Mstep: Class 6 contains 4664 members Mstep: Class 7 contains 12927 members Mstep: Class 8 contains 1995 members Mstep: Class 9 contains 3880 members Mstep: Class 10 contains 88958 members Mstep: Class 11 contains 2878 members Mstep: Class 12 contains 3109 members Mstep: Class 13 contains 2200 members Mstep: Class 14 contains 27075 members Mstep: Class 15 contains 593 members Mstep: Class 16 contains 19934 members Mstep: Class 17 contains 962 members Mstep: Class 18 contains 9139 members Mstep: Class 19 contains 1236 members Mstep: Class 20 contains 9521 members Mstep: Class 21 contains 65830 members Mstep: Class 22 contains 1132 members Mstep: Class 23 contains 40511 members Mstep: Class 24 contains 358 members Mstep: Class 25 contains 8487 members Mstep: Class 26 contains 113 members Mstep: Class 27 contains 22672 members Mstep: Class 28 contains 3404 members Mstep: Class 29 contains 11240 members Mstep: Class 30 contains 3210 members Mstep: Class 31 contains 5154 members Mstep: Class 32 contains 108 members Mstep: Class 33 contains 1515 members Mstep: Class 34 contains 11471 members Mstep: Class 35 contains 1871 members Mstep: Class 36 contains 244 members Entering Unmasked Estep ConsiderDeletion Score: -22982624.000000 Penalty: 21255.964844 Iteration 233Q: 37 clusters Score -2.298262e+07 nChanged 227 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 11113 members Mstep: Class 2 contains 34208 members Mstep: Class 3 contains 9112 members Mstep: Class 4 contains 3254 members Mstep: Class 5 contains 8178 members Mstep: Class 6 contains 4662 members Mstep: Class 7 contains 12921 members Mstep: Class 8 contains 1995 members Mstep: Class 9 contains 3880 members Mstep: Class 10 contains 88869 members Mstep: Class 11 contains 2881 members Mstep: Class 12 contains 3106 members Mstep: Class 13 contains 2200 members Mstep: Class 14 contains 27098 members Mstep: Class 15 contains 593 members Mstep: Class 16 contains 19933 members Mstep: Class 17 contains 962 members Mstep: Class 18 contains 9140 members Mstep: Class 19 contains 1236 members Mstep: Class 20 contains 9521 members Mstep: Class 21 contains 65836 members Mstep: Class 22 contains 1132 members Mstep: Class 23 contains 40510 members Mstep: Class 24 contains 358 members Mstep: Class 25 contains 8518 members Mstep: Class 26 contains 113 members Mstep: Class 27 contains 22680 members Mstep: Class 28 contains 3406 members Mstep: Class 29 contains 11239 members Mstep: Class 30 contains 3210 members Mstep: Class 31 contains 5160 members Mstep: Class 32 contains 108 members Mstep: Class 33 contains 1515 members Mstep: Class 34 contains 11472 members Mstep: Class 35 contains 1871 members Mstep: Class 36 contains 244 members Entering Unmasked Estep ConsiderDeletion Score: -22982660.000000 Penalty: 21255.964844 Iteration 234Q: 37 clusters Score -2.298266e+07 nChanged 218 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 11112 members Mstep: Class 2 contains 34236 members Mstep: Class 3 contains 9111 members Mstep: Class 4 contains 3254 members Mstep: Class 5 contains 8176 members Mstep: Class 6 contains 4658 members Mstep: Class 7 contains 12916 members Mstep: Class 8 contains 1995 members Mstep: Class 9 contains 3880 members Mstep: Class 10 contains 88782 members Mstep: Class 11 contains 2884 members Mstep: Class 12 contains 3103 members Mstep: Class 13 contains 2200 members Mstep: Class 14 contains 27129 members Mstep: Class 15 contains 592 members Mstep: Class 16 contains 19935 members Mstep: Class 17 contains 962 members Mstep: Class 18 contains 9140 members Mstep: Class 19 contains 1236 members Mstep: Class 20 contains 9522 members Mstep: Class 21 contains 65837 members Mstep: Class 22 contains 1132 members Mstep: Class 23 contains 40508 members Mstep: Class 24 contains 358 members Mstep: Class 25 contains 8545 members Mstep: Class 26 contains 113 members Mstep: Class 27 contains 22684 members Mstep: Class 28 contains 3407 members Mstep: Class 29 contains 11239 members Mstep: Class 30 contains 3210 members Mstep: Class 31 contains 5166 members Mstep: Class 32 contains 108 members Mstep: Class 33 contains 1516 members Mstep: Class 34 contains 11473 members Mstep: Class 35 contains 1871 members Mstep: Class 36 contains 244 members Entering Unmasked Estep ConsiderDeletion Score: -22982634.000000 Penalty: 21255.964844 Iteration 235Q: 37 clusters Score -2.298263e+07 nChanged 237 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 11110 members Mstep: Class 2 contains 34264 members Mstep: Class 3 contains 9113 members Mstep: Class 4 contains 3253 members Mstep: Class 5 contains 8174 members Mstep: Class 6 contains 4653 members Mstep: Class 7 contains 12910 members Mstep: Class 8 contains 1995 members Mstep: Class 9 contains 3880 members Mstep: Class 10 contains 88686 members Mstep: Class 11 contains 2885 members Mstep: Class 12 contains 3103 members Mstep: Class 13 contains 2200 members Mstep: Class 14 contains 27148 members Mstep: Class 15 contains 592 members Mstep: Class 16 contains 19936 members Mstep: Class 17 contains 962 members Mstep: Class 18 contains 9140 members Mstep: Class 19 contains 1236 members Mstep: Class 20 contains 9521 members Mstep: Class 21 contains 65845 members Mstep: Class 22 contains 1132 members Mstep: Class 23 contains 40507 members Mstep: Class 24 contains 358 members Mstep: Class 25 contains 8589 members Mstep: Class 26 contains 113 members Mstep: Class 27 contains 22689 members Mstep: Class 28 contains 3407 members Mstep: Class 29 contains 11239 members Mstep: Class 30 contains 3208 members Mstep: Class 31 contains 5173 members Mstep: Class 32 contains 108 members Mstep: Class 33 contains 1516 members Mstep: Class 34 contains 11473 members Mstep: Class 35 contains 1872 members Mstep: Class 36 contains 244 members Entering Unmasked Estep ConsiderDeletion Score: -22982604.000000 Penalty: 21255.964844 Iteration 236Q: 37 clusters Score -2.29826e+07 nChanged 280 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 11110 members Mstep: Class 2 contains 34286 members Mstep: Class 3 contains 9114 members Mstep: Class 4 contains 3252 members Mstep: Class 5 contains 8176 members Mstep: Class 6 contains 4644 members Mstep: Class 7 contains 12902 members Mstep: Class 8 contains 1995 members Mstep: Class 9 contains 3880 members Mstep: Class 10 contains 88563 members Mstep: Class 11 contains 2887 members Mstep: Class 12 contains 3103 members Mstep: Class 13 contains 2200 members Mstep: Class 14 contains 27172 members Mstep: Class 15 contains 592 members Mstep: Class 16 contains 19934 members Mstep: Class 17 contains 962 members Mstep: Class 18 contains 9140 members Mstep: Class 19 contains 1236 members Mstep: Class 20 contains 9518 members Mstep: Class 21 contains 65859 members Mstep: Class 22 contains 1132 members Mstep: Class 23 contains 40506 members Mstep: Class 24 contains 358 members Mstep: Class 25 contains 8655 members Mstep: Class 26 contains 113 members Mstep: Class 27 contains 22693 members Mstep: Class 28 contains 3406 members Mstep: Class 29 contains 11239 members Mstep: Class 30 contains 3211 members Mstep: Class 31 contains 5182 members Mstep: Class 32 contains 108 members Mstep: Class 33 contains 1517 members Mstep: Class 34 contains 11473 members Mstep: Class 35 contains 1872 members Mstep: Class 36 contains 244 members Entering Unmasked Estep ConsiderDeletion Score: -22982560.000000 Penalty: 21255.964844 Iteration 237Q: 37 clusters Score -2.298256e+07 nChanged 326 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 11110 members Mstep: Class 2 contains 34304 members Mstep: Class 3 contains 9117 members Mstep: Class 4 contains 3251 members Mstep: Class 5 contains 8180 members Mstep: Class 6 contains 4632 members Mstep: Class 7 contains 12895 members Mstep: Class 8 contains 1995 members Mstep: Class 9 contains 3882 members Mstep: Class 10 contains 88427 members Mstep: Class 11 contains 2888 members Mstep: Class 12 contains 3103 members Mstep: Class 13 contains 2200 members Mstep: Class 14 contains 27205 members Mstep: Class 15 contains 592 members Mstep: Class 16 contains 19938 members Mstep: Class 17 contains 962 members Mstep: Class 18 contains 9140 members Mstep: Class 19 contains 1236 members Mstep: Class 20 contains 9517 members Mstep: Class 21 contains 65872 members Mstep: Class 22 contains 1132 members Mstep: Class 23 contains 40504 members Mstep: Class 24 contains 358 members Mstep: Class 25 contains 8719 members Mstep: Class 26 contains 113 members Mstep: Class 27 contains 22696 members Mstep: Class 28 contains 3408 members Mstep: Class 29 contains 11239 members Mstep: Class 30 contains 3214 members Mstep: Class 31 contains 5192 members Mstep: Class 32 contains 108 members Mstep: Class 33 contains 1517 members Mstep: Class 34 contains 11473 members Mstep: Class 35 contains 1871 members Mstep: Class 36 contains 244 members Entering Unmasked Estep ConsiderDeletion Score: -22982534.000000 Penalty: 21255.964844 Iteration 238Q: 37 clusters Score -2.298253e+07 nChanged 343 Entering ConstructFrom: Score: -22982534.000000 Penalty: 21255.964844 Entering ConstructFrom: Trying to split cluster 1 (11113 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11113 members Entering Unmasked Estep Score: -624664.187500 Penalty: 423.872131 Iteration 0F: 2 clusters Score -624664.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5588 members Mstep: Class 2 contains 5525 members Entering Unmasked Estep Score: -617248.250000 Penalty: 847.744263 Iteration 0F: 3 clusters Score -617248.2 nChanged 5204 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6044 members Mstep: Class 2 contains 5069 members Entering Unmasked Estep Score: -620450.875000 Penalty: 847.744263 Iteration 1F: 3 clusters Score -620450.9 nChanged 739 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6395 members Mstep: Class 2 contains 4718 members Entering Unmasked Estep Score: -620897.937500 Penalty: 847.744263 Iteration 2F: 3 clusters Score -620897.9 nChanged 769 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6790 members Mstep: Class 2 contains 4323 members Entering Unmasked Estep Score: -621444.500000 Penalty: 847.744263 Iteration 3F: 3 clusters Score -621444.5 nChanged 737 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7111 members Mstep: Class 2 contains 4002 members Entering Unmasked Estep Score: -622015.937500 Penalty: 847.744263 Iteration 4F: 3 clusters Score -622015.9 nChanged 675 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7320 members Mstep: Class 2 contains 3793 members Entering Unmasked Estep Score: -622546.812500 Penalty: 847.744263 Iteration 5F: 3 clusters Score -622546.8 nChanged 631 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7455 members Mstep: Class 2 contains 3658 members Entering Unmasked Estep Score: -623054.875000 Penalty: 847.744263 Iteration 6F: 3 clusters Score -623054.9 nChanged 533 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7538 members Mstep: Class 2 contains 3575 members Entering Unmasked Estep Score: -623402.937500 Penalty: 847.744263 Iteration 7Q: 3 clusters Score -623402.9 nChanged 387 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7613 members Mstep: Class 2 contains 3500 members Entering Unmasked Estep Score: -623602.562500 Penalty: 847.744263 Iteration 8Q: 3 clusters Score -623602.6 nChanged 268 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7689 members Mstep: Class 2 contains 3424 members Entering Unmasked Estep Score: -623727.250000 Penalty: 847.744263 Iteration 9Q: 3 clusters Score -623727.2 nChanged 232 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7789 members Mstep: Class 2 contains 3324 members Entering Unmasked Estep Score: -623833.562500 Penalty: 847.744263 Iteration 10Q: 3 clusters Score -623833.6 nChanged 187 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7880 members Mstep: Class 2 contains 3233 members Entering Unmasked Estep Score: -623908.750000 Penalty: 847.744263 Iteration 11Q: 3 clusters Score -623908.8 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7961 members Mstep: Class 2 contains 3152 members Entering Unmasked Estep Score: -623974.937500 Penalty: 847.744263 Iteration 12Q: 3 clusters Score -623974.9 nChanged 150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8061 members Mstep: Class 2 contains 3052 members Entering Unmasked Estep Score: -624035.437500 Penalty: 847.744263 Iteration 13Q: 3 clusters Score -624035.4 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8139 members Mstep: Class 2 contains 2974 members Entering Unmasked Estep Score: -624083.000000 Penalty: 847.744263 Iteration 14Q: 3 clusters Score -624083 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8224 members Mstep: Class 2 contains 2889 members Entering Unmasked Estep Score: -624128.875000 Penalty: 847.744263 Iteration 15Q: 3 clusters Score -624128.9 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8309 members Mstep: Class 2 contains 2804 members Entering Unmasked Estep Score: -624182.250000 Penalty: 847.744263 Iteration 16Q: 3 clusters Score -624182.2 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8387 members Mstep: Class 2 contains 2726 members Entering Unmasked Estep Score: -624221.687500 Penalty: 847.744263 Iteration 17Q: 3 clusters Score -624221.7 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8456 members Mstep: Class 2 contains 2657 members Entering Unmasked Estep Score: -624254.375000 Penalty: 847.744263 Iteration 18Q: 3 clusters Score -624254.4 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8514 members Mstep: Class 2 contains 2599 members Entering Unmasked Estep Score: -624275.875000 Penalty: 847.744263 Iteration 19Q: 3 clusters Score -624275.9 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8574 members Mstep: Class 2 contains 2539 members Entering Unmasked Estep Score: -624296.312500 Penalty: 847.744263 Iteration 20F: 3 clusters Score -624296.3 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8641 members Mstep: Class 2 contains 2472 members Entering Unmasked Estep Score: -624321.000000 Penalty: 847.744263 Iteration 21Q: 3 clusters Score -624321 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8714 members Mstep: Class 2 contains 2399 members Entering Unmasked Estep Score: -624338.312500 Penalty: 847.744263 Iteration 22Q: 3 clusters Score -624338.3 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8775 members Mstep: Class 2 contains 2338 members Entering Unmasked Estep Score: -624352.625000 Penalty: 847.744263 Iteration 23Q: 3 clusters Score -624352.6 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8831 members Mstep: Class 2 contains 2282 members Entering Unmasked Estep Score: -624366.187500 Penalty: 847.744263 Iteration 24Q: 3 clusters Score -624366.2 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8889 members Mstep: Class 2 contains 2224 members Entering Unmasked Estep Score: -624378.062500 Penalty: 847.744263 Iteration 25Q: 3 clusters Score -624378.1 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8946 members Mstep: Class 2 contains 2167 members Entering Unmasked Estep Score: -624393.125000 Penalty: 847.744263 Iteration 26Q: 3 clusters Score -624393.1 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9003 members Mstep: Class 2 contains 2110 members Entering Unmasked Estep Score: -624404.562500 Penalty: 847.744263 Iteration 27Q: 3 clusters Score -624404.6 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9047 members Mstep: Class 2 contains 2066 members Entering Unmasked Estep Score: -624412.062500 Penalty: 847.744263 Iteration 28Q: 3 clusters Score -624412.1 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9090 members Mstep: Class 2 contains 2023 members Entering Unmasked Estep Score: -624418.437500 Penalty: 847.744263 Iteration 29Q: 3 clusters Score -624418.4 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9130 members Mstep: Class 2 contains 1983 members Entering Unmasked Estep Score: -624424.812500 Penalty: 847.744263 Iteration 30Q: 3 clusters Score -624424.8 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9165 members Mstep: Class 2 contains 1948 members Entering Unmasked Estep Score: -624432.312500 Penalty: 847.744263 Iteration 31Q: 3 clusters Score -624432.3 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9203 members Mstep: Class 2 contains 1910 members Entering Unmasked Estep Score: -624439.125000 Penalty: 847.744263 Iteration 32Q: 3 clusters Score -624439.1 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9231 members Mstep: Class 2 contains 1882 members Entering Unmasked Estep Score: -624443.437500 Penalty: 847.744263 Iteration 33Q: 3 clusters Score -624443.4 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9255 members Mstep: Class 2 contains 1858 members Entering Unmasked Estep Score: -624448.687500 Penalty: 847.744263 Iteration 34Q: 3 clusters Score -624448.7 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9281 members Mstep: Class 2 contains 1832 members Entering Unmasked Estep Score: -624452.625000 Penalty: 847.744263 Iteration 35Q: 3 clusters Score -624452.6 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9302 members Mstep: Class 2 contains 1811 members Entering Unmasked Estep Score: -624456.062500 Penalty: 847.744263 Iteration 36Q: 3 clusters Score -624456.1 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9329 members Mstep: Class 2 contains 1784 members Entering Unmasked Estep Score: -624462.062500 Penalty: 847.744263 Iteration 37Q: 3 clusters Score -624462.1 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9353 members Mstep: Class 2 contains 1760 members Entering Unmasked Estep Score: -624467.437500 Penalty: 847.744263 Iteration 38Q: 3 clusters Score -624467.4 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9378 members Mstep: Class 2 contains 1735 members Entering Unmasked Estep Score: -624470.125000 Penalty: 847.744263 Iteration 39Q: 3 clusters Score -624470.1 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9399 members Mstep: Class 2 contains 1714 members Entering Unmasked Estep Score: -624472.187500 Penalty: 847.744263 Iteration 40F: 3 clusters Score -624472.2 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9424 members Mstep: Class 2 contains 1689 members Entering Unmasked Estep Score: -624477.375000 Penalty: 847.744263 Iteration 41Q: 3 clusters Score -624477.4 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9449 members Mstep: Class 2 contains 1664 members Entering Unmasked Estep Score: -624481.625000 Penalty: 847.744263 Iteration 42Q: 3 clusters Score -624481.6 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9474 members Mstep: Class 2 contains 1639 members Entering Unmasked Estep Score: -624487.500000 Penalty: 847.744263 Iteration 43Q: 3 clusters Score -624487.5 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9500 members Mstep: Class 2 contains 1613 members Entering Unmasked Estep Score: -624492.937500 Penalty: 847.744263 Iteration 44Q: 3 clusters Score -624492.9 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9526 members Mstep: Class 2 contains 1587 members Entering Unmasked Estep Score: -624495.562500 Penalty: 847.744263 Iteration 45Q: 3 clusters Score -624495.6 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9543 members Mstep: Class 2 contains 1570 members Entering Unmasked Estep Score: -624495.437500 Penalty: 847.744263 Iteration 46Q: 3 clusters Score -624495.4 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9558 members Mstep: Class 2 contains 1555 members Entering Unmasked Estep Score: -624497.125000 Penalty: 847.744263 Iteration 47Q: 3 clusters Score -624497.1 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9573 members Mstep: Class 2 contains 1540 members Entering Unmasked Estep Score: -624501.312500 Penalty: 847.744263 Iteration 48Q: 3 clusters Score -624501.3 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9585 members Mstep: Class 2 contains 1528 members Entering Unmasked Estep Score: -624502.250000 Penalty: 847.744263 Iteration 49Q: 3 clusters Score -624502.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9594 members Mstep: Class 2 contains 1519 members Entering Unmasked Estep Score: -624504.062500 Penalty: 847.744263 Iteration 50Q: 3 clusters Score -624504.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9604 members Mstep: Class 2 contains 1509 members Entering Unmasked Estep Score: -624505.000000 Penalty: 847.744263 Iteration 51Q: 3 clusters Score -624505 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9620 members Mstep: Class 2 contains 1493 members Entering Unmasked Estep Score: -624504.437500 Penalty: 847.744263 Iteration 52Q: 3 clusters Score -624504.4 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9634 members Mstep: Class 2 contains 1479 members Entering Unmasked Estep Score: -624507.187500 Penalty: 847.744263 Iteration 53Q: 3 clusters Score -624507.2 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9648 members Mstep: Class 2 contains 1465 members Entering Unmasked Estep Score: -624508.750000 Penalty: 847.744263 Iteration 54Q: 3 clusters Score -624508.8 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9665 members Mstep: Class 2 contains 1448 members Entering Unmasked Estep Score: -624511.500000 Penalty: 847.744263 Iteration 55Q: 3 clusters Score -624511.5 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9680 members Mstep: Class 2 contains 1433 members Entering Unmasked Estep Score: -624514.437500 Penalty: 847.744263 Iteration 56Q: 3 clusters Score -624514.4 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9694 members Mstep: Class 2 contains 1419 members Entering Unmasked Estep Score: -624517.812500 Penalty: 847.744263 Iteration 57Q: 3 clusters Score -624517.8 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9711 members Mstep: Class 2 contains 1402 members Entering Unmasked Estep Score: -624522.500000 Penalty: 847.744263 Iteration 58Q: 3 clusters Score -624522.5 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9727 members Mstep: Class 2 contains 1386 members Entering Unmasked Estep Score: -624525.250000 Penalty: 847.744263 Iteration 59Q: 3 clusters Score -624525.2 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9744 members Mstep: Class 2 contains 1369 members Entering Unmasked Estep Score: -624530.125000 Penalty: 847.744263 Iteration 60F: 3 clusters Score -624530.1 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9758 members Mstep: Class 2 contains 1355 members Entering Unmasked Estep Score: -624532.500000 Penalty: 847.744263 Iteration 61Q: 3 clusters Score -624532.5 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9775 members Mstep: Class 2 contains 1338 members Entering Unmasked Estep Score: -624534.750000 Penalty: 847.744263 Iteration 62Q: 3 clusters Score -624534.8 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9791 members Mstep: Class 2 contains 1322 members Entering Unmasked Estep Score: -624538.875000 Penalty: 847.744263 Iteration 63Q: 3 clusters Score -624538.9 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9801 members Mstep: Class 2 contains 1312 members Entering Unmasked Estep Score: -624542.437500 Penalty: 847.744263 Iteration 64Q: 3 clusters Score -624542.4 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9817 members Mstep: Class 2 contains 1296 members Entering Unmasked Estep Score: -624544.187500 Penalty: 847.744263 Iteration 65Q: 3 clusters Score -624544.2 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9835 members Mstep: Class 2 contains 1278 members Entering Unmasked Estep Score: -624548.187500 Penalty: 847.744263 Iteration 66Q: 3 clusters Score -624548.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9846 members Mstep: Class 2 contains 1267 members Entering Unmasked Estep Score: -624549.625000 Penalty: 847.744263 Iteration 67Q: 3 clusters Score -624549.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9852 members Mstep: Class 2 contains 1261 members Entering Unmasked Estep Score: -624549.375000 Penalty: 847.744263 Iteration 68Q: 3 clusters Score -624549.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9854 members Mstep: Class 2 contains 1259 members Entering Unmasked Estep Score: -624549.875000 Penalty: 847.744263 Iteration 69Q: 3 clusters Score -624549.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9854 members Mstep: Class 2 contains 1259 members Entering Unmasked Estep Score: -624550.812500 Penalty: 847.744263 Iteration 70Q: 3 clusters Score -624550.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9855 members Mstep: Class 2 contains 1258 members Entering Unmasked Estep Score: -624552.062500 Penalty: 847.744263 Iteration 71Q: 3 clusters Score -624552.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9857 members Mstep: Class 2 contains 1256 members Entering Unmasked Estep Score: -624551.937500 Penalty: 847.744263 Iteration 72Q: 3 clusters Score -624551.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9858 members Mstep: Class 2 contains 1255 members Entering Unmasked Estep Score: -624550.562500 Penalty: 847.744263 Iteration 73Q: 3 clusters Score -624550.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9859 members Mstep: Class 2 contains 1254 members Entering Unmasked Estep Score: -624551.875000 Penalty: 847.744263 Iteration 74Q: 3 clusters Score -624551.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9859 members Mstep: Class 2 contains 1254 members Entering Unmasked Estep Score: -624551.875000 Penalty: 847.744263 Iteration 75F: 3 clusters Score -624551.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (34321 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34321 members Entering Unmasked Estep Score: -1910217.125000 Penalty: 475.179840 Iteration 0F: 2 clusters Score -1910217 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17200 members Mstep: Class 2 contains 17121 members Entering Unmasked Estep Score: -1887258.000000 Penalty: 950.359680 Iteration 0F: 3 clusters Score -1887258 nChanged 16447 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18831 members Mstep: Class 2 contains 15490 members Entering Unmasked Estep Score: -1896709.125000 Penalty: 950.359680 Iteration 1F: 3 clusters Score -1896709 nChanged 1753 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19950 members Mstep: Class 2 contains 14371 members Entering Unmasked Estep Score: -1897367.750000 Penalty: 950.359680 Iteration 2F: 3 clusters Score -1897368 nChanged 1990 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21496 members Mstep: Class 2 contains 12825 members Entering Unmasked Estep Score: -1898363.875000 Penalty: 950.359680 Iteration 3F: 3 clusters Score -1898364 nChanged 2442 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23542 members Mstep: Class 2 contains 10779 members Entering Unmasked Estep Score: -1899920.875000 Penalty: 950.359680 Iteration 4F: 3 clusters Score -1899921 nChanged 2773 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26033 members Mstep: Class 2 contains 8288 members Entering Unmasked Estep Score: -1902138.875000 Penalty: 950.359680 Iteration 5F: 3 clusters Score -1902139 nChanged 2760 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28665 members Mstep: Class 2 contains 5656 members Entering Unmasked Estep Score: -1904747.625000 Penalty: 950.359680 Iteration 6F: 3 clusters Score -1904748 nChanged 2205 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30846 members Mstep: Class 2 contains 3475 members Entering Unmasked Estep Score: -1906877.500000 Penalty: 950.359680 Iteration 7F: 3 clusters Score -1906878 nChanged 1475 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32313 members Mstep: Class 2 contains 2008 members Entering Unmasked Estep Score: -1908291.875000 Penalty: 950.359680 Iteration 8Q: 3 clusters Score -1908292 nChanged 869 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33180 members Mstep: Class 2 contains 1141 members Entering Unmasked Estep Score: -1909038.125000 Penalty: 950.359680 Iteration 9Q: 3 clusters Score -1909038 nChanged 488 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33666 members Mstep: Class 2 contains 655 members Entering Unmasked Estep Score: -1909437.875000 Penalty: 950.359680 Iteration 10Q: 3 clusters Score -1909438 nChanged 244 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33908 members Mstep: Class 2 contains 413 members Entering Unmasked Estep Score: -1909624.125000 Penalty: 950.359680 Iteration 11Q: 3 clusters Score -1909624 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34031 members Mstep: Class 2 contains 290 members Entering Unmasked Estep Score: -1909720.625000 Penalty: 950.359680 Iteration 12Q: 3 clusters Score -1909721 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34083 members Mstep: Class 2 contains 238 members Entering Unmasked Estep Score: -1909763.750000 Penalty: 950.359680 Iteration 13Q: 3 clusters Score -1909764 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34117 members Mstep: Class 2 contains 204 members Entering Unmasked Estep Score: -1909785.625000 Penalty: 950.359680 Iteration 14Q: 3 clusters Score -1909786 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34137 members Mstep: Class 2 contains 184 members Entering Unmasked Estep Score: -1909797.500000 Penalty: 950.359680 Iteration 15Q: 3 clusters Score -1909798 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34147 members Mstep: Class 2 contains 174 members Entering Unmasked Estep Score: -1909805.250000 Penalty: 950.359680 Iteration 16Q: 3 clusters Score -1909805 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34159 members Mstep: Class 2 contains 162 members Entering Unmasked Estep Score: -1909815.250000 Penalty: 950.359680 Iteration 17Q: 3 clusters Score -1909815 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34167 members Mstep: Class 2 contains 154 members Entering Unmasked Estep Score: -1909815.875000 Penalty: 950.359680 Iteration 18Q: 3 clusters Score -1909816 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34170 members Mstep: Class 2 contains 151 members Entering Unmasked Estep Score: -1909817.000000 Penalty: 950.359680 Iteration 19Q: 3 clusters Score -1909817 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34171 members Mstep: Class 2 contains 150 members Entering Unmasked Estep Score: -1909817.625000 Penalty: 950.359680 Iteration 20F: 3 clusters Score -1909818 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (9118 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9118 members Entering Unmasked Estep Score: -500777.687500 Penalty: 414.869263 Iteration 0F: 2 clusters Score -500777.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4609 members Mstep: Class 2 contains 4509 members Entering Unmasked Estep Score: -494631.218750 Penalty: 829.738525 Iteration 0F: 3 clusters Score -494631.2 nChanged 4329 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4892 members Mstep: Class 2 contains 4226 members Entering Unmasked Estep Score: -497383.468750 Penalty: 829.738525 Iteration 1F: 3 clusters Score -497383.5 nChanged 532 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5016 members Mstep: Class 2 contains 4102 members Entering Unmasked Estep Score: -497626.031250 Penalty: 829.738525 Iteration 2F: 3 clusters Score -497626 nChanged 438 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5176 members Mstep: Class 2 contains 3942 members Entering Unmasked Estep Score: -497852.781250 Penalty: 829.738525 Iteration 3Q: 3 clusters Score -497852.8 nChanged 417 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5407 members Mstep: Class 2 contains 3711 members Entering Unmasked Estep Score: -498072.218750 Penalty: 829.738525 Iteration 4Q: 3 clusters Score -498072.2 nChanged 414 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5681 members Mstep: Class 2 contains 3437 members Entering Unmasked Estep Score: -498300.093750 Penalty: 829.738525 Iteration 5Q: 3 clusters Score -498300.1 nChanged 441 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5990 members Mstep: Class 2 contains 3128 members Entering Unmasked Estep Score: -498552.093750 Penalty: 829.738525 Iteration 6Q: 3 clusters Score -498552.1 nChanged 423 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6297 members Mstep: Class 2 contains 2821 members Entering Unmasked Estep Score: -498825.437500 Penalty: 829.738525 Iteration 7Q: 3 clusters Score -498825.4 nChanged 417 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6590 members Mstep: Class 2 contains 2528 members Entering Unmasked Estep Score: -499096.468750 Penalty: 829.738525 Iteration 8Q: 3 clusters Score -499096.5 nChanged 364 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6846 members Mstep: Class 2 contains 2272 members Entering Unmasked Estep Score: -499310.093750 Penalty: 829.738525 Iteration 9Q: 3 clusters Score -499310.1 nChanged 264 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7038 members Mstep: Class 2 contains 2080 members Entering Unmasked Estep Score: -499449.781250 Penalty: 829.738525 Iteration 10Q: 3 clusters Score -499449.8 nChanged 195 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7175 members Mstep: Class 2 contains 1943 members Entering Unmasked Estep Score: -499533.250000 Penalty: 829.738525 Iteration 11Q: 3 clusters Score -499533.2 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7293 members Mstep: Class 2 contains 1825 members Entering Unmasked Estep Score: -499589.937500 Penalty: 829.738525 Iteration 12Q: 3 clusters Score -499589.9 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7401 members Mstep: Class 2 contains 1717 members Entering Unmasked Estep Score: -499645.000000 Penalty: 829.738525 Iteration 13Q: 3 clusters Score -499645 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7496 members Mstep: Class 2 contains 1622 members Entering Unmasked Estep Score: -499692.718750 Penalty: 829.738525 Iteration 14Q: 3 clusters Score -499692.7 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7572 members Mstep: Class 2 contains 1546 members Entering Unmasked Estep Score: -499740.218750 Penalty: 829.738525 Iteration 15Q: 3 clusters Score -499740.2 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7642 members Mstep: Class 2 contains 1476 members Entering Unmasked Estep Score: -499800.656250 Penalty: 829.738525 Iteration 16Q: 3 clusters Score -499800.7 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7738 members Mstep: Class 2 contains 1380 members Entering Unmasked Estep Score: -499880.968750 Penalty: 829.738525 Iteration 17Q: 3 clusters Score -499881 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7814 members Mstep: Class 2 contains 1304 members Entering Unmasked Estep Score: -499950.500000 Penalty: 829.738525 Iteration 18Q: 3 clusters Score -499950.5 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7868 members Mstep: Class 2 contains 1250 members Entering Unmasked Estep Score: -500015.750000 Penalty: 829.738525 Iteration 19Q: 3 clusters Score -500015.8 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7920 members Mstep: Class 2 contains 1198 members Entering Unmasked Estep Score: -500075.593750 Penalty: 829.738525 Iteration 20F: 3 clusters Score -500075.6 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7984 members Mstep: Class 2 contains 1134 members Entering Unmasked Estep Score: -500129.906250 Penalty: 829.738525 Iteration 21Q: 3 clusters Score -500129.9 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8039 members Mstep: Class 2 contains 1079 members Entering Unmasked Estep Score: -500169.437500 Penalty: 829.738525 Iteration 22Q: 3 clusters Score -500169.4 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8097 members Mstep: Class 2 contains 1021 members Entering Unmasked Estep Score: -500202.312500 Penalty: 829.738525 Iteration 23Q: 3 clusters Score -500202.3 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8146 members Mstep: Class 2 contains 972 members Entering Unmasked Estep Score: -500228.000000 Penalty: 829.738525 Iteration 24Q: 3 clusters Score -500228 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8178 members Mstep: Class 2 contains 940 members Entering Unmasked Estep Score: -500241.375000 Penalty: 829.738525 Iteration 25Q: 3 clusters Score -500241.4 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8201 members Mstep: Class 2 contains 917 members Entering Unmasked Estep Score: -500248.781250 Penalty: 829.738525 Iteration 26Q: 3 clusters Score -500248.8 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8225 members Mstep: Class 2 contains 893 members Entering Unmasked Estep Score: -500252.906250 Penalty: 829.738525 Iteration 27Q: 3 clusters Score -500252.9 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8250 members Mstep: Class 2 contains 868 members Entering Unmasked Estep Score: -500258.906250 Penalty: 829.738525 Iteration 28Q: 3 clusters Score -500258.9 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8271 members Mstep: Class 2 contains 847 members Entering Unmasked Estep Score: -500266.031250 Penalty: 829.738525 Iteration 29Q: 3 clusters Score -500266 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8295 members Mstep: Class 2 contains 823 members Entering Unmasked Estep Score: -500276.750000 Penalty: 829.738525 Iteration 30Q: 3 clusters Score -500276.8 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8317 members Mstep: Class 2 contains 801 members Entering Unmasked Estep Score: -500283.500000 Penalty: 829.738525 Iteration 31Q: 3 clusters Score -500283.5 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8341 members Mstep: Class 2 contains 777 members Entering Unmasked Estep Score: -500288.875000 Penalty: 829.738525 Iteration 32Q: 3 clusters Score -500288.9 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8367 members Mstep: Class 2 contains 751 members Entering Unmasked Estep Score: -500296.000000 Penalty: 829.738525 Iteration 33Q: 3 clusters Score -500296 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8384 members Mstep: Class 2 contains 734 members Entering Unmasked Estep Score: -500298.031250 Penalty: 829.738525 Iteration 34Q: 3 clusters Score -500298 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8398 members Mstep: Class 2 contains 720 members Entering Unmasked Estep Score: -500300.312500 Penalty: 829.738525 Iteration 35Q: 3 clusters Score -500300.3 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8410 members Mstep: Class 2 contains 708 members Entering Unmasked Estep Score: -500301.375000 Penalty: 829.738525 Iteration 36Q: 3 clusters Score -500301.4 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8421 members Mstep: Class 2 contains 697 members Entering Unmasked Estep Score: -500303.968750 Penalty: 829.738525 Iteration 37Q: 3 clusters Score -500304 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8425 members Mstep: Class 2 contains 693 members Entering Unmasked Estep Score: -500303.687500 Penalty: 829.738525 Iteration 38Q: 3 clusters Score -500303.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8427 members Mstep: Class 2 contains 691 members Entering Unmasked Estep Score: -500304.843750 Penalty: 829.738525 Iteration 39Q: 3 clusters Score -500304.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8429 members Mstep: Class 2 contains 689 members Entering Unmasked Estep Score: -500305.187500 Penalty: 829.738525 Iteration 40F: 3 clusters Score -500305.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8430 members Mstep: Class 2 contains 688 members Entering Unmasked Estep Score: -500306.062500 Penalty: 829.738525 Iteration 41Q: 3 clusters Score -500306.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8431 members Mstep: Class 2 contains 687 members Entering Unmasked Estep Score: -500306.000000 Penalty: 829.738525 Iteration 42Q: 3 clusters Score -500306 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8431 members Mstep: Class 2 contains 687 members Entering Unmasked Estep Score: -500306.000000 Penalty: 829.738525 Iteration 43F: 3 clusters Score -500306 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (3250 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3250 members Entering Unmasked Estep Score: -182497.562500 Penalty: 367.931671 Iteration 0F: 2 clusters Score -182497.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1589 members Mstep: Class 2 contains 1661 members Entering Unmasked Estep Score: -180262.468750 Penalty: 735.863342 Iteration 0F: 3 clusters Score -180262.5 nChanged 1423 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1446 members Mstep: Class 2 contains 1804 members Entering Unmasked Estep Score: -181038.671875 Penalty: 735.863342 Iteration 1F: 3 clusters Score -181038.7 nChanged 221 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1361 members Mstep: Class 2 contains 1889 members Entering Unmasked Estep Score: -181160.250000 Penalty: 735.863342 Iteration 2F: 3 clusters Score -181160.2 nChanged 199 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1242 members Mstep: Class 2 contains 2008 members Entering Unmasked Estep Score: -181280.578125 Penalty: 735.863342 Iteration 3F: 3 clusters Score -181280.6 nChanged 171 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1123 members Mstep: Class 2 contains 2127 members Entering Unmasked Estep Score: -181386.781250 Penalty: 735.863342 Iteration 4F: 3 clusters Score -181386.8 nChanged 164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1003 members Mstep: Class 2 contains 2247 members Entering Unmasked Estep Score: -181499.359375 Penalty: 735.863342 Iteration 5F: 3 clusters Score -181499.4 nChanged 180 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 865 members Mstep: Class 2 contains 2385 members Entering Unmasked Estep Score: -181652.546875 Penalty: 735.863342 Iteration 6F: 3 clusters Score -181652.5 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 766 members Mstep: Class 2 contains 2484 members Entering Unmasked Estep Score: -181771.921875 Penalty: 735.863342 Iteration 7Q: 3 clusters Score -181771.9 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 688 members Mstep: Class 2 contains 2562 members Entering Unmasked Estep Score: -181877.093750 Penalty: 735.863342 Iteration 8Q: 3 clusters Score -181877.1 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 633 members Mstep: Class 2 contains 2617 members Entering Unmasked Estep Score: -181949.593750 Penalty: 735.863342 Iteration 9Q: 3 clusters Score -181949.6 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 588 members Mstep: Class 2 contains 2662 members Entering Unmasked Estep Score: -181999.281250 Penalty: 735.863342 Iteration 10Q: 3 clusters Score -181999.3 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 550 members Mstep: Class 2 contains 2700 members Entering Unmasked Estep Score: -182034.593750 Penalty: 735.863342 Iteration 11Q: 3 clusters Score -182034.6 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 530 members Mstep: Class 2 contains 2720 members Entering Unmasked Estep Score: -182056.218750 Penalty: 735.863342 Iteration 12Q: 3 clusters Score -182056.2 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 510 members Mstep: Class 2 contains 2740 members Entering Unmasked Estep Score: -182074.296875 Penalty: 735.863342 Iteration 13Q: 3 clusters Score -182074.3 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 492 members Mstep: Class 2 contains 2758 members Entering Unmasked Estep Score: -182089.671875 Penalty: 735.863342 Iteration 14Q: 3 clusters Score -182089.7 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 476 members Mstep: Class 2 contains 2774 members Entering Unmasked Estep Score: -182108.859375 Penalty: 735.863342 Iteration 15Q: 3 clusters Score -182108.9 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 468 members Mstep: Class 2 contains 2782 members Entering Unmasked Estep Score: -182116.531250 Penalty: 735.863342 Iteration 16Q: 3 clusters Score -182116.5 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 457 members Mstep: Class 2 contains 2793 members Entering Unmasked Estep Score: -182122.500000 Penalty: 735.863342 Iteration 17Q: 3 clusters Score -182122.5 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 444 members Mstep: Class 2 contains 2806 members Entering Unmasked Estep Score: -182129.812500 Penalty: 735.863342 Iteration 18Q: 3 clusters Score -182129.8 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 427 members Mstep: Class 2 contains 2823 members Entering Unmasked Estep Score: -182138.781250 Penalty: 735.863342 Iteration 19Q: 3 clusters Score -182138.8 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 411 members Mstep: Class 2 contains 2839 members Entering Unmasked Estep Score: -182149.187500 Penalty: 735.863342 Iteration 20F: 3 clusters Score -182149.2 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 396 members Mstep: Class 2 contains 2854 members Entering Unmasked Estep Score: -182155.437500 Penalty: 735.863342 Iteration 21Q: 3 clusters Score -182155.4 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 382 members Mstep: Class 2 contains 2868 members Entering Unmasked Estep Score: -182163.109375 Penalty: 735.863342 Iteration 22Q: 3 clusters Score -182163.1 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 372 members Mstep: Class 2 contains 2878 members Entering Unmasked Estep Score: -182168.515625 Penalty: 735.863342 Iteration 23Q: 3 clusters Score -182168.5 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 361 members Mstep: Class 2 contains 2889 members Entering Unmasked Estep Score: -182171.140625 Penalty: 735.863342 Iteration 24Q: 3 clusters Score -182171.1 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 350 members Mstep: Class 2 contains 2900 members Entering Unmasked Estep Score: -182173.953125 Penalty: 735.863342 Iteration 25Q: 3 clusters Score -182174 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 342 members Mstep: Class 2 contains 2908 members Entering Unmasked Estep Score: -182175.234375 Penalty: 735.863342 Iteration 26Q: 3 clusters Score -182175.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 334 members Mstep: Class 2 contains 2916 members Entering Unmasked Estep Score: -182177.078125 Penalty: 735.863342 Iteration 27Q: 3 clusters Score -182177.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 328 members Mstep: Class 2 contains 2922 members Entering Unmasked Estep Score: -182178.453125 Penalty: 735.863342 Iteration 28Q: 3 clusters Score -182178.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 326 members Mstep: Class 2 contains 2924 members Entering Unmasked Estep Score: -182178.593750 Penalty: 735.863342 Iteration 29Q: 3 clusters Score -182178.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 326 members Mstep: Class 2 contains 2924 members Entering Unmasked Estep Score: -182178.593750 Penalty: 735.863342 Iteration 30F: 3 clusters Score -182178.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (8185 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8185 members Entering Unmasked Estep Score: -427218.343750 Penalty: 409.957672 Iteration 0F: 2 clusters Score -427218.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4032 members Mstep: Class 2 contains 4153 members Entering Unmasked Estep Score: -421721.250000 Penalty: 819.915344 Iteration 0F: 3 clusters Score -421721.2 nChanged 3721 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3633 members Mstep: Class 2 contains 4552 members Entering Unmasked Estep Score: -424386.218750 Penalty: 819.915344 Iteration 1F: 3 clusters Score -424386.2 nChanged 608 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3441 members Mstep: Class 2 contains 4744 members Entering Unmasked Estep Score: -424818.156250 Penalty: 819.915344 Iteration 2F: 3 clusters Score -424818.2 nChanged 546 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3257 members Mstep: Class 2 contains 4928 members Entering Unmasked Estep Score: -425148.500000 Penalty: 819.915344 Iteration 3F: 3 clusters Score -425148.5 nChanged 443 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3100 members Mstep: Class 2 contains 5085 members Entering Unmasked Estep Score: -425403.218750 Penalty: 819.915344 Iteration 4F: 3 clusters Score -425403.2 nChanged 365 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2945 members Mstep: Class 2 contains 5240 members Entering Unmasked Estep Score: -425603.437500 Penalty: 819.915344 Iteration 5Q: 3 clusters Score -425603.4 nChanged 310 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2797 members Mstep: Class 2 contains 5388 members Entering Unmasked Estep Score: -425750.625000 Penalty: 819.915344 Iteration 6Q: 3 clusters Score -425750.6 nChanged 225 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2670 members Mstep: Class 2 contains 5515 members Entering Unmasked Estep Score: -425857.281250 Penalty: 819.915344 Iteration 7Q: 3 clusters Score -425857.3 nChanged 182 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2548 members Mstep: Class 2 contains 5637 members Entering Unmasked Estep Score: -425947.406250 Penalty: 819.915344 Iteration 8Q: 3 clusters Score -425947.4 nChanged 196 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2424 members Mstep: Class 2 contains 5761 members Entering Unmasked Estep Score: -426022.781250 Penalty: 819.915344 Iteration 9Q: 3 clusters Score -426022.8 nChanged 175 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2307 members Mstep: Class 2 contains 5878 members Entering Unmasked Estep Score: -426092.375000 Penalty: 819.915344 Iteration 10Q: 3 clusters Score -426092.4 nChanged 164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2183 members Mstep: Class 2 contains 6002 members Entering Unmasked Estep Score: -426147.812500 Penalty: 819.915344 Iteration 11Q: 3 clusters Score -426147.8 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2086 members Mstep: Class 2 contains 6099 members Entering Unmasked Estep Score: -426192.406250 Penalty: 819.915344 Iteration 12Q: 3 clusters Score -426192.4 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1978 members Mstep: Class 2 contains 6207 members Entering Unmasked Estep Score: -426243.531250 Penalty: 819.915344 Iteration 13Q: 3 clusters Score -426243.5 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1861 members Mstep: Class 2 contains 6324 members Entering Unmasked Estep Score: -426296.000000 Penalty: 819.915344 Iteration 14Q: 3 clusters Score -426296 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1749 members Mstep: Class 2 contains 6436 members Entering Unmasked Estep Score: -426346.218750 Penalty: 819.915344 Iteration 15Q: 3 clusters Score -426346.2 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1651 members Mstep: Class 2 contains 6534 members Entering Unmasked Estep Score: -426391.312500 Penalty: 819.915344 Iteration 16Q: 3 clusters Score -426391.3 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1544 members Mstep: Class 2 contains 6641 members Entering Unmasked Estep Score: -426433.218750 Penalty: 819.915344 Iteration 17Q: 3 clusters Score -426433.2 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1452 members Mstep: Class 2 contains 6733 members Entering Unmasked Estep Score: -426462.625000 Penalty: 819.915344 Iteration 18Q: 3 clusters Score -426462.6 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1387 members Mstep: Class 2 contains 6798 members Entering Unmasked Estep Score: -426484.218750 Penalty: 819.915344 Iteration 19Q: 3 clusters Score -426484.2 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1322 members Mstep: Class 2 contains 6863 members Entering Unmasked Estep Score: -426503.031250 Penalty: 819.915344 Iteration 20F: 3 clusters Score -426503 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1259 members Mstep: Class 2 contains 6926 members Entering Unmasked Estep Score: -426520.812500 Penalty: 819.915344 Iteration 21Q: 3 clusters Score -426520.8 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1203 members Mstep: Class 2 contains 6982 members Entering Unmasked Estep Score: -426534.031250 Penalty: 819.915344 Iteration 22Q: 3 clusters Score -426534 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1145 members Mstep: Class 2 contains 7040 members Entering Unmasked Estep Score: -426550.437500 Penalty: 819.915344 Iteration 23Q: 3 clusters Score -426550.4 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1094 members Mstep: Class 2 contains 7091 members Entering Unmasked Estep Score: -426562.843750 Penalty: 819.915344 Iteration 24Q: 3 clusters Score -426562.8 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1041 members Mstep: Class 2 contains 7144 members Entering Unmasked Estep Score: -426578.281250 Penalty: 819.915344 Iteration 25Q: 3 clusters Score -426578.3 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 991 members Mstep: Class 2 contains 7194 members Entering Unmasked Estep Score: -426593.750000 Penalty: 819.915344 Iteration 26Q: 3 clusters Score -426593.8 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 938 members Mstep: Class 2 contains 7247 members Entering Unmasked Estep Score: -426613.656250 Penalty: 819.915344 Iteration 27Q: 3 clusters Score -426613.7 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 878 members Mstep: Class 2 contains 7307 members Entering Unmasked Estep Score: -426636.218750 Penalty: 819.915344 Iteration 28Q: 3 clusters Score -426636.2 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 822 members Mstep: Class 2 contains 7363 members Entering Unmasked Estep Score: -426657.750000 Penalty: 819.915344 Iteration 29Q: 3 clusters Score -426657.8 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 776 members Mstep: Class 2 contains 7409 members Entering Unmasked Estep Score: -426670.812500 Penalty: 819.915344 Iteration 30Q: 3 clusters Score -426670.8 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 736 members Mstep: Class 2 contains 7449 members Entering Unmasked Estep Score: -426683.531250 Penalty: 819.915344 Iteration 31Q: 3 clusters Score -426683.5 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 699 members Mstep: Class 2 contains 7486 members Entering Unmasked Estep Score: -426695.812500 Penalty: 819.915344 Iteration 32Q: 3 clusters Score -426695.8 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 669 members Mstep: Class 2 contains 7516 members Entering Unmasked Estep Score: -426704.687500 Penalty: 819.915344 Iteration 33Q: 3 clusters Score -426704.7 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 645 members Mstep: Class 2 contains 7540 members Entering Unmasked Estep Score: -426710.843750 Penalty: 819.915344 Iteration 34Q: 3 clusters Score -426710.8 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 623 members Mstep: Class 2 contains 7562 members Entering Unmasked Estep Score: -426715.812500 Penalty: 819.915344 Iteration 35Q: 3 clusters Score -426715.8 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 604 members Mstep: Class 2 contains 7581 members Entering Unmasked Estep Score: -426719.687500 Penalty: 819.915344 Iteration 36Q: 3 clusters Score -426719.7 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 592 members Mstep: Class 2 contains 7593 members Entering Unmasked Estep Score: -426721.500000 Penalty: 819.915344 Iteration 37Q: 3 clusters Score -426721.5 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 579 members Mstep: Class 2 contains 7606 members Entering Unmasked Estep Score: -426724.656250 Penalty: 819.915344 Iteration 38Q: 3 clusters Score -426724.7 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 570 members Mstep: Class 2 contains 7615 members Entering Unmasked Estep Score: -426727.312500 Penalty: 819.915344 Iteration 39Q: 3 clusters Score -426727.3 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 560 members Mstep: Class 2 contains 7625 members Entering Unmasked Estep Score: -426730.312500 Penalty: 819.915344 Iteration 40F: 3 clusters Score -426730.3 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 547 members Mstep: Class 2 contains 7638 members Entering Unmasked Estep Score: -426732.750000 Penalty: 819.915344 Iteration 41Q: 3 clusters Score -426732.8 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 533 members Mstep: Class 2 contains 7652 members Entering Unmasked Estep Score: -426738.343750 Penalty: 819.915344 Iteration 42Q: 3 clusters Score -426738.3 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 518 members Mstep: Class 2 contains 7667 members Entering Unmasked Estep Score: -426742.812500 Penalty: 819.915344 Iteration 43Q: 3 clusters Score -426742.8 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 501 members Mstep: Class 2 contains 7684 members Entering Unmasked Estep Score: -426749.312500 Penalty: 819.915344 Iteration 44Q: 3 clusters Score -426749.3 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 478 members Mstep: Class 2 contains 7707 members Entering Unmasked Estep Score: -426759.312500 Penalty: 819.915344 Iteration 45Q: 3 clusters Score -426759.3 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 458 members Mstep: Class 2 contains 7727 members Entering Unmasked Estep Score: -426770.718750 Penalty: 819.915344 Iteration 46Q: 3 clusters Score -426770.7 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 439 members Mstep: Class 2 contains 7746 members Entering Unmasked Estep Score: -426779.468750 Penalty: 819.915344 Iteration 47Q: 3 clusters Score -426779.5 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 421 members Mstep: Class 2 contains 7764 members Entering Unmasked Estep Score: -426785.781250 Penalty: 819.915344 Iteration 48Q: 3 clusters Score -426785.8 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 404 members Mstep: Class 2 contains 7781 members Entering Unmasked Estep Score: -426792.437500 Penalty: 819.915344 Iteration 49Q: 3 clusters Score -426792.4 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 394 members Mstep: Class 2 contains 7791 members Entering Unmasked Estep Score: -426799.062500 Penalty: 819.915344 Iteration 50Q: 3 clusters Score -426799.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 385 members Mstep: Class 2 contains 7800 members Entering Unmasked Estep Score: -426801.937500 Penalty: 819.915344 Iteration 51Q: 3 clusters Score -426801.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 382 members Mstep: Class 2 contains 7803 members Entering Unmasked Estep Score: -426803.625000 Penalty: 819.915344 Iteration 52Q: 3 clusters Score -426803.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 378 members Mstep: Class 2 contains 7807 members Entering Unmasked Estep Score: -426805.812500 Penalty: 819.915344 Iteration 53Q: 3 clusters Score -426805.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 373 members Mstep: Class 2 contains 7812 members Entering Unmasked Estep Score: -426807.125000 Penalty: 819.915344 Iteration 54Q: 3 clusters Score -426807.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 365 members Mstep: Class 2 contains 7820 members Entering Unmasked Estep Score: -426809.687500 Penalty: 819.915344 Iteration 55Q: 3 clusters Score -426809.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 361 members Mstep: Class 2 contains 7824 members Entering Unmasked Estep Score: -426811.312500 Penalty: 819.915344 Iteration 56Q: 3 clusters Score -426811.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 357 members Mstep: Class 2 contains 7828 members Entering Unmasked Estep Score: -426812.937500 Penalty: 819.915344 Iteration 57Q: 3 clusters Score -426812.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 354 members Mstep: Class 2 contains 7831 members Entering Unmasked Estep Score: -426814.843750 Penalty: 819.915344 Iteration 58Q: 3 clusters Score -426814.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 350 members Mstep: Class 2 contains 7835 members Entering Unmasked Estep Score: -426816.718750 Penalty: 819.915344 Iteration 59Q: 3 clusters Score -426816.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 347 members Mstep: Class 2 contains 7838 members Entering Unmasked Estep Score: -426817.250000 Penalty: 819.915344 Iteration 60F: 3 clusters Score -426817.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 344 members Mstep: Class 2 contains 7841 members Entering Unmasked Estep Score: -426818.531250 Penalty: 819.915344 Iteration 61Q: 3 clusters Score -426818.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 342 members Mstep: Class 2 contains 7843 members Entering Unmasked Estep Score: -426819.625000 Penalty: 819.915344 Iteration 62Q: 3 clusters Score -426819.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 338 members Mstep: Class 2 contains 7847 members Entering Unmasked Estep Score: -426821.375000 Penalty: 819.915344 Iteration 63Q: 3 clusters Score -426821.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 336 members Mstep: Class 2 contains 7849 members Entering Unmasked Estep Score: -426821.875000 Penalty: 819.915344 Iteration 64Q: 3 clusters Score -426821.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 335 members Mstep: Class 2 contains 7850 members Entering Unmasked Estep Score: -426822.187500 Penalty: 819.915344 Iteration 65Q: 3 clusters Score -426822.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 333 members Mstep: Class 2 contains 7852 members Entering Unmasked Estep Score: -426822.812500 Penalty: 819.915344 Iteration 66Q: 3 clusters Score -426822.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 330 members Mstep: Class 2 contains 7855 members Entering Unmasked Estep Score: -426823.875000 Penalty: 819.915344 Iteration 67Q: 3 clusters Score -426823.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 329 members Mstep: Class 2 contains 7856 members Entering Unmasked Estep Score: -426823.312500 Penalty: 819.915344 Iteration 68Q: 3 clusters Score -426823.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 327 members Mstep: Class 2 contains 7858 members Entering Unmasked Estep Score: -426823.750000 Penalty: 819.915344 Iteration 69Q: 3 clusters Score -426823.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 327 members Mstep: Class 2 contains 7858 members Entering Unmasked Estep Score: -426823.750000 Penalty: 819.915344 Iteration 70F: 3 clusters Score -426823.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (4618 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4618 members Entering Unmasked Estep Score: -265791.937500 Penalty: 383.916138 Iteration 0F: 2 clusters Score -265791.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2280 members Mstep: Class 2 contains 2338 members Entering Unmasked Estep Score: -262638.656250 Penalty: 767.832275 Iteration 0F: 3 clusters Score -262638.7 nChanged 2080 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2070 members Mstep: Class 2 contains 2548 members Entering Unmasked Estep Score: -263856.281250 Penalty: 767.832275 Iteration 1F: 3 clusters Score -263856.3 nChanged 263 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1919 members Mstep: Class 2 contains 2699 members Entering Unmasked Estep Score: -263993.312500 Penalty: 767.832275 Iteration 2F: 3 clusters Score -263993.3 nChanged 270 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1735 members Mstep: Class 2 contains 2883 members Entering Unmasked Estep Score: -264154.968750 Penalty: 767.832275 Iteration 3F: 3 clusters Score -264155 nChanged 275 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1500 members Mstep: Class 2 contains 3118 members Entering Unmasked Estep Score: -264387.843750 Penalty: 767.832275 Iteration 4F: 3 clusters Score -264387.8 nChanged 304 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1230 members Mstep: Class 2 contains 3388 members Entering Unmasked Estep Score: -264682.281250 Penalty: 767.832275 Iteration 5F: 3 clusters Score -264682.3 nChanged 262 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1020 members Mstep: Class 2 contains 3598 members Entering Unmasked Estep Score: -264932.312500 Penalty: 767.832275 Iteration 6F: 3 clusters Score -264932.3 nChanged 185 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 867 members Mstep: Class 2 contains 3751 members Entering Unmasked Estep Score: -265089.437500 Penalty: 767.832275 Iteration 7Q: 3 clusters Score -265089.4 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 753 members Mstep: Class 2 contains 3865 members Entering Unmasked Estep Score: -265183.781250 Penalty: 767.832275 Iteration 8Q: 3 clusters Score -265183.8 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 671 members Mstep: Class 2 contains 3947 members Entering Unmasked Estep Score: -265243.218750 Penalty: 767.832275 Iteration 9Q: 3 clusters Score -265243.2 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 613 members Mstep: Class 2 contains 4005 members Entering Unmasked Estep Score: -265279.031250 Penalty: 767.832275 Iteration 10Q: 3 clusters Score -265279 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 564 members Mstep: Class 2 contains 4054 members Entering Unmasked Estep Score: -265303.218750 Penalty: 767.832275 Iteration 11Q: 3 clusters Score -265303.2 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 525 members Mstep: Class 2 contains 4093 members Entering Unmasked Estep Score: -265323.875000 Penalty: 767.832275 Iteration 12Q: 3 clusters Score -265323.9 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 492 members Mstep: Class 2 contains 4126 members Entering Unmasked Estep Score: -265344.781250 Penalty: 767.832275 Iteration 13Q: 3 clusters Score -265344.8 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 463 members Mstep: Class 2 contains 4155 members Entering Unmasked Estep Score: -265362.187500 Penalty: 767.832275 Iteration 14Q: 3 clusters Score -265362.2 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 437 members Mstep: Class 2 contains 4181 members Entering Unmasked Estep Score: -265376.312500 Penalty: 767.832275 Iteration 15Q: 3 clusters Score -265376.3 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 414 members Mstep: Class 2 contains 4204 members Entering Unmasked Estep Score: -265388.500000 Penalty: 767.832275 Iteration 16Q: 3 clusters Score -265388.5 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 393 members Mstep: Class 2 contains 4225 members Entering Unmasked Estep Score: -265400.156250 Penalty: 767.832275 Iteration 17Q: 3 clusters Score -265400.2 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 372 members Mstep: Class 2 contains 4246 members Entering Unmasked Estep Score: -265409.406250 Penalty: 767.832275 Iteration 18Q: 3 clusters Score -265409.4 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 354 members Mstep: Class 2 contains 4264 members Entering Unmasked Estep Score: -265418.312500 Penalty: 767.832275 Iteration 19Q: 3 clusters Score -265418.3 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 336 members Mstep: Class 2 contains 4282 members Entering Unmasked Estep Score: -265429.218750 Penalty: 767.832275 Iteration 20F: 3 clusters Score -265429.2 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 324 members Mstep: Class 2 contains 4294 members Entering Unmasked Estep Score: -265437.562500 Penalty: 767.832275 Iteration 21Q: 3 clusters Score -265437.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 315 members Mstep: Class 2 contains 4303 members Entering Unmasked Estep Score: -265447.125000 Penalty: 767.832275 Iteration 22Q: 3 clusters Score -265447.1 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 304 members Mstep: Class 2 contains 4314 members Entering Unmasked Estep Score: -265458.062500 Penalty: 767.832275 Iteration 23Q: 3 clusters Score -265458.1 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 289 members Mstep: Class 2 contains 4329 members Entering Unmasked Estep Score: -265468.500000 Penalty: 767.832275 Iteration 24Q: 3 clusters Score -265468.5 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 276 members Mstep: Class 2 contains 4342 members Entering Unmasked Estep Score: -265476.062500 Penalty: 767.832275 Iteration 25Q: 3 clusters Score -265476.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 270 members Mstep: Class 2 contains 4348 members Entering Unmasked Estep Score: -265478.562500 Penalty: 767.832275 Iteration 26Q: 3 clusters Score -265478.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 268 members Mstep: Class 2 contains 4350 members Entering Unmasked Estep Score: -265479.218750 Penalty: 767.832275 Iteration 27Q: 3 clusters Score -265479.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 266 members Mstep: Class 2 contains 4352 members Entering Unmasked Estep Score: -265479.843750 Penalty: 767.832275 Iteration 28Q: 3 clusters Score -265479.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 265 members Mstep: Class 2 contains 4353 members Entering Unmasked Estep Score: -265480.250000 Penalty: 767.832275 Iteration 29Q: 3 clusters Score -265480.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 263 members Mstep: Class 2 contains 4355 members Entering Unmasked Estep Score: -265480.593750 Penalty: 767.832275 Iteration 30Q: 3 clusters Score -265480.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 260 members Mstep: Class 2 contains 4358 members Entering Unmasked Estep Score: -265481.531250 Penalty: 767.832275 Iteration 31Q: 3 clusters Score -265481.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 259 members Mstep: Class 2 contains 4359 members Entering Unmasked Estep Score: -265482.593750 Penalty: 767.832275 Iteration 32Q: 3 clusters Score -265482.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 258 members Mstep: Class 2 contains 4360 members Entering Unmasked Estep Score: -265482.562500 Penalty: 767.832275 Iteration 33Q: 3 clusters Score -265482.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 258 members Mstep: Class 2 contains 4360 members Entering Unmasked Estep Score: -265482.562500 Penalty: 767.832275 Iteration 34F: 3 clusters Score -265482.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (12889 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12889 members Entering Unmasked Estep Score: -717200.875000 Penalty: 430.617889 Iteration 0F: 2 clusters Score -717200.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6456 members Mstep: Class 2 contains 6433 members Entering Unmasked Estep Score: -708607.875000 Penalty: 861.235779 Iteration 0F: 3 clusters Score -708607.9 nChanged 6006 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7008 members Mstep: Class 2 contains 5881 members Entering Unmasked Estep Score: -712426.500000 Penalty: 861.235779 Iteration 1F: 3 clusters Score -712426.5 nChanged 882 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7280 members Mstep: Class 2 contains 5609 members Entering Unmasked Estep Score: -712863.375000 Penalty: 861.235779 Iteration 2F: 3 clusters Score -712863.4 nChanged 814 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7574 members Mstep: Class 2 contains 5315 members Entering Unmasked Estep Score: -713249.937500 Penalty: 861.235779 Iteration 3F: 3 clusters Score -713249.9 nChanged 750 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7914 members Mstep: Class 2 contains 4975 members Entering Unmasked Estep Score: -713616.187500 Penalty: 861.235779 Iteration 4F: 3 clusters Score -713616.2 nChanged 643 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8325 members Mstep: Class 2 contains 4564 members Entering Unmasked Estep Score: -713966.312500 Penalty: 861.235779 Iteration 5Q: 3 clusters Score -713966.3 nChanged 621 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8818 members Mstep: Class 2 contains 4071 members Entering Unmasked Estep Score: -714352.375000 Penalty: 861.235779 Iteration 6Q: 3 clusters Score -714352.4 nChanged 605 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9337 members Mstep: Class 2 contains 3552 members Entering Unmasked Estep Score: -714724.125000 Penalty: 861.235779 Iteration 7Q: 3 clusters Score -714724.1 nChanged 508 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9825 members Mstep: Class 2 contains 3064 members Entering Unmasked Estep Score: -715046.062500 Penalty: 861.235779 Iteration 8Q: 3 clusters Score -715046.1 nChanged 480 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10293 members Mstep: Class 2 contains 2596 members Entering Unmasked Estep Score: -715320.687500 Penalty: 861.235779 Iteration 9Q: 3 clusters Score -715320.7 nChanged 458 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10745 members Mstep: Class 2 contains 2144 members Entering Unmasked Estep Score: -715594.062500 Penalty: 861.235779 Iteration 10Q: 3 clusters Score -715594.1 nChanged 413 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11158 members Mstep: Class 2 contains 1731 members Entering Unmasked Estep Score: -715845.187500 Penalty: 861.235779 Iteration 11Q: 3 clusters Score -715845.2 nChanged 367 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11525 members Mstep: Class 2 contains 1364 members Entering Unmasked Estep Score: -716072.437500 Penalty: 861.235779 Iteration 12Q: 3 clusters Score -716072.4 nChanged 334 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11859 members Mstep: Class 2 contains 1030 members Entering Unmasked Estep Score: -716284.562500 Penalty: 861.235779 Iteration 13Q: 3 clusters Score -716284.6 nChanged 276 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12135 members Mstep: Class 2 contains 754 members Entering Unmasked Estep Score: -716457.125000 Penalty: 861.235779 Iteration 14Q: 3 clusters Score -716457.1 nChanged 210 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12345 members Mstep: Class 2 contains 544 members Entering Unmasked Estep Score: -716589.437500 Penalty: 861.235779 Iteration 15Q: 3 clusters Score -716589.4 nChanged 161 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12506 members Mstep: Class 2 contains 383 members Entering Unmasked Estep Score: -716698.000000 Penalty: 861.235779 Iteration 16Q: 3 clusters Score -716698 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12610 members Mstep: Class 2 contains 279 members Entering Unmasked Estep Score: -716764.687500 Penalty: 861.235779 Iteration 17Q: 3 clusters Score -716764.7 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12664 members Mstep: Class 2 contains 225 members Entering Unmasked Estep Score: -716802.125000 Penalty: 861.235779 Iteration 18Q: 3 clusters Score -716802.1 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12687 members Mstep: Class 2 contains 202 members Entering Unmasked Estep Score: -716822.750000 Penalty: 861.235779 Iteration 19Q: 3 clusters Score -716822.8 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12707 members Mstep: Class 2 contains 182 members Entering Unmasked Estep Score: -716839.187500 Penalty: 861.235779 Iteration 20F: 3 clusters Score -716839.2 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12719 members Mstep: Class 2 contains 170 members Entering Unmasked Estep Score: -716845.562500 Penalty: 861.235779 Iteration 21Q: 3 clusters Score -716845.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12728 members Mstep: Class 2 contains 161 members Entering Unmasked Estep Score: -716848.625000 Penalty: 861.235779 Iteration 22Q: 3 clusters Score -716848.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12731 members Mstep: Class 2 contains 158 members Entering Unmasked Estep Score: -716850.187500 Penalty: 861.235779 Iteration 23Q: 3 clusters Score -716850.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12732 members Mstep: Class 2 contains 157 members Entering Unmasked Estep Score: -716850.750000 Penalty: 861.235779 Iteration 24Q: 3 clusters Score -716850.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12733 members Mstep: Class 2 contains 156 members Entering Unmasked Estep Score: -716849.750000 Penalty: 861.235779 Iteration 25Q: 3 clusters Score -716849.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12734 members Mstep: Class 2 contains 155 members Entering Unmasked Estep Score: -716849.500000 Penalty: 861.235779 Iteration 26Q: 3 clusters Score -716849.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12736 members Mstep: Class 2 contains 153 members Entering Unmasked Estep Score: -716849.937500 Penalty: 861.235779 Iteration 27Q: 3 clusters Score -716849.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12737 members Mstep: Class 2 contains 152 members Entering Unmasked Estep Score: -716850.187500 Penalty: 861.235779 Iteration 28Q: 3 clusters Score -716850.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12737 members Mstep: Class 2 contains 152 members Entering Unmasked Estep Score: -716850.187500 Penalty: 861.235779 Iteration 29F: 3 clusters Score -716850.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (1995 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1995 members Entering Unmasked Estep Score: -111368.875000 Penalty: 345.727173 Iteration 0F: 2 clusters Score -111368.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1007 members Mstep: Class 2 contains 988 members Entering Unmasked Estep Score: -109929.664062 Penalty: 691.454346 Iteration 0F: 3 clusters Score -109929.7 nChanged 863 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1068 members Mstep: Class 2 contains 927 members Entering Unmasked Estep Score: -110430.632812 Penalty: 691.454346 Iteration 1F: 3 clusters Score -110430.6 nChanged 182 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1142 members Mstep: Class 2 contains 853 members Entering Unmasked Estep Score: -110542.835938 Penalty: 691.454346 Iteration 2F: 3 clusters Score -110542.8 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1211 members Mstep: Class 2 contains 784 members Entering Unmasked Estep Score: -110629.234375 Penalty: 691.454346 Iteration 3F: 3 clusters Score -110629.2 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1268 members Mstep: Class 2 contains 727 members Entering Unmasked Estep Score: -110719.203125 Penalty: 691.454346 Iteration 4F: 3 clusters Score -110719.2 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1312 members Mstep: Class 2 contains 683 members Entering Unmasked Estep Score: -110789.039062 Penalty: 691.454346 Iteration 5F: 3 clusters Score -110789 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1352 members Mstep: Class 2 contains 643 members Entering Unmasked Estep Score: -110858.062500 Penalty: 691.454346 Iteration 6F: 3 clusters Score -110858.1 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1379 members Mstep: Class 2 contains 616 members Entering Unmasked Estep Score: -110899.273438 Penalty: 691.454346 Iteration 7Q: 3 clusters Score -110899.3 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1406 members Mstep: Class 2 contains 589 members Entering Unmasked Estep Score: -110927.757812 Penalty: 691.454346 Iteration 8Q: 3 clusters Score -110927.8 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1433 members Mstep: Class 2 contains 562 members Entering Unmasked Estep Score: -110954.796875 Penalty: 691.454346 Iteration 9Q: 3 clusters Score -110954.8 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1454 members Mstep: Class 2 contains 541 members Entering Unmasked Estep Score: -110978.414062 Penalty: 691.454346 Iteration 10Q: 3 clusters Score -110978.4 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1472 members Mstep: Class 2 contains 523 members Entering Unmasked Estep Score: -110995.226562 Penalty: 691.454346 Iteration 11Q: 3 clusters Score -110995.2 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1492 members Mstep: Class 2 contains 503 members Entering Unmasked Estep Score: -111006.117188 Penalty: 691.454346 Iteration 12Q: 3 clusters Score -111006.1 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1505 members Mstep: Class 2 contains 490 members Entering Unmasked Estep Score: -111015.203125 Penalty: 691.454346 Iteration 13Q: 3 clusters Score -111015.2 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1522 members Mstep: Class 2 contains 473 members Entering Unmasked Estep Score: -111024.367188 Penalty: 691.454346 Iteration 14Q: 3 clusters Score -111024.4 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1531 members Mstep: Class 2 contains 464 members Entering Unmasked Estep Score: -111028.398438 Penalty: 691.454346 Iteration 15Q: 3 clusters Score -111028.4 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1538 members Mstep: Class 2 contains 457 members Entering Unmasked Estep Score: -111034.437500 Penalty: 691.454346 Iteration 16Q: 3 clusters Score -111034.4 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1546 members Mstep: Class 2 contains 449 members Entering Unmasked Estep Score: -111039.265625 Penalty: 691.454346 Iteration 17Q: 3 clusters Score -111039.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1554 members Mstep: Class 2 contains 441 members Entering Unmasked Estep Score: -111043.257812 Penalty: 691.454346 Iteration 18Q: 3 clusters Score -111043.3 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1565 members Mstep: Class 2 contains 430 members Entering Unmasked Estep Score: -111046.703125 Penalty: 691.454346 Iteration 19Q: 3 clusters Score -111046.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1571 members Mstep: Class 2 contains 424 members Entering Unmasked Estep Score: -111050.429688 Penalty: 691.454346 Iteration 20F: 3 clusters Score -111050.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1579 members Mstep: Class 2 contains 416 members Entering Unmasked Estep Score: -111053.117188 Penalty: 691.454346 Iteration 21Q: 3 clusters Score -111053.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1586 members Mstep: Class 2 contains 409 members Entering Unmasked Estep Score: -111055.812500 Penalty: 691.454346 Iteration 22Q: 3 clusters Score -111055.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1592 members Mstep: Class 2 contains 403 members Entering Unmasked Estep Score: -111057.570312 Penalty: 691.454346 Iteration 23Q: 3 clusters Score -111057.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1596 members Mstep: Class 2 contains 399 members Entering Unmasked Estep Score: -111058.593750 Penalty: 691.454346 Iteration 24Q: 3 clusters Score -111058.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1599 members Mstep: Class 2 contains 396 members Entering Unmasked Estep Score: -111059.437500 Penalty: 691.454346 Iteration 25Q: 3 clusters Score -111059.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1604 members Mstep: Class 2 contains 391 members Entering Unmasked Estep Score: -111062.312500 Penalty: 691.454346 Iteration 26Q: 3 clusters Score -111062.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1610 members Mstep: Class 2 contains 385 members Entering Unmasked Estep Score: -111064.398438 Penalty: 691.454346 Iteration 27Q: 3 clusters Score -111064.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1617 members Mstep: Class 2 contains 378 members Entering Unmasked Estep Score: -111067.406250 Penalty: 691.454346 Iteration 28Q: 3 clusters Score -111067.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1624 members Mstep: Class 2 contains 371 members Entering Unmasked Estep Score: -111071.062500 Penalty: 691.454346 Iteration 29Q: 3 clusters Score -111071.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1631 members Mstep: Class 2 contains 364 members Entering Unmasked Estep Score: -111074.210938 Penalty: 691.454346 Iteration 30Q: 3 clusters Score -111074.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1635 members Mstep: Class 2 contains 360 members Entering Unmasked Estep Score: -111076.515625 Penalty: 691.454346 Iteration 31Q: 3 clusters Score -111076.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1640 members Mstep: Class 2 contains 355 members Entering Unmasked Estep Score: -111078.390625 Penalty: 691.454346 Iteration 32Q: 3 clusters Score -111078.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1642 members Mstep: Class 2 contains 353 members Entering Unmasked Estep Score: -111079.312500 Penalty: 691.454346 Iteration 33Q: 3 clusters Score -111079.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1644 members Mstep: Class 2 contains 351 members Entering Unmasked Estep Score: -111079.679688 Penalty: 691.454346 Iteration 34Q: 3 clusters Score -111079.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1646 members Mstep: Class 2 contains 349 members Entering Unmasked Estep Score: -111080.664062 Penalty: 691.454346 Iteration 35Q: 3 clusters Score -111080.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1650 members Mstep: Class 2 contains 345 members Entering Unmasked Estep Score: -111081.468750 Penalty: 691.454346 Iteration 36Q: 3 clusters Score -111081.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1652 members Mstep: Class 2 contains 343 members Entering Unmasked Estep Score: -111081.781250 Penalty: 691.454346 Iteration 37Q: 3 clusters Score -111081.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1653 members Mstep: Class 2 contains 342 members Entering Unmasked Estep Score: -111082.390625 Penalty: 691.454346 Iteration 38Q: 3 clusters Score -111082.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1657 members Mstep: Class 2 contains 338 members Entering Unmasked Estep Score: -111085.437500 Penalty: 691.454346 Iteration 39Q: 3 clusters Score -111085.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1661 members Mstep: Class 2 contains 334 members Entering Unmasked Estep Score: -111086.367188 Penalty: 691.454346 Iteration 40F: 3 clusters Score -111086.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1665 members Mstep: Class 2 contains 330 members Entering Unmasked Estep Score: -111087.718750 Penalty: 691.454346 Iteration 41Q: 3 clusters Score -111087.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1669 members Mstep: Class 2 contains 326 members Entering Unmasked Estep Score: -111091.750000 Penalty: 691.454346 Iteration 42Q: 3 clusters Score -111091.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1677 members Mstep: Class 2 contains 318 members Entering Unmasked Estep Score: -111097.757812 Penalty: 691.454346 Iteration 43Q: 3 clusters Score -111097.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1683 members Mstep: Class 2 contains 312 members Entering Unmasked Estep Score: -111104.804688 Penalty: 691.454346 Iteration 44Q: 3 clusters Score -111104.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1689 members Mstep: Class 2 contains 306 members Entering Unmasked Estep Score: -111113.539062 Penalty: 691.454346 Iteration 45Q: 3 clusters Score -111113.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1697 members Mstep: Class 2 contains 298 members Entering Unmasked Estep Score: -111118.640625 Penalty: 691.454346 Iteration 46Q: 3 clusters Score -111118.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1701 members Mstep: Class 2 contains 294 members Entering Unmasked Estep Score: -111123.765625 Penalty: 691.454346 Iteration 47Q: 3 clusters Score -111123.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1708 members Mstep: Class 2 contains 287 members Entering Unmasked Estep Score: -111128.726562 Penalty: 691.454346 Iteration 48Q: 3 clusters Score -111128.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1712 members Mstep: Class 2 contains 283 members Entering Unmasked Estep Score: -111132.195312 Penalty: 691.454346 Iteration 49Q: 3 clusters Score -111132.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1716 members Mstep: Class 2 contains 279 members Entering Unmasked Estep Score: -111134.250000 Penalty: 691.454346 Iteration 50Q: 3 clusters Score -111134.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1715 members Mstep: Class 2 contains 280 members Entering Unmasked Estep Score: -111134.671875 Penalty: 691.454346 Iteration 51Q: 3 clusters Score -111134.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1715 members Mstep: Class 2 contains 280 members Entering Unmasked Estep Score: -111134.671875 Penalty: 691.454346 Iteration 52F: 3 clusters Score -111134.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (3882 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3882 members Entering Unmasked Estep Score: -231408.593750 Penalty: 376.016815 Iteration 0F: 2 clusters Score -231408.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1978 members Mstep: Class 2 contains 1904 members Entering Unmasked Estep Score: -228766.093750 Penalty: 752.033630 Iteration 0F: 3 clusters Score -228766.1 nChanged 1738 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2290 members Mstep: Class 2 contains 1592 members Entering Unmasked Estep Score: -229796.921875 Penalty: 752.033630 Iteration 1F: 3 clusters Score -229796.9 nChanged 283 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2465 members Mstep: Class 2 contains 1417 members Entering Unmasked Estep Score: -229986.953125 Penalty: 752.033630 Iteration 2F: 3 clusters Score -229987 nChanged 286 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2649 members Mstep: Class 2 contains 1233 members Entering Unmasked Estep Score: -230210.421875 Penalty: 752.033630 Iteration 3F: 3 clusters Score -230210.4 nChanged 265 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2822 members Mstep: Class 2 contains 1060 members Entering Unmasked Estep Score: -230431.859375 Penalty: 752.033630 Iteration 4F: 3 clusters Score -230431.9 nChanged 248 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2964 members Mstep: Class 2 contains 918 members Entering Unmasked Estep Score: -230650.953125 Penalty: 752.033630 Iteration 5F: 3 clusters Score -230651 nChanged 177 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3079 members Mstep: Class 2 contains 803 members Entering Unmasked Estep Score: -230802.968750 Penalty: 752.033630 Iteration 6Q: 3 clusters Score -230803 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3160 members Mstep: Class 2 contains 722 members Entering Unmasked Estep Score: -230950.296875 Penalty: 752.033630 Iteration 7Q: 3 clusters Score -230950.3 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3211 members Mstep: Class 2 contains 671 members Entering Unmasked Estep Score: -231111.140625 Penalty: 752.033630 Iteration 8Q: 3 clusters Score -231111.1 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3232 members Mstep: Class 2 contains 650 members Entering Unmasked Estep Score: -231166.312500 Penalty: 752.033630 Iteration 9Q: 3 clusters Score -231166.3 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3251 members Mstep: Class 2 contains 631 members Entering Unmasked Estep Score: -231184.687500 Penalty: 752.033630 Iteration 10Q: 3 clusters Score -231184.7 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3257 members Mstep: Class 2 contains 625 members Entering Unmasked Estep Score: -231191.281250 Penalty: 752.033630 Iteration 11Q: 3 clusters Score -231191.3 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3262 members Mstep: Class 2 contains 620 members Entering Unmasked Estep Score: -231196.203125 Penalty: 752.033630 Iteration 12Q: 3 clusters Score -231196.2 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3269 members Mstep: Class 2 contains 613 members Entering Unmasked Estep Score: -231202.843750 Penalty: 752.033630 Iteration 13Q: 3 clusters Score -231202.8 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3282 members Mstep: Class 2 contains 600 members Entering Unmasked Estep Score: -231207.375000 Penalty: 752.033630 Iteration 14Q: 3 clusters Score -231207.4 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3295 members Mstep: Class 2 contains 587 members Entering Unmasked Estep Score: -231209.968750 Penalty: 752.033630 Iteration 15Q: 3 clusters Score -231210 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3299 members Mstep: Class 2 contains 583 members Entering Unmasked Estep Score: -231211.328125 Penalty: 752.033630 Iteration 16Q: 3 clusters Score -231211.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3300 members Mstep: Class 2 contains 582 members Entering Unmasked Estep Score: -231211.890625 Penalty: 752.033630 Iteration 17Q: 3 clusters Score -231211.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3302 members Mstep: Class 2 contains 580 members Entering Unmasked Estep Score: -231211.921875 Penalty: 752.033630 Iteration 18Q: 3 clusters Score -231211.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3303 members Mstep: Class 2 contains 579 members Entering Unmasked Estep Score: -231212.187500 Penalty: 752.033630 Iteration 19Q: 3 clusters Score -231212.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3306 members Mstep: Class 2 contains 576 members Entering Unmasked Estep Score: -231213.000000 Penalty: 752.033630 Iteration 20F: 3 clusters Score -231213 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3311 members Mstep: Class 2 contains 571 members Entering Unmasked Estep Score: -231213.687500 Penalty: 752.033630 Iteration 21Q: 3 clusters Score -231213.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3312 members Mstep: Class 2 contains 570 members Entering Unmasked Estep Score: -231213.468750 Penalty: 752.033630 Iteration 22Q: 3 clusters Score -231213.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3312 members Mstep: Class 2 contains 570 members Entering Unmasked Estep Score: -231213.468750 Penalty: 752.033630 Iteration 23F: 3 clusters Score -231213.5 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (88282 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 88282 members Entering Unmasked Estep Score: -4986083.500000 Penalty: 518.167236 Iteration 0F: 2 clusters Score -4986084 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44229 members Mstep: Class 2 contains 44053 members Entering Unmasked Estep Score: -4926462.000000 Penalty: 1036.334473 Iteration 0F: 3 clusters Score -4926462 nChanged 43206 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49019 members Mstep: Class 2 contains 39263 members Entering Unmasked Estep Score: -4954672.000000 Penalty: 1036.334473 Iteration 1F: 3 clusters Score -4954672 nChanged 4978 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51767 members Mstep: Class 2 contains 36515 members Entering Unmasked Estep Score: -4956980.000000 Penalty: 1036.334473 Iteration 2F: 3 clusters Score -4956980 nChanged 5351 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55074 members Mstep: Class 2 contains 33208 members Entering Unmasked Estep Score: -4959824.000000 Penalty: 1036.334473 Iteration 3F: 3 clusters Score -4959824 nChanged 5312 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58688 members Mstep: Class 2 contains 29594 members Entering Unmasked Estep Score: -4962981.000000 Penalty: 1036.334473 Iteration 4F: 3 clusters Score -4962981 nChanged 5107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62489 members Mstep: Class 2 contains 25793 members Entering Unmasked Estep Score: -4966440.000000 Penalty: 1036.334473 Iteration 5F: 3 clusters Score -4966440 nChanged 4435 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66026 members Mstep: Class 2 contains 22256 members Entering Unmasked Estep Score: -4969911.000000 Penalty: 1036.334473 Iteration 6F: 3 clusters Score -4969911 nChanged 3783 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 69107 members Mstep: Class 2 contains 19175 members Entering Unmasked Estep Score: -4973046.000000 Penalty: 1036.334473 Iteration 7Q: 3 clusters Score -4973046 nChanged 3051 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71638 members Mstep: Class 2 contains 16644 members Entering Unmasked Estep Score: -4975292.000000 Penalty: 1036.334473 Iteration 8Q: 3 clusters Score -4975292 nChanged 2415 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 73869 members Mstep: Class 2 contains 14413 members Entering Unmasked Estep Score: -4976906.000000 Penalty: 1036.334473 Iteration 9Q: 3 clusters Score -4976906 nChanged 2121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 75950 members Mstep: Class 2 contains 12332 members Entering Unmasked Estep Score: -4978268.000000 Penalty: 1036.334473 Iteration 10Q: 3 clusters Score -4978268 nChanged 1991 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 77929 members Mstep: Class 2 contains 10353 members Entering Unmasked Estep Score: -4979510.500000 Penalty: 1036.334473 Iteration 11Q: 3 clusters Score -4979510 nChanged 1824 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 79747 members Mstep: Class 2 contains 8535 members Entering Unmasked Estep Score: -4980755.500000 Penalty: 1036.334473 Iteration 12Q: 3 clusters Score -4980756 nChanged 1679 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81424 members Mstep: Class 2 contains 6858 members Entering Unmasked Estep Score: -4981909.500000 Penalty: 1036.334473 Iteration 13Q: 3 clusters Score -4981910 nChanged 1463 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 82881 members Mstep: Class 2 contains 5401 members Entering Unmasked Estep Score: -4982874.500000 Penalty: 1036.334473 Iteration 14Q: 3 clusters Score -4982874 nChanged 1194 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 84069 members Mstep: Class 2 contains 4213 members Entering Unmasked Estep Score: -4983687.500000 Penalty: 1036.334473 Iteration 15Q: 3 clusters Score -4983688 nChanged 975 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 85040 members Mstep: Class 2 contains 3242 members Entering Unmasked Estep Score: -4984322.500000 Penalty: 1036.334473 Iteration 16Q: 3 clusters Score -4984322 nChanged 730 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 85768 members Mstep: Class 2 contains 2514 members Entering Unmasked Estep Score: -4984756.000000 Penalty: 1036.334473 Iteration 17Q: 3 clusters Score -4984756 nChanged 548 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 86310 members Mstep: Class 2 contains 1972 members Entering Unmasked Estep Score: -4985119.000000 Penalty: 1036.334473 Iteration 18Q: 3 clusters Score -4985119 nChanged 389 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 86683 members Mstep: Class 2 contains 1599 members Entering Unmasked Estep Score: -4985346.000000 Penalty: 1036.334473 Iteration 19Q: 3 clusters Score -4985346 nChanged 294 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 86947 members Mstep: Class 2 contains 1335 members Entering Unmasked Estep Score: -4985479.500000 Penalty: 1036.334473 Iteration 20F: 3 clusters Score -4985480 nChanged 237 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 87160 members Mstep: Class 2 contains 1122 members Entering Unmasked Estep Score: -4985576.500000 Penalty: 1036.334473 Iteration 21Q: 3 clusters Score -4985576 nChanged 159 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 87303 members Mstep: Class 2 contains 979 members Entering Unmasked Estep Score: -4985642.000000 Penalty: 1036.334473 Iteration 22Q: 3 clusters Score -4985642 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 87413 members Mstep: Class 2 contains 869 members Entering Unmasked Estep Score: -4985699.500000 Penalty: 1036.334473 Iteration 23Q: 3 clusters Score -4985700 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 87492 members Mstep: Class 2 contains 790 members Entering Unmasked Estep Score: -4985726.000000 Penalty: 1036.334473 Iteration 24Q: 3 clusters Score -4985726 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 87538 members Mstep: Class 2 contains 744 members Entering Unmasked Estep Score: -4985736.500000 Penalty: 1036.334473 Iteration 25Q: 3 clusters Score -4985736 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 87576 members Mstep: Class 2 contains 706 members Entering Unmasked Estep Score: -4985747.000000 Penalty: 1036.334473 Iteration 26Q: 3 clusters Score -4985747 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 87608 members Mstep: Class 2 contains 674 members Entering Unmasked Estep Score: -4985755.000000 Penalty: 1036.334473 Iteration 27Q: 3 clusters Score -4985755 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 87625 members Mstep: Class 2 contains 657 members Entering Unmasked Estep Score: -4985772.500000 Penalty: 1036.334473 Iteration 28Q: 3 clusters Score -4985772 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 87640 members Mstep: Class 2 contains 642 members Entering Unmasked Estep Score: -4985773.000000 Penalty: 1036.334473 Iteration 29Q: 3 clusters Score -4985773 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 87662 members Mstep: Class 2 contains 620 members Entering Unmasked Estep Score: -4985782.500000 Penalty: 1036.334473 Iteration 30Q: 3 clusters Score -4985782 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 87675 members Mstep: Class 2 contains 607 members Entering Unmasked Estep Score: -4985787.000000 Penalty: 1036.334473 Iteration 31Q: 3 clusters Score -4985787 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 87689 members Mstep: Class 2 contains 593 members Entering Unmasked Estep Score: -4985787.500000 Penalty: 1036.334473 Iteration 32Q: 3 clusters Score -4985788 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 87697 members Mstep: Class 2 contains 585 members Entering Unmasked Estep Score: -4985784.000000 Penalty: 1036.334473 Iteration 33Q: 3 clusters Score -4985784 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 87705 members Mstep: Class 2 contains 577 members Entering Unmasked Estep Score: -4985787.500000 Penalty: 1036.334473 Iteration 34Q: 3 clusters Score -4985788 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 87713 members Mstep: Class 2 contains 569 members Entering Unmasked Estep Score: -4985790.500000 Penalty: 1036.334473 Iteration 35Q: 3 clusters Score -4985790 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 87722 members Mstep: Class 2 contains 560 members Entering Unmasked Estep Score: -4985790.000000 Penalty: 1036.334473 Iteration 36Q: 3 clusters Score -4985790 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 87722 members Mstep: Class 2 contains 560 members Entering Unmasked Estep Score: -4985790.500000 Penalty: 1036.334473 Iteration 37Q: 3 clusters Score -4985790 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 87721 members Mstep: Class 2 contains 561 members Entering Unmasked Estep Score: -4985790.500000 Penalty: 1036.334473 Iteration 38Q: 3 clusters Score -4985790 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 87723 members Mstep: Class 2 contains 559 members Entering Unmasked Estep Score: -4985787.000000 Penalty: 1036.334473 Iteration 39Q: 3 clusters Score -4985787 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 87721 members Mstep: Class 2 contains 561 members Entering Unmasked Estep Score: -4985788.000000 Penalty: 1036.334473 Iteration 40F: 3 clusters Score -4985788 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 87720 members Mstep: Class 2 contains 562 members Entering Unmasked Estep Score: -4985785.500000 Penalty: 1036.334473 Iteration 41Q: 3 clusters Score -4985786 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 87717 members Mstep: Class 2 contains 565 members Entering Unmasked Estep Score: -4985789.000000 Penalty: 1036.334473 Iteration 42Q: 3 clusters Score -4985789 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 87718 members Mstep: Class 2 contains 564 members Entering Unmasked Estep Score: -4985787.000000 Penalty: 1036.334473 Iteration 43Q: 3 clusters Score -4985787 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 87719 members Mstep: Class 2 contains 563 members Entering Unmasked Estep Score: -4985788.500000 Penalty: 1036.334473 Iteration 44Q: 3 clusters Score -4985788 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 87719 members Mstep: Class 2 contains 563 members Entering Unmasked Estep Score: -4985789.000000 Penalty: 1036.334473 Iteration 45Q: 3 clusters Score -4985789 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 87720 members Mstep: Class 2 contains 562 members Entering Unmasked Estep Score: -4985790.500000 Penalty: 1036.334473 Iteration 46Q: 3 clusters Score -4985790 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 87721 members Mstep: Class 2 contains 561 members Entering Unmasked Estep Score: -4985790.500000 Penalty: 1036.334473 Iteration 47Q: 3 clusters Score -4985790 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 87721 members Mstep: Class 2 contains 561 members Entering Unmasked Estep Score: -4985790.500000 Penalty: 1036.334473 Iteration 48F: 3 clusters Score -4985790 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (2888 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2888 members Entering Unmasked Estep Score: -161040.000000 Penalty: 362.558533 Iteration 0F: 2 clusters Score -161040 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1471 members Mstep: Class 2 contains 1417 members Entering Unmasked Estep Score: -159044.171875 Penalty: 725.117065 Iteration 0F: 3 clusters Score -159044.2 nChanged 1256 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1575 members Mstep: Class 2 contains 1313 members Entering Unmasked Estep Score: -159892.953125 Penalty: 725.117065 Iteration 1F: 3 clusters Score -159893 nChanged 243 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1652 members Mstep: Class 2 contains 1236 members Entering Unmasked Estep Score: -160067.281250 Penalty: 725.117065 Iteration 2F: 3 clusters Score -160067.3 nChanged 203 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1745 members Mstep: Class 2 contains 1143 members Entering Unmasked Estep Score: -160215.546875 Penalty: 725.117065 Iteration 3F: 3 clusters Score -160215.5 nChanged 155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1826 members Mstep: Class 2 contains 1062 members Entering Unmasked Estep Score: -160322.625000 Penalty: 725.117065 Iteration 4F: 3 clusters Score -160322.6 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1906 members Mstep: Class 2 contains 982 members Entering Unmasked Estep Score: -160412.906250 Penalty: 725.117065 Iteration 5Q: 3 clusters Score -160412.9 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1954 members Mstep: Class 2 contains 934 members Entering Unmasked Estep Score: -160465.703125 Penalty: 725.117065 Iteration 6Q: 3 clusters Score -160465.7 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1997 members Mstep: Class 2 contains 891 members Entering Unmasked Estep Score: -160494.859375 Penalty: 725.117065 Iteration 7Q: 3 clusters Score -160494.9 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2039 members Mstep: Class 2 contains 849 members Entering Unmasked Estep Score: -160515.437500 Penalty: 725.117065 Iteration 8Q: 3 clusters Score -160515.4 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2079 members Mstep: Class 2 contains 809 members Entering Unmasked Estep Score: -160531.671875 Penalty: 725.117065 Iteration 9Q: 3 clusters Score -160531.7 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2123 members Mstep: Class 2 contains 765 members Entering Unmasked Estep Score: -160549.156250 Penalty: 725.117065 Iteration 10Q: 3 clusters Score -160549.2 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2166 members Mstep: Class 2 contains 722 members Entering Unmasked Estep Score: -160564.703125 Penalty: 725.117065 Iteration 11Q: 3 clusters Score -160564.7 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2198 members Mstep: Class 2 contains 690 members Entering Unmasked Estep Score: -160577.046875 Penalty: 725.117065 Iteration 12Q: 3 clusters Score -160577 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2230 members Mstep: Class 2 contains 658 members Entering Unmasked Estep Score: -160588.343750 Penalty: 725.117065 Iteration 13Q: 3 clusters Score -160588.3 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2258 members Mstep: Class 2 contains 630 members Entering Unmasked Estep Score: -160596.531250 Penalty: 725.117065 Iteration 14Q: 3 clusters Score -160596.5 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2274 members Mstep: Class 2 contains 614 members Entering Unmasked Estep Score: -160603.812500 Penalty: 725.117065 Iteration 15Q: 3 clusters Score -160603.8 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2295 members Mstep: Class 2 contains 593 members Entering Unmasked Estep Score: -160613.015625 Penalty: 725.117065 Iteration 16Q: 3 clusters Score -160613 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2319 members Mstep: Class 2 contains 569 members Entering Unmasked Estep Score: -160624.734375 Penalty: 725.117065 Iteration 17Q: 3 clusters Score -160624.7 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2343 members Mstep: Class 2 contains 545 members Entering Unmasked Estep Score: -160637.781250 Penalty: 725.117065 Iteration 18Q: 3 clusters Score -160637.8 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2364 members Mstep: Class 2 contains 524 members Entering Unmasked Estep Score: -160651.796875 Penalty: 725.117065 Iteration 19Q: 3 clusters Score -160651.8 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2387 members Mstep: Class 2 contains 501 members Entering Unmasked Estep Score: -160667.984375 Penalty: 725.117065 Iteration 20F: 3 clusters Score -160668 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2421 members Mstep: Class 2 contains 467 members Entering Unmasked Estep Score: -160686.046875 Penalty: 725.117065 Iteration 21Q: 3 clusters Score -160686 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2441 members Mstep: Class 2 contains 447 members Entering Unmasked Estep Score: -160702.343750 Penalty: 725.117065 Iteration 22Q: 3 clusters Score -160702.3 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2455 members Mstep: Class 2 contains 433 members Entering Unmasked Estep Score: -160711.859375 Penalty: 725.117065 Iteration 23Q: 3 clusters Score -160711.9 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2462 members Mstep: Class 2 contains 426 members Entering Unmasked Estep Score: -160718.234375 Penalty: 725.117065 Iteration 24Q: 3 clusters Score -160718.2 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2468 members Mstep: Class 2 contains 420 members Entering Unmasked Estep Score: -160722.640625 Penalty: 725.117065 Iteration 25Q: 3 clusters Score -160722.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2475 members Mstep: Class 2 contains 413 members Entering Unmasked Estep Score: -160724.546875 Penalty: 725.117065 Iteration 26Q: 3 clusters Score -160724.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2477 members Mstep: Class 2 contains 411 members Entering Unmasked Estep Score: -160725.859375 Penalty: 725.117065 Iteration 27Q: 3 clusters Score -160725.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2482 members Mstep: Class 2 contains 406 members Entering Unmasked Estep Score: -160727.187500 Penalty: 725.117065 Iteration 28Q: 3 clusters Score -160727.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2483 members Mstep: Class 2 contains 405 members Entering Unmasked Estep Score: -160728.015625 Penalty: 725.117065 Iteration 29Q: 3 clusters Score -160728 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2486 members Mstep: Class 2 contains 402 members Entering Unmasked Estep Score: -160728.968750 Penalty: 725.117065 Iteration 30Q: 3 clusters Score -160729 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2489 members Mstep: Class 2 contains 399 members Entering Unmasked Estep Score: -160732.218750 Penalty: 725.117065 Iteration 31Q: 3 clusters Score -160732.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2494 members Mstep: Class 2 contains 394 members Entering Unmasked Estep Score: -160735.093750 Penalty: 725.117065 Iteration 32Q: 3 clusters Score -160735.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2500 members Mstep: Class 2 contains 388 members Entering Unmasked Estep Score: -160740.484375 Penalty: 725.117065 Iteration 33Q: 3 clusters Score -160740.5 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2506 members Mstep: Class 2 contains 382 members Entering Unmasked Estep Score: -160747.906250 Penalty: 725.117065 Iteration 34Q: 3 clusters Score -160747.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2509 members Mstep: Class 2 contains 379 members Entering Unmasked Estep Score: -160749.296875 Penalty: 725.117065 Iteration 35Q: 3 clusters Score -160749.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2509 members Mstep: Class 2 contains 379 members Entering Unmasked Estep Score: -160749.781250 Penalty: 725.117065 Iteration 36Q: 3 clusters Score -160749.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2510 members Mstep: Class 2 contains 378 members Entering Unmasked Estep Score: -160750.171875 Penalty: 725.117065 Iteration 37Q: 3 clusters Score -160750.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2510 members Mstep: Class 2 contains 378 members Entering Unmasked Estep Score: -160750.171875 Penalty: 725.117065 Iteration 38F: 3 clusters Score -160750.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (3102 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3102 members Entering Unmasked Estep Score: -178488.906250 Penalty: 365.811005 Iteration 0F: 2 clusters Score -178488.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1535 members Mstep: Class 2 contains 1567 members Entering Unmasked Estep Score: -176327.890625 Penalty: 731.622009 Iteration 0F: 3 clusters Score -176327.9 nChanged 1378 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1339 members Mstep: Class 2 contains 1763 members Entering Unmasked Estep Score: -177166.015625 Penalty: 731.622009 Iteration 1F: 3 clusters Score -177166 nChanged 203 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1226 members Mstep: Class 2 contains 1876 members Entering Unmasked Estep Score: -177286.921875 Penalty: 731.622009 Iteration 2F: 3 clusters Score -177286.9 nChanged 182 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1122 members Mstep: Class 2 contains 1980 members Entering Unmasked Estep Score: -177406.625000 Penalty: 731.622009 Iteration 3F: 3 clusters Score -177406.6 nChanged 197 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1023 members Mstep: Class 2 contains 2079 members Entering Unmasked Estep Score: -177570.875000 Penalty: 731.622009 Iteration 4F: 3 clusters Score -177570.9 nChanged 188 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 919 members Mstep: Class 2 contains 2183 members Entering Unmasked Estep Score: -177725.140625 Penalty: 731.622009 Iteration 5F: 3 clusters Score -177725.1 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 836 members Mstep: Class 2 contains 2266 members Entering Unmasked Estep Score: -177834.156250 Penalty: 731.622009 Iteration 6Q: 3 clusters Score -177834.2 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 776 members Mstep: Class 2 contains 2326 members Entering Unmasked Estep Score: -177898.562500 Penalty: 731.622009 Iteration 7Q: 3 clusters Score -177898.6 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 728 members Mstep: Class 2 contains 2374 members Entering Unmasked Estep Score: -177939.250000 Penalty: 731.622009 Iteration 8Q: 3 clusters Score -177939.2 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 678 members Mstep: Class 2 contains 2424 members Entering Unmasked Estep Score: -177971.671875 Penalty: 731.622009 Iteration 9Q: 3 clusters Score -177971.7 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 649 members Mstep: Class 2 contains 2453 members Entering Unmasked Estep Score: -177983.609375 Penalty: 731.622009 Iteration 10Q: 3 clusters Score -177983.6 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 622 members Mstep: Class 2 contains 2480 members Entering Unmasked Estep Score: -177993.296875 Penalty: 731.622009 Iteration 11Q: 3 clusters Score -177993.3 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 596 members Mstep: Class 2 contains 2506 members Entering Unmasked Estep Score: -178003.125000 Penalty: 731.622009 Iteration 12Q: 3 clusters Score -178003.1 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 569 members Mstep: Class 2 contains 2533 members Entering Unmasked Estep Score: -178012.750000 Penalty: 731.622009 Iteration 13Q: 3 clusters Score -178012.8 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 553 members Mstep: Class 2 contains 2549 members Entering Unmasked Estep Score: -178018.859375 Penalty: 731.622009 Iteration 14Q: 3 clusters Score -178018.9 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 534 members Mstep: Class 2 contains 2568 members Entering Unmasked Estep Score: -178023.703125 Penalty: 731.622009 Iteration 15Q: 3 clusters Score -178023.7 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 516 members Mstep: Class 2 contains 2586 members Entering Unmasked Estep Score: -178030.015625 Penalty: 731.622009 Iteration 16Q: 3 clusters Score -178030 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 496 members Mstep: Class 2 contains 2606 members Entering Unmasked Estep Score: -178037.421875 Penalty: 731.622009 Iteration 17Q: 3 clusters Score -178037.4 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 468 members Mstep: Class 2 contains 2634 members Entering Unmasked Estep Score: -178049.187500 Penalty: 731.622009 Iteration 18Q: 3 clusters Score -178049.2 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 446 members Mstep: Class 2 contains 2656 members Entering Unmasked Estep Score: -178056.609375 Penalty: 731.622009 Iteration 19Q: 3 clusters Score -178056.6 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 431 members Mstep: Class 2 contains 2671 members Entering Unmasked Estep Score: -178060.515625 Penalty: 731.622009 Iteration 20F: 3 clusters Score -178060.5 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 421 members Mstep: Class 2 contains 2681 members Entering Unmasked Estep Score: -178063.656250 Penalty: 731.622009 Iteration 21Q: 3 clusters Score -178063.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 411 members Mstep: Class 2 contains 2691 members Entering Unmasked Estep Score: -178067.562500 Penalty: 731.622009 Iteration 22Q: 3 clusters Score -178067.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 404 members Mstep: Class 2 contains 2698 members Entering Unmasked Estep Score: -178069.718750 Penalty: 731.622009 Iteration 23Q: 3 clusters Score -178069.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 398 members Mstep: Class 2 contains 2704 members Entering Unmasked Estep Score: -178072.328125 Penalty: 731.622009 Iteration 24Q: 3 clusters Score -178072.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 393 members Mstep: Class 2 contains 2709 members Entering Unmasked Estep Score: -178073.390625 Penalty: 731.622009 Iteration 25Q: 3 clusters Score -178073.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 389 members Mstep: Class 2 contains 2713 members Entering Unmasked Estep Score: -178074.000000 Penalty: 731.622009 Iteration 26Q: 3 clusters Score -178074 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 386 members Mstep: Class 2 contains 2716 members Entering Unmasked Estep Score: -178074.593750 Penalty: 731.622009 Iteration 27Q: 3 clusters Score -178074.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 382 members Mstep: Class 2 contains 2720 members Entering Unmasked Estep Score: -178075.468750 Penalty: 731.622009 Iteration 28Q: 3 clusters Score -178075.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 378 members Mstep: Class 2 contains 2724 members Entering Unmasked Estep Score: -178076.328125 Penalty: 731.622009 Iteration 29Q: 3 clusters Score -178076.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 373 members Mstep: Class 2 contains 2729 members Entering Unmasked Estep Score: -178076.546875 Penalty: 731.622009 Iteration 30Q: 3 clusters Score -178076.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 372 members Mstep: Class 2 contains 2730 members Entering Unmasked Estep Score: -178076.562500 Penalty: 731.622009 Iteration 31Q: 3 clusters Score -178076.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 372 members Mstep: Class 2 contains 2730 members Entering Unmasked Estep Score: -178076.562500 Penalty: 731.622009 Iteration 32F: 3 clusters Score -178076.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (2200 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2200 members Entering Unmasked Estep Score: -124021.421875 Penalty: 350.177673 Iteration 0F: 2 clusters Score -124021.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1095 members Mstep: Class 2 contains 1105 members Entering Unmasked Estep Score: -122493.734375 Penalty: 700.355347 Iteration 0F: 3 clusters Score -122493.7 nChanged 940 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1169 members Mstep: Class 2 contains 1031 members Entering Unmasked Estep Score: -123066.031250 Penalty: 700.355347 Iteration 1F: 3 clusters Score -123066 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1195 members Mstep: Class 2 contains 1005 members Entering Unmasked Estep Score: -123156.523438 Penalty: 700.355347 Iteration 2F: 3 clusters Score -123156.5 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1211 members Mstep: Class 2 contains 989 members Entering Unmasked Estep Score: -123209.796875 Penalty: 700.355347 Iteration 3Q: 3 clusters Score -123209.8 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1222 members Mstep: Class 2 contains 978 members Entering Unmasked Estep Score: -123246.875000 Penalty: 700.355347 Iteration 4Q: 3 clusters Score -123246.9 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1243 members Mstep: Class 2 contains 957 members Entering Unmasked Estep Score: -123273.546875 Penalty: 700.355347 Iteration 5Q: 3 clusters Score -123273.5 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1268 members Mstep: Class 2 contains 932 members Entering Unmasked Estep Score: -123295.875000 Penalty: 700.355347 Iteration 6Q: 3 clusters Score -123295.9 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1300 members Mstep: Class 2 contains 900 members Entering Unmasked Estep Score: -123319.468750 Penalty: 700.355347 Iteration 7Q: 3 clusters Score -123319.5 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1328 members Mstep: Class 2 contains 872 members Entering Unmasked Estep Score: -123346.195312 Penalty: 700.355347 Iteration 8Q: 3 clusters Score -123346.2 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1362 members Mstep: Class 2 contains 838 members Entering Unmasked Estep Score: -123372.617188 Penalty: 700.355347 Iteration 9Q: 3 clusters Score -123372.6 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1402 members Mstep: Class 2 contains 798 members Entering Unmasked Estep Score: -123398.226562 Penalty: 700.355347 Iteration 10Q: 3 clusters Score -123398.2 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1435 members Mstep: Class 2 contains 765 members Entering Unmasked Estep Score: -123421.437500 Penalty: 700.355347 Iteration 11Q: 3 clusters Score -123421.4 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1463 members Mstep: Class 2 contains 737 members Entering Unmasked Estep Score: -123442.687500 Penalty: 700.355347 Iteration 12Q: 3 clusters Score -123442.7 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1484 members Mstep: Class 2 contains 716 members Entering Unmasked Estep Score: -123457.226562 Penalty: 700.355347 Iteration 13Q: 3 clusters Score -123457.2 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1514 members Mstep: Class 2 contains 686 members Entering Unmasked Estep Score: -123475.765625 Penalty: 700.355347 Iteration 14Q: 3 clusters Score -123475.8 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1545 members Mstep: Class 2 contains 655 members Entering Unmasked Estep Score: -123496.390625 Penalty: 700.355347 Iteration 15Q: 3 clusters Score -123496.4 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1564 members Mstep: Class 2 contains 636 members Entering Unmasked Estep Score: -123515.328125 Penalty: 700.355347 Iteration 16Q: 3 clusters Score -123515.3 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1587 members Mstep: Class 2 contains 613 members Entering Unmasked Estep Score: -123544.812500 Penalty: 700.355347 Iteration 17Q: 3 clusters Score -123544.8 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1611 members Mstep: Class 2 contains 589 members Entering Unmasked Estep Score: -123579.281250 Penalty: 700.355347 Iteration 18Q: 3 clusters Score -123579.3 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1633 members Mstep: Class 2 contains 567 members Entering Unmasked Estep Score: -123606.531250 Penalty: 700.355347 Iteration 19Q: 3 clusters Score -123606.5 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1655 members Mstep: Class 2 contains 545 members Entering Unmasked Estep Score: -123625.562500 Penalty: 700.355347 Iteration 20F: 3 clusters Score -123625.6 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1671 members Mstep: Class 2 contains 529 members Entering Unmasked Estep Score: -123636.203125 Penalty: 700.355347 Iteration 21Q: 3 clusters Score -123636.2 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1692 members Mstep: Class 2 contains 508 members Entering Unmasked Estep Score: -123650.000000 Penalty: 700.355347 Iteration 22Q: 3 clusters Score -123650 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1711 members Mstep: Class 2 contains 489 members Entering Unmasked Estep Score: -123661.773438 Penalty: 700.355347 Iteration 23Q: 3 clusters Score -123661.8 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1725 members Mstep: Class 2 contains 475 members Entering Unmasked Estep Score: -123673.156250 Penalty: 700.355347 Iteration 24Q: 3 clusters Score -123673.2 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1746 members Mstep: Class 2 contains 454 members Entering Unmasked Estep Score: -123691.742188 Penalty: 700.355347 Iteration 25Q: 3 clusters Score -123691.7 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1765 members Mstep: Class 2 contains 435 members Entering Unmasked Estep Score: -123707.476562 Penalty: 700.355347 Iteration 26Q: 3 clusters Score -123707.5 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1780 members Mstep: Class 2 contains 420 members Entering Unmasked Estep Score: -123715.984375 Penalty: 700.355347 Iteration 27Q: 3 clusters Score -123716 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1789 members Mstep: Class 2 contains 411 members Entering Unmasked Estep Score: -123719.257812 Penalty: 700.355347 Iteration 28Q: 3 clusters Score -123719.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1795 members Mstep: Class 2 contains 405 members Entering Unmasked Estep Score: -123721.476562 Penalty: 700.355347 Iteration 29Q: 3 clusters Score -123721.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1800 members Mstep: Class 2 contains 400 members Entering Unmasked Estep Score: -123722.429688 Penalty: 700.355347 Iteration 30Q: 3 clusters Score -123722.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1803 members Mstep: Class 2 contains 397 members Entering Unmasked Estep Score: -123723.515625 Penalty: 700.355347 Iteration 31Q: 3 clusters Score -123723.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1807 members Mstep: Class 2 contains 393 members Entering Unmasked Estep Score: -123724.000000 Penalty: 700.355347 Iteration 32Q: 3 clusters Score -123724 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1812 members Mstep: Class 2 contains 388 members Entering Unmasked Estep Score: -123725.570312 Penalty: 700.355347 Iteration 33Q: 3 clusters Score -123725.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1814 members Mstep: Class 2 contains 386 members Entering Unmasked Estep Score: -123725.789062 Penalty: 700.355347 Iteration 34Q: 3 clusters Score -123725.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1817 members Mstep: Class 2 contains 383 members Entering Unmasked Estep Score: -123726.101562 Penalty: 700.355347 Iteration 35Q: 3 clusters Score -123726.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1818 members Mstep: Class 2 contains 382 members Entering Unmasked Estep Score: -123726.078125 Penalty: 700.355347 Iteration 36Q: 3 clusters Score -123726.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1818 members Mstep: Class 2 contains 382 members Entering Unmasked Estep Score: -123726.078125 Penalty: 700.355347 Iteration 37F: 3 clusters Score -123726.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (27228 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27228 members Entering Unmasked Estep Score: -1553224.125000 Penalty: 464.646027 Iteration 0F: 2 clusters Score -1553224 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13539 members Mstep: Class 2 contains 13689 members Entering Unmasked Estep Score: -1535035.250000 Penalty: 929.292053 Iteration 0F: 3 clusters Score -1535035 nChanged 13011 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11822 members Mstep: Class 2 contains 15406 members Entering Unmasked Estep Score: -1543456.375000 Penalty: 929.292053 Iteration 1F: 3 clusters Score -1543456 nChanged 1764 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10870 members Mstep: Class 2 contains 16358 members Entering Unmasked Estep Score: -1544451.875000 Penalty: 929.292053 Iteration 2F: 3 clusters Score -1544452 nChanged 1835 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9685 members Mstep: Class 2 contains 17543 members Entering Unmasked Estep Score: -1545741.625000 Penalty: 929.292053 Iteration 3F: 3 clusters Score -1545742 nChanged 1838 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8333 members Mstep: Class 2 contains 18895 members Entering Unmasked Estep Score: -1547320.875000 Penalty: 929.292053 Iteration 4F: 3 clusters Score -1547321 nChanged 1593 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7194 members Mstep: Class 2 contains 20034 members Entering Unmasked Estep Score: -1548711.000000 Penalty: 929.292053 Iteration 5F: 3 clusters Score -1548711 nChanged 1260 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6348 members Mstep: Class 2 contains 20880 members Entering Unmasked Estep Score: -1549591.125000 Penalty: 929.292053 Iteration 6Q: 3 clusters Score -1549591 nChanged 926 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5668 members Mstep: Class 2 contains 21560 members Entering Unmasked Estep Score: -1550121.125000 Penalty: 929.292053 Iteration 7Q: 3 clusters Score -1550121 nChanged 714 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5074 members Mstep: Class 2 contains 22154 members Entering Unmasked Estep Score: -1550455.375000 Penalty: 929.292053 Iteration 8Q: 3 clusters Score -1550455 nChanged 597 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4511 members Mstep: Class 2 contains 22717 members Entering Unmasked Estep Score: -1550718.625000 Penalty: 929.292053 Iteration 9Q: 3 clusters Score -1550719 nChanged 533 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3980 members Mstep: Class 2 contains 23248 members Entering Unmasked Estep Score: -1550964.750000 Penalty: 929.292053 Iteration 10Q: 3 clusters Score -1550965 nChanged 507 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3473 members Mstep: Class 2 contains 23755 members Entering Unmasked Estep Score: -1551201.250000 Penalty: 929.292053 Iteration 11Q: 3 clusters Score -1551201 nChanged 458 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3015 members Mstep: Class 2 contains 24213 members Entering Unmasked Estep Score: -1551422.125000 Penalty: 929.292053 Iteration 12Q: 3 clusters Score -1551422 nChanged 429 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2586 members Mstep: Class 2 contains 24642 members Entering Unmasked Estep Score: -1551638.625000 Penalty: 929.292053 Iteration 13Q: 3 clusters Score -1551639 nChanged 370 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2216 members Mstep: Class 2 contains 25012 members Entering Unmasked Estep Score: -1551828.000000 Penalty: 929.292053 Iteration 14Q: 3 clusters Score -1551828 nChanged 300 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1916 members Mstep: Class 2 contains 25312 members Entering Unmasked Estep Score: -1551997.500000 Penalty: 929.292053 Iteration 15Q: 3 clusters Score -1551998 nChanged 295 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1625 members Mstep: Class 2 contains 25603 members Entering Unmasked Estep Score: -1552176.375000 Penalty: 929.292053 Iteration 16Q: 3 clusters Score -1552176 nChanged 250 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1379 members Mstep: Class 2 contains 25849 members Entering Unmasked Estep Score: -1552358.000000 Penalty: 929.292053 Iteration 17Q: 3 clusters Score -1552358 nChanged 211 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1178 members Mstep: Class 2 contains 26050 members Entering Unmasked Estep Score: -1552549.000000 Penalty: 929.292053 Iteration 18Q: 3 clusters Score -1552549 nChanged 164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1028 members Mstep: Class 2 contains 26200 members Entering Unmasked Estep Score: -1552687.625000 Penalty: 929.292053 Iteration 19Q: 3 clusters Score -1552688 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 919 members Mstep: Class 2 contains 26309 members Entering Unmasked Estep Score: -1552775.750000 Penalty: 929.292053 Iteration 20F: 3 clusters Score -1552776 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 843 members Mstep: Class 2 contains 26385 members Entering Unmasked Estep Score: -1552818.125000 Penalty: 929.292053 Iteration 21Q: 3 clusters Score -1552818 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 791 members Mstep: Class 2 contains 26437 members Entering Unmasked Estep Score: -1552849.125000 Penalty: 929.292053 Iteration 22Q: 3 clusters Score -1552849 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 736 members Mstep: Class 2 contains 26492 members Entering Unmasked Estep Score: -1552870.500000 Penalty: 929.292053 Iteration 23Q: 3 clusters Score -1552870 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 688 members Mstep: Class 2 contains 26540 members Entering Unmasked Estep Score: -1552895.125000 Penalty: 929.292053 Iteration 24Q: 3 clusters Score -1552895 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 654 members Mstep: Class 2 contains 26574 members Entering Unmasked Estep Score: -1552905.000000 Penalty: 929.292053 Iteration 25Q: 3 clusters Score -1552905 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 630 members Mstep: Class 2 contains 26598 members Entering Unmasked Estep Score: -1552916.625000 Penalty: 929.292053 Iteration 26Q: 3 clusters Score -1552917 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 605 members Mstep: Class 2 contains 26623 members Entering Unmasked Estep Score: -1552925.625000 Penalty: 929.292053 Iteration 27Q: 3 clusters Score -1552926 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 583 members Mstep: Class 2 contains 26645 members Entering Unmasked Estep Score: -1552932.750000 Penalty: 929.292053 Iteration 28Q: 3 clusters Score -1552933 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 569 members Mstep: Class 2 contains 26659 members Entering Unmasked Estep Score: -1552938.250000 Penalty: 929.292053 Iteration 29Q: 3 clusters Score -1552938 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 561 members Mstep: Class 2 contains 26667 members Entering Unmasked Estep Score: -1552941.625000 Penalty: 929.292053 Iteration 30Q: 3 clusters Score -1552942 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 560 members Mstep: Class 2 contains 26668 members Entering Unmasked Estep Score: -1552940.875000 Penalty: 929.292053 Iteration 31Q: 3 clusters Score -1552941 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 560 members Mstep: Class 2 contains 26668 members Entering Unmasked Estep Score: -1552940.875000 Penalty: 929.292053 Iteration 32F: 3 clusters Score -1552941 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (592 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 592 members Entering Unmasked Estep Score: -26993.773438 Penalty: 290.449554 Iteration 0F: 2 clusters Score -26993.77 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 297 members Mstep: Class 2 contains 295 members Entering Unmasked Estep Score: -26464.574219 Penalty: 580.899109 Iteration 0F: 3 clusters Score -26464.57 nChanged 219 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 280 members Mstep: Class 2 contains 312 members Entering Unmasked Estep Score: -26748.927734 Penalty: 580.899109 Iteration 1F: 3 clusters Score -26748.93 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 247 members Mstep: Class 2 contains 345 members Entering Unmasked Estep Score: -26849.265625 Penalty: 580.899109 Iteration 2F: 3 clusters Score -26849.27 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 227 members Mstep: Class 2 contains 365 members Entering Unmasked Estep Score: -26915.861328 Penalty: 580.899109 Iteration 3F: 3 clusters Score -26915.86 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 216 members Mstep: Class 2 contains 376 members Entering Unmasked Estep Score: -26942.121094 Penalty: 580.899109 Iteration 4Q: 3 clusters Score -26942.12 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 204 members Mstep: Class 2 contains 388 members Entering Unmasked Estep Score: -26956.203125 Penalty: 580.899109 Iteration 5Q: 3 clusters Score -26956.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 198 members Mstep: Class 2 contains 394 members Entering Unmasked Estep Score: -26966.056641 Penalty: 580.899109 Iteration 6Q: 3 clusters Score -26966.06 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 196 members Mstep: Class 2 contains 396 members Entering Unmasked Estep Score: -26968.589844 Penalty: 580.899109 Iteration 7Q: 3 clusters Score -26968.59 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 196 members Mstep: Class 2 contains 396 members Entering Unmasked Estep Score: -26969.140625 Penalty: 580.899109 Iteration 8Q: 3 clusters Score -26969.14 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 196 members Mstep: Class 2 contains 396 members Entering Unmasked Estep Score: -26969.140625 Penalty: 580.899109 Iteration 9F: 3 clusters Score -26969.14 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (19944 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19944 members Entering Unmasked Estep Score: -1134334.000000 Penalty: 450.481110 Iteration 0F: 2 clusters Score -1134334 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10013 members Mstep: Class 2 contains 9931 members Entering Unmasked Estep Score: -1121173.625000 Penalty: 900.962219 Iteration 0F: 3 clusters Score -1121174 nChanged 9451 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10988 members Mstep: Class 2 contains 8956 members Entering Unmasked Estep Score: -1126487.625000 Penalty: 900.962219 Iteration 1F: 3 clusters Score -1126488 nChanged 1079 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11679 members Mstep: Class 2 contains 8265 members Entering Unmasked Estep Score: -1126943.875000 Penalty: 900.962219 Iteration 2F: 3 clusters Score -1126944 nChanged 1306 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12703 members Mstep: Class 2 contains 7241 members Entering Unmasked Estep Score: -1127641.375000 Penalty: 900.962219 Iteration 3F: 3 clusters Score -1127641 nChanged 1549 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14044 members Mstep: Class 2 contains 5900 members Entering Unmasked Estep Score: -1128712.250000 Penalty: 900.962219 Iteration 4F: 3 clusters Score -1128712 nChanged 1630 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15506 members Mstep: Class 2 contains 4438 members Entering Unmasked Estep Score: -1130033.500000 Penalty: 900.962219 Iteration 5F: 3 clusters Score -1130034 nChanged 1535 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16927 members Mstep: Class 2 contains 3017 members Entering Unmasked Estep Score: -1131405.375000 Penalty: 900.962219 Iteration 6F: 3 clusters Score -1131405 nChanged 1169 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18036 members Mstep: Class 2 contains 1908 members Entering Unmasked Estep Score: -1132469.500000 Penalty: 900.962219 Iteration 7F: 3 clusters Score -1132470 nChanged 738 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18748 members Mstep: Class 2 contains 1196 members Entering Unmasked Estep Score: -1133119.500000 Penalty: 900.962219 Iteration 8Q: 3 clusters Score -1133120 nChanged 411 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19147 members Mstep: Class 2 contains 797 members Entering Unmasked Estep Score: -1133459.625000 Penalty: 900.962219 Iteration 9Q: 3 clusters Score -1133460 nChanged 236 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19377 members Mstep: Class 2 contains 567 members Entering Unmasked Estep Score: -1133652.625000 Penalty: 900.962219 Iteration 10Q: 3 clusters Score -1133653 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19496 members Mstep: Class 2 contains 448 members Entering Unmasked Estep Score: -1133761.875000 Penalty: 900.962219 Iteration 11Q: 3 clusters Score -1133762 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19565 members Mstep: Class 2 contains 379 members Entering Unmasked Estep Score: -1133829.000000 Penalty: 900.962219 Iteration 12Q: 3 clusters Score -1133829 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19594 members Mstep: Class 2 contains 350 members Entering Unmasked Estep Score: -1133865.500000 Penalty: 900.962219 Iteration 13Q: 3 clusters Score -1133866 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19613 members Mstep: Class 2 contains 331 members Entering Unmasked Estep Score: -1133882.750000 Penalty: 900.962219 Iteration 14Q: 3 clusters Score -1133883 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19636 members Mstep: Class 2 contains 308 members Entering Unmasked Estep Score: -1133901.750000 Penalty: 900.962219 Iteration 15Q: 3 clusters Score -1133902 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19655 members Mstep: Class 2 contains 289 members Entering Unmasked Estep Score: -1133911.000000 Penalty: 900.962219 Iteration 16Q: 3 clusters Score -1133911 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19666 members Mstep: Class 2 contains 278 members Entering Unmasked Estep Score: -1133919.125000 Penalty: 900.962219 Iteration 17Q: 3 clusters Score -1133919 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19673 members Mstep: Class 2 contains 271 members Entering Unmasked Estep Score: -1133922.000000 Penalty: 900.962219 Iteration 18Q: 3 clusters Score -1133922 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19685 members Mstep: Class 2 contains 259 members Entering Unmasked Estep Score: -1133927.625000 Penalty: 900.962219 Iteration 19Q: 3 clusters Score -1133928 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19694 members Mstep: Class 2 contains 250 members Entering Unmasked Estep Score: -1133929.500000 Penalty: 900.962219 Iteration 20F: 3 clusters Score -1133930 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19700 members Mstep: Class 2 contains 244 members Entering Unmasked Estep Score: -1133931.750000 Penalty: 900.962219 Iteration 21Q: 3 clusters Score -1133932 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19704 members Mstep: Class 2 contains 240 members Entering Unmasked Estep Score: -1133931.375000 Penalty: 900.962219 Iteration 22Q: 3 clusters Score -1133931 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19707 members Mstep: Class 2 contains 237 members Entering Unmasked Estep Score: -1133932.875000 Penalty: 900.962219 Iteration 23Q: 3 clusters Score -1133933 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19711 members Mstep: Class 2 contains 233 members Entering Unmasked Estep Score: -1133935.750000 Penalty: 900.962219 Iteration 24Q: 3 clusters Score -1133936 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19718 members Mstep: Class 2 contains 226 members Entering Unmasked Estep Score: -1133941.125000 Penalty: 900.962219 Iteration 25Q: 3 clusters Score -1133941 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19724 members Mstep: Class 2 contains 220 members Entering Unmasked Estep Score: -1133944.000000 Penalty: 900.962219 Iteration 26Q: 3 clusters Score -1133944 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19729 members Mstep: Class 2 contains 215 members Entering Unmasked Estep Score: -1133946.250000 Penalty: 900.962219 Iteration 27Q: 3 clusters Score -1133946 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19733 members Mstep: Class 2 contains 211 members Entering Unmasked Estep Score: -1133949.500000 Penalty: 900.962219 Iteration 28Q: 3 clusters Score -1133950 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19735 members Mstep: Class 2 contains 209 members Entering Unmasked Estep Score: -1133950.625000 Penalty: 900.962219 Iteration 29Q: 3 clusters Score -1133951 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19735 members Mstep: Class 2 contains 209 members Entering Unmasked Estep Score: -1133950.625000 Penalty: 900.962219 Iteration 30F: 3 clusters Score -1133951 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (962 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 962 members Entering Unmasked Estep Score: -54457.351562 Penalty: 312.540161 Iteration 0F: 2 clusters Score -54457.35 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 467 members Mstep: Class 2 contains 495 members Entering Unmasked Estep Score: -53675.757812 Penalty: 625.080322 Iteration 0F: 3 clusters Score -53675.76 nChanged 355 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 428 members Mstep: Class 2 contains 534 members Entering Unmasked Estep Score: -53941.937500 Penalty: 625.080322 Iteration 1F: 3 clusters Score -53941.94 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 428 members Mstep: Class 2 contains 534 members Entering Unmasked Estep Score: -54011.292969 Penalty: 625.080322 Iteration 2F: 3 clusters Score -54011.29 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 429 members Mstep: Class 2 contains 533 members Entering Unmasked Estep Score: -54057.464844 Penalty: 625.080322 Iteration 3F: 3 clusters Score -54057.46 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 433 members Mstep: Class 2 contains 529 members Entering Unmasked Estep Score: -54091.085938 Penalty: 625.080322 Iteration 4Q: 3 clusters Score -54091.09 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 437 members Mstep: Class 2 contains 525 members Entering Unmasked Estep Score: -54126.261719 Penalty: 625.080322 Iteration 5Q: 3 clusters Score -54126.26 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 446 members Mstep: Class 2 contains 516 members Entering Unmasked Estep Score: -54160.308594 Penalty: 625.080322 Iteration 6Q: 3 clusters Score -54160.31 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 448 members Mstep: Class 2 contains 514 members Entering Unmasked Estep Score: -54192.109375 Penalty: 625.080322 Iteration 7Q: 3 clusters Score -54192.11 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 452 members Mstep: Class 2 contains 510 members Entering Unmasked Estep Score: -54230.308594 Penalty: 625.080322 Iteration 8Q: 3 clusters Score -54230.31 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 462 members Mstep: Class 2 contains 500 members Entering Unmasked Estep Score: -54260.214844 Penalty: 625.080322 Iteration 9Q: 3 clusters Score -54260.21 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 463 members Mstep: Class 2 contains 499 members Entering Unmasked Estep Score: -54282.886719 Penalty: 625.080322 Iteration 10Q: 3 clusters Score -54282.89 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 468 members Mstep: Class 2 contains 494 members Entering Unmasked Estep Score: -54296.976562 Penalty: 625.080322 Iteration 11Q: 3 clusters Score -54296.98 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 468 members Mstep: Class 2 contains 494 members Entering Unmasked Estep Score: -54304.519531 Penalty: 625.080322 Iteration 12Q: 3 clusters Score -54304.52 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 469 members Mstep: Class 2 contains 493 members Entering Unmasked Estep Score: -54311.707031 Penalty: 625.080322 Iteration 13Q: 3 clusters Score -54311.71 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 473 members Mstep: Class 2 contains 489 members Entering Unmasked Estep Score: -54316.671875 Penalty: 625.080322 Iteration 14Q: 3 clusters Score -54316.67 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 477 members Mstep: Class 2 contains 485 members Entering Unmasked Estep Score: -54322.519531 Penalty: 625.080322 Iteration 15Q: 3 clusters Score -54322.52 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 481 members Mstep: Class 2 contains 481 members Entering Unmasked Estep Score: -54325.500000 Penalty: 625.080322 Iteration 16Q: 3 clusters Score -54325.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 481 members Mstep: Class 2 contains 481 members Entering Unmasked Estep Score: -54328.117188 Penalty: 625.080322 Iteration 17Q: 3 clusters Score -54328.12 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 482 members Mstep: Class 2 contains 480 members Entering Unmasked Estep Score: -54333.890625 Penalty: 625.080322 Iteration 18Q: 3 clusters Score -54333.89 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 483 members Mstep: Class 2 contains 479 members Entering Unmasked Estep Score: -54338.222656 Penalty: 625.080322 Iteration 19Q: 3 clusters Score -54338.22 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 481 members Mstep: Class 2 contains 481 members Entering Unmasked Estep Score: -54343.078125 Penalty: 625.080322 Iteration 20F: 3 clusters Score -54343.08 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 476 members Mstep: Class 2 contains 486 members Entering Unmasked Estep Score: -54348.488281 Penalty: 625.080322 Iteration 21Q: 3 clusters Score -54348.49 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 475 members Mstep: Class 2 contains 487 members Entering Unmasked Estep Score: -54351.136719 Penalty: 625.080322 Iteration 22Q: 3 clusters Score -54351.14 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 474 members Mstep: Class 2 contains 488 members Entering Unmasked Estep Score: -54353.289062 Penalty: 625.080322 Iteration 23Q: 3 clusters Score -54353.29 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 471 members Mstep: Class 2 contains 491 members Entering Unmasked Estep Score: -54354.242188 Penalty: 625.080322 Iteration 24Q: 3 clusters Score -54354.24 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 469 members Mstep: Class 2 contains 493 members Entering Unmasked Estep Score: -54354.937500 Penalty: 625.080322 Iteration 25Q: 3 clusters Score -54354.94 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 467 members Mstep: Class 2 contains 495 members Entering Unmasked Estep Score: -54355.617188 Penalty: 625.080322 Iteration 26Q: 3 clusters Score -54355.62 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 466 members Mstep: Class 2 contains 496 members Entering Unmasked Estep Score: -54355.812500 Penalty: 625.080322 Iteration 27Q: 3 clusters Score -54355.81 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 466 members Mstep: Class 2 contains 496 members Entering Unmasked Estep Score: -54355.812500 Penalty: 625.080322 Iteration 28F: 3 clusters Score -54355.81 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (9140 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9140 members Entering Unmasked Estep Score: -467097.375000 Penalty: 414.978912 Iteration 0F: 2 clusters Score -467097.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4560 members Mstep: Class 2 contains 4580 members Entering Unmasked Estep Score: -460938.343750 Penalty: 829.957825 Iteration 0F: 3 clusters Score -460938.3 nChanged 4244 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4540 members Mstep: Class 2 contains 4600 members Entering Unmasked Estep Score: -463696.062500 Penalty: 829.957825 Iteration 1F: 3 clusters Score -463696.1 nChanged 664 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4674 members Mstep: Class 2 contains 4466 members Entering Unmasked Estep Score: -464171.187500 Penalty: 829.957825 Iteration 2F: 3 clusters Score -464171.2 nChanged 716 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4876 members Mstep: Class 2 contains 4264 members Entering Unmasked Estep Score: -464750.656250 Penalty: 829.957825 Iteration 3F: 3 clusters Score -464750.7 nChanged 761 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5143 members Mstep: Class 2 contains 3997 members Entering Unmasked Estep Score: -465295.562500 Penalty: 829.957825 Iteration 4F: 3 clusters Score -465295.6 nChanged 626 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5379 members Mstep: Class 2 contains 3761 members Entering Unmasked Estep Score: -465726.937500 Penalty: 829.957825 Iteration 5F: 3 clusters Score -465726.9 nChanged 443 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5538 members Mstep: Class 2 contains 3602 members Entering Unmasked Estep Score: -465977.156250 Penalty: 829.957825 Iteration 6Q: 3 clusters Score -465977.2 nChanged 259 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5661 members Mstep: Class 2 contains 3479 members Entering Unmasked Estep Score: -466086.875000 Penalty: 829.957825 Iteration 7Q: 3 clusters Score -466086.9 nChanged 174 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5771 members Mstep: Class 2 contains 3369 members Entering Unmasked Estep Score: -466142.187500 Penalty: 829.957825 Iteration 8Q: 3 clusters Score -466142.2 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5872 members Mstep: Class 2 contains 3268 members Entering Unmasked Estep Score: -466173.781250 Penalty: 829.957825 Iteration 9Q: 3 clusters Score -466173.8 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5980 members Mstep: Class 2 contains 3160 members Entering Unmasked Estep Score: -466212.531250 Penalty: 829.957825 Iteration 10Q: 3 clusters Score -466212.5 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6097 members Mstep: Class 2 contains 3043 members Entering Unmasked Estep Score: -466246.656250 Penalty: 829.957825 Iteration 11Q: 3 clusters Score -466246.7 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6217 members Mstep: Class 2 contains 2923 members Entering Unmasked Estep Score: -466285.718750 Penalty: 829.957825 Iteration 12Q: 3 clusters Score -466285.7 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6357 members Mstep: Class 2 contains 2783 members Entering Unmasked Estep Score: -466338.093750 Penalty: 829.957825 Iteration 13Q: 3 clusters Score -466338.1 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6500 members Mstep: Class 2 contains 2640 members Entering Unmasked Estep Score: -466394.187500 Penalty: 829.957825 Iteration 14Q: 3 clusters Score -466394.2 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6624 members Mstep: Class 2 contains 2516 members Entering Unmasked Estep Score: -466442.781250 Penalty: 829.957825 Iteration 15Q: 3 clusters Score -466442.8 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6763 members Mstep: Class 2 contains 2377 members Entering Unmasked Estep Score: -466502.156250 Penalty: 829.957825 Iteration 16Q: 3 clusters Score -466502.2 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6900 members Mstep: Class 2 contains 2240 members Entering Unmasked Estep Score: -466563.218750 Penalty: 829.957825 Iteration 17Q: 3 clusters Score -466563.2 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7047 members Mstep: Class 2 contains 2093 members Entering Unmasked Estep Score: -466640.906250 Penalty: 829.957825 Iteration 18Q: 3 clusters Score -466640.9 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7184 members Mstep: Class 2 contains 1956 members Entering Unmasked Estep Score: -466709.343750 Penalty: 829.957825 Iteration 19Q: 3 clusters Score -466709.3 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7326 members Mstep: Class 2 contains 1814 members Entering Unmasked Estep Score: -466792.812500 Penalty: 829.957825 Iteration 20F: 3 clusters Score -466792.8 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7454 members Mstep: Class 2 contains 1686 members Entering Unmasked Estep Score: -466858.468750 Penalty: 829.957825 Iteration 21Q: 3 clusters Score -466858.5 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7559 members Mstep: Class 2 contains 1581 members Entering Unmasked Estep Score: -466905.625000 Penalty: 829.957825 Iteration 22Q: 3 clusters Score -466905.6 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7639 members Mstep: Class 2 contains 1501 members Entering Unmasked Estep Score: -466936.062500 Penalty: 829.957825 Iteration 23Q: 3 clusters Score -466936.1 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7711 members Mstep: Class 2 contains 1429 members Entering Unmasked Estep Score: -466963.968750 Penalty: 829.957825 Iteration 24Q: 3 clusters Score -466964 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7774 members Mstep: Class 2 contains 1366 members Entering Unmasked Estep Score: -466982.156250 Penalty: 829.957825 Iteration 25Q: 3 clusters Score -466982.2 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7828 members Mstep: Class 2 contains 1312 members Entering Unmasked Estep Score: -466995.375000 Penalty: 829.957825 Iteration 26Q: 3 clusters Score -466995.4 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7866 members Mstep: Class 2 contains 1274 members Entering Unmasked Estep Score: -467005.625000 Penalty: 829.957825 Iteration 27Q: 3 clusters Score -467005.6 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7903 members Mstep: Class 2 contains 1237 members Entering Unmasked Estep Score: -467012.687500 Penalty: 829.957825 Iteration 28Q: 3 clusters Score -467012.7 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7937 members Mstep: Class 2 contains 1203 members Entering Unmasked Estep Score: -467021.562500 Penalty: 829.957825 Iteration 29Q: 3 clusters Score -467021.6 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7971 members Mstep: Class 2 contains 1169 members Entering Unmasked Estep Score: -467027.718750 Penalty: 829.957825 Iteration 30Q: 3 clusters Score -467027.7 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7997 members Mstep: Class 2 contains 1143 members Entering Unmasked Estep Score: -467031.437500 Penalty: 829.957825 Iteration 31Q: 3 clusters Score -467031.4 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8015 members Mstep: Class 2 contains 1125 members Entering Unmasked Estep Score: -467036.031250 Penalty: 829.957825 Iteration 32Q: 3 clusters Score -467036 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8027 members Mstep: Class 2 contains 1113 members Entering Unmasked Estep Score: -467037.500000 Penalty: 829.957825 Iteration 33Q: 3 clusters Score -467037.5 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8039 members Mstep: Class 2 contains 1101 members Entering Unmasked Estep Score: -467039.687500 Penalty: 829.957825 Iteration 34Q: 3 clusters Score -467039.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8047 members Mstep: Class 2 contains 1093 members Entering Unmasked Estep Score: -467040.437500 Penalty: 829.957825 Iteration 35Q: 3 clusters Score -467040.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8054 members Mstep: Class 2 contains 1086 members Entering Unmasked Estep Score: -467042.406250 Penalty: 829.957825 Iteration 36Q: 3 clusters Score -467042.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8062 members Mstep: Class 2 contains 1078 members Entering Unmasked Estep Score: -467042.562500 Penalty: 829.957825 Iteration 37Q: 3 clusters Score -467042.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8072 members Mstep: Class 2 contains 1068 members Entering Unmasked Estep Score: -467043.906250 Penalty: 829.957825 Iteration 38Q: 3 clusters Score -467043.9 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8084 members Mstep: Class 2 contains 1056 members Entering Unmasked Estep Score: -467045.750000 Penalty: 829.957825 Iteration 39Q: 3 clusters Score -467045.8 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8097 members Mstep: Class 2 contains 1043 members Entering Unmasked Estep Score: -467047.531250 Penalty: 829.957825 Iteration 40F: 3 clusters Score -467047.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8106 members Mstep: Class 2 contains 1034 members Entering Unmasked Estep Score: -467049.375000 Penalty: 829.957825 Iteration 41Q: 3 clusters Score -467049.4 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8119 members Mstep: Class 2 contains 1021 members Entering Unmasked Estep Score: -467051.968750 Penalty: 829.957825 Iteration 42Q: 3 clusters Score -467052 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8130 members Mstep: Class 2 contains 1010 members Entering Unmasked Estep Score: -467052.468750 Penalty: 829.957825 Iteration 43Q: 3 clusters Score -467052.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8138 members Mstep: Class 2 contains 1002 members Entering Unmasked Estep Score: -467054.906250 Penalty: 829.957825 Iteration 44Q: 3 clusters Score -467054.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8145 members Mstep: Class 2 contains 995 members Entering Unmasked Estep Score: -467055.281250 Penalty: 829.957825 Iteration 45Q: 3 clusters Score -467055.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8148 members Mstep: Class 2 contains 992 members Entering Unmasked Estep Score: -467055.625000 Penalty: 829.957825 Iteration 46Q: 3 clusters Score -467055.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8153 members Mstep: Class 2 contains 987 members Entering Unmasked Estep Score: -467056.031250 Penalty: 829.957825 Iteration 47Q: 3 clusters Score -467056 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8163 members Mstep: Class 2 contains 977 members Entering Unmasked Estep Score: -467058.218750 Penalty: 829.957825 Iteration 48Q: 3 clusters Score -467058.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8174 members Mstep: Class 2 contains 966 members Entering Unmasked Estep Score: -467059.437500 Penalty: 829.957825 Iteration 49Q: 3 clusters Score -467059.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8183 members Mstep: Class 2 contains 957 members Entering Unmasked Estep Score: -467060.468750 Penalty: 829.957825 Iteration 50Q: 3 clusters Score -467060.5 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8193 members Mstep: Class 2 contains 947 members Entering Unmasked Estep Score: -467062.093750 Penalty: 829.957825 Iteration 51Q: 3 clusters Score -467062.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8199 members Mstep: Class 2 contains 941 members Entering Unmasked Estep Score: -467061.375000 Penalty: 829.957825 Iteration 52Q: 3 clusters Score -467061.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8204 members Mstep: Class 2 contains 936 members Entering Unmasked Estep Score: -467062.156250 Penalty: 829.957825 Iteration 53Q: 3 clusters Score -467062.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8208 members Mstep: Class 2 contains 932 members Entering Unmasked Estep Score: -467063.281250 Penalty: 829.957825 Iteration 54Q: 3 clusters Score -467063.3 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8219 members Mstep: Class 2 contains 921 members Entering Unmasked Estep Score: -467063.937500 Penalty: 829.957825 Iteration 55Q: 3 clusters Score -467063.9 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8231 members Mstep: Class 2 contains 909 members Entering Unmasked Estep Score: -467066.781250 Penalty: 829.957825 Iteration 56Q: 3 clusters Score -467066.8 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8249 members Mstep: Class 2 contains 891 members Entering Unmasked Estep Score: -467069.937500 Penalty: 829.957825 Iteration 57Q: 3 clusters Score -467069.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8256 members Mstep: Class 2 contains 884 members Entering Unmasked Estep Score: -467071.500000 Penalty: 829.957825 Iteration 58Q: 3 clusters Score -467071.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8262 members Mstep: Class 2 contains 878 members Entering Unmasked Estep Score: -467071.875000 Penalty: 829.957825 Iteration 59Q: 3 clusters Score -467071.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8266 members Mstep: Class 2 contains 874 members Entering Unmasked Estep Score: -467072.218750 Penalty: 829.957825 Iteration 60F: 3 clusters Score -467072.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8270 members Mstep: Class 2 contains 870 members Entering Unmasked Estep Score: -467072.375000 Penalty: 829.957825 Iteration 61Q: 3 clusters Score -467072.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8275 members Mstep: Class 2 contains 865 members Entering Unmasked Estep Score: -467072.531250 Penalty: 829.957825 Iteration 62Q: 3 clusters Score -467072.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8281 members Mstep: Class 2 contains 859 members Entering Unmasked Estep Score: -467072.781250 Penalty: 829.957825 Iteration 63Q: 3 clusters Score -467072.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8284 members Mstep: Class 2 contains 856 members Entering Unmasked Estep Score: -467073.750000 Penalty: 829.957825 Iteration 64Q: 3 clusters Score -467073.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8286 members Mstep: Class 2 contains 854 members Entering Unmasked Estep Score: -467074.187500 Penalty: 829.957825 Iteration 65Q: 3 clusters Score -467074.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8288 members Mstep: Class 2 contains 852 members Entering Unmasked Estep Score: -467073.281250 Penalty: 829.957825 Iteration 66Q: 3 clusters Score -467073.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8288 members Mstep: Class 2 contains 852 members Entering Unmasked Estep Score: -467073.281250 Penalty: 829.957825 Iteration 67F: 3 clusters Score -467073.3 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (1236 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1236 members Entering Unmasked Estep Score: -67727.468750 Penalty: 323.943420 Iteration 0F: 2 clusters Score -67727.47 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 627 members Mstep: Class 2 contains 609 members Entering Unmasked Estep Score: -66754.179688 Penalty: 647.886841 Iteration 0F: 3 clusters Score -66754.18 nChanged 501 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 648 members Mstep: Class 2 contains 588 members Entering Unmasked Estep Score: -67049.687500 Penalty: 647.886841 Iteration 1F: 3 clusters Score -67049.69 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 672 members Mstep: Class 2 contains 564 members Entering Unmasked Estep Score: -67123.476562 Penalty: 647.886841 Iteration 2F: 3 clusters Score -67123.48 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 694 members Mstep: Class 2 contains 542 members Entering Unmasked Estep Score: -67166.531250 Penalty: 647.886841 Iteration 3F: 3 clusters Score -67166.53 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 711 members Mstep: Class 2 contains 525 members Entering Unmasked Estep Score: -67197.156250 Penalty: 647.886841 Iteration 4Q: 3 clusters Score -67197.16 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 736 members Mstep: Class 2 contains 500 members Entering Unmasked Estep Score: -67219.593750 Penalty: 647.886841 Iteration 5Q: 3 clusters Score -67219.59 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 762 members Mstep: Class 2 contains 474 members Entering Unmasked Estep Score: -67236.492188 Penalty: 647.886841 Iteration 6Q: 3 clusters Score -67236.49 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 782 members Mstep: Class 2 contains 454 members Entering Unmasked Estep Score: -67249.226562 Penalty: 647.886841 Iteration 7Q: 3 clusters Score -67249.23 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 802 members Mstep: Class 2 contains 434 members Entering Unmasked Estep Score: -67259.921875 Penalty: 647.886841 Iteration 8Q: 3 clusters Score -67259.92 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 823 members Mstep: Class 2 contains 413 members Entering Unmasked Estep Score: -67270.101562 Penalty: 647.886841 Iteration 9Q: 3 clusters Score -67270.1 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 849 members Mstep: Class 2 contains 387 members Entering Unmasked Estep Score: -67283.945312 Penalty: 647.886841 Iteration 10Q: 3 clusters Score -67283.95 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 873 members Mstep: Class 2 contains 363 members Entering Unmasked Estep Score: -67297.734375 Penalty: 647.886841 Iteration 11Q: 3 clusters Score -67297.73 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 887 members Mstep: Class 2 contains 349 members Entering Unmasked Estep Score: -67308.062500 Penalty: 647.886841 Iteration 12Q: 3 clusters Score -67308.06 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 909 members Mstep: Class 2 contains 327 members Entering Unmasked Estep Score: -67320.898438 Penalty: 647.886841 Iteration 13Q: 3 clusters Score -67320.9 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 933 members Mstep: Class 2 contains 303 members Entering Unmasked Estep Score: -67334.867188 Penalty: 647.886841 Iteration 14Q: 3 clusters Score -67334.87 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 952 members Mstep: Class 2 contains 284 members Entering Unmasked Estep Score: -67342.992188 Penalty: 647.886841 Iteration 15Q: 3 clusters Score -67342.99 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 968 members Mstep: Class 2 contains 268 members Entering Unmasked Estep Score: -67354.789062 Penalty: 647.886841 Iteration 16Q: 3 clusters Score -67354.79 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 984 members Mstep: Class 2 contains 252 members Entering Unmasked Estep Score: -67367.093750 Penalty: 647.886841 Iteration 17Q: 3 clusters Score -67367.09 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1002 members Mstep: Class 2 contains 234 members Entering Unmasked Estep Score: -67378.703125 Penalty: 647.886841 Iteration 18Q: 3 clusters Score -67378.7 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1019 members Mstep: Class 2 contains 217 members Entering Unmasked Estep Score: -67390.140625 Penalty: 647.886841 Iteration 19Q: 3 clusters Score -67390.14 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1040 members Mstep: Class 2 contains 196 members Entering Unmasked Estep Score: -67405.265625 Penalty: 647.886841 Iteration 20F: 3 clusters Score -67405.27 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1052 members Mstep: Class 2 contains 184 members Entering Unmasked Estep Score: -67414.718750 Penalty: 647.886841 Iteration 21Q: 3 clusters Score -67414.72 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1060 members Mstep: Class 2 contains 176 members Entering Unmasked Estep Score: -67423.445312 Penalty: 647.886841 Iteration 22Q: 3 clusters Score -67423.45 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1066 members Mstep: Class 2 contains 170 members Entering Unmasked Estep Score: -67427.148438 Penalty: 647.886841 Iteration 23Q: 3 clusters Score -67427.15 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1070 members Mstep: Class 2 contains 166 members Entering Unmasked Estep Score: -67432.093750 Penalty: 647.886841 Iteration 24Q: 3 clusters Score -67432.09 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1073 members Mstep: Class 2 contains 163 members Entering Unmasked Estep Score: -67436.515625 Penalty: 647.886841 Iteration 25Q: 3 clusters Score -67436.52 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1076 members Mstep: Class 2 contains 160 members Entering Unmasked Estep Score: -67437.140625 Penalty: 647.886841 Iteration 26Q: 3 clusters Score -67437.14 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1077 members Mstep: Class 2 contains 159 members Entering Unmasked Estep Score: -67439.132812 Penalty: 647.886841 Iteration 27Q: 3 clusters Score -67439.13 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1073 members Mstep: Class 2 contains 163 members Entering Unmasked Estep Score: -67441.265625 Penalty: 647.886841 Iteration 28Q: 3 clusters Score -67441.27 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1072 members Mstep: Class 2 contains 164 members Entering Unmasked Estep Score: -67441.523438 Penalty: 647.886841 Iteration 29Q: 3 clusters Score -67441.52 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1072 members Mstep: Class 2 contains 164 members Entering Unmasked Estep Score: -67441.523438 Penalty: 647.886841 Iteration 30F: 3 clusters Score -67441.52 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (9517 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9517 members Entering Unmasked Estep Score: -505259.437500 Penalty: 416.817993 Iteration 0F: 2 clusters Score -505259.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4734 members Mstep: Class 2 contains 4783 members Entering Unmasked Estep Score: -498927.875000 Penalty: 833.635986 Iteration 0F: 3 clusters Score -498927.9 nChanged 4428 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4076 members Mstep: Class 2 contains 5441 members Entering Unmasked Estep Score: -501614.156250 Penalty: 833.635986 Iteration 1F: 3 clusters Score -501614.2 nChanged 679 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3661 members Mstep: Class 2 contains 5856 members Entering Unmasked Estep Score: -501973.375000 Penalty: 833.635986 Iteration 2F: 3 clusters Score -501973.4 nChanged 684 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3213 members Mstep: Class 2 contains 6304 members Entering Unmasked Estep Score: -502382.687500 Penalty: 833.635986 Iteration 3F: 3 clusters Score -502382.7 nChanged 639 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2734 members Mstep: Class 2 contains 6783 members Entering Unmasked Estep Score: -502792.656250 Penalty: 833.635986 Iteration 4F: 3 clusters Score -502792.7 nChanged 596 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2250 members Mstep: Class 2 contains 7267 members Entering Unmasked Estep Score: -503212.062500 Penalty: 833.635986 Iteration 5F: 3 clusters Score -503212.1 nChanged 554 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1778 members Mstep: Class 2 contains 7739 members Entering Unmasked Estep Score: -503637.656250 Penalty: 833.635986 Iteration 6F: 3 clusters Score -503637.7 nChanged 470 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1366 members Mstep: Class 2 contains 8151 members Entering Unmasked Estep Score: -504010.093750 Penalty: 833.635986 Iteration 7Q: 3 clusters Score -504010.1 nChanged 384 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1012 members Mstep: Class 2 contains 8505 members Entering Unmasked Estep Score: -504302.562500 Penalty: 833.635986 Iteration 8Q: 3 clusters Score -504302.6 nChanged 254 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 774 members Mstep: Class 2 contains 8743 members Entering Unmasked Estep Score: -504486.437500 Penalty: 833.635986 Iteration 9Q: 3 clusters Score -504486.4 nChanged 176 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 612 members Mstep: Class 2 contains 8905 members Entering Unmasked Estep Score: -504594.093750 Penalty: 833.635986 Iteration 10Q: 3 clusters Score -504594.1 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 513 members Mstep: Class 2 contains 9004 members Entering Unmasked Estep Score: -504657.687500 Penalty: 833.635986 Iteration 11Q: 3 clusters Score -504657.7 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 430 members Mstep: Class 2 contains 9087 members Entering Unmasked Estep Score: -504703.031250 Penalty: 833.635986 Iteration 12Q: 3 clusters Score -504703 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 369 members Mstep: Class 2 contains 9148 members Entering Unmasked Estep Score: -504734.250000 Penalty: 833.635986 Iteration 13Q: 3 clusters Score -504734.2 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 325 members Mstep: Class 2 contains 9192 members Entering Unmasked Estep Score: -504752.468750 Penalty: 833.635986 Iteration 14Q: 3 clusters Score -504752.5 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 287 members Mstep: Class 2 contains 9230 members Entering Unmasked Estep Score: -504775.156250 Penalty: 833.635986 Iteration 15Q: 3 clusters Score -504775.2 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 250 members Mstep: Class 2 contains 9267 members Entering Unmasked Estep Score: -504795.906250 Penalty: 833.635986 Iteration 16Q: 3 clusters Score -504795.9 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 217 members Mstep: Class 2 contains 9300 members Entering Unmasked Estep Score: -504812.593750 Penalty: 833.635986 Iteration 17Q: 3 clusters Score -504812.6 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 185 members Mstep: Class 2 contains 9332 members Entering Unmasked Estep Score: -504825.500000 Penalty: 833.635986 Iteration 18Q: 3 clusters Score -504825.5 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 166 members Mstep: Class 2 contains 9351 members Entering Unmasked Estep Score: -504842.125000 Penalty: 833.635986 Iteration 19Q: 3 clusters Score -504842.1 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 150 members Mstep: Class 2 contains 9367 members Entering Unmasked Estep Score: -504851.437500 Penalty: 833.635986 Iteration 20F: 3 clusters Score -504851.4 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 137 members Mstep: Class 2 contains 9380 members Entering Unmasked Estep Score: -504865.906250 Penalty: 833.635986 Iteration 21Q: 3 clusters Score -504865.9 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 129 members Mstep: Class 2 contains 9388 members Entering Unmasked Estep Score: -504877.781250 Penalty: 833.635986 Iteration 22Q: 3 clusters Score -504877.8 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 120 members Mstep: Class 2 contains 9397 members Entering Unmasked Estep Score: -504890.062500 Penalty: 833.635986 Iteration 23Q: 3 clusters Score -504890.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 118 members Mstep: Class 2 contains 9399 members Entering Unmasked Estep Score: -504894.156250 Penalty: 833.635986 Iteration 24Q: 3 clusters Score -504894.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 116 members Mstep: Class 2 contains 9401 members Entering Unmasked Estep Score: -504897.968750 Penalty: 833.635986 Iteration 25Q: 3 clusters Score -504898 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 113 members Mstep: Class 2 contains 9404 members Entering Unmasked Estep Score: -504903.343750 Penalty: 833.635986 Iteration 26Q: 3 clusters Score -504903.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 111 members Mstep: Class 2 contains 9406 members Entering Unmasked Estep Score: -504906.656250 Penalty: 833.635986 Iteration 27Q: 3 clusters Score -504906.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 113 members Mstep: Class 2 contains 9404 members Entering Unmasked Estep Score: -504910.281250 Penalty: 833.635986 Iteration 28Q: 3 clusters Score -504910.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 114 members Mstep: Class 2 contains 9403 members Entering Unmasked Estep Score: -504911.781250 Penalty: 833.635986 Iteration 29Q: 3 clusters Score -504911.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 116 members Mstep: Class 2 contains 9401 members Entering Unmasked Estep Score: -504912.875000 Penalty: 833.635986 Iteration 30Q: 3 clusters Score -504912.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 117 members Mstep: Class 2 contains 9400 members Entering Unmasked Estep Score: -504913.593750 Penalty: 833.635986 Iteration 31Q: 3 clusters Score -504913.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 118 members Mstep: Class 2 contains 9399 members Entering Unmasked Estep Score: -504914.000000 Penalty: 833.635986 Iteration 32Q: 3 clusters Score -504914 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 120 members Mstep: Class 2 contains 9397 members Entering Unmasked Estep Score: -504915.093750 Penalty: 833.635986 Iteration 33Q: 3 clusters Score -504915.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 121 members Mstep: Class 2 contains 9396 members Entering Unmasked Estep Score: -504915.562500 Penalty: 833.635986 Iteration 34Q: 3 clusters Score -504915.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 120 members Mstep: Class 2 contains 9397 members Entering Unmasked Estep Score: -504915.906250 Penalty: 833.635986 Iteration 35Q: 3 clusters Score -504915.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 120 members Mstep: Class 2 contains 9397 members Entering Unmasked Estep Score: -504915.906250 Penalty: 833.635986 Iteration 36F: 3 clusters Score -504915.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 21 (65888 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65888 members Entering Unmasked Estep Score: -3753055.250000 Penalty: 504.854889 Iteration 0F: 2 clusters Score -3753055 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33174 members Mstep: Class 2 contains 32714 members Entering Unmasked Estep Score: -3708566.250000 Penalty: 1009.709778 Iteration 0F: 3 clusters Score -3708566 nChanged 32085 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41769 members Mstep: Class 2 contains 24119 members Entering Unmasked Estep Score: -3730761.750000 Penalty: 1009.709778 Iteration 1F: 3 clusters Score -3730762 nChanged 5689 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46714 members Mstep: Class 2 contains 19174 members Entering Unmasked Estep Score: -3734870.250000 Penalty: 1009.709778 Iteration 2F: 3 clusters Score -3734870 nChanged 5794 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52004 members Mstep: Class 2 contains 13884 members Entering Unmasked Estep Score: -3739913.250000 Penalty: 1009.709778 Iteration 3F: 3 clusters Score -3739913 nChanged 4961 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56659 members Mstep: Class 2 contains 9229 members Entering Unmasked Estep Score: -3744640.000000 Penalty: 1009.709778 Iteration 4F: 3 clusters Score -3744640 nChanged 3484 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60043 members Mstep: Class 2 contains 5845 members Entering Unmasked Estep Score: -3748203.000000 Penalty: 1009.709778 Iteration 5F: 3 clusters Score -3748203 nChanged 2066 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62059 members Mstep: Class 2 contains 3829 members Entering Unmasked Estep Score: -3750313.000000 Penalty: 1009.709778 Iteration 6Q: 3 clusters Score -3750313 nChanged 1099 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63112 members Mstep: Class 2 contains 2776 members Entering Unmasked Estep Score: -3751407.750000 Penalty: 1009.709778 Iteration 7Q: 3 clusters Score -3751408 nChanged 593 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63621 members Mstep: Class 2 contains 2267 members Entering Unmasked Estep Score: -3751889.500000 Penalty: 1009.709778 Iteration 8Q: 3 clusters Score -3751890 nChanged 376 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63955 members Mstep: Class 2 contains 1933 members Entering Unmasked Estep Score: -3752128.250000 Penalty: 1009.709778 Iteration 9Q: 3 clusters Score -3752128 nChanged 270 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64205 members Mstep: Class 2 contains 1683 members Entering Unmasked Estep Score: -3752283.000000 Penalty: 1009.709778 Iteration 10Q: 3 clusters Score -3752283 nChanged 209 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64410 members Mstep: Class 2 contains 1478 members Entering Unmasked Estep Score: -3752373.500000 Penalty: 1009.709778 Iteration 11Q: 3 clusters Score -3752374 nChanged 169 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64579 members Mstep: Class 2 contains 1309 members Entering Unmasked Estep Score: -3752450.750000 Penalty: 1009.709778 Iteration 12Q: 3 clusters Score -3752451 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64718 members Mstep: Class 2 contains 1170 members Entering Unmasked Estep Score: -3752516.000000 Penalty: 1009.709778 Iteration 13Q: 3 clusters Score -3752516 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64833 members Mstep: Class 2 contains 1055 members Entering Unmasked Estep Score: -3752564.500000 Penalty: 1009.709778 Iteration 14Q: 3 clusters Score -3752564 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64926 members Mstep: Class 2 contains 962 members Entering Unmasked Estep Score: -3752603.500000 Penalty: 1009.709778 Iteration 15Q: 3 clusters Score -3752604 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64996 members Mstep: Class 2 contains 892 members Entering Unmasked Estep Score: -3752640.000000 Penalty: 1009.709778 Iteration 16Q: 3 clusters Score -3752640 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65045 members Mstep: Class 2 contains 843 members Entering Unmasked Estep Score: -3752669.000000 Penalty: 1009.709778 Iteration 17Q: 3 clusters Score -3752669 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65086 members Mstep: Class 2 contains 802 members Entering Unmasked Estep Score: -3752674.250000 Penalty: 1009.709778 Iteration 18Q: 3 clusters Score -3752674 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65128 members Mstep: Class 2 contains 760 members Entering Unmasked Estep Score: -3752695.500000 Penalty: 1009.709778 Iteration 19Q: 3 clusters Score -3752696 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65165 members Mstep: Class 2 contains 723 members Entering Unmasked Estep Score: -3752706.750000 Penalty: 1009.709778 Iteration 20F: 3 clusters Score -3752707 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65195 members Mstep: Class 2 contains 693 members Entering Unmasked Estep Score: -3752723.250000 Penalty: 1009.709778 Iteration 21Q: 3 clusters Score -3752723 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65228 members Mstep: Class 2 contains 660 members Entering Unmasked Estep Score: -3752744.250000 Penalty: 1009.709778 Iteration 22Q: 3 clusters Score -3752744 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65256 members Mstep: Class 2 contains 632 members Entering Unmasked Estep Score: -3752752.500000 Penalty: 1009.709778 Iteration 23Q: 3 clusters Score -3752752 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65278 members Mstep: Class 2 contains 610 members Entering Unmasked Estep Score: -3752765.250000 Penalty: 1009.709778 Iteration 24Q: 3 clusters Score -3752765 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65302 members Mstep: Class 2 contains 586 members Entering Unmasked Estep Score: -3752782.750000 Penalty: 1009.709778 Iteration 25Q: 3 clusters Score -3752783 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65316 members Mstep: Class 2 contains 572 members Entering Unmasked Estep Score: -3752800.250000 Penalty: 1009.709778 Iteration 26Q: 3 clusters Score -3752800 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65329 members Mstep: Class 2 contains 559 members Entering Unmasked Estep Score: -3752815.000000 Penalty: 1009.709778 Iteration 27Q: 3 clusters Score -3752815 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65341 members Mstep: Class 2 contains 547 members Entering Unmasked Estep Score: -3752831.500000 Penalty: 1009.709778 Iteration 28Q: 3 clusters Score -3752832 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65347 members Mstep: Class 2 contains 541 members Entering Unmasked Estep Score: -3752843.750000 Penalty: 1009.709778 Iteration 29Q: 3 clusters Score -3752844 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65347 members Mstep: Class 2 contains 541 members Entering Unmasked Estep Score: -3752864.000000 Penalty: 1009.709778 Iteration 30Q: 3 clusters Score -3752864 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65344 members Mstep: Class 2 contains 544 members Entering Unmasked Estep Score: -3752867.250000 Penalty: 1009.709778 Iteration 31Q: 3 clusters Score -3752867 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65341 members Mstep: Class 2 contains 547 members Entering Unmasked Estep Score: -3752872.000000 Penalty: 1009.709778 Iteration 32Q: 3 clusters Score -3752872 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65342 members Mstep: Class 2 contains 546 members Entering Unmasked Estep Score: -3752875.750000 Penalty: 1009.709778 Iteration 33Q: 3 clusters Score -3752876 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65338 members Mstep: Class 2 contains 550 members Entering Unmasked Estep Score: -3752878.000000 Penalty: 1009.709778 Iteration 34Q: 3 clusters Score -3752878 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65336 members Mstep: Class 2 contains 552 members Entering Unmasked Estep Score: -3752881.500000 Penalty: 1009.709778 Iteration 35Q: 3 clusters Score -3752882 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65333 members Mstep: Class 2 contains 555 members Entering Unmasked Estep Score: -3752882.750000 Penalty: 1009.709778 Iteration 36Q: 3 clusters Score -3752883 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65329 members Mstep: Class 2 contains 559 members Entering Unmasked Estep Score: -3752886.750000 Penalty: 1009.709778 Iteration 37Q: 3 clusters Score -3752887 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65326 members Mstep: Class 2 contains 562 members Entering Unmasked Estep Score: -3752885.000000 Penalty: 1009.709778 Iteration 38Q: 3 clusters Score -3752885 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65326 members Mstep: Class 2 contains 562 members Entering Unmasked Estep Score: -3752885.500000 Penalty: 1009.709778 Iteration 39Q: 3 clusters Score -3752886 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65320 members Mstep: Class 2 contains 568 members Entering Unmasked Estep Score: -3752889.250000 Penalty: 1009.709778 Iteration 40F: 3 clusters Score -3752889 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65307 members Mstep: Class 2 contains 581 members Entering Unmasked Estep Score: -3752894.000000 Penalty: 1009.709778 Iteration 41Q: 3 clusters Score -3752894 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65299 members Mstep: Class 2 contains 589 members Entering Unmasked Estep Score: -3752895.750000 Penalty: 1009.709778 Iteration 42Q: 3 clusters Score -3752896 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65298 members Mstep: Class 2 contains 590 members Entering Unmasked Estep Score: -3752896.000000 Penalty: 1009.709778 Iteration 43Q: 3 clusters Score -3752896 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65302 members Mstep: Class 2 contains 586 members Entering Unmasked Estep Score: -3752895.250000 Penalty: 1009.709778 Iteration 44Q: 3 clusters Score -3752895 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65305 members Mstep: Class 2 contains 583 members Entering Unmasked Estep Score: -3752896.000000 Penalty: 1009.709778 Iteration 45Q: 3 clusters Score -3752896 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65306 members Mstep: Class 2 contains 582 members Entering Unmasked Estep Score: -3752902.250000 Penalty: 1009.709778 Iteration 46Q: 3 clusters Score -3752902 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65307 members Mstep: Class 2 contains 581 members Entering Unmasked Estep Score: -3752899.750000 Penalty: 1009.709778 Iteration 47Q: 3 clusters Score -3752900 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65306 members Mstep: Class 2 contains 582 members Entering Unmasked Estep Score: -3752898.750000 Penalty: 1009.709778 Iteration 48Q: 3 clusters Score -3752899 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65306 members Mstep: Class 2 contains 582 members Entering Unmasked Estep Score: -3752898.750000 Penalty: 1009.709778 Iteration 49F: 3 clusters Score -3752899 nChanged 0 Entering ConstructFrom: Trying to split cluster 22 (1134 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1134 members Entering Unmasked Estep Score: -59437.582031 Penalty: 320.024536 Iteration 0F: 2 clusters Score -59437.58 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 581 members Mstep: Class 2 contains 553 members Entering Unmasked Estep Score: -58560.773438 Penalty: 640.049072 Iteration 0F: 3 clusters Score -58560.77 nChanged 425 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 624 members Mstep: Class 2 contains 510 members Entering Unmasked Estep Score: -58800.574219 Penalty: 640.049072 Iteration 1F: 3 clusters Score -58800.57 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 645 members Mstep: Class 2 contains 489 members Entering Unmasked Estep Score: -58840.503906 Penalty: 640.049072 Iteration 2F: 3 clusters Score -58840.5 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 671 members Mstep: Class 2 contains 463 members Entering Unmasked Estep Score: -58865.558594 Penalty: 640.049072 Iteration 3Q: 3 clusters Score -58865.56 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 693 members Mstep: Class 2 contains 441 members Entering Unmasked Estep Score: -58885.527344 Penalty: 640.049072 Iteration 4Q: 3 clusters Score -58885.53 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 723 members Mstep: Class 2 contains 411 members Entering Unmasked Estep Score: -58909.667969 Penalty: 640.049072 Iteration 5Q: 3 clusters Score -58909.67 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 751 members Mstep: Class 2 contains 383 members Entering Unmasked Estep Score: -58929.785156 Penalty: 640.049072 Iteration 6Q: 3 clusters Score -58929.79 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 779 members Mstep: Class 2 contains 355 members Entering Unmasked Estep Score: -58946.750000 Penalty: 640.049072 Iteration 7Q: 3 clusters Score -58946.75 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 810 members Mstep: Class 2 contains 324 members Entering Unmasked Estep Score: -58961.914062 Penalty: 640.049072 Iteration 8Q: 3 clusters Score -58961.91 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 844 members Mstep: Class 2 contains 290 members Entering Unmasked Estep Score: -58981.191406 Penalty: 640.049072 Iteration 9Q: 3 clusters Score -58981.19 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 881 members Mstep: Class 2 contains 253 members Entering Unmasked Estep Score: -59008.300781 Penalty: 640.049072 Iteration 10Q: 3 clusters Score -59008.3 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 919 members Mstep: Class 2 contains 215 members Entering Unmasked Estep Score: -59040.910156 Penalty: 640.049072 Iteration 11Q: 3 clusters Score -59040.91 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 951 members Mstep: Class 2 contains 183 members Entering Unmasked Estep Score: -59064.550781 Penalty: 640.049072 Iteration 12Q: 3 clusters Score -59064.55 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 977 members Mstep: Class 2 contains 157 members Entering Unmasked Estep Score: -59082.710938 Penalty: 640.049072 Iteration 13Q: 3 clusters Score -59082.71 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 994 members Mstep: Class 2 contains 140 members Entering Unmasked Estep Score: -59093.625000 Penalty: 640.049072 Iteration 14Q: 3 clusters Score -59093.62 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1005 members Mstep: Class 2 contains 129 members Entering Unmasked Estep Score: -59104.097656 Penalty: 640.049072 Iteration 15Q: 3 clusters Score -59104.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1012 members Mstep: Class 2 contains 122 members Entering Unmasked Estep Score: -59108.082031 Penalty: 640.049072 Iteration 16Q: 3 clusters Score -59108.08 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1014 members Mstep: Class 2 contains 120 members Entering Unmasked Estep Score: -59110.484375 Penalty: 640.049072 Iteration 17Q: 3 clusters Score -59110.48 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1016 members Mstep: Class 2 contains 118 members Entering Unmasked Estep Score: -59112.347656 Penalty: 640.049072 Iteration 18Q: 3 clusters Score -59112.35 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1019 members Mstep: Class 2 contains 115 members Entering Unmasked Estep Score: -59115.296875 Penalty: 640.049072 Iteration 19Q: 3 clusters Score -59115.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1025 members Mstep: Class 2 contains 109 members Entering Unmasked Estep Score: -59125.554688 Penalty: 640.049072 Iteration 20F: 3 clusters Score -59125.55 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1030 members Mstep: Class 2 contains 104 members Entering Unmasked Estep Score: -59131.828125 Penalty: 640.049072 Iteration 21Q: 3 clusters Score -59131.83 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1033 members Mstep: Class 2 contains 101 members Entering Unmasked Estep Score: -59134.550781 Penalty: 640.049072 Iteration 22Q: 3 clusters Score -59134.55 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1034 members Mstep: Class 2 contains 100 members Entering Unmasked Estep Score: -59136.683594 Penalty: 640.049072 Iteration 23Q: 3 clusters Score -59136.68 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1033 members Mstep: Class 2 contains 101 members Entering Unmasked Estep Score: -59140.402344 Penalty: 640.049072 Iteration 24Q: 3 clusters Score -59140.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1033 members Mstep: Class 2 contains 101 members Entering Unmasked Estep Score: -59143.566406 Penalty: 640.049072 Iteration 25Q: 3 clusters Score -59143.57 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1033 members Mstep: Class 2 contains 101 members Entering Unmasked Estep Score: -59145.500000 Penalty: 640.049072 Iteration 26Q: 3 clusters Score -59145.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1035 members Mstep: Class 2 contains 99 members Entering Unmasked Estep Score: -59149.250000 Penalty: 640.049072 Iteration 27Q: 3 clusters Score -59149.25 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1038 members Mstep: Class 2 contains 96 members Entering Unmasked Estep Score: -59153.187500 Penalty: 640.049072 Iteration 28Q: 3 clusters Score -59153.19 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1041 members Mstep: Class 2 contains 93 members Entering Unmasked Estep Score: -59160.472656 Penalty: 640.049072 Iteration 29Q: 3 clusters Score -59160.47 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1039 members Mstep: Class 2 contains 95 members Entering Unmasked Estep Score: -59161.730469 Penalty: 640.049072 Iteration 30Q: 3 clusters Score -59161.73 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1037 members Mstep: Class 2 contains 97 members Entering Unmasked Estep Score: -59163.011719 Penalty: 640.049072 Iteration 31Q: 3 clusters Score -59163.01 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1038 members Mstep: Class 2 contains 96 members Entering Unmasked Estep Score: -59164.761719 Penalty: 640.049072 Iteration 32Q: 3 clusters Score -59164.76 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1038 members Mstep: Class 2 contains 96 members Entering Unmasked Estep Score: -59167.320312 Penalty: 640.049072 Iteration 33Q: 3 clusters Score -59167.32 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1038 members Mstep: Class 2 contains 96 members Entering Unmasked Estep Score: -59171.339844 Penalty: 640.049072 Iteration 34Q: 3 clusters Score -59171.34 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1039 members Mstep: Class 2 contains 95 members Entering Unmasked Estep Score: -59171.714844 Penalty: 640.049072 Iteration 35Q: 3 clusters Score -59171.71 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1038 members Mstep: Class 2 contains 96 members Entering Unmasked Estep Score: -59171.972656 Penalty: 640.049072 Iteration 36Q: 3 clusters Score -59171.97 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1038 members Mstep: Class 2 contains 96 members Entering Unmasked Estep Score: -59171.972656 Penalty: 640.049072 Iteration 37F: 3 clusters Score -59171.97 nChanged 0 Entering ConstructFrom: Trying to split cluster 23 (40504 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40504 members Entering Unmasked Estep Score: -2298700.750000 Penalty: 482.716583 Iteration 0F: 2 clusters Score -2298701 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20168 members Mstep: Class 2 contains 20336 members Entering Unmasked Estep Score: -2271528.250000 Penalty: 965.433167 Iteration 0F: 3 clusters Score -2271528 nChanged 19496 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17786 members Mstep: Class 2 contains 22718 members Entering Unmasked Estep Score: -2283343.750000 Penalty: 965.433167 Iteration 1F: 3 clusters Score -2283344 nChanged 2334 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16136 members Mstep: Class 2 contains 24368 members Entering Unmasked Estep Score: -2284331.750000 Penalty: 965.433167 Iteration 2F: 3 clusters Score -2284332 nChanged 2650 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13994 members Mstep: Class 2 contains 26510 members Entering Unmasked Estep Score: -2285753.250000 Penalty: 965.433167 Iteration 3F: 3 clusters Score -2285753 nChanged 3020 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11296 members Mstep: Class 2 contains 29208 members Entering Unmasked Estep Score: -2287742.750000 Penalty: 965.433167 Iteration 4F: 3 clusters Score -2287743 nChanged 3237 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8217 members Mstep: Class 2 contains 32287 members Entering Unmasked Estep Score: -2290440.750000 Penalty: 965.433167 Iteration 5F: 3 clusters Score -2290441 nChanged 3277 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4980 members Mstep: Class 2 contains 35524 members Entering Unmasked Estep Score: -2293694.750000 Penalty: 965.433167 Iteration 6F: 3 clusters Score -2293695 nChanged 2639 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2347 members Mstep: Class 2 contains 38157 members Entering Unmasked Estep Score: -2296378.000000 Penalty: 965.433167 Iteration 7F: 3 clusters Score -2296378 nChanged 1325 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1028 members Mstep: Class 2 contains 39476 members Entering Unmasked Estep Score: -2297608.250000 Penalty: 965.433167 Iteration 8Q: 3 clusters Score -2297608 nChanged 552 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 476 members Mstep: Class 2 contains 40028 members Entering Unmasked Estep Score: -2298056.500000 Penalty: 965.433167 Iteration 9Q: 3 clusters Score -2298056 nChanged 200 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 278 members Mstep: Class 2 contains 40226 members Entering Unmasked Estep Score: -2298214.000000 Penalty: 965.433167 Iteration 10Q: 3 clusters Score -2298214 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 213 members Mstep: Class 2 contains 40291 members Entering Unmasked Estep Score: -2298261.750000 Penalty: 965.433167 Iteration 11Q: 3 clusters Score -2298262 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 185 members Mstep: Class 2 contains 40319 members Entering Unmasked Estep Score: -2298288.250000 Penalty: 965.433167 Iteration 12Q: 3 clusters Score -2298288 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 173 members Mstep: Class 2 contains 40331 members Entering Unmasked Estep Score: -2298300.500000 Penalty: 965.433167 Iteration 13Q: 3 clusters Score -2298300 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 163 members Mstep: Class 2 contains 40341 members Entering Unmasked Estep Score: -2298307.750000 Penalty: 965.433167 Iteration 14Q: 3 clusters Score -2298308 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 156 members Mstep: Class 2 contains 40348 members Entering Unmasked Estep Score: -2298316.250000 Penalty: 965.433167 Iteration 15Q: 3 clusters Score -2298316 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 149 members Mstep: Class 2 contains 40355 members Entering Unmasked Estep Score: -2298319.500000 Penalty: 965.433167 Iteration 16Q: 3 clusters Score -2298320 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 148 members Mstep: Class 2 contains 40356 members Entering Unmasked Estep Score: -2298328.750000 Penalty: 965.433167 Iteration 17Q: 3 clusters Score -2298329 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 148 members Mstep: Class 2 contains 40356 members Entering Unmasked Estep Score: -2298331.500000 Penalty: 965.433167 Iteration 18Q: 3 clusters Score -2298332 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 147 members Mstep: Class 2 contains 40357 members Entering Unmasked Estep Score: -2298332.500000 Penalty: 965.433167 Iteration 19Q: 3 clusters Score -2298332 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 152 members Mstep: Class 2 contains 40352 members Entering Unmasked Estep Score: -2298334.250000 Penalty: 965.433167 Iteration 20F: 3 clusters Score -2298334 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 154 members Mstep: Class 2 contains 40350 members Entering Unmasked Estep Score: -2298334.000000 Penalty: 965.433167 Iteration 21Q: 3 clusters Score -2298334 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 153 members Mstep: Class 2 contains 40351 members Entering Unmasked Estep Score: -2298333.250000 Penalty: 965.433167 Iteration 22Q: 3 clusters Score -2298333 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 153 members Mstep: Class 2 contains 40351 members Entering Unmasked Estep Score: -2298333.250000 Penalty: 965.433167 Iteration 23F: 3 clusters Score -2298333 nChanged 0 Entering ConstructFrom: Trying to split cluster 24 (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: -13883.687500 Penalty: 267.564270 Iteration 0F: 2 clusters Score -13883.69 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 171 members Entering Unmasked Estep Score: -13502.866211 Penalty: 535.128540 Iteration 0F: 3 clusters Score -13502.87 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 182 members Mstep: Class 2 contains 176 members Entering Unmasked Estep Score: -13619.213867 Penalty: 535.128540 Iteration 1F: 3 clusters Score -13619.21 nChanged 35 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: -13657.310547 Penalty: 535.128540 Iteration 2F: 3 clusters Score -13657.31 nChanged 21 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: -13682.359375 Penalty: 535.128540 Iteration 3F: 3 clusters Score -13682.36 nChanged 21 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: -13714.291992 Penalty: 535.128540 Iteration 4F: 3 clusters Score -13714.29 nChanged 12 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: -13722.924805 Penalty: 535.128540 Iteration 5Q: 3 clusters Score -13722.92 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 161 members Mstep: Class 2 contains 197 members Entering Unmasked Estep Score: -13724.901367 Penalty: 535.128540 Iteration 6Q: 3 clusters Score -13724.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 162 members Mstep: Class 2 contains 196 members Entering Unmasked Estep Score: -13725.257812 Penalty: 535.128540 Iteration 7Q: 3 clusters Score -13725.26 nChanged 1 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: -13725.917969 Penalty: 535.128540 Iteration 8Q: 3 clusters Score -13725.92 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 164 members Mstep: Class 2 contains 194 members Entering Unmasked Estep Score: -13726.865234 Penalty: 535.128540 Iteration 9Q: 3 clusters Score -13726.87 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 164 members Mstep: Class 2 contains 194 members Entering Unmasked Estep Score: -13726.865234 Penalty: 535.128540 Iteration 10F: 3 clusters Score -13726.87 nChanged 0 Entering ConstructFrom: Trying to split cluster 25 (8802 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8802 members Entering Unmasked Estep Score: -491449.343750 Penalty: 413.264404 Iteration 0F: 2 clusters Score -491449.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4465 members Mstep: Class 2 contains 4337 members Entering Unmasked Estep Score: -485657.843750 Penalty: 826.528809 Iteration 0F: 3 clusters Score -485657.8 nChanged 4025 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4948 members Mstep: Class 2 contains 3854 members Entering Unmasked Estep Score: -488024.906250 Penalty: 826.528809 Iteration 1F: 3 clusters Score -488024.9 nChanged 625 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5311 members Mstep: Class 2 contains 3491 members Entering Unmasked Estep Score: -488431.312500 Penalty: 826.528809 Iteration 2F: 3 clusters Score -488431.3 nChanged 717 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5794 members Mstep: Class 2 contains 3008 members Entering Unmasked Estep Score: -488977.468750 Penalty: 826.528809 Iteration 3F: 3 clusters Score -488977.5 nChanged 724 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6284 members Mstep: Class 2 contains 2518 members Entering Unmasked Estep Score: -489637.906250 Penalty: 826.528809 Iteration 4F: 3 clusters Score -489637.9 nChanged 652 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6668 members Mstep: Class 2 contains 2134 members Entering Unmasked Estep Score: -490273.843750 Penalty: 826.528809 Iteration 5F: 3 clusters Score -490273.8 nChanged 433 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6821 members Mstep: Class 2 contains 1981 members Entering Unmasked Estep Score: -490634.750000 Penalty: 826.528809 Iteration 6Q: 3 clusters Score -490634.8 nChanged 299 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6854 members Mstep: Class 2 contains 1948 members Entering Unmasked Estep Score: -490814.468750 Penalty: 826.528809 Iteration 7Q: 3 clusters Score -490814.5 nChanged 194 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6850 members Mstep: Class 2 contains 1952 members Entering Unmasked Estep Score: -490884.156250 Penalty: 826.528809 Iteration 8Q: 3 clusters Score -490884.2 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6849 members Mstep: Class 2 contains 1953 members Entering Unmasked Estep Score: -490920.843750 Penalty: 826.528809 Iteration 9Q: 3 clusters Score -490920.8 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6851 members Mstep: Class 2 contains 1951 members Entering Unmasked Estep Score: -490940.562500 Penalty: 826.528809 Iteration 10Q: 3 clusters Score -490940.6 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6847 members Mstep: Class 2 contains 1955 members Entering Unmasked Estep Score: -490950.531250 Penalty: 826.528809 Iteration 11Q: 3 clusters Score -490950.5 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6843 members Mstep: Class 2 contains 1959 members Entering Unmasked Estep Score: -490956.625000 Penalty: 826.528809 Iteration 12Q: 3 clusters Score -490956.6 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6837 members Mstep: Class 2 contains 1965 members Entering Unmasked Estep Score: -490959.906250 Penalty: 826.528809 Iteration 13Q: 3 clusters Score -490959.9 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6832 members Mstep: Class 2 contains 1970 members Entering Unmasked Estep Score: -490965.156250 Penalty: 826.528809 Iteration 14Q: 3 clusters Score -490965.2 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6822 members Mstep: Class 2 contains 1980 members Entering Unmasked Estep Score: -490966.343750 Penalty: 826.528809 Iteration 15Q: 3 clusters Score -490966.3 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6807 members Mstep: Class 2 contains 1995 members Entering Unmasked Estep Score: -490970.156250 Penalty: 826.528809 Iteration 16Q: 3 clusters Score -490970.2 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6796 members Mstep: Class 2 contains 2006 members Entering Unmasked Estep Score: -490972.343750 Penalty: 826.528809 Iteration 17Q: 3 clusters Score -490972.3 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6781 members Mstep: Class 2 contains 2021 members Entering Unmasked Estep Score: -490973.875000 Penalty: 826.528809 Iteration 18Q: 3 clusters Score -490973.9 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6772 members Mstep: Class 2 contains 2030 members Entering Unmasked Estep Score: -490974.562500 Penalty: 826.528809 Iteration 19Q: 3 clusters Score -490974.6 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6765 members Mstep: Class 2 contains 2037 members Entering Unmasked Estep Score: -490975.687500 Penalty: 826.528809 Iteration 20F: 3 clusters Score -490975.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6764 members Mstep: Class 2 contains 2038 members Entering Unmasked Estep Score: -490975.781250 Penalty: 826.528809 Iteration 21Q: 3 clusters Score -490975.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6761 members Mstep: Class 2 contains 2041 members Entering Unmasked Estep Score: -490976.312500 Penalty: 826.528809 Iteration 22Q: 3 clusters Score -490976.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6757 members Mstep: Class 2 contains 2045 members Entering Unmasked Estep Score: -490976.531250 Penalty: 826.528809 Iteration 23Q: 3 clusters Score -490976.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6755 members Mstep: Class 2 contains 2047 members Entering Unmasked Estep Score: -490976.812500 Penalty: 826.528809 Iteration 24Q: 3 clusters Score -490976.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6753 members Mstep: Class 2 contains 2049 members Entering Unmasked Estep Score: -490977.500000 Penalty: 826.528809 Iteration 25Q: 3 clusters Score -490977.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6753 members Mstep: Class 2 contains 2049 members Entering Unmasked Estep Score: -490978.187500 Penalty: 826.528809 Iteration 26Q: 3 clusters Score -490978.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6753 members Mstep: Class 2 contains 2049 members Entering Unmasked Estep Score: -490978.687500 Penalty: 826.528809 Iteration 27Q: 3 clusters Score -490978.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6751 members Mstep: Class 2 contains 2051 members Entering Unmasked Estep Score: -490978.250000 Penalty: 826.528809 Iteration 28Q: 3 clusters Score -490978.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6750 members Mstep: Class 2 contains 2052 members Entering Unmasked Estep Score: -490977.375000 Penalty: 826.528809 Iteration 29Q: 3 clusters Score -490977.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6750 members Mstep: Class 2 contains 2052 members Entering Unmasked Estep Score: -490977.375000 Penalty: 826.528809 Iteration 30F: 3 clusters Score -490977.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 26 (113 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 113 members Entering Unmasked Estep Score: -4529.832031 Penalty: 215.096146 Iteration 0F: 2 clusters Score -4529.832 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55 members Mstep: Class 2 contains 58 members Entering Unmasked Estep Score: -4329.868652 Penalty: 430.192291 Iteration 0F: 3 clusters Score -4329.869 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57 members Mstep: Class 2 contains 56 members Entering Unmasked Estep Score: -4390.290527 Penalty: 430.192291 Iteration 1F: 3 clusters Score -4390.291 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51 members Mstep: Class 2 contains 62 members Entering Unmasked Estep Score: -4427.180176 Penalty: 430.192291 Iteration 2F: 3 clusters Score -4427.18 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48 members Mstep: Class 2 contains 65 members Entering Unmasked Estep Score: -4436.221680 Penalty: 430.192291 Iteration 3F: 3 clusters Score -4436.222 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48 members Mstep: Class 2 contains 65 members Entering Unmasked Estep Score: -4448.292969 Penalty: 430.192291 Iteration 4Q: 3 clusters Score -4448.293 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49 members Mstep: Class 2 contains 64 members Entering Unmasked Estep Score: -4453.371094 Penalty: 430.192291 Iteration 5Q: 3 clusters Score -4453.371 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51 members Mstep: Class 2 contains 62 members Entering Unmasked Estep Score: -4460.019043 Penalty: 430.192291 Iteration 6Q: 3 clusters Score -4460.019 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52 members Mstep: Class 2 contains 61 members Entering Unmasked Estep Score: -4462.506836 Penalty: 430.192291 Iteration 7Q: 3 clusters Score -4462.507 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51 members Mstep: Class 2 contains 62 members Entering Unmasked Estep Score: -4467.855957 Penalty: 430.192291 Iteration 8Q: 3 clusters Score -4467.856 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51 members Mstep: Class 2 contains 62 members Entering Unmasked Estep Score: -4467.855957 Penalty: 430.192291 Iteration 9F: 3 clusters Score -4467.856 nChanged 0 Entering ConstructFrom: Trying to split cluster 27 (22697 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22697 members Entering Unmasked Estep Score: -1232499.125000 Penalty: 456.364471 Iteration 0F: 2 clusters Score -1232499 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11355 members Mstep: Class 2 contains 11342 members Entering Unmasked Estep Score: -1217491.125000 Penalty: 912.728943 Iteration 0F: 3 clusters Score -1217491 nChanged 10703 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10820 members Mstep: Class 2 contains 11877 members Entering Unmasked Estep Score: -1224044.125000 Penalty: 912.728943 Iteration 1F: 3 clusters Score -1224044 nChanged 1102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10558 members Mstep: Class 2 contains 12139 members Entering Unmasked Estep Score: -1224421.625000 Penalty: 912.728943 Iteration 2Q: 3 clusters Score -1224422 nChanged 1029 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10279 members Mstep: Class 2 contains 12418 members Entering Unmasked Estep Score: -1224800.250000 Penalty: 912.728943 Iteration 3Q: 3 clusters Score -1224800 nChanged 990 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10045 members Mstep: Class 2 contains 12652 members Entering Unmasked Estep Score: -1225185.875000 Penalty: 912.728943 Iteration 4Q: 3 clusters Score -1225186 nChanged 992 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9873 members Mstep: Class 2 contains 12824 members Entering Unmasked Estep Score: -1225645.250000 Penalty: 912.728943 Iteration 5Q: 3 clusters Score -1225645 nChanged 1056 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9725 members Mstep: Class 2 contains 12972 members Entering Unmasked Estep Score: -1226220.875000 Penalty: 912.728943 Iteration 6Q: 3 clusters Score -1226221 nChanged 1198 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9623 members Mstep: Class 2 contains 13074 members Entering Unmasked Estep Score: -1226981.000000 Penalty: 912.728943 Iteration 7F: 3 clusters Score -1226981 nChanged 1259 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9584 members Mstep: Class 2 contains 13113 members Entering Unmasked Estep Score: -1227790.250000 Penalty: 912.728943 Iteration 8F: 3 clusters Score -1227790 nChanged 1115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9613 members Mstep: Class 2 contains 13084 members Entering Unmasked Estep Score: -1228396.250000 Penalty: 912.728943 Iteration 9Q: 3 clusters Score -1228396 nChanged 836 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9541 members Mstep: Class 2 contains 13156 members Entering Unmasked Estep Score: -1228744.625000 Penalty: 912.728943 Iteration 10Q: 3 clusters Score -1228745 nChanged 566 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9415 members Mstep: Class 2 contains 13282 members Entering Unmasked Estep Score: -1228900.625000 Penalty: 912.728943 Iteration 11Q: 3 clusters Score -1228901 nChanged 393 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9262 members Mstep: Class 2 contains 13435 members Entering Unmasked Estep Score: -1228997.000000 Penalty: 912.728943 Iteration 12Q: 3 clusters Score -1228997 nChanged 321 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9095 members Mstep: Class 2 contains 13602 members Entering Unmasked Estep Score: -1229094.750000 Penalty: 912.728943 Iteration 13Q: 3 clusters Score -1229095 nChanged 357 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8878 members Mstep: Class 2 contains 13819 members Entering Unmasked Estep Score: -1229214.250000 Penalty: 912.728943 Iteration 14Q: 3 clusters Score -1229214 nChanged 345 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8673 members Mstep: Class 2 contains 14024 members Entering Unmasked Estep Score: -1229331.875000 Penalty: 912.728943 Iteration 15Q: 3 clusters Score -1229332 nChanged 334 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8475 members Mstep: Class 2 contains 14222 members Entering Unmasked Estep Score: -1229440.500000 Penalty: 912.728943 Iteration 16Q: 3 clusters Score -1229440 nChanged 328 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8289 members Mstep: Class 2 contains 14408 members Entering Unmasked Estep Score: -1229540.500000 Penalty: 912.728943 Iteration 17Q: 3 clusters Score -1229540 nChanged 307 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8090 members Mstep: Class 2 contains 14607 members Entering Unmasked Estep Score: -1229629.000000 Penalty: 912.728943 Iteration 18Q: 3 clusters Score -1229629 nChanged 294 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7894 members Mstep: Class 2 contains 14803 members Entering Unmasked Estep Score: -1229719.500000 Penalty: 912.728943 Iteration 19Q: 3 clusters Score -1229720 nChanged 299 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7671 members Mstep: Class 2 contains 15026 members Entering Unmasked Estep Score: -1229806.000000 Penalty: 912.728943 Iteration 20F: 3 clusters Score -1229806 nChanged 325 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7428 members Mstep: Class 2 contains 15269 members Entering Unmasked Estep Score: -1229902.250000 Penalty: 912.728943 Iteration 21Q: 3 clusters Score -1229902 nChanged 289 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7191 members Mstep: Class 2 contains 15506 members Entering Unmasked Estep Score: -1229985.500000 Penalty: 912.728943 Iteration 22Q: 3 clusters Score -1229986 nChanged 262 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6961 members Mstep: Class 2 contains 15736 members Entering Unmasked Estep Score: -1230060.000000 Penalty: 912.728943 Iteration 23Q: 3 clusters Score -1230060 nChanged 275 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6716 members Mstep: Class 2 contains 15981 members Entering Unmasked Estep Score: -1230133.875000 Penalty: 912.728943 Iteration 24Q: 3 clusters Score -1230134 nChanged 261 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6487 members Mstep: Class 2 contains 16210 members Entering Unmasked Estep Score: -1230194.500000 Penalty: 912.728943 Iteration 25Q: 3 clusters Score -1230194 nChanged 243 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6278 members Mstep: Class 2 contains 16419 members Entering Unmasked Estep Score: -1230249.000000 Penalty: 912.728943 Iteration 26Q: 3 clusters Score -1230249 nChanged 212 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6094 members Mstep: Class 2 contains 16603 members Entering Unmasked Estep Score: -1230291.375000 Penalty: 912.728943 Iteration 27Q: 3 clusters Score -1230291 nChanged 197 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5919 members Mstep: Class 2 contains 16778 members Entering Unmasked Estep Score: -1230328.875000 Penalty: 912.728943 Iteration 28Q: 3 clusters Score -1230329 nChanged 172 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5761 members Mstep: Class 2 contains 16936 members Entering Unmasked Estep Score: -1230355.250000 Penalty: 912.728943 Iteration 29Q: 3 clusters Score -1230355 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5616 members Mstep: Class 2 contains 17081 members Entering Unmasked Estep Score: -1230384.000000 Penalty: 912.728943 Iteration 30Q: 3 clusters Score -1230384 nChanged 173 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5455 members Mstep: Class 2 contains 17242 members Entering Unmasked Estep Score: -1230409.000000 Penalty: 912.728943 Iteration 31Q: 3 clusters Score -1230409 nChanged 157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5316 members Mstep: Class 2 contains 17381 members Entering Unmasked Estep Score: -1230442.250000 Penalty: 912.728943 Iteration 32Q: 3 clusters Score -1230442 nChanged 156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5174 members Mstep: Class 2 contains 17523 members Entering Unmasked Estep Score: -1230474.500000 Penalty: 912.728943 Iteration 33Q: 3 clusters Score -1230474 nChanged 173 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5007 members Mstep: Class 2 contains 17690 members Entering Unmasked Estep Score: -1230518.875000 Penalty: 912.728943 Iteration 34Q: 3 clusters Score -1230519 nChanged 174 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4839 members Mstep: Class 2 contains 17858 members Entering Unmasked Estep Score: -1230543.125000 Penalty: 912.728943 Iteration 35Q: 3 clusters Score -1230543 nChanged 164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4675 members Mstep: Class 2 contains 18022 members Entering Unmasked Estep Score: -1230579.750000 Penalty: 912.728943 Iteration 36Q: 3 clusters Score -1230580 nChanged 185 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4492 members Mstep: Class 2 contains 18205 members Entering Unmasked Estep Score: -1230624.375000 Penalty: 912.728943 Iteration 37Q: 3 clusters Score -1230624 nChanged 205 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4287 members Mstep: Class 2 contains 18410 members Entering Unmasked Estep Score: -1230672.500000 Penalty: 912.728943 Iteration 38Q: 3 clusters Score -1230672 nChanged 189 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4100 members Mstep: Class 2 contains 18597 members Entering Unmasked Estep Score: -1230715.125000 Penalty: 912.728943 Iteration 39Q: 3 clusters Score -1230715 nChanged 196 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3904 members Mstep: Class 2 contains 18793 members Entering Unmasked Estep Score: -1230757.625000 Penalty: 912.728943 Iteration 40F: 3 clusters Score -1230758 nChanged 182 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3722 members Mstep: Class 2 contains 18975 members Entering Unmasked Estep Score: -1230806.625000 Penalty: 912.728943 Iteration 41Q: 3 clusters Score -1230807 nChanged 170 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3552 members Mstep: Class 2 contains 19145 members Entering Unmasked Estep Score: -1230842.125000 Penalty: 912.728943 Iteration 42Q: 3 clusters Score -1230842 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3400 members Mstep: Class 2 contains 19297 members Entering Unmasked Estep Score: -1230871.875000 Penalty: 912.728943 Iteration 43Q: 3 clusters Score -1230872 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3264 members Mstep: Class 2 contains 19433 members Entering Unmasked Estep Score: -1230904.250000 Penalty: 912.728943 Iteration 44Q: 3 clusters Score -1230904 nChanged 157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3107 members Mstep: Class 2 contains 19590 members Entering Unmasked Estep Score: -1230940.625000 Penalty: 912.728943 Iteration 45Q: 3 clusters Score -1230941 nChanged 172 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2937 members Mstep: Class 2 contains 19760 members Entering Unmasked Estep Score: -1230988.875000 Penalty: 912.728943 Iteration 46Q: 3 clusters Score -1230989 nChanged 172 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2765 members Mstep: Class 2 contains 19932 members Entering Unmasked Estep Score: -1231039.625000 Penalty: 912.728943 Iteration 47Q: 3 clusters Score -1231040 nChanged 198 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2567 members Mstep: Class 2 contains 20130 members Entering Unmasked Estep Score: -1231098.500000 Penalty: 912.728943 Iteration 48Q: 3 clusters Score -1231098 nChanged 190 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2377 members Mstep: Class 2 contains 20320 members Entering Unmasked Estep Score: -1231166.500000 Penalty: 912.728943 Iteration 49Q: 3 clusters Score -1231166 nChanged 186 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2191 members Mstep: Class 2 contains 20506 members Entering Unmasked Estep Score: -1231227.750000 Penalty: 912.728943 Iteration 50Q: 3 clusters Score -1231228 nChanged 205 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1986 members Mstep: Class 2 contains 20711 members Entering Unmasked Estep Score: -1231303.375000 Penalty: 912.728943 Iteration 51Q: 3 clusters Score -1231303 nChanged 192 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1794 members Mstep: Class 2 contains 20903 members Entering Unmasked Estep Score: -1231376.750000 Penalty: 912.728943 Iteration 52Q: 3 clusters Score -1231377 nChanged 167 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1627 members Mstep: Class 2 contains 21070 members Entering Unmasked Estep Score: -1231451.750000 Penalty: 912.728943 Iteration 53Q: 3 clusters Score -1231452 nChanged 161 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1466 members Mstep: Class 2 contains 21231 members Entering Unmasked Estep Score: -1231515.750000 Penalty: 912.728943 Iteration 54Q: 3 clusters Score -1231516 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1314 members Mstep: Class 2 contains 21383 members Entering Unmasked Estep Score: -1231581.375000 Penalty: 912.728943 Iteration 55Q: 3 clusters Score -1231581 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1168 members Mstep: Class 2 contains 21529 members Entering Unmasked Estep Score: -1231644.125000 Penalty: 912.728943 Iteration 56Q: 3 clusters Score -1231644 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1039 members Mstep: Class 2 contains 21658 members Entering Unmasked Estep Score: -1231698.625000 Penalty: 912.728943 Iteration 57Q: 3 clusters Score -1231699 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 920 members Mstep: Class 2 contains 21777 members Entering Unmasked Estep Score: -1231753.750000 Penalty: 912.728943 Iteration 58Q: 3 clusters Score -1231754 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 820 members Mstep: Class 2 contains 21877 members Entering Unmasked Estep Score: -1231806.125000 Penalty: 912.728943 Iteration 59Q: 3 clusters Score -1231806 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 723 members Mstep: Class 2 contains 21974 members Entering Unmasked Estep Score: -1231851.125000 Penalty: 912.728943 Iteration 60F: 3 clusters Score -1231851 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 641 members Mstep: Class 2 contains 22056 members Entering Unmasked Estep Score: -1231895.875000 Penalty: 912.728943 Iteration 61Q: 3 clusters Score -1231896 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 561 members Mstep: Class 2 contains 22136 members Entering Unmasked Estep Score: -1231948.625000 Penalty: 912.728943 Iteration 62Q: 3 clusters Score -1231949 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 494 members Mstep: Class 2 contains 22203 members Entering Unmasked Estep Score: -1231984.125000 Penalty: 912.728943 Iteration 63Q: 3 clusters Score -1231984 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 448 members Mstep: Class 2 contains 22249 members Entering Unmasked Estep Score: -1232011.500000 Penalty: 912.728943 Iteration 64Q: 3 clusters Score -1232012 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 414 members Mstep: Class 2 contains 22283 members Entering Unmasked Estep Score: -1232024.250000 Penalty: 912.728943 Iteration 65Q: 3 clusters Score -1232024 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 387 members Mstep: Class 2 contains 22310 members Entering Unmasked Estep Score: -1232037.125000 Penalty: 912.728943 Iteration 66Q: 3 clusters Score -1232037 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 356 members Mstep: Class 2 contains 22341 members Entering Unmasked Estep Score: -1232048.750000 Penalty: 912.728943 Iteration 67Q: 3 clusters Score -1232049 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 337 members Mstep: Class 2 contains 22360 members Entering Unmasked Estep Score: -1232059.000000 Penalty: 912.728943 Iteration 68Q: 3 clusters Score -1232059 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 320 members Mstep: Class 2 contains 22377 members Entering Unmasked Estep Score: -1232071.625000 Penalty: 912.728943 Iteration 69Q: 3 clusters Score -1232072 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 299 members Mstep: Class 2 contains 22398 members Entering Unmasked Estep Score: -1232083.625000 Penalty: 912.728943 Iteration 70Q: 3 clusters Score -1232084 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 291 members Mstep: Class 2 contains 22406 members Entering Unmasked Estep Score: -1232087.750000 Penalty: 912.728943 Iteration 71Q: 3 clusters Score -1232088 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 284 members Mstep: Class 2 contains 22413 members Entering Unmasked Estep Score: -1232089.750000 Penalty: 912.728943 Iteration 72Q: 3 clusters Score -1232090 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 283 members Mstep: Class 2 contains 22414 members Entering Unmasked Estep Score: -1232089.875000 Penalty: 912.728943 Iteration 73Q: 3 clusters Score -1232090 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 281 members Mstep: Class 2 contains 22416 members Entering Unmasked Estep Score: -1232088.375000 Penalty: 912.728943 Iteration 74Q: 3 clusters Score -1232088 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 277 members Mstep: Class 2 contains 22420 members Entering Unmasked Estep Score: -1232090.250000 Penalty: 912.728943 Iteration 75Q: 3 clusters Score -1232090 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 275 members Mstep: Class 2 contains 22422 members Entering Unmasked Estep Score: -1232091.375000 Penalty: 912.728943 Iteration 76Q: 3 clusters Score -1232091 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 275 members Mstep: Class 2 contains 22422 members Entering Unmasked Estep Score: -1232091.375000 Penalty: 912.728943 Iteration 77F: 3 clusters Score -1232091 nChanged 0 Entering ConstructFrom: Trying to split cluster 28 (3408 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3408 members Entering Unmasked Estep Score: -183288.203125 Penalty: 370.091553 Iteration 0F: 2 clusters Score -183288.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1684 members Mstep: Class 2 contains 1724 members Entering Unmasked Estep Score: -180956.140625 Penalty: 740.183105 Iteration 0F: 3 clusters Score -180956.1 nChanged 1517 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1587 members Mstep: Class 2 contains 1821 members Entering Unmasked Estep Score: -181947.828125 Penalty: 740.183105 Iteration 1F: 3 clusters Score -181947.8 nChanged 281 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1542 members Mstep: Class 2 contains 1866 members Entering Unmasked Estep Score: -182121.953125 Penalty: 740.183105 Iteration 2F: 3 clusters Score -182122 nChanged 232 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1518 members Mstep: Class 2 contains 1890 members Entering Unmasked Estep Score: -182274.312500 Penalty: 740.183105 Iteration 3F: 3 clusters Score -182274.3 nChanged 174 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1494 members Mstep: Class 2 contains 1914 members Entering Unmasked Estep Score: -182376.734375 Penalty: 740.183105 Iteration 4F: 3 clusters Score -182376.7 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1460 members Mstep: Class 2 contains 1948 members Entering Unmasked Estep Score: -182452.515625 Penalty: 740.183105 Iteration 5Q: 3 clusters Score -182452.5 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1435 members Mstep: Class 2 contains 1973 members Entering Unmasked Estep Score: -182508.671875 Penalty: 740.183105 Iteration 6Q: 3 clusters Score -182508.7 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1401 members Mstep: Class 2 contains 2007 members Entering Unmasked Estep Score: -182548.750000 Penalty: 740.183105 Iteration 7Q: 3 clusters Score -182548.8 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1377 members Mstep: Class 2 contains 2031 members Entering Unmasked Estep Score: -182578.828125 Penalty: 740.183105 Iteration 8Q: 3 clusters Score -182578.8 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1357 members Mstep: Class 2 contains 2051 members Entering Unmasked Estep Score: -182600.625000 Penalty: 740.183105 Iteration 9Q: 3 clusters Score -182600.6 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1339 members Mstep: Class 2 contains 2069 members Entering Unmasked Estep Score: -182609.921875 Penalty: 740.183105 Iteration 10Q: 3 clusters Score -182609.9 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1326 members Mstep: Class 2 contains 2082 members Entering Unmasked Estep Score: -182615.703125 Penalty: 740.183105 Iteration 11Q: 3 clusters Score -182615.7 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1318 members Mstep: Class 2 contains 2090 members Entering Unmasked Estep Score: -182619.515625 Penalty: 740.183105 Iteration 12Q: 3 clusters Score -182619.5 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1300 members Mstep: Class 2 contains 2108 members Entering Unmasked Estep Score: -182626.859375 Penalty: 740.183105 Iteration 13Q: 3 clusters Score -182626.9 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1288 members Mstep: Class 2 contains 2120 members Entering Unmasked Estep Score: -182631.250000 Penalty: 740.183105 Iteration 14Q: 3 clusters Score -182631.2 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1277 members Mstep: Class 2 contains 2131 members Entering Unmasked Estep Score: -182635.093750 Penalty: 740.183105 Iteration 15Q: 3 clusters Score -182635.1 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1271 members Mstep: Class 2 contains 2137 members Entering Unmasked Estep Score: -182638.125000 Penalty: 740.183105 Iteration 16Q: 3 clusters Score -182638.1 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1262 members Mstep: Class 2 contains 2146 members Entering Unmasked Estep Score: -182641.031250 Penalty: 740.183105 Iteration 17Q: 3 clusters Score -182641 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1249 members Mstep: Class 2 contains 2159 members Entering Unmasked Estep Score: -182645.171875 Penalty: 740.183105 Iteration 18Q: 3 clusters Score -182645.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1239 members Mstep: Class 2 contains 2169 members Entering Unmasked Estep Score: -182646.562500 Penalty: 740.183105 Iteration 19Q: 3 clusters Score -182646.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1234 members Mstep: Class 2 contains 2174 members Entering Unmasked Estep Score: -182647.984375 Penalty: 740.183105 Iteration 20F: 3 clusters Score -182648 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1230 members Mstep: Class 2 contains 2178 members Entering Unmasked Estep Score: -182648.765625 Penalty: 740.183105 Iteration 21Q: 3 clusters Score -182648.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1224 members Mstep: Class 2 contains 2184 members Entering Unmasked Estep Score: -182649.562500 Penalty: 740.183105 Iteration 22Q: 3 clusters Score -182649.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1219 members Mstep: Class 2 contains 2189 members Entering Unmasked Estep Score: -182649.718750 Penalty: 740.183105 Iteration 23Q: 3 clusters Score -182649.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1219 members Mstep: Class 2 contains 2189 members Entering Unmasked Estep Score: -182649.718750 Penalty: 740.183105 Iteration 24F: 3 clusters Score -182649.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 29 (11240 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11240 members Entering Unmasked Estep Score: -641196.500000 Penalty: 424.389160 Iteration 0F: 2 clusters Score -641196.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5522 members Mstep: Class 2 contains 5718 members Entering Unmasked Estep Score: -633659.875000 Penalty: 848.778320 Iteration 0F: 3 clusters Score -633659.9 nChanged 5263 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4059 members Mstep: Class 2 contains 7181 members Entering Unmasked Estep Score: -637311.125000 Penalty: 848.778320 Iteration 1F: 3 clusters Score -637311.1 nChanged 1004 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3275 members Mstep: Class 2 contains 7965 members Entering Unmasked Estep Score: -638067.687500 Penalty: 848.778320 Iteration 2F: 3 clusters Score -638067.7 nChanged 949 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2484 members Mstep: Class 2 contains 8756 members Entering Unmasked Estep Score: -638885.750000 Penalty: 848.778320 Iteration 3F: 3 clusters Score -638885.8 nChanged 788 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1822 members Mstep: Class 2 contains 9418 members Entering Unmasked Estep Score: -639621.125000 Penalty: 848.778320 Iteration 4F: 3 clusters Score -639621.1 nChanged 522 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1380 members Mstep: Class 2 contains 9860 members Entering Unmasked Estep Score: -640110.812500 Penalty: 848.778320 Iteration 5Q: 3 clusters Score -640110.8 nChanged 315 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1121 members Mstep: Class 2 contains 10119 members Entering Unmasked Estep Score: -640381.937500 Penalty: 848.778320 Iteration 6Q: 3 clusters Score -640381.9 nChanged 203 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 964 members Mstep: Class 2 contains 10276 members Entering Unmasked Estep Score: -640531.937500 Penalty: 848.778320 Iteration 7Q: 3 clusters Score -640531.9 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 853 members Mstep: Class 2 contains 10387 members Entering Unmasked Estep Score: -640604.750000 Penalty: 848.778320 Iteration 8Q: 3 clusters Score -640604.8 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 777 members Mstep: Class 2 contains 10463 members Entering Unmasked Estep Score: -640656.375000 Penalty: 848.778320 Iteration 9Q: 3 clusters Score -640656.4 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 706 members Mstep: Class 2 contains 10534 members Entering Unmasked Estep Score: -640699.687500 Penalty: 848.778320 Iteration 10Q: 3 clusters Score -640699.7 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 640 members Mstep: Class 2 contains 10600 members Entering Unmasked Estep Score: -640730.125000 Penalty: 848.778320 Iteration 11Q: 3 clusters Score -640730.1 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 603 members Mstep: Class 2 contains 10637 members Entering Unmasked Estep Score: -640741.312500 Penalty: 848.778320 Iteration 12Q: 3 clusters Score -640741.3 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 570 members Mstep: Class 2 contains 10670 members Entering Unmasked Estep Score: -640751.875000 Penalty: 848.778320 Iteration 13Q: 3 clusters Score -640751.9 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 532 members Mstep: Class 2 contains 10708 members Entering Unmasked Estep Score: -640767.625000 Penalty: 848.778320 Iteration 14Q: 3 clusters Score -640767.6 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 500 members Mstep: Class 2 contains 10740 members Entering Unmasked Estep Score: -640776.500000 Penalty: 848.778320 Iteration 15Q: 3 clusters Score -640776.5 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 474 members Mstep: Class 2 contains 10766 members Entering Unmasked Estep Score: -640783.562500 Penalty: 848.778320 Iteration 16Q: 3 clusters Score -640783.6 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 454 members Mstep: Class 2 contains 10786 members Entering Unmasked Estep Score: -640790.562500 Penalty: 848.778320 Iteration 17Q: 3 clusters Score -640790.6 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 436 members Mstep: Class 2 contains 10804 members Entering Unmasked Estep Score: -640795.437500 Penalty: 848.778320 Iteration 18Q: 3 clusters Score -640795.4 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 417 members Mstep: Class 2 contains 10823 members Entering Unmasked Estep Score: -640800.312500 Penalty: 848.778320 Iteration 19Q: 3 clusters Score -640800.3 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 404 members Mstep: Class 2 contains 10836 members Entering Unmasked Estep Score: -640803.750000 Penalty: 848.778320 Iteration 20F: 3 clusters Score -640803.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 394 members Mstep: Class 2 contains 10846 members Entering Unmasked Estep Score: -640808.312500 Penalty: 848.778320 Iteration 21Q: 3 clusters Score -640808.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 387 members Mstep: Class 2 contains 10853 members Entering Unmasked Estep Score: -640807.625000 Penalty: 848.778320 Iteration 22Q: 3 clusters Score -640807.6 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 376 members Mstep: Class 2 contains 10864 members Entering Unmasked Estep Score: -640810.000000 Penalty: 848.778320 Iteration 23Q: 3 clusters Score -640810 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 367 members Mstep: Class 2 contains 10873 members Entering Unmasked Estep Score: -640812.812500 Penalty: 848.778320 Iteration 24Q: 3 clusters Score -640812.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 365 members Mstep: Class 2 contains 10875 members Entering Unmasked Estep Score: -640813.187500 Penalty: 848.778320 Iteration 25Q: 3 clusters Score -640813.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 361 members Mstep: Class 2 contains 10879 members Entering Unmasked Estep Score: -640813.187500 Penalty: 848.778320 Iteration 26Q: 3 clusters Score -640813.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 357 members Mstep: Class 2 contains 10883 members Entering Unmasked Estep Score: -640814.687500 Penalty: 848.778320 Iteration 27Q: 3 clusters Score -640814.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 350 members Mstep: Class 2 contains 10890 members Entering Unmasked Estep Score: -640817.375000 Penalty: 848.778320 Iteration 28Q: 3 clusters Score -640817.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 344 members Mstep: Class 2 contains 10896 members Entering Unmasked Estep Score: -640819.125000 Penalty: 848.778320 Iteration 29Q: 3 clusters Score -640819.1 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 333 members Mstep: Class 2 contains 10907 members Entering Unmasked Estep Score: -640821.750000 Penalty: 848.778320 Iteration 30Q: 3 clusters Score -640821.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 329 members Mstep: Class 2 contains 10911 members Entering Unmasked Estep Score: -640822.125000 Penalty: 848.778320 Iteration 31Q: 3 clusters Score -640822.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 326 members Mstep: Class 2 contains 10914 members Entering Unmasked Estep Score: -640822.812500 Penalty: 848.778320 Iteration 32Q: 3 clusters Score -640822.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 322 members Mstep: Class 2 contains 10918 members Entering Unmasked Estep Score: -640823.687500 Penalty: 848.778320 Iteration 33Q: 3 clusters Score -640823.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 321 members Mstep: Class 2 contains 10919 members Entering Unmasked Estep Score: -640826.812500 Penalty: 848.778320 Iteration 34Q: 3 clusters Score -640826.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 317 members Mstep: Class 2 contains 10923 members Entering Unmasked Estep Score: -640828.062500 Penalty: 848.778320 Iteration 35Q: 3 clusters Score -640828.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 316 members Mstep: Class 2 contains 10924 members Entering Unmasked Estep Score: -640828.250000 Penalty: 848.778320 Iteration 36Q: 3 clusters Score -640828.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 312 members Mstep: Class 2 contains 10928 members Entering Unmasked Estep Score: -640829.875000 Penalty: 848.778320 Iteration 37Q: 3 clusters Score -640829.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 305 members Mstep: Class 2 contains 10935 members Entering Unmasked Estep Score: -640833.625000 Penalty: 848.778320 Iteration 38Q: 3 clusters Score -640833.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 301 members Mstep: Class 2 contains 10939 members Entering Unmasked Estep Score: -640833.750000 Penalty: 848.778320 Iteration 39Q: 3 clusters Score -640833.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 300 members Mstep: Class 2 contains 10940 members Entering Unmasked Estep Score: -640833.812500 Penalty: 848.778320 Iteration 40F: 3 clusters Score -640833.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 30 (3219 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3219 members Entering Unmasked Estep Score: -158937.296875 Penalty: 367.495575 Iteration 0F: 2 clusters Score -158937.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1624 members Mstep: Class 2 contains 1595 members Entering Unmasked Estep Score: -156751.609375 Penalty: 734.991150 Iteration 0F: 3 clusters Score -156751.6 nChanged 1404 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1782 members Mstep: Class 2 contains 1437 members Entering Unmasked Estep Score: -157645.156250 Penalty: 734.991150 Iteration 1F: 3 clusters Score -157645.2 nChanged 281 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1879 members Mstep: Class 2 contains 1340 members Entering Unmasked Estep Score: -157847.687500 Penalty: 734.991150 Iteration 2F: 3 clusters Score -157847.7 nChanged 245 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1948 members Mstep: Class 2 contains 1271 members Entering Unmasked Estep Score: -158050.218750 Penalty: 734.991150 Iteration 3F: 3 clusters Score -158050.2 nChanged 178 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1974 members Mstep: Class 2 contains 1245 members Entering Unmasked Estep Score: -158170.781250 Penalty: 734.991150 Iteration 4F: 3 clusters Score -158170.8 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1986 members Mstep: Class 2 contains 1233 members Entering Unmasked Estep Score: -158275.046875 Penalty: 734.991150 Iteration 5Q: 3 clusters Score -158275 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1995 members Mstep: Class 2 contains 1224 members Entering Unmasked Estep Score: -158341.703125 Penalty: 734.991150 Iteration 6Q: 3 clusters Score -158341.7 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1997 members Mstep: Class 2 contains 1222 members Entering Unmasked Estep Score: -158373.421875 Penalty: 734.991150 Iteration 7Q: 3 clusters Score -158373.4 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2012 members Mstep: Class 2 contains 1207 members Entering Unmasked Estep Score: -158396.593750 Penalty: 734.991150 Iteration 8Q: 3 clusters Score -158396.6 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2035 members Mstep: Class 2 contains 1184 members Entering Unmasked Estep Score: -158416.812500 Penalty: 734.991150 Iteration 9Q: 3 clusters Score -158416.8 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2043 members Mstep: Class 2 contains 1176 members Entering Unmasked Estep Score: -158427.093750 Penalty: 734.991150 Iteration 10Q: 3 clusters Score -158427.1 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2051 members Mstep: Class 2 contains 1168 members Entering Unmasked Estep Score: -158434.437500 Penalty: 734.991150 Iteration 11Q: 3 clusters Score -158434.4 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2053 members Mstep: Class 2 contains 1166 members Entering Unmasked Estep Score: -158441.781250 Penalty: 734.991150 Iteration 12Q: 3 clusters Score -158441.8 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2061 members Mstep: Class 2 contains 1158 members Entering Unmasked Estep Score: -158446.812500 Penalty: 734.991150 Iteration 13Q: 3 clusters Score -158446.8 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2067 members Mstep: Class 2 contains 1152 members Entering Unmasked Estep Score: -158450.828125 Penalty: 734.991150 Iteration 14Q: 3 clusters Score -158450.8 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2069 members Mstep: Class 2 contains 1150 members Entering Unmasked Estep Score: -158455.218750 Penalty: 734.991150 Iteration 15Q: 3 clusters Score -158455.2 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2071 members Mstep: Class 2 contains 1148 members Entering Unmasked Estep Score: -158457.546875 Penalty: 734.991150 Iteration 16Q: 3 clusters Score -158457.5 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2073 members Mstep: Class 2 contains 1146 members Entering Unmasked Estep Score: -158459.296875 Penalty: 734.991150 Iteration 17Q: 3 clusters Score -158459.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2073 members Mstep: Class 2 contains 1146 members Entering Unmasked Estep Score: -158460.328125 Penalty: 734.991150 Iteration 18Q: 3 clusters Score -158460.3 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2073 members Mstep: Class 2 contains 1146 members Entering Unmasked Estep Score: -158462.687500 Penalty: 734.991150 Iteration 19Q: 3 clusters Score -158462.7 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2073 members Mstep: Class 2 contains 1146 members Entering Unmasked Estep Score: -158464.968750 Penalty: 734.991150 Iteration 20F: 3 clusters Score -158465 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2071 members Mstep: Class 2 contains 1148 members Entering Unmasked Estep Score: -158467.078125 Penalty: 734.991150 Iteration 21Q: 3 clusters Score -158467.1 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2066 members Mstep: Class 2 contains 1153 members Entering Unmasked Estep Score: -158468.484375 Penalty: 734.991150 Iteration 22Q: 3 clusters Score -158468.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2062 members Mstep: Class 2 contains 1157 members Entering Unmasked Estep Score: -158469.687500 Penalty: 734.991150 Iteration 23Q: 3 clusters Score -158469.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2060 members Mstep: Class 2 contains 1159 members Entering Unmasked Estep Score: -158470.187500 Penalty: 734.991150 Iteration 24Q: 3 clusters Score -158470.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2057 members Mstep: Class 2 contains 1162 members Entering Unmasked Estep Score: -158471.062500 Penalty: 734.991150 Iteration 25Q: 3 clusters Score -158471.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2050 members Mstep: Class 2 contains 1169 members Entering Unmasked Estep Score: -158473.031250 Penalty: 734.991150 Iteration 26Q: 3 clusters Score -158473 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2043 members Mstep: Class 2 contains 1176 members Entering Unmasked Estep Score: -158474.125000 Penalty: 734.991150 Iteration 27Q: 3 clusters Score -158474.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2037 members Mstep: Class 2 contains 1182 members Entering Unmasked Estep Score: -158475.031250 Penalty: 734.991150 Iteration 28Q: 3 clusters Score -158475 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2036 members Mstep: Class 2 contains 1183 members Entering Unmasked Estep Score: -158475.406250 Penalty: 734.991150 Iteration 29Q: 3 clusters Score -158475.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2035 members Mstep: Class 2 contains 1184 members Entering Unmasked Estep Score: -158476.015625 Penalty: 734.991150 Iteration 30Q: 3 clusters Score -158476 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2032 members Mstep: Class 2 contains 1187 members Entering Unmasked Estep Score: -158476.437500 Penalty: 734.991150 Iteration 31Q: 3 clusters Score -158476.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2030 members Mstep: Class 2 contains 1189 members Entering Unmasked Estep Score: -158477.859375 Penalty: 734.991150 Iteration 32Q: 3 clusters Score -158477.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2021 members Mstep: Class 2 contains 1198 members Entering Unmasked Estep Score: -158480.109375 Penalty: 734.991150 Iteration 33Q: 3 clusters Score -158480.1 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2010 members Mstep: Class 2 contains 1209 members Entering Unmasked Estep Score: -158483.687500 Penalty: 734.991150 Iteration 34Q: 3 clusters Score -158483.7 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2001 members Mstep: Class 2 contains 1218 members Entering Unmasked Estep Score: -158487.328125 Penalty: 734.991150 Iteration 35Q: 3 clusters Score -158487.3 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1997 members Mstep: Class 2 contains 1222 members Entering Unmasked Estep Score: -158489.609375 Penalty: 734.991150 Iteration 36Q: 3 clusters Score -158489.6 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1992 members Mstep: Class 2 contains 1227 members Entering Unmasked Estep Score: -158493.078125 Penalty: 734.991150 Iteration 37Q: 3 clusters Score -158493.1 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1988 members Mstep: Class 2 contains 1231 members Entering Unmasked Estep Score: -158498.437500 Penalty: 734.991150 Iteration 38Q: 3 clusters Score -158498.4 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1986 members Mstep: Class 2 contains 1233 members Entering Unmasked Estep Score: -158503.093750 Penalty: 734.991150 Iteration 39Q: 3 clusters Score -158503.1 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1980 members Mstep: Class 2 contains 1239 members Entering Unmasked Estep Score: -158506.796875 Penalty: 734.991150 Iteration 40F: 3 clusters Score -158506.8 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1976 members Mstep: Class 2 contains 1243 members Entering Unmasked Estep Score: -158511.281250 Penalty: 734.991150 Iteration 41Q: 3 clusters Score -158511.3 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1970 members Mstep: Class 2 contains 1249 members Entering Unmasked Estep Score: -158516.390625 Penalty: 734.991150 Iteration 42Q: 3 clusters Score -158516.4 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1963 members Mstep: Class 2 contains 1256 members Entering Unmasked Estep Score: -158521.703125 Penalty: 734.991150 Iteration 43Q: 3 clusters Score -158521.7 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1955 members Mstep: Class 2 contains 1264 members Entering Unmasked Estep Score: -158528.687500 Penalty: 734.991150 Iteration 44Q: 3 clusters Score -158528.7 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1948 members Mstep: Class 2 contains 1271 members Entering Unmasked Estep Score: -158536.484375 Penalty: 734.991150 Iteration 45Q: 3 clusters Score -158536.5 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1929 members Mstep: Class 2 contains 1290 members Entering Unmasked Estep Score: -158546.953125 Penalty: 734.991150 Iteration 46Q: 3 clusters Score -158547 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1910 members Mstep: Class 2 contains 1309 members Entering Unmasked Estep Score: -158558.718750 Penalty: 734.991150 Iteration 47Q: 3 clusters Score -158558.7 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1890 members Mstep: Class 2 contains 1329 members Entering Unmasked Estep Score: -158570.359375 Penalty: 734.991150 Iteration 48Q: 3 clusters Score -158570.4 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1868 members Mstep: Class 2 contains 1351 members Entering Unmasked Estep Score: -158585.890625 Penalty: 734.991150 Iteration 49Q: 3 clusters Score -158585.9 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1843 members Mstep: Class 2 contains 1376 members Entering Unmasked Estep Score: -158602.125000 Penalty: 734.991150 Iteration 50Q: 3 clusters Score -158602.1 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1811 members Mstep: Class 2 contains 1408 members Entering Unmasked Estep Score: -158622.531250 Penalty: 734.991150 Iteration 51Q: 3 clusters Score -158622.5 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1783 members Mstep: Class 2 contains 1436 members Entering Unmasked Estep Score: -158638.687500 Penalty: 734.991150 Iteration 52Q: 3 clusters Score -158638.7 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1765 members Mstep: Class 2 contains 1454 members Entering Unmasked Estep Score: -158650.203125 Penalty: 734.991150 Iteration 53Q: 3 clusters Score -158650.2 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1746 members Mstep: Class 2 contains 1473 members Entering Unmasked Estep Score: -158658.593750 Penalty: 734.991150 Iteration 54Q: 3 clusters Score -158658.6 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1732 members Mstep: Class 2 contains 1487 members Entering Unmasked Estep Score: -158663.390625 Penalty: 734.991150 Iteration 55Q: 3 clusters Score -158663.4 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1727 members Mstep: Class 2 contains 1492 members Entering Unmasked Estep Score: -158667.781250 Penalty: 734.991150 Iteration 56Q: 3 clusters Score -158667.8 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1712 members Mstep: Class 2 contains 1507 members Entering Unmasked Estep Score: -158675.390625 Penalty: 734.991150 Iteration 57Q: 3 clusters Score -158675.4 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1702 members Mstep: Class 2 contains 1517 members Entering Unmasked Estep Score: -158680.265625 Penalty: 734.991150 Iteration 58Q: 3 clusters Score -158680.3 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1693 members Mstep: Class 2 contains 1526 members Entering Unmasked Estep Score: -158684.250000 Penalty: 734.991150 Iteration 59Q: 3 clusters Score -158684.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1688 members Mstep: Class 2 contains 1531 members Entering Unmasked Estep Score: -158685.703125 Penalty: 734.991150 Iteration 60F: 3 clusters Score -158685.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1686 members Mstep: Class 2 contains 1533 members Entering Unmasked Estep Score: -158685.703125 Penalty: 734.991150 Iteration 61Q: 3 clusters Score -158685.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1685 members Mstep: Class 2 contains 1534 members Entering Unmasked Estep Score: -158685.859375 Penalty: 734.991150 Iteration 62Q: 3 clusters Score -158685.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1682 members Mstep: Class 2 contains 1537 members Entering Unmasked Estep Score: -158686.265625 Penalty: 734.991150 Iteration 63Q: 3 clusters Score -158686.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1679 members Mstep: Class 2 contains 1540 members Entering Unmasked Estep Score: -158686.656250 Penalty: 734.991150 Iteration 64Q: 3 clusters Score -158686.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1678 members Mstep: Class 2 contains 1541 members Entering Unmasked Estep Score: -158686.546875 Penalty: 734.991150 Iteration 65Q: 3 clusters Score -158686.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1672 members Mstep: Class 2 contains 1547 members Entering Unmasked Estep Score: -158687.609375 Penalty: 734.991150 Iteration 66Q: 3 clusters Score -158687.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1665 members Mstep: Class 2 contains 1554 members Entering Unmasked Estep Score: -158688.468750 Penalty: 734.991150 Iteration 67Q: 3 clusters Score -158688.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1659 members Mstep: Class 2 contains 1560 members Entering Unmasked Estep Score: -158689.921875 Penalty: 734.991150 Iteration 68Q: 3 clusters Score -158689.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1654 members Mstep: Class 2 contains 1565 members Entering Unmasked Estep Score: -158690.468750 Penalty: 734.991150 Iteration 69Q: 3 clusters Score -158690.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1652 members Mstep: Class 2 contains 1567 members Entering Unmasked Estep Score: -158690.765625 Penalty: 734.991150 Iteration 70Q: 3 clusters Score -158690.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1651 members Mstep: Class 2 contains 1568 members Entering Unmasked Estep Score: -158691.125000 Penalty: 734.991150 Iteration 71Q: 3 clusters Score -158691.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1650 members Mstep: Class 2 contains 1569 members Entering Unmasked Estep Score: -158691.187500 Penalty: 734.991150 Iteration 72Q: 3 clusters Score -158691.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1650 members Mstep: Class 2 contains 1569 members Entering Unmasked Estep Score: -158691.187500 Penalty: 734.991150 Iteration 73F: 3 clusters Score -158691.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 31 (5196 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5196 members Entering Unmasked Estep Score: -280965.062500 Penalty: 389.281799 Iteration 0F: 2 clusters Score -280965.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2601 members Mstep: Class 2 contains 2595 members Entering Unmasked Estep Score: -277532.968750 Penalty: 778.563599 Iteration 0F: 3 clusters Score -277533 nChanged 2342 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2699 members Mstep: Class 2 contains 2497 members Entering Unmasked Estep Score: -278780.312500 Penalty: 778.563599 Iteration 1F: 3 clusters Score -278780.3 nChanged 362 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2815 members Mstep: Class 2 contains 2381 members Entering Unmasked Estep Score: -279006.687500 Penalty: 778.563599 Iteration 2F: 3 clusters Score -279006.7 nChanged 367 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2922 members Mstep: Class 2 contains 2274 members Entering Unmasked Estep Score: -279224.750000 Penalty: 778.563599 Iteration 3F: 3 clusters Score -279224.8 nChanged 323 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3021 members Mstep: Class 2 contains 2175 members Entering Unmasked Estep Score: -279449.531250 Penalty: 778.563599 Iteration 4F: 3 clusters Score -279449.5 nChanged 322 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3097 members Mstep: Class 2 contains 2099 members Entering Unmasked Estep Score: -279702.062500 Penalty: 778.563599 Iteration 5F: 3 clusters Score -279702.1 nChanged 320 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3157 members Mstep: Class 2 contains 2039 members Entering Unmasked Estep Score: -279944.875000 Penalty: 778.563599 Iteration 6F: 3 clusters Score -279944.9 nChanged 253 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3216 members Mstep: Class 2 contains 1980 members Entering Unmasked Estep Score: -280111.437500 Penalty: 778.563599 Iteration 7Q: 3 clusters Score -280111.4 nChanged 182 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3288 members Mstep: Class 2 contains 1908 members Entering Unmasked Estep Score: -280209.406250 Penalty: 778.563599 Iteration 8Q: 3 clusters Score -280209.4 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3353 members Mstep: Class 2 contains 1843 members Entering Unmasked Estep Score: -280285.875000 Penalty: 778.563599 Iteration 9Q: 3 clusters Score -280285.9 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3411 members Mstep: Class 2 contains 1785 members Entering Unmasked Estep Score: -280356.718750 Penalty: 778.563599 Iteration 10Q: 3 clusters Score -280356.7 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3476 members Mstep: Class 2 contains 1720 members Entering Unmasked Estep Score: -280429.562500 Penalty: 778.563599 Iteration 11Q: 3 clusters Score -280429.6 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3539 members Mstep: Class 2 contains 1657 members Entering Unmasked Estep Score: -280519.656250 Penalty: 778.563599 Iteration 12Q: 3 clusters Score -280519.7 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3599 members Mstep: Class 2 contains 1597 members Entering Unmasked Estep Score: -280626.781250 Penalty: 778.563599 Iteration 13Q: 3 clusters Score -280626.8 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3641 members Mstep: Class 2 contains 1555 members Entering Unmasked Estep Score: -280725.843750 Penalty: 778.563599 Iteration 14Q: 3 clusters Score -280725.8 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3674 members Mstep: Class 2 contains 1522 members Entering Unmasked Estep Score: -280794.531250 Penalty: 778.563599 Iteration 15Q: 3 clusters Score -280794.5 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3676 members Mstep: Class 2 contains 1520 members Entering Unmasked Estep Score: -280835.062500 Penalty: 778.563599 Iteration 16Q: 3 clusters Score -280835.1 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3684 members Mstep: Class 2 contains 1512 members Entering Unmasked Estep Score: -280863.218750 Penalty: 778.563599 Iteration 17Q: 3 clusters Score -280863.2 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3679 members Mstep: Class 2 contains 1517 members Entering Unmasked Estep Score: -280879.375000 Penalty: 778.563599 Iteration 18Q: 3 clusters Score -280879.4 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3669 members Mstep: Class 2 contains 1527 members Entering Unmasked Estep Score: -280889.218750 Penalty: 778.563599 Iteration 19Q: 3 clusters Score -280889.2 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3656 members Mstep: Class 2 contains 1540 members Entering Unmasked Estep Score: -280897.375000 Penalty: 778.563599 Iteration 20F: 3 clusters Score -280897.4 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3643 members Mstep: Class 2 contains 1553 members Entering Unmasked Estep Score: -280902.125000 Penalty: 778.563599 Iteration 21Q: 3 clusters Score -280902.1 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3633 members Mstep: Class 2 contains 1563 members Entering Unmasked Estep Score: -280904.375000 Penalty: 778.563599 Iteration 22Q: 3 clusters Score -280904.4 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3620 members Mstep: Class 2 contains 1576 members Entering Unmasked Estep Score: -280907.812500 Penalty: 778.563599 Iteration 23Q: 3 clusters Score -280907.8 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3605 members Mstep: Class 2 contains 1591 members Entering Unmasked Estep Score: -280911.406250 Penalty: 778.563599 Iteration 24Q: 3 clusters Score -280911.4 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3596 members Mstep: Class 2 contains 1600 members Entering Unmasked Estep Score: -280912.875000 Penalty: 778.563599 Iteration 25Q: 3 clusters Score -280912.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3592 members Mstep: Class 2 contains 1604 members Entering Unmasked Estep Score: -280913.343750 Penalty: 778.563599 Iteration 26Q: 3 clusters Score -280913.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3585 members Mstep: Class 2 contains 1611 members Entering Unmasked Estep Score: -280914.031250 Penalty: 778.563599 Iteration 27Q: 3 clusters Score -280914 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3581 members Mstep: Class 2 contains 1615 members Entering Unmasked Estep Score: -280915.093750 Penalty: 778.563599 Iteration 28Q: 3 clusters Score -280915.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3576 members Mstep: Class 2 contains 1620 members Entering Unmasked Estep Score: -280916.187500 Penalty: 778.563599 Iteration 29Q: 3 clusters Score -280916.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3569 members Mstep: Class 2 contains 1627 members Entering Unmasked Estep Score: -280916.718750 Penalty: 778.563599 Iteration 30Q: 3 clusters Score -280916.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3564 members Mstep: Class 2 contains 1632 members Entering Unmasked Estep Score: -280917.375000 Penalty: 778.563599 Iteration 31Q: 3 clusters Score -280917.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3560 members Mstep: Class 2 contains 1636 members Entering Unmasked Estep Score: -280917.343750 Penalty: 778.563599 Iteration 32Q: 3 clusters Score -280917.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3558 members Mstep: Class 2 contains 1638 members Entering Unmasked Estep Score: -280917.656250 Penalty: 778.563599 Iteration 33Q: 3 clusters Score -280917.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3557 members Mstep: Class 2 contains 1639 members Entering Unmasked Estep Score: -280917.406250 Penalty: 778.563599 Iteration 34Q: 3 clusters Score -280917.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3557 members Mstep: Class 2 contains 1639 members Entering Unmasked Estep Score: -280917.406250 Penalty: 778.563599 Iteration 35F: 3 clusters Score -280917.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 32 (108 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 108 members Entering Unmasked Estep Score: -5716.261230 Penalty: 213.036972 Iteration 0F: 2 clusters Score -5716.261 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 61 members Entering Unmasked Estep Score: -5493.554688 Penalty: 426.073944 Iteration 0F: 3 clusters Score -5493.555 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51 members Mstep: Class 2 contains 57 members Entering Unmasked Estep Score: -5531.459961 Penalty: 426.073944 Iteration 1F: 3 clusters Score -5531.46 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53 members Mstep: Class 2 contains 55 members Entering Unmasked Estep Score: -5551.745117 Penalty: 426.073944 Iteration 2F: 3 clusters Score -5551.745 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52 members Mstep: Class 2 contains 56 members Entering Unmasked Estep Score: -5562.971680 Penalty: 426.073944 Iteration 3Q: 3 clusters Score -5562.972 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50 members Mstep: Class 2 contains 58 members Entering Unmasked Estep Score: -5572.510254 Penalty: 426.073944 Iteration 4Q: 3 clusters Score -5572.51 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49 members Mstep: Class 2 contains 59 members Entering Unmasked Estep Score: -5579.096680 Penalty: 426.073944 Iteration 5Q: 3 clusters Score -5579.097 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49 members Mstep: Class 2 contains 59 members Entering Unmasked Estep Score: -5579.096680 Penalty: 426.073944 Iteration 6F: 3 clusters Score -5579.097 nChanged 0 Entering ConstructFrom: Trying to split cluster 33 (1517 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1517 members Entering Unmasked Estep Score: -70707.570312 Penalty: 333.264313 Iteration 0F: 2 clusters Score -70707.57 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 790 members Mstep: Class 2 contains 727 members Entering Unmasked Estep Score: -69563.945312 Penalty: 666.528625 Iteration 0F: 3 clusters Score -69563.95 nChanged 614 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 904 members Mstep: Class 2 contains 613 members Entering Unmasked Estep Score: -70049.164062 Penalty: 666.528625 Iteration 1F: 3 clusters Score -70049.16 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 937 members Mstep: Class 2 contains 580 members Entering Unmasked Estep Score: -70213.484375 Penalty: 666.528625 Iteration 2F: 3 clusters Score -70213.48 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 940 members Mstep: Class 2 contains 577 members Entering Unmasked Estep Score: -70317.687500 Penalty: 666.528625 Iteration 3F: 3 clusters Score -70317.69 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 947 members Mstep: Class 2 contains 570 members Entering Unmasked Estep Score: -70396.500000 Penalty: 666.528625 Iteration 4F: 3 clusters Score -70396.5 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 936 members Mstep: Class 2 contains 581 members Entering Unmasked Estep Score: -70463.078125 Penalty: 666.528625 Iteration 5Q: 3 clusters Score -70463.08 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 928 members Mstep: Class 2 contains 589 members Entering Unmasked Estep Score: -70515.515625 Penalty: 666.528625 Iteration 6Q: 3 clusters Score -70515.52 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 914 members Mstep: Class 2 contains 603 members Entering Unmasked Estep Score: -70556.031250 Penalty: 666.528625 Iteration 7Q: 3 clusters Score -70556.03 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 893 members Mstep: Class 2 contains 624 members Entering Unmasked Estep Score: -70589.773438 Penalty: 666.528625 Iteration 8Q: 3 clusters Score -70589.77 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 881 members Mstep: Class 2 contains 636 members Entering Unmasked Estep Score: -70607.679688 Penalty: 666.528625 Iteration 9Q: 3 clusters Score -70607.68 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 866 members Mstep: Class 2 contains 651 members Entering Unmasked Estep Score: -70612.492188 Penalty: 666.528625 Iteration 10Q: 3 clusters Score -70612.49 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 860 members Mstep: Class 2 contains 657 members Entering Unmasked Estep Score: -70613.437500 Penalty: 666.528625 Iteration 11Q: 3 clusters Score -70613.44 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 856 members Mstep: Class 2 contains 661 members Entering Unmasked Estep Score: -70614.226562 Penalty: 666.528625 Iteration 12Q: 3 clusters Score -70614.23 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 852 members Mstep: Class 2 contains 665 members Entering Unmasked Estep Score: -70614.695312 Penalty: 666.528625 Iteration 13Q: 3 clusters Score -70614.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 849 members Mstep: Class 2 contains 668 members Entering Unmasked Estep Score: -70614.976562 Penalty: 666.528625 Iteration 14Q: 3 clusters Score -70614.98 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 847 members Mstep: Class 2 contains 670 members Entering Unmasked Estep Score: -70615.109375 Penalty: 666.528625 Iteration 15Q: 3 clusters Score -70615.11 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 846 members Mstep: Class 2 contains 671 members Entering Unmasked Estep Score: -70615.218750 Penalty: 666.528625 Iteration 16Q: 3 clusters Score -70615.22 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 846 members Mstep: Class 2 contains 671 members Entering Unmasked Estep Score: -70615.218750 Penalty: 666.528625 Iteration 17F: 3 clusters Score -70615.22 nChanged 0 Entering ConstructFrom: Trying to split cluster 34 (11473 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11473 members Entering Unmasked Estep Score: -669656.562500 Penalty: 425.322693 Iteration 0F: 2 clusters Score -669656.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5769 members Mstep: Class 2 contains 5704 members Entering Unmasked Estep Score: -662010.750000 Penalty: 850.645386 Iteration 0F: 3 clusters Score -662010.8 nChanged 5356 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6083 members Mstep: Class 2 contains 5390 members Entering Unmasked Estep Score: -665365.375000 Penalty: 850.645386 Iteration 1F: 3 clusters Score -665365.4 nChanged 795 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6336 members Mstep: Class 2 contains 5137 members Entering Unmasked Estep Score: -665924.187500 Penalty: 850.645386 Iteration 2F: 3 clusters Score -665924.2 nChanged 865 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6655 members Mstep: Class 2 contains 4818 members Entering Unmasked Estep Score: -666583.687500 Penalty: 850.645386 Iteration 3F: 3 clusters Score -666583.7 nChanged 818 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7031 members Mstep: Class 2 contains 4442 members Entering Unmasked Estep Score: -667281.500000 Penalty: 850.645386 Iteration 4F: 3 clusters Score -667281.5 nChanged 738 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7391 members Mstep: Class 2 contains 4082 members Entering Unmasked Estep Score: -667881.875000 Penalty: 850.645386 Iteration 5F: 3 clusters Score -667881.9 nChanged 583 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7700 members Mstep: Class 2 contains 3773 members Entering Unmasked Estep Score: -668250.062500 Penalty: 850.645386 Iteration 6F: 3 clusters Score -668250.1 nChanged 374 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7916 members Mstep: Class 2 contains 3557 members Entering Unmasked Estep Score: -668427.625000 Penalty: 850.645386 Iteration 7Q: 3 clusters Score -668427.6 nChanged 283 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8107 members Mstep: Class 2 contains 3366 members Entering Unmasked Estep Score: -668549.687500 Penalty: 850.645386 Iteration 8Q: 3 clusters Score -668549.7 nChanged 227 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8278 members Mstep: Class 2 contains 3195 members Entering Unmasked Estep Score: -668647.312500 Penalty: 850.645386 Iteration 9Q: 3 clusters Score -668647.3 nChanged 209 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8437 members Mstep: Class 2 contains 3036 members Entering Unmasked Estep Score: -668728.750000 Penalty: 850.645386 Iteration 10Q: 3 clusters Score -668728.8 nChanged 186 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8577 members Mstep: Class 2 contains 2896 members Entering Unmasked Estep Score: -668807.437500 Penalty: 850.645386 Iteration 11Q: 3 clusters Score -668807.4 nChanged 169 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8716 members Mstep: Class 2 contains 2757 members Entering Unmasked Estep Score: -668874.750000 Penalty: 850.645386 Iteration 12Q: 3 clusters Score -668874.8 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8840 members Mstep: Class 2 contains 2633 members Entering Unmasked Estep Score: -668933.312500 Penalty: 850.645386 Iteration 13Q: 3 clusters Score -668933.3 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8970 members Mstep: Class 2 contains 2503 members Entering Unmasked Estep Score: -669000.000000 Penalty: 850.645386 Iteration 14Q: 3 clusters Score -669000 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9100 members Mstep: Class 2 contains 2373 members Entering Unmasked Estep Score: -669060.937500 Penalty: 850.645386 Iteration 15Q: 3 clusters Score -669060.9 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9218 members Mstep: Class 2 contains 2255 members Entering Unmasked Estep Score: -669114.375000 Penalty: 850.645386 Iteration 16Q: 3 clusters Score -669114.4 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9323 members Mstep: Class 2 contains 2150 members Entering Unmasked Estep Score: -669157.875000 Penalty: 850.645386 Iteration 17Q: 3 clusters Score -669157.9 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9419 members Mstep: Class 2 contains 2054 members Entering Unmasked Estep Score: -669196.437500 Penalty: 850.645386 Iteration 18Q: 3 clusters Score -669196.4 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9517 members Mstep: Class 2 contains 1956 members Entering Unmasked Estep Score: -669229.937500 Penalty: 850.645386 Iteration 19Q: 3 clusters Score -669229.9 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9607 members Mstep: Class 2 contains 1866 members Entering Unmasked Estep Score: -669260.375000 Penalty: 850.645386 Iteration 20F: 3 clusters Score -669260.4 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9681 members Mstep: Class 2 contains 1792 members Entering Unmasked Estep Score: -669278.937500 Penalty: 850.645386 Iteration 21Q: 3 clusters Score -669278.9 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9757 members Mstep: Class 2 contains 1716 members Entering Unmasked Estep Score: -669302.375000 Penalty: 850.645386 Iteration 22Q: 3 clusters Score -669302.4 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9839 members Mstep: Class 2 contains 1634 members Entering Unmasked Estep Score: -669330.000000 Penalty: 850.645386 Iteration 23Q: 3 clusters Score -669330 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9928 members Mstep: Class 2 contains 1545 members Entering Unmasked Estep Score: -669358.062500 Penalty: 850.645386 Iteration 24Q: 3 clusters Score -669358.1 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10001 members Mstep: Class 2 contains 1472 members Entering Unmasked Estep Score: -669381.312500 Penalty: 850.645386 Iteration 25Q: 3 clusters Score -669381.3 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10072 members Mstep: Class 2 contains 1401 members Entering Unmasked Estep Score: -669397.625000 Penalty: 850.645386 Iteration 26Q: 3 clusters Score -669397.6 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10125 members Mstep: Class 2 contains 1348 members Entering Unmasked Estep Score: -669408.375000 Penalty: 850.645386 Iteration 27Q: 3 clusters Score -669408.4 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10160 members Mstep: Class 2 contains 1313 members Entering Unmasked Estep Score: -669414.250000 Penalty: 850.645386 Iteration 28Q: 3 clusters Score -669414.2 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10194 members Mstep: Class 2 contains 1279 members Entering Unmasked Estep Score: -669419.687500 Penalty: 850.645386 Iteration 29Q: 3 clusters Score -669419.7 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10224 members Mstep: Class 2 contains 1249 members Entering Unmasked Estep Score: -669426.375000 Penalty: 850.645386 Iteration 30Q: 3 clusters Score -669426.4 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10250 members Mstep: Class 2 contains 1223 members Entering Unmasked Estep Score: -669432.750000 Penalty: 850.645386 Iteration 31Q: 3 clusters Score -669432.8 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10273 members Mstep: Class 2 contains 1200 members Entering Unmasked Estep Score: -669436.937500 Penalty: 850.645386 Iteration 32Q: 3 clusters Score -669436.9 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10288 members Mstep: Class 2 contains 1185 members Entering Unmasked Estep Score: -669438.875000 Penalty: 850.645386 Iteration 33Q: 3 clusters Score -669438.9 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10299 members Mstep: Class 2 contains 1174 members Entering Unmasked Estep Score: -669440.625000 Penalty: 850.645386 Iteration 34Q: 3 clusters Score -669440.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10307 members Mstep: Class 2 contains 1166 members Entering Unmasked Estep Score: -669441.500000 Penalty: 850.645386 Iteration 35Q: 3 clusters Score -669441.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10314 members Mstep: Class 2 contains 1159 members Entering Unmasked Estep Score: -669440.812500 Penalty: 850.645386 Iteration 36Q: 3 clusters Score -669440.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10319 members Mstep: Class 2 contains 1154 members Entering Unmasked Estep Score: -669439.312500 Penalty: 850.645386 Iteration 37Q: 3 clusters Score -669439.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10323 members Mstep: Class 2 contains 1150 members Entering Unmasked Estep Score: -669440.187500 Penalty: 850.645386 Iteration 38Q: 3 clusters Score -669440.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10328 members Mstep: Class 2 contains 1145 members Entering Unmasked Estep Score: -669439.437500 Penalty: 850.645386 Iteration 39Q: 3 clusters Score -669439.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10334 members Mstep: Class 2 contains 1139 members Entering Unmasked Estep Score: -669439.687500 Penalty: 850.645386 Iteration 40F: 3 clusters Score -669439.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10339 members Mstep: Class 2 contains 1134 members Entering Unmasked Estep Score: -669441.125000 Penalty: 850.645386 Iteration 41Q: 3 clusters Score -669441.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10340 members Mstep: Class 2 contains 1133 members Entering Unmasked Estep Score: -669441.250000 Penalty: 850.645386 Iteration 42Q: 3 clusters Score -669441.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10341 members Mstep: Class 2 contains 1132 members Entering Unmasked Estep Score: -669440.312500 Penalty: 850.645386 Iteration 43Q: 3 clusters Score -669440.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10341 members Mstep: Class 2 contains 1132 members Entering Unmasked Estep Score: -669440.312500 Penalty: 850.645386 Iteration 44F: 3 clusters Score -669440.3 nChanged 0 Entering ConstructFrom: Trying to split cluster 35 (1871 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1871 members Entering Unmasked Estep Score: -86597.117188 Penalty: 342.807404 Iteration 0F: 2 clusters Score -86597.12 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 924 members Entering Unmasked Estep Score: -85251.390625 Penalty: 685.614807 Iteration 0F: 3 clusters Score -85251.39 nChanged 808 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 951 members Mstep: Class 2 contains 920 members Entering Unmasked Estep Score: -85805.476562 Penalty: 685.614807 Iteration 1F: 3 clusters Score -85805.48 nChanged 181 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 944 members Mstep: Class 2 contains 927 members Entering Unmasked Estep Score: -85941.273438 Penalty: 685.614807 Iteration 2F: 3 clusters Score -85941.27 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 930 members Mstep: Class 2 contains 941 members Entering Unmasked Estep Score: -86013.882812 Penalty: 685.614807 Iteration 3F: 3 clusters Score -86013.88 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 914 members Mstep: Class 2 contains 957 members Entering Unmasked Estep Score: -86051.687500 Penalty: 685.614807 Iteration 4Q: 3 clusters Score -86051.69 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 903 members Mstep: Class 2 contains 968 members Entering Unmasked Estep Score: -86073.585938 Penalty: 685.614807 Iteration 5Q: 3 clusters Score -86073.59 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 883 members Mstep: Class 2 contains 988 members Entering Unmasked Estep Score: -86090.015625 Penalty: 685.614807 Iteration 6Q: 3 clusters Score -86090.02 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 862 members Mstep: Class 2 contains 1009 members Entering Unmasked Estep Score: -86106.148438 Penalty: 685.614807 Iteration 7Q: 3 clusters Score -86106.15 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 850 members Mstep: Class 2 contains 1021 members Entering Unmasked Estep Score: -86122.554688 Penalty: 685.614807 Iteration 8Q: 3 clusters Score -86122.55 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 836 members Mstep: Class 2 contains 1035 members Entering Unmasked Estep Score: -86132.273438 Penalty: 685.614807 Iteration 9Q: 3 clusters Score -86132.27 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 826 members Mstep: Class 2 contains 1045 members Entering Unmasked Estep Score: -86143.093750 Penalty: 685.614807 Iteration 10Q: 3 clusters Score -86143.09 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 820 members Mstep: Class 2 contains 1051 members Entering Unmasked Estep Score: -86152.898438 Penalty: 685.614807 Iteration 11Q: 3 clusters Score -86152.9 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 810 members Mstep: Class 2 contains 1061 members Entering Unmasked Estep Score: -86161.382812 Penalty: 685.614807 Iteration 12Q: 3 clusters Score -86161.38 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 804 members Mstep: Class 2 contains 1067 members Entering Unmasked Estep Score: -86167.117188 Penalty: 685.614807 Iteration 13Q: 3 clusters Score -86167.12 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 799 members Mstep: Class 2 contains 1072 members Entering Unmasked Estep Score: -86175.234375 Penalty: 685.614807 Iteration 14Q: 3 clusters Score -86175.23 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 792 members Mstep: Class 2 contains 1079 members Entering Unmasked Estep Score: -86182.898438 Penalty: 685.614807 Iteration 15Q: 3 clusters Score -86182.9 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 793 members Mstep: Class 2 contains 1078 members Entering Unmasked Estep Score: -86188.257812 Penalty: 685.614807 Iteration 16Q: 3 clusters Score -86188.26 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 792 members Mstep: Class 2 contains 1079 members Entering Unmasked Estep Score: -86196.054688 Penalty: 685.614807 Iteration 17Q: 3 clusters Score -86196.05 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 796 members Mstep: Class 2 contains 1075 members Entering Unmasked Estep Score: -86200.421875 Penalty: 685.614807 Iteration 18Q: 3 clusters Score -86200.42 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 798 members Mstep: Class 2 contains 1073 members Entering Unmasked Estep Score: -86205.015625 Penalty: 685.614807 Iteration 19Q: 3 clusters Score -86205.02 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 800 members Mstep: Class 2 contains 1071 members Entering Unmasked Estep Score: -86208.820312 Penalty: 685.614807 Iteration 20F: 3 clusters Score -86208.82 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 801 members Mstep: Class 2 contains 1070 members Entering Unmasked Estep Score: -86212.992188 Penalty: 685.614807 Iteration 21Q: 3 clusters Score -86212.99 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 807 members Mstep: Class 2 contains 1064 members Entering Unmasked Estep Score: -86219.656250 Penalty: 685.614807 Iteration 22Q: 3 clusters Score -86219.66 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 817 members Mstep: Class 2 contains 1054 members Entering Unmasked Estep Score: -86227.500000 Penalty: 685.614807 Iteration 23Q: 3 clusters Score -86227.5 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 825 members Mstep: Class 2 contains 1046 members Entering Unmasked Estep Score: -86237.148438 Penalty: 685.614807 Iteration 24Q: 3 clusters Score -86237.15 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 841 members Mstep: Class 2 contains 1030 members Entering Unmasked Estep Score: -86245.453125 Penalty: 685.614807 Iteration 25Q: 3 clusters Score -86245.45 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 850 members Mstep: Class 2 contains 1021 members Entering Unmasked Estep Score: -86249.882812 Penalty: 685.614807 Iteration 26Q: 3 clusters Score -86249.88 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 854 members Mstep: Class 2 contains 1017 members Entering Unmasked Estep Score: -86252.617188 Penalty: 685.614807 Iteration 27Q: 3 clusters Score -86252.62 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 858 members Mstep: Class 2 contains 1013 members Entering Unmasked Estep Score: -86254.320312 Penalty: 685.614807 Iteration 28Q: 3 clusters Score -86254.32 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 864 members Mstep: Class 2 contains 1007 members Entering Unmasked Estep Score: -86255.039062 Penalty: 685.614807 Iteration 29Q: 3 clusters Score -86255.04 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 865 members Mstep: Class 2 contains 1006 members Entering Unmasked Estep Score: -86255.609375 Penalty: 685.614807 Iteration 30Q: 3 clusters Score -86255.61 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 865 members Mstep: Class 2 contains 1006 members Entering Unmasked Estep Score: -86256.273438 Penalty: 685.614807 Iteration 31Q: 3 clusters Score -86256.27 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 864 members Mstep: Class 2 contains 1007 members Entering Unmasked Estep Score: -86257.156250 Penalty: 685.614807 Iteration 32Q: 3 clusters Score -86257.16 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 863 members Mstep: Class 2 contains 1008 members Entering Unmasked Estep Score: -86258.468750 Penalty: 685.614807 Iteration 33Q: 3 clusters Score -86258.47 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 862 members Mstep: Class 2 contains 1009 members Entering Unmasked Estep Score: -86259.890625 Penalty: 685.614807 Iteration 34Q: 3 clusters Score -86259.89 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 862 members Mstep: Class 2 contains 1009 members Entering Unmasked Estep Score: -86261.117188 Penalty: 685.614807 Iteration 35Q: 3 clusters Score -86261.12 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 864 members Mstep: Class 2 contains 1007 members Entering Unmasked Estep Score: -86261.625000 Penalty: 685.614807 Iteration 36Q: 3 clusters Score -86261.62 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 864 members Mstep: Class 2 contains 1007 members Entering Unmasked Estep Score: -86261.898438 Penalty: 685.614807 Iteration 37Q: 3 clusters Score -86261.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 864 members Mstep: Class 2 contains 1007 members Entering Unmasked Estep Score: -86261.898438 Penalty: 685.614807 Iteration 38F: 3 clusters Score -86261.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 36 (244 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 244 members Entering Unmasked Estep Score: -13961.332031 Penalty: 250.121140 Iteration 0F: 2 clusters Score -13961.33 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 113 members Mstep: Class 2 contains 131 members Entering Unmasked Estep Score: -13653.569336 Penalty: 500.242279 Iteration 0F: 3 clusters Score -13653.57 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 117 members Mstep: Class 2 contains 127 members Entering Unmasked Estep Score: -13724.607422 Penalty: 500.242279 Iteration 1F: 3 clusters Score -13724.61 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 116 members Mstep: Class 2 contains 128 members Entering Unmasked Estep Score: -13736.783203 Penalty: 500.242279 Iteration 2F: 3 clusters Score -13736.78 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 117 members Mstep: Class 2 contains 127 members Entering Unmasked Estep Score: -13743.221680 Penalty: 500.242279 Iteration 3Q: 3 clusters Score -13743.22 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 117 members Mstep: Class 2 contains 127 members Entering Unmasked Estep Score: -13743.221680 Penalty: 500.242279 Iteration 4F: 3 clusters Score -13743.22 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 11113 members Mstep: Class 2 contains 34321 members Mstep: Class 3 contains 9118 members Mstep: Class 4 contains 3250 members Mstep: Class 5 contains 8185 members Mstep: Class 6 contains 4618 members Mstep: Class 7 contains 12889 members Mstep: Class 8 contains 1995 members Mstep: Class 9 contains 3882 members Mstep: Class 10 contains 88282 members Mstep: Class 11 contains 2888 members Mstep: Class 12 contains 3102 members Mstep: Class 13 contains 2200 members Mstep: Class 14 contains 27228 members Mstep: Class 15 contains 592 members Mstep: Class 16 contains 19944 members Mstep: Class 17 contains 962 members Mstep: Class 18 contains 9140 members Mstep: Class 19 contains 1236 members Mstep: Class 20 contains 9517 members Mstep: Class 21 contains 65888 members Mstep: Class 22 contains 1134 members Mstep: Class 23 contains 40504 members Mstep: Class 24 contains 358 members Mstep: Class 25 contains 8802 members Mstep: Class 26 contains 113 members Mstep: Class 27 contains 22697 members Mstep: Class 28 contains 3408 members Mstep: Class 29 contains 11240 members Mstep: Class 30 contains 3219 members Mstep: Class 31 contains 5196 members Mstep: Class 32 contains 108 members Mstep: Class 33 contains 1517 members Mstep: Class 34 contains 11473 members Mstep: Class 35 contains 1871 members Mstep: Class 36 contains 244 members Entering Unmasked Estep ConsiderDeletion Score: -22982500.000000 Penalty: 21255.964844 Iteration 239Q: 37 clusters Score -2.29825e+07 nChanged 361 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 11116 members Mstep: Class 2 contains 34348 members Mstep: Class 3 contains 9120 members Mstep: Class 4 contains 3248 members Mstep: Class 5 contains 8187 members Mstep: Class 6 contains 4607 members Mstep: Class 7 contains 12884 members Mstep: Class 8 contains 1995 members Mstep: Class 9 contains 3882 members Mstep: Class 10 contains 88127 members Mstep: Class 11 contains 2890 members Mstep: Class 12 contains 3100 members Mstep: Class 13 contains 2200 members Mstep: Class 14 contains 27256 members Mstep: Class 15 contains 592 members Mstep: Class 16 contains 19946 members Mstep: Class 17 contains 962 members Mstep: Class 18 contains 9141 members Mstep: Class 19 contains 1237 members Mstep: Class 20 contains 9516 members Mstep: Class 21 contains 65919 members Mstep: Class 22 contains 1136 members Mstep: Class 23 contains 40503 members Mstep: Class 24 contains 358 members Mstep: Class 25 contains 8868 members Mstep: Class 26 contains 113 members Mstep: Class 27 contains 22702 members Mstep: Class 28 contains 3407 members Mstep: Class 29 contains 11239 members Mstep: Class 30 contains 3223 members Mstep: Class 31 contains 5199 members Mstep: Class 32 contains 108 members Mstep: Class 33 contains 1517 members Mstep: Class 34 contains 11473 members Mstep: Class 35 contains 1871 members Mstep: Class 36 contains 244 members Entering Unmasked Estep ConsiderDeletion Score: -22982490.000000 Penalty: 21255.964844 Iteration 240F: 37 clusters Score -2.298249e+07 nChanged 349 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 11120 members Mstep: Class 2 contains 34378 members Mstep: Class 3 contains 9115 members Mstep: Class 4 contains 3246 members Mstep: Class 5 contains 8189 members Mstep: Class 6 contains 4593 members Mstep: Class 7 contains 12878 members Mstep: Class 8 contains 1995 members Mstep: Class 9 contains 3882 members Mstep: Class 10 contains 87990 members Mstep: Class 11 contains 2891 members Mstep: Class 12 contains 3100 members Mstep: Class 13 contains 2200 members Mstep: Class 14 contains 27293 members Mstep: Class 15 contains 592 members Mstep: Class 16 contains 19939 members Mstep: Class 17 contains 962 members Mstep: Class 18 contains 9142 members Mstep: Class 19 contains 1237 members Mstep: Class 20 contains 9515 members Mstep: Class 21 contains 65941 members Mstep: Class 22 contains 1136 members Mstep: Class 23 contains 40504 members Mstep: Class 24 contains 358 members Mstep: Class 25 contains 8931 members Mstep: Class 26 contains 113 members Mstep: Class 27 contains 22706 members Mstep: Class 28 contains 3407 members Mstep: Class 29 contains 11239 members Mstep: Class 30 contains 3225 members Mstep: Class 31 contains 5203 members Mstep: Class 32 contains 108 members Mstep: Class 33 contains 1517 members Mstep: Class 34 contains 11474 members Mstep: Class 35 contains 1871 members Mstep: Class 36 contains 244 members Entering Unmasked Estep ConsiderDeletion Score: -22982500.000000 Penalty: 21255.964844 Iteration 241Q: 37 clusters Score -2.29825e+07 nChanged 280 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 11127 members Mstep: Class 2 contains 34415 members Mstep: Class 3 contains 9109 members Mstep: Class 4 contains 3245 members Mstep: Class 5 contains 8194 members Mstep: Class 6 contains 4585 members Mstep: Class 7 contains 12875 members Mstep: Class 8 contains 1995 members Mstep: Class 9 contains 3883 members Mstep: Class 10 contains 87883 members Mstep: Class 11 contains 2895 members Mstep: Class 12 contains 3098 members Mstep: Class 13 contains 2200 members Mstep: Class 14 contains 27287 members Mstep: Class 15 contains 591 members Mstep: Class 16 contains 19936 members Mstep: Class 17 contains 962 members Mstep: Class 18 contains 9145 members Mstep: Class 19 contains 1237 members Mstep: Class 20 contains 9513 members Mstep: Class 21 contains 65953 members Mstep: Class 22 contains 1136 members Mstep: Class 23 contains 40505 members Mstep: Class 24 contains 358 members Mstep: Class 25 contains 8996 members Mstep: Class 26 contains 113 members Mstep: Class 27 contains 22709 members Mstep: Class 28 contains 3407 members Mstep: Class 29 contains 11238 members Mstep: Class 30 contains 3225 members Mstep: Class 31 contains 5205 members Mstep: Class 32 contains 108 members Mstep: Class 33 contains 1517 members Mstep: Class 34 contains 11474 members Mstep: Class 35 contains 1871 members Mstep: Class 36 contains 244 members Entering Unmasked Estep ConsiderDeletion Score: -22982514.000000 Penalty: 21255.964844 Iteration 242Q: 37 clusters Score -2.298251e+07 nChanged 280 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 11131 members Mstep: Class 2 contains 34445 members Mstep: Class 3 contains 9109 members Mstep: Class 4 contains 3245 members Mstep: Class 5 contains 8197 members Mstep: Class 6 contains 4578 members Mstep: Class 7 contains 12872 members Mstep: Class 8 contains 1995 members Mstep: Class 9 contains 3884 members Mstep: Class 10 contains 87786 members Mstep: Class 11 contains 2899 members Mstep: Class 12 contains 3098 members Mstep: Class 13 contains 2200 members Mstep: Class 14 contains 27278 members Mstep: Class 15 contains 590 members Mstep: Class 16 contains 19940 members Mstep: Class 17 contains 962 members Mstep: Class 18 contains 9146 members Mstep: Class 19 contains 1237 members Mstep: Class 20 contains 9514 members Mstep: Class 21 contains 65968 members Mstep: Class 22 contains 1137 members Mstep: Class 23 contains 40506 members Mstep: Class 24 contains 358 members Mstep: Class 25 contains 9052 members Mstep: Class 26 contains 113 members Mstep: Class 27 contains 22707 members Mstep: Class 28 contains 3405 members Mstep: Class 29 contains 11233 members Mstep: Class 30 contains 3229 members Mstep: Class 31 contains 5206 members Mstep: Class 32 contains 108 members Mstep: Class 33 contains 1517 members Mstep: Class 34 contains 11474 members Mstep: Class 35 contains 1871 members Mstep: Class 36 contains 244 members Entering Unmasked Estep ConsiderDeletion Score: -22982538.000000 Penalty: 21255.964844 Iteration 243Q: 37 clusters Score -2.298254e+07 nChanged 296 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 11135 members Mstep: Class 2 contains 34464 members Mstep: Class 3 contains 9110 members Mstep: Class 4 contains 3248 members Mstep: Class 5 contains 8199 members Mstep: Class 6 contains 4571 members Mstep: Class 7 contains 12867 members Mstep: Class 8 contains 1995 members Mstep: Class 9 contains 3884 members Mstep: Class 10 contains 87696 members Mstep: Class 11 contains 2903 members Mstep: Class 12 contains 3098 members Mstep: Class 13 contains 2200 members Mstep: Class 14 contains 27268 members Mstep: Class 15 contains 588 members Mstep: Class 16 contains 19939 members Mstep: Class 17 contains 962 members Mstep: Class 18 contains 9147 members Mstep: Class 19 contains 1237 members Mstep: Class 20 contains 9516 members Mstep: Class 21 contains 65989 members Mstep: Class 22 contains 1136 members Mstep: Class 23 contains 40506 members Mstep: Class 24 contains 358 members Mstep: Class 25 contains 9111 members Mstep: Class 26 contains 113 members Mstep: Class 27 contains 22706 members Mstep: Class 28 contains 3404 members Mstep: Class 29 contains 11227 members Mstep: Class 30 contains 3231 members Mstep: Class 31 contains 5211 members Mstep: Class 32 contains 108 members Mstep: Class 33 contains 1518 members Mstep: Class 34 contains 11474 members Mstep: Class 35 contains 1871 members Mstep: Class 36 contains 244 members Entering Unmasked Estep ConsiderDeletion Score: -22982510.000000 Penalty: 21255.964844 Iteration 244Q: 37 clusters Score -2.298251e+07 nChanged 287 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 11143 members Mstep: Class 2 contains 34490 members Mstep: Class 3 contains 9111 members Mstep: Class 4 contains 3249 members Mstep: Class 5 contains 8202 members Mstep: Class 6 contains 4565 members Mstep: Class 7 contains 12865 members Mstep: Class 8 contains 1995 members Mstep: Class 9 contains 3886 members Mstep: Class 10 contains 87604 members Mstep: Class 11 contains 2905 members Mstep: Class 12 contains 3095 members Mstep: Class 13 contains 2200 members Mstep: Class 14 contains 27246 members Mstep: Class 15 contains 588 members Mstep: Class 16 contains 19938 members Mstep: Class 17 contains 962 members Mstep: Class 18 contains 9148 members Mstep: Class 19 contains 1237 members Mstep: Class 20 contains 9515 members Mstep: Class 21 contains 66017 members Mstep: Class 22 contains 1135 members Mstep: Class 23 contains 40505 members Mstep: Class 24 contains 358 members Mstep: Class 25 contains 9164 members Mstep: Class 26 contains 113 members Mstep: Class 27 contains 22707 members Mstep: Class 28 contains 3403 members Mstep: Class 29 contains 11221 members Mstep: Class 30 contains 3237 members Mstep: Class 31 contains 5214 members Mstep: Class 32 contains 108 members Mstep: Class 33 contains 1519 members Mstep: Class 34 contains 11474 members Mstep: Class 35 contains 1871 members Mstep: Class 36 contains 244 members Entering Unmasked Estep ConsiderDeletion Score: -22982536.000000 Penalty: 21255.964844 Iteration 245Q: 37 clusters Score -2.298254e+07 nChanged 308 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 11149 members Mstep: Class 2 contains 34521 members Mstep: Class 3 contains 9116 members Mstep: Class 4 contains 3250 members Mstep: Class 5 contains 8203 members Mstep: Class 6 contains 4557 members Mstep: Class 7 contains 12865 members Mstep: Class 8 contains 1995 members Mstep: Class 9 contains 3888 members Mstep: Class 10 contains 87487 members Mstep: Class 11 contains 2907 members Mstep: Class 12 contains 3090 members Mstep: Class 13 contains 2200 members Mstep: Class 14 contains 27256 members Mstep: Class 15 contains 588 members Mstep: Class 16 contains 19938 members Mstep: Class 17 contains 962 members Mstep: Class 18 contains 9149 members Mstep: Class 19 contains 1237 members Mstep: Class 20 contains 9513 members Mstep: Class 21 contains 66032 members Mstep: Class 22 contains 1135 members Mstep: Class 23 contains 40502 members Mstep: Class 24 contains 358 members Mstep: Class 25 contains 9206 members Mstep: Class 26 contains 113 members Mstep: Class 27 contains 22713 members Mstep: Class 28 contains 3404 members Mstep: Class 29 contains 11219 members Mstep: Class 30 contains 3247 members Mstep: Class 31 contains 5217 members Mstep: Class 32 contains 108 members Mstep: Class 33 contains 1519 members Mstep: Class 34 contains 11474 members Mstep: Class 35 contains 1872 members Mstep: Class 36 contains 244 members Entering Unmasked Estep ConsiderDeletion Score: -22982494.000000 Penalty: 21255.964844 Iteration 246Q: 37 clusters Score -2.298249e+07 nChanged 355 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 11152 members Mstep: Class 2 contains 34559 members Mstep: Class 3 contains 9115 members Mstep: Class 4 contains 3251 members Mstep: Class 5 contains 8200 members Mstep: Class 6 contains 4550 members Mstep: Class 7 contains 12863 members Mstep: Class 8 contains 1995 members Mstep: Class 9 contains 3888 members Mstep: Class 10 contains 87359 members Mstep: Class 11 contains 2912 members Mstep: Class 12 contains 3082 members Mstep: Class 13 contains 2200 members Mstep: Class 14 contains 27262 members Mstep: Class 15 contains 588 members Mstep: Class 16 contains 19935 members Mstep: Class 17 contains 962 members Mstep: Class 18 contains 9150 members Mstep: Class 19 contains 1237 members Mstep: Class 20 contains 9511 members Mstep: Class 21 contains 66053 members Mstep: Class 22 contains 1135 members Mstep: Class 23 contains 40500 members Mstep: Class 24 contains 359 members Mstep: Class 25 contains 9268 members Mstep: Class 26 contains 113 members Mstep: Class 27 contains 22723 members Mstep: Class 28 contains 3404 members Mstep: Class 29 contains 11217 members Mstep: Class 30 contains 3254 members Mstep: Class 31 contains 5221 members Mstep: Class 32 contains 108 members Mstep: Class 33 contains 1519 members Mstep: Class 34 contains 11474 members Mstep: Class 35 contains 1871 members Mstep: Class 36 contains 244 members Entering Unmasked Estep ConsiderDeletion Score: -22982470.000000 Penalty: 21255.964844 Iteration 247Q: 37 clusters Score -2.298247e+07 nChanged 365 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 11158 members Mstep: Class 2 contains 34589 members Mstep: Class 3 contains 9109 members Mstep: Class 4 contains 3253 members Mstep: Class 5 contains 8199 members Mstep: Class 6 contains 4545 members Mstep: Class 7 contains 12860 members Mstep: Class 8 contains 1995 members Mstep: Class 9 contains 3889 members Mstep: Class 10 contains 87225 members Mstep: Class 11 contains 2913 members Mstep: Class 12 contains 3077 members Mstep: Class 13 contains 2200 members Mstep: Class 14 contains 27266 members Mstep: Class 15 contains 588 members Mstep: Class 16 contains 19933 members Mstep: Class 17 contains 962 members Mstep: Class 18 contains 9153 members Mstep: Class 19 contains 1237 members Mstep: Class 20 contains 9508 members Mstep: Class 21 contains 66083 members Mstep: Class 22 contains 1135 members Mstep: Class 23 contains 40498 members Mstep: Class 24 contains 359 members Mstep: Class 25 contains 9340 members Mstep: Class 26 contains 113 members Mstep: Class 27 contains 22733 members Mstep: Class 28 contains 3408 members Mstep: Class 29 contains 11211 members Mstep: Class 30 contains 3254 members Mstep: Class 31 contains 5225 members Mstep: Class 32 contains 108 members Mstep: Class 33 contains 1520 members Mstep: Class 34 contains 11474 members Mstep: Class 35 contains 1870 members Mstep: Class 36 contains 244 members Entering Unmasked Estep ConsiderDeletion Score: -22982496.000000 Penalty: 21255.964844 Iteration 248Q: 37 clusters Score -2.29825e+07 nChanged 365 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 11160 members Mstep: Class 2 contains 34601 members Mstep: Class 3 contains 9103 members Mstep: Class 4 contains 3255 members Mstep: Class 5 contains 8205 members Mstep: Class 6 contains 4541 members Mstep: Class 7 contains 12860 members Mstep: Class 8 contains 1995 members Mstep: Class 9 contains 3890 members Mstep: Class 10 contains 87098 members Mstep: Class 11 contains 2917 members Mstep: Class 12 contains 3077 members Mstep: Class 13 contains 2200 members Mstep: Class 14 contains 27271 members Mstep: Class 15 contains 588 members Mstep: Class 16 contains 19928 members Mstep: Class 17 contains 962 members Mstep: Class 18 contains 9155 members Mstep: Class 19 contains 1237 members Mstep: Class 20 contains 9509 members Mstep: Class 21 contains 66105 members Mstep: Class 22 contains 1135 members Mstep: Class 23 contains 40497 members Mstep: Class 24 contains 359 members Mstep: Class 25 contains 9411 members Mstep: Class 26 contains 113 members Mstep: Class 27 contains 22745 members Mstep: Class 28 contains 3414 members Mstep: Class 29 contains 11207 members Mstep: Class 30 contains 3255 members Mstep: Class 31 contains 5226 members Mstep: Class 32 contains 108 members Mstep: Class 33 contains 1520 members Mstep: Class 34 contains 11474 members Mstep: Class 35 contains 1869 members Mstep: Class 36 contains 244 members Entering Unmasked Estep ConsiderDeletion Score: -22982510.000000 Penalty: 21255.964844 Iteration 249Q: 37 clusters Score -2.298251e+07 nChanged 371 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 11161 members Mstep: Class 2 contains 34611 members Mstep: Class 3 contains 9104 members Mstep: Class 4 contains 3258 members Mstep: Class 5 contains 8212 members Mstep: Class 6 contains 4537 members Mstep: Class 7 contains 12862 members Mstep: Class 8 contains 1995 members Mstep: Class 9 contains 3889 members Mstep: Class 10 contains 86978 members Mstep: Class 11 contains 2921 members Mstep: Class 12 contains 3076 members Mstep: Class 13 contains 2200 members Mstep: Class 14 contains 27256 members Mstep: Class 15 contains 588 members Mstep: Class 16 contains 19919 members Mstep: Class 17 contains 962 members Mstep: Class 18 contains 9157 members Mstep: Class 19 contains 1237 members Mstep: Class 20 contains 9507 members Mstep: Class 21 contains 66134 members Mstep: Class 22 contains 1135 members Mstep: Class 23 contains 40493 members Mstep: Class 24 contains 359 members Mstep: Class 25 contains 9494 members Mstep: Class 26 contains 113 members Mstep: Class 27 contains 22754 members Mstep: Class 28 contains 3418 members Mstep: Class 29 contains 11199 members Mstep: Class 30 contains 3262 members Mstep: Class 31 contains 5227 members Mstep: Class 32 contains 108 members Mstep: Class 33 contains 1520 members Mstep: Class 34 contains 11475 members Mstep: Class 35 contains 1869 members Mstep: Class 36 contains 244 members Entering Unmasked Estep ConsiderDeletion Score: -22982472.000000 Penalty: 21255.964844 Iteration 250Q: 37 clusters Score -2.298247e+07 nChanged 388 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 11163 members Mstep: Class 2 contains 34636 members Mstep: Class 3 contains 9102 members Mstep: Class 4 contains 3260 members Mstep: Class 5 contains 8218 members Mstep: Class 6 contains 4530 members Mstep: Class 7 contains 12862 members Mstep: Class 8 contains 1995 members Mstep: Class 9 contains 3891 members Mstep: Class 10 contains 86851 members Mstep: Class 11 contains 2928 members Mstep: Class 12 contains 3076 members Mstep: Class 13 contains 2200 members Mstep: Class 14 contains 27228 members Mstep: Class 15 contains 588 members Mstep: Class 16 contains 19910 members Mstep: Class 17 contains 962 members Mstep: Class 18 contains 9158 members Mstep: Class 19 contains 1237 members Mstep: Class 20 contains 9505 members Mstep: Class 21 contains 66159 members Mstep: Class 22 contains 1135 members Mstep: Class 23 contains 40491 members Mstep: Class 24 contains 359 members Mstep: Class 25 contains 9592 members Mstep: Class 26 contains 113 members Mstep: Class 27 contains 22759 members Mstep: Class 28 contains 3419 members Mstep: Class 29 contains 11190 members Mstep: Class 30 contains 3271 members Mstep: Class 31 contains 5229 members Mstep: Class 32 contains 108 members Mstep: Class 33 contains 1521 members Mstep: Class 34 contains 11475 members Mstep: Class 35 contains 1869 members Mstep: Class 36 contains 244 members Entering Unmasked Estep ConsiderDeletion Score: -22982488.000000 Penalty: 21255.964844 Iteration 251Q: 37 clusters Score -2.298249e+07 nChanged 377 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 11162 members Mstep: Class 2 contains 34671 members Mstep: Class 3 contains 9103 members Mstep: Class 4 contains 3263 members Mstep: Class 5 contains 8222 members Mstep: Class 6 contains 4525 members Mstep: Class 7 contains 12864 members Mstep: Class 8 contains 1995 members Mstep: Class 9 contains 3894 members Mstep: Class 10 contains 86741 members Mstep: Class 11 contains 2932 members Mstep: Class 12 contains 3078 members Mstep: Class 13 contains 2200 members Mstep: Class 14 contains 27161 members Mstep: Class 15 contains 588 members Mstep: Class 16 contains 19909 members Mstep: Class 17 contains 962 members Mstep: Class 18 contains 9157 members Mstep: Class 19 contains 1237 members Mstep: Class 20 contains 9501 members Mstep: Class 21 contains 66176 members Mstep: Class 22 contains 1135 members Mstep: Class 23 contains 40488 members Mstep: Class 24 contains 359 members Mstep: Class 25 contains 9702 members Mstep: Class 26 contains 113 members Mstep: Class 27 contains 22762 members Mstep: Class 28 contains 3421 members Mstep: Class 29 contains 11187 members Mstep: Class 30 contains 3277 members Mstep: Class 31 contains 5230 members Mstep: Class 32 contains 108 members Mstep: Class 33 contains 1523 members Mstep: Class 34 contains 11475 members Mstep: Class 35 contains 1869 members Mstep: Class 36 contains 244 members Entering Unmasked Estep ConsiderDeletion Score: -22982542.000000 Penalty: 21255.964844 Iteration 252Q: 37 clusters Score -2.298254e+07 nChanged 384 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 11172 members Mstep: Class 2 contains 34695 members Mstep: Class 3 contains 9101 members Mstep: Class 4 contains 3265 members Mstep: Class 5 contains 8225 members Mstep: Class 6 contains 4519 members Mstep: Class 7 contains 12867 members Mstep: Class 8 contains 1995 members Mstep: Class 9 contains 3898 members Mstep: Class 10 contains 86616 members Mstep: Class 11 contains 2939 members Mstep: Class 12 contains 3077 members Mstep: Class 13 contains 2200 members Mstep: Class 14 contains 27121 members Mstep: Class 15 contains 588 members Mstep: Class 16 contains 19910 members Mstep: Class 17 contains 962 members Mstep: Class 18 contains 9158 members Mstep: Class 19 contains 1237 members Mstep: Class 20 contains 9500 members Mstep: Class 21 contains 66193 members Mstep: Class 22 contains 1135 members Mstep: Class 23 contains 40485 members Mstep: Class 24 contains 359 members Mstep: Class 25 contains 9797 members Mstep: Class 26 contains 113 members Mstep: Class 27 contains 22770 members Mstep: Class 28 contains 3421 members Mstep: Class 29 contains 11185 members Mstep: Class 30 contains 3281 members Mstep: Class 31 contains 5230 members Mstep: Class 32 contains 108 members Mstep: Class 33 contains 1523 members Mstep: Class 34 contains 11475 members Mstep: Class 35 contains 1870 members Mstep: Class 36 contains 244 members Entering Unmasked Estep ConsiderDeletion Score: -22982586.000000 Penalty: 21255.964844 Iteration 253Q: 37 clusters Score -2.298259e+07 nChanged 419 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 11175 members Mstep: Class 2 contains 34729 members Mstep: Class 3 contains 9097 members Mstep: Class 4 contains 3265 members Mstep: Class 5 contains 8226 members Mstep: Class 6 contains 4517 members Mstep: Class 7 contains 12868 members Mstep: Class 8 contains 1995 members Mstep: Class 9 contains 3902 members Mstep: Class 10 contains 86479 members Mstep: Class 11 contains 2944 members Mstep: Class 12 contains 3077 members Mstep: Class 13 contains 2200 members Mstep: Class 14 contains 27063 members Mstep: Class 15 contains 588 members Mstep: Class 16 contains 19902 members Mstep: Class 17 contains 962 members Mstep: Class 18 contains 9158 members Mstep: Class 19 contains 1237 members Mstep: Class 20 contains 9499 members Mstep: Class 21 contains 66222 members Mstep: Class 22 contains 1135 members Mstep: Class 23 contains 40482 members Mstep: Class 24 contains 359 members Mstep: Class 25 contains 9923 members Mstep: Class 26 contains 113 members Mstep: Class 27 contains 22775 members Mstep: Class 28 contains 3422 members Mstep: Class 29 contains 11184 members Mstep: Class 30 contains 3283 members Mstep: Class 31 contains 5232 members Mstep: Class 32 contains 108 members Mstep: Class 33 contains 1523 members Mstep: Class 34 contains 11475 members Mstep: Class 35 contains 1871 members Mstep: Class 36 contains 244 members Entering Unmasked Estep ConsiderDeletion Score: -22982610.000000 Penalty: 21255.964844 Iteration 254Q: 37 clusters Score -2.298261e+07 nChanged 442 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 11174 members Mstep: Class 2 contains 34757 members Mstep: Class 3 contains 9098 members Mstep: Class 4 contains 3264 members Mstep: Class 5 contains 8226 members Mstep: Class 6 contains 4511 members Mstep: Class 7 contains 12863 members Mstep: Class 8 contains 1995 members Mstep: Class 9 contains 3906 members Mstep: Class 10 contains 86337 members Mstep: Class 11 contains 2947 members Mstep: Class 12 contains 3077 members Mstep: Class 13 contains 2200 members Mstep: Class 14 contains 27017 members Mstep: Class 15 contains 589 members Mstep: Class 16 contains 19895 members Mstep: Class 17 contains 962 members Mstep: Class 18 contains 9161 members Mstep: Class 19 contains 1237 members Mstep: Class 20 contains 9496 members Mstep: Class 21 contains 66241 members Mstep: Class 22 contains 1135 members Mstep: Class 23 contains 40481 members Mstep: Class 24 contains 359 members Mstep: Class 25 contains 10061 members Mstep: Class 26 contains 113 members Mstep: Class 27 contains 22779 members Mstep: Class 28 contains 3421 members Mstep: Class 29 contains 11185 members Mstep: Class 30 contains 3289 members Mstep: Class 31 contains 5237 members Mstep: Class 32 contains 108 members Mstep: Class 33 contains 1522 members Mstep: Class 34 contains 11476 members Mstep: Class 35 contains 1871 members Mstep: Class 36 contains 244 members Entering Unmasked Estep ConsiderDeletion Score: -22982670.000000 Penalty: 21255.964844 Iteration 255Q: 37 clusters Score -2.298267e+07 nChanged 455 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 11175 members Mstep: Class 2 contains 34775 members Mstep: Class 3 contains 9097 members Mstep: Class 4 contains 3264 members Mstep: Class 5 contains 8232 members Mstep: Class 6 contains 4511 members Mstep: Class 7 contains 12862 members Mstep: Class 8 contains 1994 members Mstep: Class 9 contains 3908 members Mstep: Class 10 contains 86189 members Mstep: Class 11 contains 2947 members Mstep: Class 12 contains 3076 members Mstep: Class 13 contains 2200 members Mstep: Class 14 contains 26996 members Mstep: Class 15 contains 588 members Mstep: Class 16 contains 19893 members Mstep: Class 17 contains 962 members Mstep: Class 18 contains 9167 members Mstep: Class 19 contains 1237 members Mstep: Class 20 contains 9489 members Mstep: Class 21 contains 66250 members Mstep: Class 22 contains 1137 members Mstep: Class 23 contains 40479 members Mstep: Class 24 contains 359 members Mstep: Class 25 contains 10193 members Mstep: Class 26 contains 113 members Mstep: Class 27 contains 22784 members Mstep: Class 28 contains 3419 members Mstep: Class 29 contains 11185 members Mstep: Class 30 contains 3291 members Mstep: Class 31 contains 5237 members Mstep: Class 32 contains 108 members Mstep: Class 33 contains 1523 members Mstep: Class 34 contains 11478 members Mstep: Class 35 contains 1872 members Mstep: Class 36 contains 244 members Entering Unmasked Estep ConsiderDeletion Score: -22982722.000000 Penalty: 21255.964844 Iteration 256Q: 37 clusters Score -2.298272e+07 nChanged 509 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 11174 members Mstep: Class 2 contains 34815 members Mstep: Class 3 contains 9099 members Mstep: Class 4 contains 3264 members Mstep: Class 5 contains 8235 members Mstep: Class 6 contains 4512 members Mstep: Class 7 contains 12859 members Mstep: Class 8 contains 1995 members Mstep: Class 9 contains 3909 members Mstep: Class 10 contains 86015 members Mstep: Class 11 contains 2953 members Mstep: Class 12 contains 3074 members Mstep: Class 13 contains 2200 members Mstep: Class 14 contains 26946 members Mstep: Class 15 contains 587 members Mstep: Class 16 contains 19893 members Mstep: Class 17 contains 962 members Mstep: Class 18 contains 9175 members Mstep: Class 19 contains 1237 members Mstep: Class 20 contains 9484 members Mstep: Class 21 contains 66265 members Mstep: Class 22 contains 1139 members Mstep: Class 23 contains 40474 members Mstep: Class 24 contains 359 members Mstep: Class 25 contains 10345 members Mstep: Class 26 contains 113 members Mstep: Class 27 contains 22782 members Mstep: Class 28 contains 3419 members Mstep: Class 29 contains 11184 members Mstep: Class 30 contains 3298 members Mstep: Class 31 contains 5238 members Mstep: Class 32 contains 108 members Mstep: Class 33 contains 1523 members Mstep: Class 34 contains 11482 members Mstep: Class 35 contains 1873 members Mstep: Class 36 contains 244 members Entering Unmasked Estep ConsiderDeletion Score: -22982736.000000 Penalty: 21255.964844 Iteration 257Q: 37 clusters Score -2.298274e+07 nChanged 533 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 11179 members Mstep: Class 2 contains 34848 members Mstep: Class 3 contains 9100 members Mstep: Class 4 contains 3265 members Mstep: Class 5 contains 8231 members Mstep: Class 6 contains 4513 members Mstep: Class 7 contains 12857 members Mstep: Class 8 contains 1995 members Mstep: Class 9 contains 3912 members Mstep: Class 10 contains 85853 members Mstep: Class 11 contains 2970 members Mstep: Class 12 contains 3072 members Mstep: Class 13 contains 2200 members Mstep: Class 14 contains 26870 members Mstep: Class 15 contains 586 members Mstep: Class 16 contains 19888 members Mstep: Class 17 contains 962 members Mstep: Class 18 contains 9182 members Mstep: Class 19 contains 1237 members Mstep: Class 20 contains 9478 members Mstep: Class 21 contains 66281 members Mstep: Class 22 contains 1141 members Mstep: Class 23 contains 40470 members Mstep: Class 24 contains 359 members Mstep: Class 25 contains 10502 members Mstep: Class 26 contains 113 members Mstep: Class 27 contains 22784 members Mstep: Class 28 contains 3417 members Mstep: Class 29 contains 11187 members Mstep: Class 30 contains 3309 members Mstep: Class 31 contains 5238 members Mstep: Class 32 contains 108 members Mstep: Class 33 contains 1524 members Mstep: Class 34 contains 11485 members Mstep: Class 35 contains 1874 members Mstep: Class 36 contains 244 members Entering Unmasked Estep ConsiderDeletion Score: -22982808.000000 Penalty: 21255.964844 Iteration 258Q: 37 clusters Score -2.298281e+07 nChanged 573 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 11186 members Mstep: Class 2 contains 34870 members Mstep: Class 3 contains 9107 members Mstep: Class 4 contains 3266 members Mstep: Class 5 contains 8234 members Mstep: Class 6 contains 4513 members Mstep: Class 7 contains 12859 members Mstep: Class 8 contains 1995 members Mstep: Class 9 contains 3912 members Mstep: Class 10 contains 85673 members Mstep: Class 11 contains 2982 members Mstep: Class 12 contains 3068 members Mstep: Class 13 contains 2199 members Mstep: Class 14 contains 26810 members Mstep: Class 15 contains 587 members Mstep: Class 16 contains 19886 members Mstep: Class 17 contains 962 members Mstep: Class 18 contains 9192 members Mstep: Class 19 contains 1237 members Mstep: Class 20 contains 9466 members Mstep: Class 21 contains 66292 members Mstep: Class 22 contains 1142 members Mstep: Class 23 contains 40467 members Mstep: Class 24 contains 359 members Mstep: Class 25 contains 10676 members Mstep: Class 26 contains 113 members Mstep: Class 27 contains 22787 members Mstep: Class 28 contains 3414 members Mstep: Class 29 contains 11186 members Mstep: Class 30 contains 3319 members Mstep: Class 31 contains 5237 members Mstep: Class 32 contains 108 members Mstep: Class 33 contains 1524 members Mstep: Class 34 contains 11488 members Mstep: Class 35 contains 1874 members Mstep: Class 36 contains 244 members Entering Unmasked Estep ConsiderDeletion Score: -22982870.000000 Penalty: 21255.964844 Iteration 259Q: 37 clusters Score -2.298287e+07 nChanged 595 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 11198 members Mstep: Class 2 contains 34891 members Mstep: Class 3 contains 9104 members Mstep: Class 4 contains 3268 members Mstep: Class 5 contains 8237 members Mstep: Class 6 contains 4506 members Mstep: Class 7 contains 12859 members Mstep: Class 8 contains 1995 members Mstep: Class 9 contains 3913 members Mstep: Class 10 contains 85475 members Mstep: Class 11 contains 2993 members Mstep: Class 12 contains 3068 members Mstep: Class 13 contains 2199 members Mstep: Class 14 contains 26765 members Mstep: Class 15 contains 587 members Mstep: Class 16 contains 19876 members Mstep: Class 17 contains 962 members Mstep: Class 18 contains 9203 members Mstep: Class 19 contains 1237 members Mstep: Class 20 contains 9456 members Mstep: Class 21 contains 66309 members Mstep: Class 22 contains 1143 members Mstep: Class 23 contains 40465 members Mstep: Class 24 contains 359 members Mstep: Class 25 contains 10855 members Mstep: Class 26 contains 113 members Mstep: Class 27 contains 22795 members Mstep: Class 28 contains 3412 members Mstep: Class 29 contains 11186 members Mstep: Class 30 contains 3328 members Mstep: Class 31 contains 5236 members Mstep: Class 32 contains 108 members Mstep: Class 33 contains 1524 members Mstep: Class 34 contains 11490 members Mstep: Class 35 contains 1875 members Mstep: Class 36 contains 244 members Entering Unmasked Estep ConsiderDeletion Score: -22982918.000000 Penalty: 21255.964844 Iteration 260F: 37 clusters Score -2.298292e+07 nChanged 608 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 11204 members Mstep: Class 2 contains 34917 members Mstep: Class 3 contains 9096 members Mstep: Class 4 contains 3271 members Mstep: Class 5 contains 8236 members Mstep: Class 6 contains 4503 members Mstep: Class 7 contains 12859 members Mstep: Class 8 contains 1995 members Mstep: Class 9 contains 3912 members Mstep: Class 10 contains 85301 members Mstep: Class 11 contains 2996 members Mstep: Class 12 contains 3063 members Mstep: Class 13 contains 2199 members Mstep: Class 14 contains 26697 members Mstep: Class 15 contains 587 members Mstep: Class 16 contains 19859 members Mstep: Class 17 contains 962 members Mstep: Class 18 contains 9214 members Mstep: Class 19 contains 1237 members Mstep: Class 20 contains 9448 members Mstep: Class 21 contains 66317 members Mstep: Class 22 contains 1146 members Mstep: Class 23 contains 40463 members Mstep: Class 24 contains 359 members Mstep: Class 25 contains 11068 members Mstep: Class 26 contains 113 members Mstep: Class 27 contains 22805 members Mstep: Class 28 contains 3411 members Mstep: Class 29 contains 11188 members Mstep: Class 30 contains 3333 members Mstep: Class 31 contains 5233 members Mstep: Class 32 contains 108 members Mstep: Class 33 contains 1524 members Mstep: Class 34 contains 11492 members Mstep: Class 35 contains 1874 members Mstep: Class 36 contains 244 members Entering Unmasked Estep ConsiderDeletion Score: -22983028.000000 Penalty: 21255.964844 Iteration 261Q: 37 clusters Score -2.298303e+07 nChanged 636 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 11203 members Mstep: Class 2 contains 34937 members Mstep: Class 3 contains 9095 members Mstep: Class 4 contains 3275 members Mstep: Class 5 contains 8226 members Mstep: Class 6 contains 4496 members Mstep: Class 7 contains 12860 members Mstep: Class 8 contains 1995 members Mstep: Class 9 contains 3913 members Mstep: Class 10 contains 85122 members Mstep: Class 11 contains 3003 members Mstep: Class 12 contains 3058 members Mstep: Class 13 contains 2199 members Mstep: Class 14 contains 26651 members Mstep: Class 15 contains 587 members Mstep: Class 16 contains 19846 members Mstep: Class 17 contains 962 members Mstep: Class 18 contains 9220 members Mstep: Class 19 contains 1237 members Mstep: Class 20 contains 9442 members Mstep: Class 21 contains 66326 members Mstep: Class 22 contains 1152 members Mstep: Class 23 contains 40461 members Mstep: Class 24 contains 359 members Mstep: Class 25 contains 11272 members Mstep: Class 26 contains 113 members Mstep: Class 27 contains 22822 members Mstep: Class 28 contains 3412 members Mstep: Class 29 contains 11184 members Mstep: Class 30 contains 3335 members Mstep: Class 31 contains 5226 members Mstep: Class 32 contains 108 members Mstep: Class 33 contains 1525 members Mstep: Class 34 contains 11493 members Mstep: Class 35 contains 1875 members Mstep: Class 36 contains 244 members Entering Unmasked Estep ConsiderDeletion Score: -22983062.000000 Penalty: 21255.964844 Iteration 262Q: 37 clusters Score -2.298306e+07 nChanged 676 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 11209 members Mstep: Class 2 contains 34964 members Mstep: Class 3 contains 9100 members Mstep: Class 4 contains 3276 members Mstep: Class 5 contains 8226 members Mstep: Class 6 contains 4488 members Mstep: Class 7 contains 12858 members Mstep: Class 8 contains 1995 members Mstep: Class 9 contains 3915 members Mstep: Class 10 contains 84903 members Mstep: Class 11 contains 3013 members Mstep: Class 12 contains 3050 members Mstep: Class 13 contains 2199 members Mstep: Class 14 contains 26615 members Mstep: Class 15 contains 587 members Mstep: Class 16 contains 19830 members Mstep: Class 17 contains 962 members Mstep: Class 18 contains 9222 members Mstep: Class 19 contains 1237 members Mstep: Class 20 contains 9440 members Mstep: Class 21 contains 66340 members Mstep: Class 22 contains 1154 members Mstep: Class 23 contains 40460 members Mstep: Class 24 contains 359 members Mstep: Class 25 contains 11482 members Mstep: Class 26 contains 113 members Mstep: Class 27 contains 22829 members Mstep: Class 28 contains 3414 members Mstep: Class 29 contains 11184 members Mstep: Class 30 contains 3339 members Mstep: Class 31 contains 5225 members Mstep: Class 32 contains 108 members Mstep: Class 33 contains 1526 members Mstep: Class 34 contains 11494 members Mstep: Class 35 contains 1874 members Mstep: Class 36 contains 244 members Entering Unmasked Estep ConsiderDeletion Score: -22983164.000000 Penalty: 21255.964844 Iteration 263Q: 37 clusters Score -2.298316e+07 nChanged 687 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 11221 members Mstep: Class 2 contains 34999 members Mstep: Class 3 contains 9099 members Mstep: Class 4 contains 3278 members Mstep: Class 5 contains 8224 members Mstep: Class 6 contains 4481 members Mstep: Class 7 contains 12858 members Mstep: Class 8 contains 1995 members Mstep: Class 9 contains 3919 members Mstep: Class 10 contains 84690 members Mstep: Class 11 contains 3023 members Mstep: Class 12 contains 3044 members Mstep: Class 13 contains 2199 members Mstep: Class 14 contains 26590 members Mstep: Class 15 contains 586 members Mstep: Class 16 contains 19822 members Mstep: Class 17 contains 962 members Mstep: Class 18 contains 9227 members Mstep: Class 19 contains 1237 members Mstep: Class 20 contains 9441 members Mstep: Class 21 contains 66335 members Mstep: Class 22 contains 1157 members Mstep: Class 23 contains 40458 members Mstep: Class 24 contains 359 members Mstep: Class 25 contains 11677 members Mstep: Class 26 contains 113 members Mstep: Class 27 contains 22835 members Mstep: Class 28 contains 3415 members Mstep: Class 29 contains 11180 members Mstep: Class 30 contains 3340 members Mstep: Class 31 contains 5223 members Mstep: Class 32 contains 108 members Mstep: Class 33 contains 1526 members Mstep: Class 34 contains 11495 members Mstep: Class 35 contains 1874 members Mstep: Class 36 contains 244 members Entering Unmasked Estep ConsiderDeletion Score: -22983264.000000 Penalty: 21255.964844 Iteration 264Q: 37 clusters Score -2.298326e+07 nChanged 688 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 11231 members Mstep: Class 2 contains 35037 members Mstep: Class 3 contains 9098 members Mstep: Class 4 contains 3281 members Mstep: Class 5 contains 8218 members Mstep: Class 6 contains 4475 members Mstep: Class 7 contains 12860 members Mstep: Class 8 contains 1995 members Mstep: Class 9 contains 3921 members Mstep: Class 10 contains 84486 members Mstep: Class 11 contains 3032 members Mstep: Class 12 contains 3040 members Mstep: Class 13 contains 2199 members Mstep: Class 14 contains 26536 members Mstep: Class 15 contains 587 members Mstep: Class 16 contains 19806 members Mstep: Class 17 contains 962 members Mstep: Class 18 contains 9239 members Mstep: Class 19 contains 1237 members Mstep: Class 20 contains 9436 members Mstep: Class 21 contains 66344 members Mstep: Class 22 contains 1164 members Mstep: Class 23 contains 40456 members Mstep: Class 24 contains 359 members Mstep: Class 25 contains 11880 members Mstep: Class 26 contains 113 members Mstep: Class 27 contains 22836 members Mstep: Class 28 contains 3411 members Mstep: Class 29 contains 11174 members Mstep: Class 30 contains 3357 members Mstep: Class 31 contains 5216 members Mstep: Class 32 contains 108 members Mstep: Class 33 contains 1526 members Mstep: Class 34 contains 11495 members Mstep: Class 35 contains 1875 members Mstep: Class 36 contains 244 members Entering Unmasked Estep ConsiderDeletion Score: -22983354.000000 Penalty: 21255.964844 Iteration 265Q: 37 clusters Score -2.298335e+07 nChanged 702 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 11233 members Mstep: Class 2 contains 35060 members Mstep: Class 3 contains 9090 members Mstep: Class 4 contains 3286 members Mstep: Class 5 contains 8218 members Mstep: Class 6 contains 4462 members Mstep: Class 7 contains 12861 members Mstep: Class 8 contains 1995 members Mstep: Class 9 contains 3923 members Mstep: Class 10 contains 84281 members Mstep: Class 11 contains 3044 members Mstep: Class 12 contains 3036 members Mstep: Class 13 contains 2199 members Mstep: Class 14 contains 26485 members Mstep: Class 15 contains 588 members Mstep: Class 16 contains 19792 members Mstep: Class 17 contains 962 members Mstep: Class 18 contains 9250 members Mstep: Class 19 contains 1237 members Mstep: Class 20 contains 9428 members Mstep: Class 21 contains 66365 members Mstep: Class 22 contains 1171 members Mstep: Class 23 contains 40454 members Mstep: Class 24 contains 359 members Mstep: Class 25 contains 12084 members Mstep: Class 26 contains 113 members Mstep: Class 27 contains 22848 members Mstep: Class 28 contains 3411 members Mstep: Class 29 contains 11167 members Mstep: Class 30 contains 3373 members Mstep: Class 31 contains 5212 members Mstep: Class 32 contains 108 members Mstep: Class 33 contains 1524 members Mstep: Class 34 contains 11495 members Mstep: Class 35 contains 1876 members Mstep: Class 36 contains 244 members Entering Unmasked Estep ConsiderDeletion Score: -22983416.000000 Penalty: 21255.964844 Iteration 266Q: 37 clusters Score -2.298342e+07 nChanged 723 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 11236 members Mstep: Class 2 contains 35094 members Mstep: Class 3 contains 9085 members Mstep: Class 4 contains 3289 members Mstep: Class 5 contains 8216 members Mstep: Class 6 contains 4443 members Mstep: Class 7 contains 12861 members Mstep: Class 8 contains 1995 members Mstep: Class 9 contains 3925 members Mstep: Class 10 contains 84072 members Mstep: Class 11 contains 3054 members Mstep: Class 12 contains 3032 members Mstep: Class 13 contains 2199 members Mstep: Class 14 contains 26447 members Mstep: Class 15 contains 588 members Mstep: Class 16 contains 19777 members Mstep: Class 17 contains 962 members Mstep: Class 18 contains 9259 members Mstep: Class 19 contains 1237 members Mstep: Class 20 contains 9426 members Mstep: Class 21 contains 66393 members Mstep: Class 22 contains 1173 members Mstep: Class 23 contains 40451 members Mstep: Class 24 contains 359 members Mstep: Class 25 contains 12275 members Mstep: Class 26 contains 113 members Mstep: Class 27 contains 22859 members Mstep: Class 28 contains 3411 members Mstep: Class 29 contains 11159 members Mstep: Class 30 contains 3381 members Mstep: Class 31 contains 5213 members Mstep: Class 32 contains 108 members Mstep: Class 33 contains 1526 members Mstep: Class 34 contains 11495 members Mstep: Class 35 contains 1877 members Mstep: Class 36 contains 244 members Entering Unmasked Estep ConsiderDeletion Score: -22983452.000000 Penalty: 21255.964844 Iteration 267Q: 37 clusters Score -2.298345e+07 nChanged 742 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 11232 members Mstep: Class 2 contains 35141 members Mstep: Class 3 contains 9090 members Mstep: Class 4 contains 3289 members Mstep: Class 5 contains 8215 members Mstep: Class 6 contains 4425 members Mstep: Class 7 contains 12860 members Mstep: Class 8 contains 1995 members Mstep: Class 9 contains 3927 members Mstep: Class 10 contains 83867 members Mstep: Class 11 contains 3073 members Mstep: Class 12 contains 3032 members Mstep: Class 13 contains 2199 members Mstep: Class 14 contains 26343 members Mstep: Class 15 contains 588 members Mstep: Class 16 contains 19771 members Mstep: Class 17 contains 962 members Mstep: Class 18 contains 9266 members Mstep: Class 19 contains 1237 members Mstep: Class 20 contains 9419 members Mstep: Class 21 contains 66405 members Mstep: Class 22 contains 1175 members Mstep: Class 23 contains 40447 members Mstep: Class 24 contains 359 members Mstep: Class 25 contains 12507 members Mstep: Class 26 contains 113 members Mstep: Class 27 contains 22877 members Mstep: Class 28 contains 3413 members Mstep: Class 29 contains 11155 members Mstep: Class 30 contains 3387 members Mstep: Class 31 contains 5217 members Mstep: Class 32 contains 108 members Mstep: Class 33 contains 1524 members Mstep: Class 34 contains 11495 members Mstep: Class 35 contains 1877 members Mstep: Class 36 contains 244 members Entering Unmasked Estep ConsiderDeletion Score: -22983434.000000 Penalty: 21255.964844 Iteration 268Q: 37 clusters Score -2.298343e+07 nChanged 690 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 11235 members Mstep: Class 2 contains 35180 members Mstep: Class 3 contains 9095 members Mstep: Class 4 contains 3291 members Mstep: Class 5 contains 8207 members Mstep: Class 6 contains 4398 members Mstep: Class 7 contains 12859 members Mstep: Class 8 contains 1995 members Mstep: Class 9 contains 3928 members Mstep: Class 10 contains 83682 members Mstep: Class 11 contains 3078 members Mstep: Class 12 contains 3030 members Mstep: Class 13 contains 2199 members Mstep: Class 14 contains 26248 members Mstep: Class 15 contains 588 members Mstep: Class 16 contains 19773 members Mstep: Class 17 contains 962 members Mstep: Class 18 contains 9279 members Mstep: Class 19 contains 1237 members Mstep: Class 20 contains 9413 members Mstep: Class 21 contains 66443 members Mstep: Class 22 contains 1177 members Mstep: Class 23 contains 40445 members Mstep: Class 24 contains 359 members Mstep: Class 25 contains 12702 members Mstep: Class 26 contains 113 members Mstep: Class 27 contains 22885 members Mstep: Class 28 contains 3412 members Mstep: Class 29 contains 11149 members Mstep: Class 30 contains 3406 members Mstep: Class 31 contains 5218 members Mstep: Class 32 contains 108 members Mstep: Class 33 contains 1523 members Mstep: Class 34 contains 11495 members Mstep: Class 35 contains 1878 members Mstep: Class 36 contains 244 members Entering Unmasked Estep ConsiderDeletion Score: -22983558.000000 Penalty: 21255.964844 Iteration 269Q: 37 clusters Score -2.298356e+07 nChanged 652 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 11237 members Mstep: Class 2 contains 35196 members Mstep: Class 3 contains 9101 members Mstep: Class 4 contains 3294 members Mstep: Class 5 contains 8198 members Mstep: Class 6 contains 4381 members Mstep: Class 7 contains 12858 members Mstep: Class 8 contains 1995 members Mstep: Class 9 contains 3929 members Mstep: Class 10 contains 83484 members Mstep: Class 11 contains 3087 members Mstep: Class 12 contains 3029 members Mstep: Class 13 contains 2199 members Mstep: Class 14 contains 26205 members Mstep: Class 15 contains 585 members Mstep: Class 16 contains 19777 members Mstep: Class 17 contains 962 members Mstep: Class 18 contains 9288 members Mstep: Class 19 contains 1237 members Mstep: Class 20 contains 9406 members Mstep: Class 21 contains 66474 members Mstep: Class 22 contains 1180 members Mstep: Class 23 contains 40443 members Mstep: Class 24 contains 359 members Mstep: Class 25 contains 12871 members Mstep: Class 26 contains 113 members Mstep: Class 27 contains 22893 members Mstep: Class 28 contains 3412 members Mstep: Class 29 contains 11146 members Mstep: Class 30 contains 3426 members Mstep: Class 31 contains 5218 members Mstep: Class 32 contains 108 members Mstep: Class 33 contains 1525 members Mstep: Class 34 contains 11495 members Mstep: Class 35 contains 1879 members Mstep: Class 36 contains 244 members Entering Unmasked Estep ConsiderDeletion Score: -22983590.000000 Penalty: 21255.964844 Iteration 270Q: 37 clusters Score -2.298359e+07 nChanged 674 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 11244 members Mstep: Class 2 contains 35216 members Mstep: Class 3 contains 9108 members Mstep: Class 4 contains 3296 members Mstep: Class 5 contains 8190 members Mstep: Class 6 contains 4359 members Mstep: Class 7 contains 12857 members Mstep: Class 8 contains 1995 members Mstep: Class 9 contains 3927 members Mstep: Class 10 contains 83281 members Mstep: Class 11 contains 3099 members Mstep: Class 12 contains 3026 members Mstep: Class 13 contains 2199 members Mstep: Class 14 contains 26181 members Mstep: Class 15 contains 584 members Mstep: Class 16 contains 19778 members Mstep: Class 17 contains 962 members Mstep: Class 18 contains 9295 members Mstep: Class 19 contains 1237 members Mstep: Class 20 contains 9406 members Mstep: Class 21 contains 66506 members Mstep: Class 22 contains 1182 members Mstep: Class 23 contains 40440 members Mstep: Class 24 contains 359 members Mstep: Class 25 contains 13029 members Mstep: Class 26 contains 113 members Mstep: Class 27 contains 22896 members Mstep: Class 28 contains 3409 members Mstep: Class 29 contains 11143 members Mstep: Class 30 contains 3446 members Mstep: Class 31 contains 5221 members Mstep: Class 32 contains 108 members Mstep: Class 33 contains 1524 members Mstep: Class 34 contains 11495 members Mstep: Class 35 contains 1879 members Mstep: Class 36 contains 244 members Entering Unmasked Estep ConsiderDeletion Score: -22983664.000000 Penalty: 21255.964844 Iteration 271Q: 37 clusters Score -2.298366e+07 nChanged 619 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 11253 members Mstep: Class 2 contains 35223 members Mstep: Class 3 contains 9112 members Mstep: Class 4 contains 3294 members Mstep: Class 5 contains 8184 members Mstep: Class 6 contains 4333 members Mstep: Class 7 contains 12856 members Mstep: Class 8 contains 1995 members Mstep: Class 9 contains 3925 members Mstep: Class 10 contains 83087 members Mstep: Class 11 contains 3107 members Mstep: Class 12 contains 3024 members Mstep: Class 13 contains 2199 members Mstep: Class 14 contains 26198 members Mstep: Class 15 contains 585 members Mstep: Class 16 contains 19775 members Mstep: Class 17 contains 962 members Mstep: Class 18 contains 9299 members Mstep: Class 19 contains 1237 members Mstep: Class 20 contains 9412 members Mstep: Class 21 contains 66531 members Mstep: Class 22 contains 1182 members Mstep: Class 23 contains 40438 members Mstep: Class 24 contains 359 members Mstep: Class 25 contains 13161 members Mstep: Class 26 contains 113 members Mstep: Class 27 contains 22910 members Mstep: Class 28 contains 3404 members Mstep: Class 29 contains 11141 members Mstep: Class 30 contains 3460 members Mstep: Class 31 contains 5223 members Mstep: Class 32 contains 108 members Mstep: Class 33 contains 1525 members Mstep: Class 34 contains 11495 members Mstep: Class 35 contains 1880 members Mstep: Class 36 contains 244 members Entering Unmasked Estep ConsiderDeletion Score: -22983680.000000 Penalty: 21255.964844 Iteration 272Q: 37 clusters Score -2.298368e+07 nChanged 553 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 11260 members Mstep: Class 2 contains 35224 members Mstep: Class 3 contains 9117 members Mstep: Class 4 contains 3294 members Mstep: Class 5 contains 8179 members Mstep: Class 6 contains 4319 members Mstep: Class 7 contains 12857 members Mstep: Class 8 contains 1995 members Mstep: Class 9 contains 3926 members Mstep: Class 10 contains 82900 members Mstep: Class 11 contains 3116 members Mstep: Class 12 contains 3023 members Mstep: Class 13 contains 2199 members Mstep: Class 14 contains 26233 members Mstep: Class 15 contains 584 members Mstep: Class 16 contains 19779 members Mstep: Class 17 contains 962 members Mstep: Class 18 contains 9304 members Mstep: Class 19 contains 1237 members Mstep: Class 20 contains 9413 members Mstep: Class 21 contains 66543 members Mstep: Class 22 contains 1182 members Mstep: Class 23 contains 40435 members Mstep: Class 24 contains 359 members Mstep: Class 25 contains 13269 members Mstep: Class 26 contains 113 members Mstep: Class 27 contains 22918 members Mstep: Class 28 contains 3405 members Mstep: Class 29 contains 11135 members Mstep: Class 30 contains 3476 members Mstep: Class 31 contains 5225 members Mstep: Class 32 contains 108 members Mstep: Class 33 contains 1525 members Mstep: Class 34 contains 11495 members Mstep: Class 35 contains 1881 members Mstep: Class 36 contains 244 members Entering Unmasked Estep ConsiderDeletion Score: -22983656.000000 Penalty: 21255.964844 Iteration 273Q: 37 clusters Score -2.298366e+07 nChanged 547 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 11264 members Mstep: Class 2 contains 35231 members Mstep: Class 3 contains 9122 members Mstep: Class 4 contains 3295 members Mstep: Class 5 contains 8177 members Mstep: Class 6 contains 4300 members Mstep: Class 7 contains 12856 members Mstep: Class 8 contains 1995 members Mstep: Class 9 contains 3925 members Mstep: Class 10 contains 82737 members Mstep: Class 11 contains 3121 members Mstep: Class 12 contains 3024 members Mstep: Class 13 contains 2199 members Mstep: Class 14 contains 26260 members Mstep: Class 15 contains 584 members Mstep: Class 16 contains 19778 members Mstep: Class 17 contains 962 members Mstep: Class 18 contains 9309 members Mstep: Class 19 contains 1237 members Mstep: Class 20 contains 9411 members Mstep: Class 21 contains 66544 members Mstep: Class 22 contains 1182 members Mstep: Class 23 contains 40433 members Mstep: Class 24 contains 359 members Mstep: Class 25 contains 13378 members Mstep: Class 26 contains 113 members Mstep: Class 27 contains 22926 members Mstep: Class 28 contains 3404 members Mstep: Class 29 contains 11133 members Mstep: Class 30 contains 3492 members Mstep: Class 31 contains 5228 members Mstep: Class 32 contains 108 members Mstep: Class 33 contains 1525 members Mstep: Class 34 contains 11495 members Mstep: Class 35 contains 1883 members Mstep: Class 36 contains 244 members Entering Unmasked Estep ConsiderDeletion Score: -22983686.000000 Penalty: 21255.964844 Iteration 274Q: 37 clusters Score -2.298369e+07 nChanged 519 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 11272 members Mstep: Class 2 contains 35238 members Mstep: Class 3 contains 9131 members Mstep: Class 4 contains 3297 members Mstep: Class 5 contains 8176 members Mstep: Class 6 contains 4284 members Mstep: Class 7 contains 12857 members Mstep: Class 8 contains 1995 members Mstep: Class 9 contains 3926 members Mstep: Class 10 contains 82557 members Mstep: Class 11 contains 3127 members Mstep: Class 12 contains 3023 members Mstep: Class 13 contains 2199 members Mstep: Class 14 contains 26315 members Mstep: Class 15 contains 584 members Mstep: Class 16 contains 19766 members Mstep: Class 17 contains 962 members Mstep: Class 18 contains 9313 members Mstep: Class 19 contains 1237 members Mstep: Class 20 contains 9409 members Mstep: Class 21 contains 66554 members Mstep: Class 22 contains 1182 members Mstep: Class 23 contains 40429 members Mstep: Class 24 contains 359 members Mstep: Class 25 contains 13470 members Mstep: Class 26 contains 113 members Mstep: Class 27 contains 22931 members Mstep: Class 28 contains 3403 members Mstep: Class 29 contains 11130 members Mstep: Class 30 contains 3510 members Mstep: Class 31 contains 5230 members Mstep: Class 32 contains 108 members Mstep: Class 33 contains 1525 members Mstep: Class 34 contains 11496 members Mstep: Class 35 contains 1882 members Mstep: Class 36 contains 244 members Entering Unmasked Estep ConsiderDeletion Score: -22983724.000000 Penalty: 21255.964844 Iteration 275Q: 37 clusters Score -2.298372e+07 nChanged 541 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 11285 members Mstep: Class 2 contains 35233 members Mstep: Class 3 contains 9135 members Mstep: Class 4 contains 3301 members Mstep: Class 5 contains 8174 members Mstep: Class 6 contains 4267 members Mstep: Class 7 contains 12855 members Mstep: Class 8 contains 1995 members Mstep: Class 9 contains 3926 members Mstep: Class 10 contains 82378 members Mstep: Class 11 contains 3133 members Mstep: Class 12 contains 3022 members Mstep: Class 13 contains 2199 members Mstep: Class 14 contains 26382 members Mstep: Class 15 contains 582 members Mstep: Class 16 contains 19758 members Mstep: Class 17 contains 962 members Mstep: Class 18 contains 9319 members Mstep: Class 19 contains 1237 members Mstep: Class 20 contains 9408 members Mstep: Class 21 contains 66555 members Mstep: Class 22 contains 1182 members Mstep: Class 23 contains 40427 members Mstep: Class 24 contains 359 members Mstep: Class 25 contains 13571 members Mstep: Class 26 contains 113 members Mstep: Class 27 contains 22933 members Mstep: Class 28 contains 3402 members Mstep: Class 29 contains 11128 members Mstep: Class 30 contains 3526 members Mstep: Class 31 contains 5233 members Mstep: Class 32 contains 108 members Mstep: Class 33 contains 1525 members Mstep: Class 34 contains 11497 members Mstep: Class 35 contains 1880 members Mstep: Class 36 contains 244 members Entering Unmasked Estep ConsiderDeletion Score: -22983682.000000 Penalty: 21255.964844 Iteration 276Q: 37 clusters Score -2.298368e+07 nChanged 513 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 11298 members Mstep: Class 2 contains 35237 members Mstep: Class 3 contains 9134 members Mstep: Class 4 contains 3304 members Mstep: Class 5 contains 8166 members Mstep: Class 6 contains 4248 members Mstep: Class 7 contains 12853 members Mstep: Class 8 contains 1995 members Mstep: Class 9 contains 3929 members Mstep: Class 10 contains 82228 members Mstep: Class 11 contains 3140 members Mstep: Class 12 contains 3015 members Mstep: Class 13 contains 2199 members Mstep: Class 14 contains 26409 members Mstep: Class 15 contains 582 members Mstep: Class 16 contains 19749 members Mstep: Class 17 contains 962 members Mstep: Class 18 contains 9330 members Mstep: Class 19 contains 1237 members Mstep: Class 20 contains 9407 members Mstep: Class 21 contains 66568 members Mstep: Class 22 contains 1182 members Mstep: Class 23 contains 40427 members Mstep: Class 24 contains 358 members Mstep: Class 25 contains 13671 members Mstep: Class 26 contains 113 members Mstep: Class 27 contains 22932 members Mstep: Class 28 contains 3408 members Mstep: Class 29 contains 11125 members Mstep: Class 30 contains 3537 members Mstep: Class 31 contains 5235 members Mstep: Class 32 contains 108 members Mstep: Class 33 contains 1526 members Mstep: Class 34 contains 11497 members Mstep: Class 35 contains 1881 members Mstep: Class 36 contains 244 members Entering Unmasked Estep ConsiderDeletion Score: -22983744.000000 Penalty: 21255.964844 Iteration 277Q: 37 clusters Score -2.298374e+07 nChanged 524 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 11322 members Mstep: Class 2 contains 35238 members Mstep: Class 3 contains 9133 members Mstep: Class 4 contains 3305 members Mstep: Class 5 contains 8159 members Mstep: Class 6 contains 4224 members Mstep: Class 7 contains 12852 members Mstep: Class 8 contains 1995 members Mstep: Class 9 contains 3933 members Mstep: Class 10 contains 82082 members Mstep: Class 11 contains 3147 members Mstep: Class 12 contains 3005 members Mstep: Class 13 contains 2199 members Mstep: Class 14 contains 26436 members Mstep: Class 15 contains 581 members Mstep: Class 16 contains 19744 members Mstep: Class 17 contains 962 members Mstep: Class 18 contains 9346 members Mstep: Class 19 contains 1237 members Mstep: Class 20 contains 9402 members Mstep: Class 21 contains 66580 members Mstep: Class 22 contains 1182 members Mstep: Class 23 contains 40427 members Mstep: Class 24 contains 358 members Mstep: Class 25 contains 13777 members Mstep: Class 26 contains 113 members Mstep: Class 27 contains 22930 members Mstep: Class 28 contains 3406 members Mstep: Class 29 contains 11125 members Mstep: Class 30 contains 3542 members Mstep: Class 31 contains 5236 members Mstep: Class 32 contains 108 members Mstep: Class 33 contains 1526 members Mstep: Class 34 contains 11497 members Mstep: Class 35 contains 1881 members Mstep: Class 36 contains 244 members Entering Unmasked Estep ConsiderDeletion Score: -22983842.000000 Penalty: 21255.964844 Iteration 278Q: 37 clusters Score -2.298384e+07 nChanged 582 Entering ConstructFrom: Score: -22983842.000000 Penalty: 21255.964844 Entering ConstructFrom: Trying to split cluster 1 (11349 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11349 members Entering Unmasked Estep Score: -638027.687500 Penalty: 424.828247 Iteration 0F: 2 clusters Score -638027.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5727 members Mstep: Class 2 contains 5622 members Entering Unmasked Estep Score: -630546.812500 Penalty: 849.656494 Iteration 0F: 3 clusters Score -630546.8 nChanged 5244 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6063 members Mstep: Class 2 contains 5286 members Entering Unmasked Estep Score: -633650.187500 Penalty: 849.656494 Iteration 1F: 3 clusters Score -633650.2 nChanged 793 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6380 members Mstep: Class 2 contains 4969 members Entering Unmasked Estep Score: -634127.937500 Penalty: 849.656494 Iteration 2F: 3 clusters Score -634127.9 nChanged 791 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6721 members Mstep: Class 2 contains 4628 members Entering Unmasked Estep Score: -634726.375000 Penalty: 849.656494 Iteration 3F: 3 clusters Score -634726.4 nChanged 786 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7077 members Mstep: Class 2 contains 4272 members Entering Unmasked Estep Score: -635399.625000 Penalty: 849.656494 Iteration 4F: 3 clusters Score -635399.6 nChanged 732 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7373 members Mstep: Class 2 contains 3976 members Entering Unmasked Estep Score: -635916.500000 Penalty: 849.656494 Iteration 5F: 3 clusters Score -635916.5 nChanged 549 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7612 members Mstep: Class 2 contains 3737 members Entering Unmasked Estep Score: -636217.812500 Penalty: 849.656494 Iteration 6Q: 3 clusters Score -636217.8 nChanged 378 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7840 members Mstep: Class 2 contains 3509 members Entering Unmasked Estep Score: -636414.562500 Penalty: 849.656494 Iteration 7Q: 3 clusters Score -636414.6 nChanged 318 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8060 members Mstep: Class 2 contains 3289 members Entering Unmasked Estep Score: -636563.375000 Penalty: 849.656494 Iteration 8Q: 3 clusters Score -636563.4 nChanged 292 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8304 members Mstep: Class 2 contains 3045 members Entering Unmasked Estep Score: -636736.812500 Penalty: 849.656494 Iteration 9Q: 3 clusters Score -636736.8 nChanged 297 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8565 members Mstep: Class 2 contains 2784 members Entering Unmasked Estep Score: -636969.687500 Penalty: 849.656494 Iteration 10Q: 3 clusters Score -636969.7 nChanged 269 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8800 members Mstep: Class 2 contains 2549 members Entering Unmasked Estep Score: -637198.062500 Penalty: 849.656494 Iteration 11Q: 3 clusters Score -637198.1 nChanged 253 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9011 members Mstep: Class 2 contains 2338 members Entering Unmasked Estep Score: -637439.250000 Penalty: 849.656494 Iteration 12Q: 3 clusters Score -637439.2 nChanged 196 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9149 members Mstep: Class 2 contains 2200 members Entering Unmasked Estep Score: -637577.937500 Penalty: 849.656494 Iteration 13Q: 3 clusters Score -637577.9 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9248 members Mstep: Class 2 contains 2101 members Entering Unmasked Estep Score: -637662.250000 Penalty: 849.656494 Iteration 14Q: 3 clusters Score -637662.2 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9331 members Mstep: Class 2 contains 2018 members Entering Unmasked Estep Score: -637719.125000 Penalty: 849.656494 Iteration 15Q: 3 clusters Score -637719.1 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9399 members Mstep: Class 2 contains 1950 members Entering Unmasked Estep Score: -637764.312500 Penalty: 849.656494 Iteration 16Q: 3 clusters Score -637764.3 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9462 members Mstep: Class 2 contains 1887 members Entering Unmasked Estep Score: -637804.187500 Penalty: 849.656494 Iteration 17Q: 3 clusters Score -637804.2 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9517 members Mstep: Class 2 contains 1832 members Entering Unmasked Estep Score: -637835.250000 Penalty: 849.656494 Iteration 18Q: 3 clusters Score -637835.2 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9575 members Mstep: Class 2 contains 1774 members Entering Unmasked Estep Score: -637857.000000 Penalty: 849.656494 Iteration 19Q: 3 clusters Score -637857 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9615 members Mstep: Class 2 contains 1734 members Entering Unmasked Estep Score: -637872.687500 Penalty: 849.656494 Iteration 20F: 3 clusters Score -637872.7 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9640 members Mstep: Class 2 contains 1709 members Entering Unmasked Estep Score: -637876.875000 Penalty: 849.656494 Iteration 21Q: 3 clusters Score -637876.9 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9659 members Mstep: Class 2 contains 1690 members Entering Unmasked Estep Score: -637879.125000 Penalty: 849.656494 Iteration 22Q: 3 clusters Score -637879.1 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9670 members Mstep: Class 2 contains 1679 members Entering Unmasked Estep Score: -637883.437500 Penalty: 849.656494 Iteration 23Q: 3 clusters Score -637883.4 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9688 members Mstep: Class 2 contains 1661 members Entering Unmasked Estep Score: -637887.625000 Penalty: 849.656494 Iteration 24Q: 3 clusters Score -637887.6 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9701 members Mstep: Class 2 contains 1648 members Entering Unmasked Estep Score: -637889.312500 Penalty: 849.656494 Iteration 25Q: 3 clusters Score -637889.3 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9715 members Mstep: Class 2 contains 1634 members Entering Unmasked Estep Score: -637892.500000 Penalty: 849.656494 Iteration 26Q: 3 clusters Score -637892.5 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9725 members Mstep: Class 2 contains 1624 members Entering Unmasked Estep Score: -637895.750000 Penalty: 849.656494 Iteration 27Q: 3 clusters Score -637895.8 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9734 members Mstep: Class 2 contains 1615 members Entering Unmasked Estep Score: -637897.250000 Penalty: 849.656494 Iteration 28Q: 3 clusters Score -637897.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9742 members Mstep: Class 2 contains 1607 members Entering Unmasked Estep Score: -637899.000000 Penalty: 849.656494 Iteration 29Q: 3 clusters Score -637899 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9750 members Mstep: Class 2 contains 1599 members Entering Unmasked Estep Score: -637899.562500 Penalty: 849.656494 Iteration 30Q: 3 clusters Score -637899.6 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9762 members Mstep: Class 2 contains 1587 members Entering Unmasked Estep Score: -637899.375000 Penalty: 849.656494 Iteration 31Q: 3 clusters Score -637899.4 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9772 members Mstep: Class 2 contains 1577 members Entering Unmasked Estep Score: -637903.000000 Penalty: 849.656494 Iteration 32Q: 3 clusters Score -637903 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9778 members Mstep: Class 2 contains 1571 members Entering Unmasked Estep Score: -637903.937500 Penalty: 849.656494 Iteration 33Q: 3 clusters Score -637903.9 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9786 members Mstep: Class 2 contains 1563 members Entering Unmasked Estep Score: -637904.312500 Penalty: 849.656494 Iteration 34Q: 3 clusters Score -637904.3 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9794 members Mstep: Class 2 contains 1555 members Entering Unmasked Estep Score: -637906.062500 Penalty: 849.656494 Iteration 35Q: 3 clusters Score -637906.1 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9805 members Mstep: Class 2 contains 1544 members Entering Unmasked Estep Score: -637909.125000 Penalty: 849.656494 Iteration 36Q: 3 clusters Score -637909.1 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9819 members Mstep: Class 2 contains 1530 members Entering Unmasked Estep Score: -637911.250000 Penalty: 849.656494 Iteration 37Q: 3 clusters Score -637911.2 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9830 members Mstep: Class 2 contains 1519 members Entering Unmasked Estep Score: -637914.000000 Penalty: 849.656494 Iteration 38Q: 3 clusters Score -637914 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9839 members Mstep: Class 2 contains 1510 members Entering Unmasked Estep Score: -637913.750000 Penalty: 849.656494 Iteration 39Q: 3 clusters Score -637913.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9841 members Mstep: Class 2 contains 1508 members Entering Unmasked Estep Score: -637915.250000 Penalty: 849.656494 Iteration 40F: 3 clusters Score -637915.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9844 members Mstep: Class 2 contains 1505 members Entering Unmasked Estep Score: -637915.875000 Penalty: 849.656494 Iteration 41Q: 3 clusters Score -637915.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9847 members Mstep: Class 2 contains 1502 members Entering Unmasked Estep Score: -637916.000000 Penalty: 849.656494 Iteration 42Q: 3 clusters Score -637916 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9850 members Mstep: Class 2 contains 1499 members Entering Unmasked Estep Score: -637916.187500 Penalty: 849.656494 Iteration 43Q: 3 clusters Score -637916.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9852 members Mstep: Class 2 contains 1497 members Entering Unmasked Estep Score: -637915.375000 Penalty: 849.656494 Iteration 44Q: 3 clusters Score -637915.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9859 members Mstep: Class 2 contains 1490 members Entering Unmasked Estep Score: -637915.875000 Penalty: 849.656494 Iteration 45Q: 3 clusters Score -637915.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9865 members Mstep: Class 2 contains 1484 members Entering Unmasked Estep Score: -637916.375000 Penalty: 849.656494 Iteration 46Q: 3 clusters Score -637916.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9868 members Mstep: Class 2 contains 1481 members Entering Unmasked Estep Score: -637916.937500 Penalty: 849.656494 Iteration 47Q: 3 clusters Score -637916.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9871 members Mstep: Class 2 contains 1478 members Entering Unmasked Estep Score: -637918.062500 Penalty: 849.656494 Iteration 48Q: 3 clusters Score -637918.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9873 members Mstep: Class 2 contains 1476 members Entering Unmasked Estep Score: -637919.062500 Penalty: 849.656494 Iteration 49Q: 3 clusters Score -637919.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9879 members Mstep: Class 2 contains 1470 members Entering Unmasked Estep Score: -637918.437500 Penalty: 849.656494 Iteration 50Q: 3 clusters Score -637918.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9887 members Mstep: Class 2 contains 1462 members Entering Unmasked Estep Score: -637919.687500 Penalty: 849.656494 Iteration 51Q: 3 clusters Score -637919.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9892 members Mstep: Class 2 contains 1457 members Entering Unmasked Estep Score: -637920.250000 Penalty: 849.656494 Iteration 52Q: 3 clusters Score -637920.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9895 members Mstep: Class 2 contains 1454 members Entering Unmasked Estep Score: -637920.687500 Penalty: 849.656494 Iteration 53Q: 3 clusters Score -637920.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9900 members Mstep: Class 2 contains 1449 members Entering Unmasked Estep Score: -637919.812500 Penalty: 849.656494 Iteration 54Q: 3 clusters Score -637919.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9902 members Mstep: Class 2 contains 1447 members Entering Unmasked Estep Score: -637920.812500 Penalty: 849.656494 Iteration 55Q: 3 clusters Score -637920.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9902 members Mstep: Class 2 contains 1447 members Entering Unmasked Estep Score: -637920.812500 Penalty: 849.656494 Iteration 56F: 3 clusters Score -637920.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (35243 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35243 members Entering Unmasked Estep Score: -1961065.375000 Penalty: 476.386017 Iteration 0F: 2 clusters Score -1961065 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17680 members Mstep: Class 2 contains 17563 members Entering Unmasked Estep Score: -1937450.500000 Penalty: 952.772034 Iteration 0F: 3 clusters Score -1937450 nChanged 16942 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17888 members Mstep: Class 2 contains 17355 members Entering Unmasked Estep Score: -1948281.125000 Penalty: 952.772034 Iteration 1F: 3 clusters Score -1948281 nChanged 2021 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17965 members Mstep: Class 2 contains 17278 members Entering Unmasked Estep Score: -1949461.500000 Penalty: 952.772034 Iteration 2F: 3 clusters Score -1949462 nChanged 2266 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18253 members Mstep: Class 2 contains 16990 members Entering Unmasked Estep Score: -1951165.000000 Penalty: 952.772034 Iteration 3F: 3 clusters Score -1951165 nChanged 2479 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18660 members Mstep: Class 2 contains 16583 members Entering Unmasked Estep Score: -1953234.750000 Penalty: 952.772034 Iteration 4F: 3 clusters Score -1953235 nChanged 2294 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19020 members Mstep: Class 2 contains 16223 members Entering Unmasked Estep Score: -1954910.000000 Penalty: 952.772034 Iteration 5F: 3 clusters Score -1954910 nChanged 1722 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19222 members Mstep: Class 2 contains 16021 members Entering Unmasked Estep Score: -1955809.375000 Penalty: 952.772034 Iteration 6Q: 3 clusters Score -1955809 nChanged 1133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19381 members Mstep: Class 2 contains 15862 members Entering Unmasked Estep Score: -1956336.375000 Penalty: 952.772034 Iteration 7Q: 3 clusters Score -1956336 nChanged 904 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19487 members Mstep: Class 2 contains 15756 members Entering Unmasked Estep Score: -1956784.375000 Penalty: 952.772034 Iteration 8Q: 3 clusters Score -1956784 nChanged 863 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19524 members Mstep: Class 2 contains 15719 members Entering Unmasked Estep Score: -1957214.375000 Penalty: 952.772034 Iteration 9Q: 3 clusters Score -1957214 nChanged 892 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19516 members Mstep: Class 2 contains 15727 members Entering Unmasked Estep Score: -1957673.500000 Penalty: 952.772034 Iteration 10Q: 3 clusters Score -1957674 nChanged 828 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19456 members Mstep: Class 2 contains 15787 members Entering Unmasked Estep Score: -1958050.625000 Penalty: 952.772034 Iteration 11Q: 3 clusters Score -1958051 nChanged 773 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19357 members Mstep: Class 2 contains 15886 members Entering Unmasked Estep Score: -1958391.750000 Penalty: 952.772034 Iteration 12Q: 3 clusters Score -1958392 nChanged 689 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19244 members Mstep: Class 2 contains 15999 members Entering Unmasked Estep Score: -1958705.375000 Penalty: 952.772034 Iteration 13Q: 3 clusters Score -1958705 nChanged 646 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19060 members Mstep: Class 2 contains 16183 members Entering Unmasked Estep Score: -1959011.875000 Penalty: 952.772034 Iteration 14Q: 3 clusters Score -1959012 nChanged 613 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18875 members Mstep: Class 2 contains 16368 members Entering Unmasked Estep Score: -1959310.250000 Penalty: 952.772034 Iteration 15Q: 3 clusters Score -1959310 nChanged 576 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18673 members Mstep: Class 2 contains 16570 members Entering Unmasked Estep Score: -1959545.625000 Penalty: 952.772034 Iteration 16Q: 3 clusters Score -1959546 nChanged 451 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18518 members Mstep: Class 2 contains 16725 members Entering Unmasked Estep Score: -1959686.500000 Penalty: 952.772034 Iteration 17Q: 3 clusters Score -1959686 nChanged 330 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18424 members Mstep: Class 2 contains 16819 members Entering Unmasked Estep Score: -1959752.750000 Penalty: 952.772034 Iteration 18Q: 3 clusters Score -1959753 nChanged 238 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18356 members Mstep: Class 2 contains 16887 members Entering Unmasked Estep Score: -1959787.125000 Penalty: 952.772034 Iteration 19Q: 3 clusters Score -1959787 nChanged 183 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18281 members Mstep: Class 2 contains 16962 members Entering Unmasked Estep Score: -1959827.625000 Penalty: 952.772034 Iteration 20F: 3 clusters Score -1959828 nChanged 161 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18212 members Mstep: Class 2 contains 17031 members Entering Unmasked Estep Score: -1959850.000000 Penalty: 952.772034 Iteration 21Q: 3 clusters Score -1959850 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18161 members Mstep: Class 2 contains 17082 members Entering Unmasked Estep Score: -1959858.875000 Penalty: 952.772034 Iteration 22Q: 3 clusters Score -1959859 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18095 members Mstep: Class 2 contains 17148 members Entering Unmasked Estep Score: -1959873.750000 Penalty: 952.772034 Iteration 23Q: 3 clusters Score -1959874 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18035 members Mstep: Class 2 contains 17208 members Entering Unmasked Estep Score: -1959875.250000 Penalty: 952.772034 Iteration 24Q: 3 clusters Score -1959875 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18003 members Mstep: Class 2 contains 17240 members Entering Unmasked Estep Score: -1959879.750000 Penalty: 952.772034 Iteration 25Q: 3 clusters Score -1959880 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17971 members Mstep: Class 2 contains 17272 members Entering Unmasked Estep Score: -1959877.375000 Penalty: 952.772034 Iteration 26Q: 3 clusters Score -1959877 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17941 members Mstep: 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members Mstep: Class 2 contains 17440 members Entering Unmasked Estep Score: -1959887.750000 Penalty: 952.772034 Iteration 31Q: 3 clusters Score -1959888 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17762 members Mstep: Class 2 contains 17481 members Entering Unmasked Estep Score: -1959887.875000 Penalty: 952.772034 Iteration 32Q: 3 clusters Score -1959888 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17727 members Mstep: Class 2 contains 17516 members Entering Unmasked Estep Score: -1959890.000000 Penalty: 952.772034 Iteration 33Q: 3 clusters Score -1959890 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17696 members Mstep: Class 2 contains 17547 members Entering Unmasked Estep Score: -1959886.875000 Penalty: 952.772034 Iteration 34Q: 3 clusters Score -1959887 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 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contains 0 members Mstep: Class 1 contains 17432 members Mstep: Class 2 contains 17811 members Entering Unmasked Estep Score: -1959897.750000 Penalty: 952.772034 Iteration 43Q: 3 clusters Score -1959898 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17394 members Mstep: Class 2 contains 17849 members Entering Unmasked Estep Score: -1959895.250000 Penalty: 952.772034 Iteration 44Q: 3 clusters Score -1959895 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17360 members Mstep: Class 2 contains 17883 members Entering Unmasked Estep Score: -1959896.750000 Penalty: 952.772034 Iteration 45Q: 3 clusters Score -1959897 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17335 members Mstep: Class 2 contains 17908 members Entering Unmasked Estep Score: -1959898.125000 Penalty: 952.772034 Iteration 46Q: 3 clusters Score -1959898 nChanged 29 Entering Unmasked Mstep 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Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17138 members Mstep: Class 2 contains 18105 members Entering Unmasked Estep Score: -1959914.125000 Penalty: 952.772034 Iteration 51Q: 3 clusters Score -1959914 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17094 members Mstep: Class 2 contains 18149 members Entering Unmasked Estep Score: -1959914.125000 Penalty: 952.772034 Iteration 52Q: 3 clusters Score -1959914 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17053 members Mstep: Class 2 contains 18190 members Entering Unmasked Estep Score: -1959916.750000 Penalty: 952.772034 Iteration 53Q: 3 clusters Score -1959917 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17013 members Mstep: Class 2 contains 18230 members Entering Unmasked Estep Score: -1959917.375000 Penalty: 952.772034 Iteration 54Q: 3 clusters Score -1959917 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16964 members Mstep: Class 2 contains 18279 members Entering Unmasked Estep Score: -1959921.250000 Penalty: 952.772034 Iteration 55Q: 3 clusters Score -1959921 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16912 members Mstep: Class 2 contains 18331 members Entering Unmasked Estep Score: -1959922.625000 Penalty: 952.772034 Iteration 56Q: 3 clusters Score -1959923 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16863 members Mstep: Class 2 contains 18380 members Entering Unmasked Estep Score: -1959923.750000 Penalty: 952.772034 Iteration 57Q: 3 clusters Score -1959924 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16812 members Mstep: Class 2 contains 18431 members Entering Unmasked Estep Score: -1959924.125000 Penalty: 952.772034 Iteration 58Q: 3 clusters 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20086 members Entering Unmasked Estep Score: -1959969.375000 Penalty: 952.772034 Iteration 129Q: 3 clusters Score -1959969 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15132 members Mstep: Class 2 contains 20111 members Entering Unmasked Estep Score: -1959971.500000 Penalty: 952.772034 Iteration 130Q: 3 clusters Score -1959972 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15106 members Mstep: Class 2 contains 20137 members Entering Unmasked Estep Score: -1959971.250000 Penalty: 952.772034 Iteration 131Q: 3 clusters Score -1959971 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15083 members Mstep: Class 2 contains 20160 members Entering Unmasked Estep Score: -1959972.875000 Penalty: 952.772034 Iteration 132Q: 3 clusters Score -1959973 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15064 members Mstep: Class 2 contains 20179 members Entering Unmasked Estep Score: -1959969.875000 Penalty: 952.772034 Iteration 133Q: 3 clusters Score -1959970 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15046 members Mstep: Class 2 contains 20197 members Entering Unmasked Estep Score: -1959966.875000 Penalty: 952.772034 Iteration 134Q: 3 clusters Score -1959967 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15033 members Mstep: Class 2 contains 20210 members Entering Unmasked Estep Score: -1959967.500000 Penalty: 952.772034 Iteration 135Q: 3 clusters Score -1959968 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15012 members Mstep: Class 2 contains 20231 members Entering Unmasked Estep Score: -1959967.375000 Penalty: 952.772034 Iteration 136Q: 3 clusters Score -1959967 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14996 members Mstep: Class 2 contains 20247 members Entering Unmasked Estep Score: -1959968.625000 Penalty: 952.772034 Iteration 137Q: 3 clusters Score -1959969 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14982 members Mstep: Class 2 contains 20261 members Entering Unmasked Estep Score: -1959966.500000 Penalty: 952.772034 Iteration 138Q: 3 clusters Score -1959966 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14966 members Mstep: Class 2 contains 20277 members Entering Unmasked Estep Score: -1959966.625000 Penalty: 952.772034 Iteration 139Q: 3 clusters Score -1959967 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14955 members Mstep: Class 2 contains 20288 members Entering Unmasked Estep Score: -1959967.250000 Penalty: 952.772034 Iteration 140F: 3 clusters Score -1959967 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14940 members Mstep: Class 2 contains 20303 members Entering Unmasked Estep Score: -1959969.125000 Penalty: 952.772034 Iteration 141Q: 3 clusters Score -1959969 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14926 members Mstep: Class 2 contains 20317 members Entering Unmasked Estep Score: -1959968.875000 Penalty: 952.772034 Iteration 142Q: 3 clusters Score -1959969 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14916 members Mstep: Class 2 contains 20327 members Entering Unmasked Estep Score: -1959970.875000 Penalty: 952.772034 Iteration 143Q: 3 clusters Score -1959971 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14907 members Mstep: Class 2 contains 20336 members Entering Unmasked Estep Score: -1959972.375000 Penalty: 952.772034 Iteration 144Q: 3 clusters Score -1959972 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14893 members Mstep: Class 2 contains 20350 members Entering Unmasked Estep Score: -1959972.000000 Penalty: 952.772034 Iteration 145Q: 3 clusters Score -1959972 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14876 members Mstep: Class 2 contains 20367 members Entering Unmasked Estep Score: -1959973.250000 Penalty: 952.772034 Iteration 146Q: 3 clusters Score -1959973 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14866 members Mstep: Class 2 contains 20377 members Entering Unmasked Estep Score: -1959973.875000 Penalty: 952.772034 Iteration 147Q: 3 clusters Score -1959974 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14852 members Mstep: Class 2 contains 20391 members Entering Unmasked Estep Score: -1959977.125000 Penalty: 952.772034 Iteration 148Q: 3 clusters Score -1959977 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14842 members Mstep: Class 2 contains 20401 members Entering Unmasked Estep Score: -1959979.125000 Penalty: 952.772034 Iteration 149Q: 3 clusters Score -1959979 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14827 members Mstep: Class 2 contains 20416 members Entering Unmasked Estep Score: -1959976.250000 Penalty: 952.772034 Iteration 150Q: 3 clusters Score -1959976 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14814 members Mstep: Class 2 contains 20429 members Entering Unmasked Estep Score: -1959976.500000 Penalty: 952.772034 Iteration 151Q: 3 clusters Score -1959976 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14797 members Mstep: Class 2 contains 20446 members Entering Unmasked Estep Score: -1959979.625000 Penalty: 952.772034 Iteration 152Q: 3 clusters Score -1959980 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14784 members Mstep: Class 2 contains 20459 members Entering Unmasked Estep Score: -1959977.375000 Penalty: 952.772034 Iteration 153Q: 3 clusters Score -1959977 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14768 members Mstep: Class 2 contains 20475 members Entering Unmasked Estep Score: -1959978.875000 Penalty: 952.772034 Iteration 154Q: 3 clusters Score -1959979 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14756 members Mstep: Class 2 contains 20487 members Entering Unmasked Estep Score: -1959980.125000 Penalty: 952.772034 Iteration 155Q: 3 clusters Score -1959980 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14746 members Mstep: Class 2 contains 20497 members Entering Unmasked Estep Score: -1959979.375000 Penalty: 952.772034 Iteration 156Q: 3 clusters Score -1959979 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14736 members Mstep: Class 2 contains 20507 members Entering Unmasked Estep Score: -1959977.500000 Penalty: 952.772034 Iteration 157Q: 3 clusters Score -1959978 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14722 members Mstep: Class 2 contains 20521 members Entering Unmasked Estep Score: -1959980.500000 Penalty: 952.772034 Iteration 158Q: 3 clusters Score -1959980 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14713 members Mstep: Class 2 contains 20530 members Entering Unmasked Estep Score: -1959980.500000 Penalty: 952.772034 Iteration 159Q: 3 clusters Score -1959980 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14703 members Mstep: Class 2 contains 20540 members Entering Unmasked Estep Score: -1959978.750000 Penalty: 952.772034 Iteration 160F: 3 clusters Score -1959979 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14693 members Mstep: Class 2 contains 20550 members Entering Unmasked Estep Score: -1959980.750000 Penalty: 952.772034 Iteration 161Q: 3 clusters Score -1959981 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14686 members Mstep: Class 2 contains 20557 members Entering Unmasked Estep Score: -1959979.000000 Penalty: 952.772034 Iteration 162Q: 3 clusters Score -1959979 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14683 members Mstep: Class 2 contains 20560 members Entering Unmasked Estep Score: -1959978.625000 Penalty: 952.772034 Iteration 163Q: 3 clusters Score -1959979 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14678 members Mstep: Class 2 contains 20565 members Entering Unmasked Estep Score: -1959978.125000 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Unmasked Estep Score: -1959982.750000 Penalty: 952.772034 Iteration 172Q: 3 clusters Score -1959983 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14648 members Mstep: Class 2 contains 20595 members Entering Unmasked Estep Score: -1959981.875000 Penalty: 952.772034 Iteration 173Q: 3 clusters Score -1959982 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14644 members Mstep: Class 2 contains 20599 members Entering Unmasked Estep Score: -1959980.750000 Penalty: 952.772034 Iteration 174Q: 3 clusters Score -1959981 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14636 members Mstep: Class 2 contains 20607 members Entering Unmasked Estep Score: -1959980.250000 Penalty: 952.772034 Iteration 175Q: 3 clusters Score -1959980 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14628 members Mstep: Class 2 contains 20615 members Entering Unmasked Estep Score: -1959980.125000 Penalty: 952.772034 Iteration 176Q: 3 clusters Score -1959980 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14616 members Mstep: Class 2 contains 20627 members Entering Unmasked Estep Score: -1959978.750000 Penalty: 952.772034 Iteration 177Q: 3 clusters Score -1959979 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14611 members Mstep: Class 2 contains 20632 members Entering Unmasked Estep Score: -1959978.250000 Penalty: 952.772034 Iteration 178Q: 3 clusters Score -1959978 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14604 members Mstep: Class 2 contains 20639 members Entering Unmasked Estep Score: -1959981.500000 Penalty: 952.772034 Iteration 179Q: 3 clusters Score -1959982 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14592 members Mstep: Class 2 contains 20651 members Entering Unmasked Estep Score: -1959980.250000 Penalty: 952.772034 Iteration 180F: 3 clusters Score -1959980 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14577 members Mstep: Class 2 contains 20666 members Entering Unmasked Estep Score: -1959979.750000 Penalty: 952.772034 Iteration 181Q: 3 clusters Score -1959980 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14563 members Mstep: Class 2 contains 20680 members Entering Unmasked Estep Score: -1959976.250000 Penalty: 952.772034 Iteration 182Q: 3 clusters Score -1959976 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14548 members Mstep: Class 2 contains 20695 members Entering Unmasked Estep Score: -1959977.375000 Penalty: 952.772034 Iteration 183Q: 3 clusters Score -1959977 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14536 members Mstep: Class 2 contains 20707 members Entering Unmasked Estep Score: -1959981.000000 Penalty: 952.772034 Iteration 184Q: 3 clusters Score -1959981 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14524 members Mstep: Class 2 contains 20719 members Entering Unmasked Estep Score: -1959981.250000 Penalty: 952.772034 Iteration 185Q: 3 clusters Score -1959981 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14518 members Mstep: Class 2 contains 20725 members Entering Unmasked Estep Score: -1959984.750000 Penalty: 952.772034 Iteration 186Q: 3 clusters Score -1959985 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14510 members Mstep: Class 2 contains 20733 members Entering Unmasked Estep Score: -1959984.625000 Penalty: 952.772034 Iteration 187Q: 3 clusters Score -1959985 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14503 members Mstep: Class 2 contains 20740 members Entering Unmasked Estep Score: -1959984.750000 Penalty: 952.772034 Iteration 188Q: 3 clusters Score -1959985 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14496 members Mstep: Class 2 contains 20747 members Entering Unmasked Estep Score: -1959986.000000 Penalty: 952.772034 Iteration 189Q: 3 clusters Score -1959986 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14487 members Mstep: Class 2 contains 20756 members Entering Unmasked Estep Score: -1959985.750000 Penalty: 952.772034 Iteration 190Q: 3 clusters Score -1959986 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14479 members Mstep: Class 2 contains 20764 members Entering Unmasked Estep Score: -1959982.250000 Penalty: 952.772034 Iteration 191Q: 3 clusters Score -1959982 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 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Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14452 members Mstep: Class 2 contains 20791 members Entering Unmasked Estep Score: -1959982.625000 Penalty: 952.772034 Iteration 200F: 3 clusters Score -1959983 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14447 members Mstep: Class 2 contains 20796 members Entering Unmasked Estep Score: -1959986.125000 Penalty: 952.772034 Iteration 201Q: 3 clusters Score -1959986 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14439 members Mstep: Class 2 contains 20804 members Entering Unmasked Estep Score: -1959986.375000 Penalty: 952.772034 Iteration 202Q: 3 clusters Score -1959986 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14430 members Mstep: Class 2 contains 20813 members Entering Unmasked Estep Score: -1959987.125000 Penalty: 952.772034 Iteration 203Q: 3 clusters Score -1959987 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14422 members Mstep: Class 2 contains 20821 members Entering Unmasked Estep Score: -1959988.375000 Penalty: 952.772034 Iteration 204Q: 3 clusters Score -1959988 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14410 members Mstep: Class 2 contains 20833 members Entering Unmasked Estep Score: -1959990.500000 Penalty: 952.772034 Iteration 205Q: 3 clusters Score -1959990 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14397 members Mstep: Class 2 contains 20846 members Entering Unmasked Estep Score: -1959992.000000 Penalty: 952.772034 Iteration 206Q: 3 clusters Score -1959992 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14384 members Mstep: Class 2 contains 20859 members Entering Unmasked Estep Score: -1959992.875000 Penalty: 952.772034 Iteration 207Q: 3 clusters Score -1959993 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14371 members Mstep: Class 2 contains 20872 members Entering Unmasked Estep Score: -1959994.875000 Penalty: 952.772034 Iteration 208Q: 3 clusters Score -1959995 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14354 members Mstep: Class 2 contains 20889 members Entering Unmasked Estep Score: -1959995.250000 Penalty: 952.772034 Iteration 209Q: 3 clusters Score -1959995 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14333 members Mstep: Class 2 contains 20910 members Entering Unmasked Estep Score: -1959999.375000 Penalty: 952.772034 Iteration 210Q: 3 clusters Score -1959999 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14311 members Mstep: Class 2 contains 20932 members Entering Unmasked Estep Score: -1959995.875000 Penalty: 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Unmasked Estep Score: -1959994.375000 Penalty: 952.772034 Iteration 219Q: 3 clusters Score -1959994 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14265 members Mstep: Class 2 contains 20978 members Entering Unmasked Estep Score: -1959994.750000 Penalty: 952.772034 Iteration 220F: 3 clusters Score -1959995 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14264 members Mstep: Class 2 contains 20979 members Entering Unmasked Estep Score: -1959993.000000 Penalty: 952.772034 Iteration 221Q: 3 clusters Score -1959993 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14260 members Mstep: Class 2 contains 20983 members Entering Unmasked Estep Score: -1959992.875000 Penalty: 952.772034 Iteration 222Q: 3 clusters Score -1959993 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14257 members Mstep: Class 2 contains 20986 members Entering Unmasked Estep Score: -1959995.000000 Penalty: 952.772034 Iteration 223Q: 3 clusters Score -1959995 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14254 members Mstep: Class 2 contains 20989 members Entering Unmasked Estep Score: -1959996.750000 Penalty: 952.772034 Iteration 224Q: 3 clusters Score -1959997 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14250 members Mstep: Class 2 contains 20993 members Entering Unmasked Estep Score: -1959995.750000 Penalty: 952.772034 Iteration 225Q: 3 clusters Score -1959996 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14246 members Mstep: Class 2 contains 20997 members Entering Unmasked Estep Score: -1959996.250000 Penalty: 952.772034 Iteration 226Q: 3 clusters Score -1959996 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14245 members Mstep: Class 2 contains 20998 members Entering Unmasked Estep Score: -1959996.000000 Penalty: 952.772034 Iteration 227Q: 3 clusters Score -1959996 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14245 members Mstep: Class 2 contains 20998 members Entering Unmasked Estep Score: -1959996.000000 Penalty: 952.772034 Iteration 228F: 3 clusters Score -1959996 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (9128 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9128 members Entering Unmasked Estep Score: -501562.218750 Penalty: 414.919128 Iteration 0F: 2 clusters Score -501562.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4584 members Mstep: Class 2 contains 4544 members Entering Unmasked Estep Score: -495434.218750 Penalty: 829.838257 Iteration 0F: 3 clusters Score -495434.2 nChanged 4215 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4971 members Mstep: Class 2 contains 4157 members Entering Unmasked Estep Score: -497935.593750 Penalty: 829.838257 Iteration 1F: 3 clusters Score -497935.6 nChanged 619 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5244 members Mstep: Class 2 contains 3884 members Entering Unmasked Estep Score: -498238.031250 Penalty: 829.838257 Iteration 2F: 3 clusters Score -498238 nChanged 621 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5615 members Mstep: Class 2 contains 3513 members Entering Unmasked Estep Score: -498565.437500 Penalty: 829.838257 Iteration 3F: 3 clusters Score -498565.4 nChanged 563 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6026 members Mstep: Class 2 contains 3102 members Entering Unmasked Estep Score: -498924.562500 Penalty: 829.838257 Iteration 4F: 3 clusters Score -498924.6 nChanged 524 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6444 members Mstep: Class 2 contains 2684 members Entering Unmasked Estep Score: -499337.031250 Penalty: 829.838257 Iteration 5F: 3 clusters Score -499337 nChanged 479 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6835 members Mstep: Class 2 contains 2293 members Entering Unmasked Estep Score: -499766.093750 Penalty: 829.838257 Iteration 6F: 3 clusters Score -499766.1 nChanged 381 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7144 members Mstep: Class 2 contains 1984 members Entering Unmasked Estep Score: -500096.843750 Penalty: 829.838257 Iteration 7Q: 3 clusters Score -500096.8 nChanged 310 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7390 members Mstep: Class 2 contains 1738 members Entering Unmasked Estep Score: -500305.375000 Penalty: 829.838257 Iteration 8Q: 3 clusters Score -500305.4 nChanged 225 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7593 members Mstep: Class 2 contains 1535 members Entering Unmasked Estep Score: -500417.281250 Penalty: 829.838257 Iteration 9Q: 3 clusters Score -500417.3 nChanged 175 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7768 members Mstep: Class 2 contains 1360 members Entering Unmasked Estep Score: -500500.000000 Penalty: 829.838257 Iteration 10Q: 3 clusters Score -500500 nChanged 160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7928 members Mstep: Class 2 contains 1200 members Entering Unmasked Estep Score: -500569.687500 Penalty: 829.838257 Iteration 11Q: 3 clusters Score -500569.7 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8073 members Mstep: Class 2 contains 1055 members Entering Unmasked Estep Score: -500630.812500 Penalty: 829.838257 Iteration 12Q: 3 clusters Score -500630.8 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8211 members Mstep: Class 2 contains 917 members Entering Unmasked Estep Score: -500694.687500 Penalty: 829.838257 Iteration 13Q: 3 clusters Score -500694.7 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8342 members Mstep: Class 2 contains 786 members Entering Unmasked Estep Score: -500767.093750 Penalty: 829.838257 Iteration 14Q: 3 clusters Score -500767.1 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8475 members Mstep: Class 2 contains 653 members Entering Unmasked Estep Score: -500838.156250 Penalty: 829.838257 Iteration 15Q: 3 clusters Score -500838.2 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8599 members Mstep: Class 2 contains 529 members Entering Unmasked Estep Score: -500904.750000 Penalty: 829.838257 Iteration 16Q: 3 clusters Score -500904.8 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8701 members Mstep: Class 2 contains 427 members Entering Unmasked Estep Score: -500960.500000 Penalty: 829.838257 Iteration 17Q: 3 clusters Score -500960.5 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8790 members Mstep: Class 2 contains 338 members Entering Unmasked Estep Score: -501014.750000 Penalty: 829.838257 Iteration 18Q: 3 clusters Score -501014.8 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8860 members Mstep: Class 2 contains 268 members Entering Unmasked Estep Score: -501056.562500 Penalty: 829.838257 Iteration 19Q: 3 clusters Score -501056.6 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8914 members Mstep: Class 2 contains 214 members Entering Unmasked Estep Score: -501095.500000 Penalty: 829.838257 Iteration 20F: 3 clusters Score -501095.5 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8956 members Mstep: Class 2 contains 172 members Entering Unmasked Estep Score: -501124.437500 Penalty: 829.838257 Iteration 21Q: 3 clusters Score -501124.4 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8988 members Mstep: Class 2 contains 140 members Entering Unmasked Estep Score: -501145.843750 Penalty: 829.838257 Iteration 22Q: 3 clusters Score -501145.8 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9009 members Mstep: Class 2 contains 119 members Entering Unmasked Estep Score: -501158.937500 Penalty: 829.838257 Iteration 23Q: 3 clusters Score -501158.9 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9021 members Mstep: Class 2 contains 107 members Entering Unmasked Estep Score: -501166.843750 Penalty: 829.838257 Iteration 24Q: 3 clusters Score -501166.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9028 members Mstep: Class 2 contains 100 members Entering Unmasked Estep Score: -501171.593750 Penalty: 829.838257 Iteration 25Q: 3 clusters Score -501171.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9030 members Mstep: Class 2 contains 98 members Entering Unmasked Estep Score: -501174.062500 Penalty: 829.838257 Iteration 26Q: 3 clusters Score -501174.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9033 members Mstep: Class 2 contains 95 members Entering Unmasked Estep Score: -501177.093750 Penalty: 829.838257 Iteration 27Q: 3 clusters Score -501177.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9035 members Mstep: Class 2 contains 93 members Entering Unmasked Estep Score: -501177.875000 Penalty: 829.838257 Iteration 28Q: 3 clusters Score -501177.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9035 members Mstep: Class 2 contains 93 members Entering Unmasked Estep Score: -501177.875000 Penalty: 829.838257 Iteration 29F: 3 clusters Score -501177.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (3302 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3302 members Entering Unmasked Estep Score: -185366.390625 Penalty: 368.653900 Iteration 0F: 2 clusters Score -185366.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1669 members Mstep: Class 2 contains 1633 members Entering Unmasked Estep Score: -183089.062500 Penalty: 737.307800 Iteration 0F: 3 clusters Score -183089.1 nChanged 1469 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1862 members Mstep: Class 2 contains 1440 members Entering Unmasked Estep Score: -183887.859375 Penalty: 737.307800 Iteration 1F: 3 clusters Score -183887.9 nChanged 227 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1981 members Mstep: Class 2 contains 1321 members Entering Unmasked Estep Score: -184007.656250 Penalty: 737.307800 Iteration 2F: 3 clusters Score -184007.7 nChanged 209 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2122 members Mstep: Class 2 contains 1180 members Entering Unmasked Estep Score: -184130.328125 Penalty: 737.307800 Iteration 3F: 3 clusters Score -184130.3 nChanged 206 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2278 members Mstep: Class 2 contains 1024 members Entering Unmasked Estep Score: -184268.578125 Penalty: 737.307800 Iteration 4F: 3 clusters Score -184268.6 nChanged 189 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2425 members Mstep: Class 2 contains 877 members Entering Unmasked Estep Score: -184385.281250 Penalty: 737.307800 Iteration 5F: 3 clusters Score -184385.3 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2555 members Mstep: Class 2 contains 747 members Entering Unmasked Estep Score: -184481.093750 Penalty: 737.307800 Iteration 6Q: 3 clusters Score -184481.1 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2682 members Mstep: Class 2 contains 620 members Entering Unmasked Estep Score: -184574.750000 Penalty: 737.307800 Iteration 7Q: 3 clusters Score -184574.8 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2812 members Mstep: Class 2 contains 490 members Entering Unmasked Estep Score: -184667.906250 Penalty: 737.307800 Iteration 8Q: 3 clusters Score -184667.9 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2911 members Mstep: Class 2 contains 391 members Entering Unmasked Estep Score: -184751.812500 Penalty: 737.307800 Iteration 9Q: 3 clusters Score -184751.8 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3001 members Mstep: Class 2 contains 301 members Entering Unmasked Estep Score: -184821.750000 Penalty: 737.307800 Iteration 10Q: 3 clusters Score -184821.8 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3077 members Mstep: Class 2 contains 225 members Entering Unmasked Estep Score: -184889.000000 Penalty: 737.307800 Iteration 11Q: 3 clusters Score -184889 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3131 members Mstep: Class 2 contains 171 members Entering Unmasked Estep Score: -184942.812500 Penalty: 737.307800 Iteration 12Q: 3 clusters Score -184942.8 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3166 members Mstep: Class 2 contains 136 members Entering Unmasked Estep Score: -184976.296875 Penalty: 737.307800 Iteration 13Q: 3 clusters Score -184976.3 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3183 members Mstep: Class 2 contains 119 members Entering Unmasked Estep Score: -184988.656250 Penalty: 737.307800 Iteration 14Q: 3 clusters Score -184988.7 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3188 members Mstep: Class 2 contains 114 members Entering Unmasked Estep Score: -184995.218750 Penalty: 737.307800 Iteration 15Q: 3 clusters Score -184995.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3194 members Mstep: Class 2 contains 108 members Entering Unmasked Estep Score: -185003.546875 Penalty: 737.307800 Iteration 16Q: 3 clusters Score -185003.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3200 members Mstep: Class 2 contains 102 members Entering Unmasked Estep Score: -185010.281250 Penalty: 737.307800 Iteration 17Q: 3 clusters Score -185010.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3203 members Mstep: Class 2 contains 99 members Entering Unmasked Estep Score: -185013.359375 Penalty: 737.307800 Iteration 18Q: 3 clusters Score -185013.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3208 members Mstep: Class 2 contains 94 members Entering Unmasked Estep Score: -185024.546875 Penalty: 737.307800 Iteration 19Q: 3 clusters Score -185024.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3213 members Mstep: Class 2 contains 89 members Entering Unmasked Estep Score: -185035.671875 Penalty: 737.307800 Iteration 20F: 3 clusters Score -185035.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3219 members Mstep: Class 2 contains 83 members Entering Unmasked Estep Score: -185044.609375 Penalty: 737.307800 Iteration 21Q: 3 clusters Score -185044.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3222 members Mstep: Class 2 contains 80 members Entering Unmasked Estep Score: -185051.171875 Penalty: 737.307800 Iteration 22Q: 3 clusters Score -185051.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3224 members Mstep: Class 2 contains 78 members Entering Unmasked Estep Score: -185054.906250 Penalty: 737.307800 Iteration 23Q: 3 clusters Score -185054.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3223 members Mstep: Class 2 contains 79 members Entering Unmasked Estep Score: -185058.640625 Penalty: 737.307800 Iteration 24Q: 3 clusters Score -185058.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3224 members Mstep: Class 2 contains 78 members Entering Unmasked Estep Score: -185059.781250 Penalty: 737.307800 Iteration 25Q: 3 clusters Score -185059.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3225 members Mstep: Class 2 contains 77 members Entering Unmasked Estep Score: -185060.781250 Penalty: 737.307800 Iteration 26Q: 3 clusters Score -185060.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3226 members Mstep: Class 2 contains 76 members Entering Unmasked Estep Score: -185062.218750 Penalty: 737.307800 Iteration 27Q: 3 clusters Score -185062.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3225 members Mstep: Class 2 contains 77 members Entering Unmasked Estep Score: -185062.968750 Penalty: 737.307800 Iteration 28Q: 3 clusters Score -185063 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3225 members Mstep: Class 2 contains 77 members Entering Unmasked Estep Score: -185062.968750 Penalty: 737.307800 Iteration 29F: 3 clusters Score -185063 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (8150 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8150 members Entering Unmasked Estep Score: -425286.031250 Penalty: 409.762695 Iteration 0F: 2 clusters Score -425286 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4031 members Mstep: Class 2 contains 4119 members Entering Unmasked Estep Score: -419831.875000 Penalty: 819.525391 Iteration 0F: 3 clusters Score -419831.9 nChanged 3733 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3734 members Mstep: Class 2 contains 4416 members Entering Unmasked Estep Score: -422256.593750 Penalty: 819.525391 Iteration 1F: 3 clusters Score -422256.6 nChanged 564 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3642 members Mstep: Class 2 contains 4508 members Entering Unmasked Estep Score: -422635.968750 Penalty: 819.525391 Iteration 2F: 3 clusters Score -422636 nChanged 570 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3546 members Mstep: Class 2 contains 4604 members Entering Unmasked Estep Score: -423037.875000 Penalty: 819.525391 Iteration 3F: 3 clusters Score -423037.9 nChanged 569 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3351 members Mstep: Class 2 contains 4799 members Entering Unmasked Estep Score: -423484.906250 Penalty: 819.525391 Iteration 4F: 3 clusters Score -423484.9 nChanged 488 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3143 members Mstep: Class 2 contains 5007 members Entering Unmasked Estep Score: -423799.250000 Penalty: 819.525391 Iteration 5F: 3 clusters Score -423799.2 nChanged 361 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2918 members Mstep: Class 2 contains 5232 members Entering Unmasked Estep Score: -423988.656250 Penalty: 819.525391 Iteration 6Q: 3 clusters Score -423988.7 nChanged 268 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2700 members Mstep: Class 2 contains 5450 members Entering Unmasked Estep Score: -424116.843750 Penalty: 819.525391 Iteration 7Q: 3 clusters Score -424116.8 nChanged 233 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2491 members Mstep: Class 2 contains 5659 members Entering Unmasked Estep Score: -424217.093750 Penalty: 819.525391 Iteration 8Q: 3 clusters Score -424217.1 nChanged 217 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2288 members Mstep: Class 2 contains 5862 members Entering Unmasked Estep Score: -424306.500000 Penalty: 819.525391 Iteration 9Q: 3 clusters Score -424306.5 nChanged 173 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2121 members Mstep: Class 2 contains 6029 members Entering Unmasked Estep Score: -424379.593750 Penalty: 819.525391 Iteration 10Q: 3 clusters Score -424379.6 nChanged 184 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1937 members Mstep: Class 2 contains 6213 members Entering Unmasked Estep Score: -424484.843750 Penalty: 819.525391 Iteration 11Q: 3 clusters Score -424484.8 nChanged 187 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1750 members Mstep: Class 2 contains 6400 members Entering Unmasked Estep Score: -424589.156250 Penalty: 819.525391 Iteration 12Q: 3 clusters Score -424589.2 nChanged 172 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1582 members Mstep: Class 2 contains 6568 members Entering Unmasked Estep Score: -424676.437500 Penalty: 819.525391 Iteration 13Q: 3 clusters Score -424676.4 nChanged 151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1435 members Mstep: Class 2 contains 6715 members Entering Unmasked Estep Score: -424745.968750 Penalty: 819.525391 Iteration 14Q: 3 clusters Score -424746 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1317 members Mstep: Class 2 contains 6833 members Entering Unmasked Estep Score: -424802.687500 Penalty: 819.525391 Iteration 15Q: 3 clusters Score -424802.7 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1187 members Mstep: Class 2 contains 6963 members Entering Unmasked Estep Score: -424867.312500 Penalty: 819.525391 Iteration 16Q: 3 clusters Score -424867.3 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1073 members Mstep: Class 2 contains 7077 members Entering Unmasked Estep Score: -424922.500000 Penalty: 819.525391 Iteration 17Q: 3 clusters Score -424922.5 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 980 members Mstep: Class 2 contains 7170 members Entering Unmasked Estep Score: -424957.656250 Penalty: 819.525391 Iteration 18Q: 3 clusters Score -424957.7 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 910 members Mstep: Class 2 contains 7240 members Entering Unmasked Estep Score: -424981.687500 Penalty: 819.525391 Iteration 19Q: 3 clusters Score -424981.7 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 855 members Mstep: Class 2 contains 7295 members Entering Unmasked Estep Score: -425000.218750 Penalty: 819.525391 Iteration 20F: 3 clusters Score -425000.2 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 805 members Mstep: Class 2 contains 7345 members Entering Unmasked Estep Score: -425017.781250 Penalty: 819.525391 Iteration 21Q: 3 clusters Score -425017.8 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 769 members Mstep: Class 2 contains 7381 members Entering Unmasked Estep Score: -425028.312500 Penalty: 819.525391 Iteration 22Q: 3 clusters Score -425028.3 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 742 members Mstep: Class 2 contains 7408 members Entering Unmasked Estep Score: -425037.437500 Penalty: 819.525391 Iteration 23Q: 3 clusters Score -425037.4 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 723 members Mstep: Class 2 contains 7427 members Entering Unmasked Estep Score: -425042.250000 Penalty: 819.525391 Iteration 24Q: 3 clusters Score -425042.2 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 702 members Mstep: Class 2 contains 7448 members Entering Unmasked Estep Score: -425046.468750 Penalty: 819.525391 Iteration 25Q: 3 clusters Score -425046.5 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 682 members Mstep: Class 2 contains 7468 members Entering Unmasked Estep Score: -425052.937500 Penalty: 819.525391 Iteration 26Q: 3 clusters Score -425052.9 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 664 members Mstep: Class 2 contains 7486 members Entering Unmasked Estep Score: -425056.156250 Penalty: 819.525391 Iteration 27Q: 3 clusters Score -425056.2 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 652 members Mstep: Class 2 contains 7498 members Entering Unmasked Estep Score: -425060.625000 Penalty: 819.525391 Iteration 28Q: 3 clusters Score -425060.6 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 637 members Mstep: Class 2 contains 7513 members Entering Unmasked Estep Score: -425061.593750 Penalty: 819.525391 Iteration 29Q: 3 clusters Score -425061.6 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 628 members Mstep: Class 2 contains 7522 members Entering Unmasked Estep Score: -425065.343750 Penalty: 819.525391 Iteration 30Q: 3 clusters Score -425065.3 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 618 members Mstep: Class 2 contains 7532 members Entering Unmasked Estep Score: -425068.156250 Penalty: 819.525391 Iteration 31Q: 3 clusters Score -425068.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 610 members Mstep: Class 2 contains 7540 members Entering Unmasked Estep Score: -425069.312500 Penalty: 819.525391 Iteration 32Q: 3 clusters Score -425069.3 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 600 members Mstep: Class 2 contains 7550 members Entering Unmasked Estep Score: -425071.500000 Penalty: 819.525391 Iteration 33Q: 3 clusters Score -425071.5 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 590 members Mstep: Class 2 contains 7560 members Entering Unmasked Estep Score: -425074.218750 Penalty: 819.525391 Iteration 34Q: 3 clusters Score -425074.2 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 577 members Mstep: Class 2 contains 7573 members Entering Unmasked Estep Score: -425077.500000 Penalty: 819.525391 Iteration 35Q: 3 clusters Score -425077.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 568 members Mstep: Class 2 contains 7582 members Entering Unmasked Estep Score: -425079.906250 Penalty: 819.525391 Iteration 36Q: 3 clusters Score -425079.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 562 members Mstep: Class 2 contains 7588 members Entering Unmasked Estep Score: -425081.843750 Penalty: 819.525391 Iteration 37Q: 3 clusters Score -425081.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 555 members Mstep: Class 2 contains 7595 members Entering Unmasked Estep Score: -425083.750000 Penalty: 819.525391 Iteration 38Q: 3 clusters Score -425083.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 547 members Mstep: Class 2 contains 7603 members Entering Unmasked Estep Score: -425084.562500 Penalty: 819.525391 Iteration 39Q: 3 clusters Score -425084.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 544 members Mstep: Class 2 contains 7606 members Entering Unmasked Estep Score: -425085.062500 Penalty: 819.525391 Iteration 40F: 3 clusters Score -425085.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 543 members Mstep: Class 2 contains 7607 members Entering Unmasked Estep Score: -425085.000000 Penalty: 819.525391 Iteration 41Q: 3 clusters Score -425085 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 542 members Mstep: Class 2 contains 7608 members Entering Unmasked Estep Score: -425085.031250 Penalty: 819.525391 Iteration 42Q: 3 clusters Score -425085 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 542 members Mstep: Class 2 contains 7608 members Entering Unmasked Estep Score: -425085.031250 Penalty: 819.525391 Iteration 43F: 3 clusters Score -425085 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (4209 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4209 members Entering Unmasked Estep Score: -242542.859375 Penalty: 379.696594 Iteration 0F: 2 clusters Score -242542.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2141 members Mstep: Class 2 contains 2068 members Entering Unmasked Estep Score: -239688.843750 Penalty: 759.393188 Iteration 0F: 3 clusters Score -239688.8 nChanged 1892 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2395 members Mstep: Class 2 contains 1814 members Entering Unmasked Estep Score: -240679.343750 Penalty: 759.393188 Iteration 1F: 3 clusters Score -240679.3 nChanged 268 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2533 members Mstep: Class 2 contains 1676 members Entering Unmasked Estep Score: -240809.671875 Penalty: 759.393188 Iteration 2F: 3 clusters Score -240809.7 nChanged 251 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2694 members Mstep: Class 2 contains 1515 members Entering Unmasked Estep Score: -240936.812500 Penalty: 759.393188 Iteration 3F: 3 clusters Score -240936.8 nChanged 252 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2892 members Mstep: Class 2 contains 1317 members Entering Unmasked Estep Score: -241103.046875 Penalty: 759.393188 Iteration 4F: 3 clusters Score -241103 nChanged 263 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3109 members Mstep: Class 2 contains 1100 members Entering Unmasked Estep Score: -241309.046875 Penalty: 759.393188 Iteration 5F: 3 clusters Score -241309 nChanged 260 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3333 members Mstep: Class 2 contains 876 members Entering Unmasked Estep Score: -241558.515625 Penalty: 759.393188 Iteration 6F: 3 clusters Score -241558.5 nChanged 231 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3518 members Mstep: Class 2 contains 691 members Entering Unmasked Estep Score: -241802.218750 Penalty: 759.393188 Iteration 7F: 3 clusters Score -241802.2 nChanged 162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3628 members Mstep: Class 2 contains 581 members Entering Unmasked Estep Score: -241963.234375 Penalty: 759.393188 Iteration 8Q: 3 clusters Score -241963.2 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3693 members Mstep: Class 2 contains 516 members Entering Unmasked Estep Score: -242045.031250 Penalty: 759.393188 Iteration 9Q: 3 clusters Score -242045 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3737 members Mstep: Class 2 contains 472 members Entering Unmasked Estep Score: -242081.281250 Penalty: 759.393188 Iteration 10Q: 3 clusters Score -242081.3 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3771 members Mstep: Class 2 contains 438 members Entering Unmasked Estep Score: -242106.781250 Penalty: 759.393188 Iteration 11Q: 3 clusters Score -242106.8 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3796 members Mstep: Class 2 contains 413 members Entering Unmasked Estep Score: -242118.937500 Penalty: 759.393188 Iteration 12Q: 3 clusters Score -242118.9 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3817 members Mstep: Class 2 contains 392 members Entering Unmasked Estep Score: -242137.250000 Penalty: 759.393188 Iteration 13Q: 3 clusters Score -242137.2 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3835 members Mstep: Class 2 contains 374 members Entering Unmasked Estep Score: -242156.078125 Penalty: 759.393188 Iteration 14Q: 3 clusters Score -242156.1 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3855 members Mstep: Class 2 contains 354 members Entering Unmasked Estep Score: -242172.921875 Penalty: 759.393188 Iteration 15Q: 3 clusters Score -242172.9 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3876 members Mstep: Class 2 contains 333 members Entering Unmasked Estep Score: -242190.796875 Penalty: 759.393188 Iteration 16Q: 3 clusters Score -242190.8 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3890 members Mstep: Class 2 contains 319 members Entering Unmasked Estep Score: -242200.062500 Penalty: 759.393188 Iteration 17Q: 3 clusters Score -242200.1 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3903 members Mstep: Class 2 contains 306 members Entering Unmasked Estep Score: -242206.015625 Penalty: 759.393188 Iteration 18Q: 3 clusters Score -242206 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3909 members Mstep: Class 2 contains 300 members Entering Unmasked Estep Score: -242208.625000 Penalty: 759.393188 Iteration 19Q: 3 clusters Score -242208.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3911 members Mstep: Class 2 contains 298 members Entering Unmasked Estep Score: -242209.796875 Penalty: 759.393188 Iteration 20F: 3 clusters Score -242209.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3915 members Mstep: Class 2 contains 294 members Entering Unmasked Estep Score: -242211.062500 Penalty: 759.393188 Iteration 21Q: 3 clusters Score -242211.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3916 members Mstep: Class 2 contains 293 members Entering Unmasked Estep Score: -242211.390625 Penalty: 759.393188 Iteration 22Q: 3 clusters Score -242211.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3918 members Mstep: Class 2 contains 291 members Entering Unmasked Estep Score: -242211.984375 Penalty: 759.393188 Iteration 23Q: 3 clusters Score -242212 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3922 members Mstep: Class 2 contains 287 members Entering Unmasked Estep Score: -242215.531250 Penalty: 759.393188 Iteration 24Q: 3 clusters Score -242215.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3928 members Mstep: Class 2 contains 281 members Entering Unmasked Estep Score: -242220.093750 Penalty: 759.393188 Iteration 25Q: 3 clusters Score -242220.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3933 members Mstep: Class 2 contains 276 members Entering Unmasked Estep Score: -242223.796875 Penalty: 759.393188 Iteration 26Q: 3 clusters Score -242223.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3936 members Mstep: Class 2 contains 273 members Entering Unmasked Estep Score: -242223.937500 Penalty: 759.393188 Iteration 27Q: 3 clusters Score -242223.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3938 members Mstep: Class 2 contains 271 members Entering Unmasked Estep Score: -242224.328125 Penalty: 759.393188 Iteration 28Q: 3 clusters Score -242224.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3938 members Mstep: Class 2 contains 271 members Entering Unmasked Estep Score: -242224.328125 Penalty: 759.393188 Iteration 29F: 3 clusters Score -242224.3 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (12851 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12851 members Entering Unmasked Estep Score: -715314.937500 Penalty: 430.483551 Iteration 0F: 2 clusters Score -715314.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6328 members Mstep: Class 2 contains 6523 members Entering Unmasked Estep Score: -706783.500000 Penalty: 860.967102 Iteration 0F: 3 clusters Score -706783.5 nChanged 6010 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4914 members Mstep: Class 2 contains 7937 members Entering Unmasked Estep Score: -710685.125000 Penalty: 860.967102 Iteration 1F: 3 clusters Score -710685.1 nChanged 1002 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4136 members Mstep: Class 2 contains 8715 members Entering Unmasked Estep Score: -711307.500000 Penalty: 860.967102 Iteration 2F: 3 clusters Score -711307.5 nChanged 1020 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3200 members Mstep: Class 2 contains 9651 members Entering Unmasked Estep Score: -712064.000000 Penalty: 860.967102 Iteration 3F: 3 clusters Score -712064 nChanged 996 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2228 members Mstep: Class 2 contains 10623 members Entering Unmasked Estep Score: -712954.687500 Penalty: 860.967102 Iteration 4F: 3 clusters Score -712954.7 nChanged 892 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1346 members Mstep: Class 2 contains 11505 members Entering Unmasked Estep Score: -713810.812500 Penalty: 860.967102 Iteration 5F: 3 clusters Score -713810.8 nChanged 616 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 732 members Mstep: Class 2 contains 12119 members Entering Unmasked Estep Score: -714402.375000 Penalty: 860.967102 Iteration 6Q: 3 clusters Score -714402.4 nChanged 340 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 394 members Mstep: Class 2 contains 12457 members Entering Unmasked Estep Score: -714694.750000 Penalty: 860.967102 Iteration 7Q: 3 clusters Score -714694.8 nChanged 151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 245 members Mstep: Class 2 contains 12606 members Entering Unmasked Estep Score: -714830.562500 Penalty: 860.967102 Iteration 8Q: 3 clusters Score -714830.6 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 170 members Mstep: Class 2 contains 12681 members Entering Unmasked Estep Score: -714918.187500 Penalty: 860.967102 Iteration 9Q: 3 clusters Score -714918.2 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 136 members Mstep: Class 2 contains 12715 members Entering Unmasked Estep Score: -714967.937500 Penalty: 860.967102 Iteration 10Q: 3 clusters Score -714967.9 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 127 members Mstep: Class 2 contains 12724 members Entering Unmasked Estep Score: -714987.000000 Penalty: 860.967102 Iteration 11Q: 3 clusters Score -714987 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 129 members Mstep: Class 2 contains 12722 members Entering Unmasked Estep Score: -715001.187500 Penalty: 860.967102 Iteration 12Q: 3 clusters Score -715001.2 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 132 members Mstep: Class 2 contains 12719 members Entering Unmasked Estep Score: -715015.500000 Penalty: 860.967102 Iteration 13Q: 3 clusters Score -715015.5 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 135 members Mstep: Class 2 contains 12716 members Entering Unmasked Estep Score: -715028.500000 Penalty: 860.967102 Iteration 14Q: 3 clusters Score -715028.5 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 140 members Mstep: Class 2 contains 12711 members Entering Unmasked Estep Score: -715037.687500 Penalty: 860.967102 Iteration 15Q: 3 clusters Score -715037.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141 members Mstep: Class 2 contains 12710 members Entering Unmasked Estep Score: -715041.000000 Penalty: 860.967102 Iteration 16Q: 3 clusters Score -715041 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141 members Mstep: Class 2 contains 12710 members Entering Unmasked Estep Score: -715043.687500 Penalty: 860.967102 Iteration 17Q: 3 clusters Score -715043.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141 members Mstep: Class 2 contains 12710 members Entering Unmasked Estep Score: -715044.812500 Penalty: 860.967102 Iteration 18Q: 3 clusters Score -715044.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 138 members Mstep: Class 2 contains 12713 members Entering Unmasked Estep Score: -715047.125000 Penalty: 860.967102 Iteration 19Q: 3 clusters Score -715047.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 138 members Mstep: Class 2 contains 12713 members Entering Unmasked Estep Score: -715048.625000 Penalty: 860.967102 Iteration 20F: 3 clusters Score -715048.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 138 members Mstep: Class 2 contains 12713 members Entering Unmasked Estep Score: -715049.812500 Penalty: 860.967102 Iteration 21Q: 3 clusters Score -715049.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 138 members Mstep: Class 2 contains 12713 members Entering Unmasked Estep Score: -715049.812500 Penalty: 860.967102 Iteration 22F: 3 clusters Score -715049.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (1995 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1995 members Entering Unmasked Estep Score: -111368.726562 Penalty: 345.727173 Iteration 0F: 2 clusters Score -111368.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1003 members Mstep: Class 2 contains 992 members Entering Unmasked Estep Score: -109945.593750 Penalty: 691.454346 Iteration 0F: 3 clusters Score -109945.6 nChanged 810 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 959 members Mstep: Class 2 contains 1036 members Entering Unmasked Estep Score: -110443.148438 Penalty: 691.454346 Iteration 1F: 3 clusters Score -110443.1 nChanged 201 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 902 members Mstep: Class 2 contains 1093 members Entering Unmasked Estep Score: -110577.632812 Penalty: 691.454346 Iteration 2F: 3 clusters Score -110577.6 nChanged 161 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 833 members Mstep: Class 2 contains 1162 members Entering Unmasked Estep Score: -110702.875000 Penalty: 691.454346 Iteration 3F: 3 clusters Score -110702.9 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 788 members Mstep: Class 2 contains 1207 members Entering Unmasked Estep Score: -110805.328125 Penalty: 691.454346 Iteration 4F: 3 clusters Score -110805.3 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 763 members Mstep: Class 2 contains 1232 members Entering Unmasked Estep Score: -110884.406250 Penalty: 691.454346 Iteration 5F: 3 clusters Score -110884.4 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 742 members Mstep: Class 2 contains 1253 members Entering Unmasked Estep Score: -110935.726562 Penalty: 691.454346 Iteration 6Q: 3 clusters Score -110935.7 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 731 members Mstep: Class 2 contains 1264 members Entering Unmasked Estep Score: -110966.648438 Penalty: 691.454346 Iteration 7Q: 3 clusters Score -110966.6 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 730 members Mstep: Class 2 contains 1265 members Entering Unmasked Estep Score: -110989.757812 Penalty: 691.454346 Iteration 8Q: 3 clusters Score -110989.8 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 744 members Mstep: Class 2 contains 1251 members Entering Unmasked Estep Score: -111008.117188 Penalty: 691.454346 Iteration 9Q: 3 clusters Score -111008.1 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 761 members Mstep: Class 2 contains 1234 members Entering Unmasked Estep Score: -111024.632812 Penalty: 691.454346 Iteration 10Q: 3 clusters Score -111024.6 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 773 members Mstep: Class 2 contains 1222 members Entering Unmasked Estep Score: -111034.679688 Penalty: 691.454346 Iteration 11Q: 3 clusters Score -111034.7 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 783 members Mstep: Class 2 contains 1212 members Entering Unmasked Estep Score: -111043.414062 Penalty: 691.454346 Iteration 12Q: 3 clusters Score -111043.4 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 793 members Mstep: Class 2 contains 1202 members Entering Unmasked Estep Score: -111051.726562 Penalty: 691.454346 Iteration 13Q: 3 clusters Score -111051.7 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 801 members Mstep: Class 2 contains 1194 members Entering Unmasked Estep Score: -111060.125000 Penalty: 691.454346 Iteration 14Q: 3 clusters Score -111060.1 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 806 members Mstep: Class 2 contains 1189 members Entering Unmasked Estep Score: -111067.710938 Penalty: 691.454346 Iteration 15Q: 3 clusters Score -111067.7 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 816 members Mstep: Class 2 contains 1179 members Entering Unmasked Estep Score: -111074.398438 Penalty: 691.454346 Iteration 16Q: 3 clusters Score -111074.4 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 828 members Mstep: Class 2 contains 1167 members Entering Unmasked Estep Score: -111081.648438 Penalty: 691.454346 Iteration 17Q: 3 clusters Score -111081.6 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 835 members Mstep: Class 2 contains 1160 members Entering Unmasked Estep Score: -111088.343750 Penalty: 691.454346 Iteration 18Q: 3 clusters Score -111088.3 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 843 members Mstep: Class 2 contains 1152 members Entering Unmasked Estep Score: -111097.156250 Penalty: 691.454346 Iteration 19Q: 3 clusters Score -111097.2 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 853 members Mstep: Class 2 contains 1142 members Entering Unmasked Estep Score: -111110.226562 Penalty: 691.454346 Iteration 20F: 3 clusters Score -111110.2 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 866 members Mstep: Class 2 contains 1129 members Entering Unmasked Estep Score: -111132.898438 Penalty: 691.454346 Iteration 21Q: 3 clusters Score -111132.9 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 889 members Mstep: Class 2 contains 1106 members Entering Unmasked Estep Score: -111173.125000 Penalty: 691.454346 Iteration 22Q: 3 clusters Score -111173.1 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 907 members Mstep: Class 2 contains 1088 members Entering Unmasked Estep Score: -111232.531250 Penalty: 691.454346 Iteration 23Q: 3 clusters Score -111232.5 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 927 members Mstep: Class 2 contains 1068 members Entering Unmasked Estep Score: -111285.125000 Penalty: 691.454346 Iteration 24Q: 3 clusters Score -111285.1 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 941 members Mstep: Class 2 contains 1054 members Entering Unmasked Estep Score: -111311.117188 Penalty: 691.454346 Iteration 25Q: 3 clusters Score -111311.1 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 952 members Mstep: Class 2 contains 1043 members Entering Unmasked Estep Score: -111325.617188 Penalty: 691.454346 Iteration 26Q: 3 clusters Score -111325.6 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 961 members Mstep: Class 2 contains 1034 members Entering Unmasked Estep Score: -111339.054688 Penalty: 691.454346 Iteration 27Q: 3 clusters Score -111339.1 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 960 members Mstep: Class 2 contains 1035 members Entering Unmasked Estep Score: -111344.984375 Penalty: 691.454346 Iteration 28Q: 3 clusters Score -111345 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 956 members Mstep: Class 2 contains 1039 members Entering Unmasked Estep Score: -111347.562500 Penalty: 691.454346 Iteration 29Q: 3 clusters Score -111347.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 949 members Mstep: Class 2 contains 1046 members Entering Unmasked Estep Score: -111349.664062 Penalty: 691.454346 Iteration 30Q: 3 clusters Score -111349.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 949 members Mstep: Class 2 contains 1046 members Entering Unmasked Estep Score: -111350.375000 Penalty: 691.454346 Iteration 31Q: 3 clusters Score -111350.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 947 members Mstep: Class 2 contains 1048 members Entering Unmasked Estep Score: -111350.882812 Penalty: 691.454346 Iteration 32Q: 3 clusters Score -111350.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 944 members Mstep: Class 2 contains 1051 members Entering Unmasked Estep Score: -111351.625000 Penalty: 691.454346 Iteration 33Q: 3 clusters Score -111351.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 944 members Mstep: Class 2 contains 1051 members Entering Unmasked Estep Score: -111352.273438 Penalty: 691.454346 Iteration 34Q: 3 clusters Score -111352.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 945 members Mstep: Class 2 contains 1050 members Entering Unmasked Estep Score: -111352.656250 Penalty: 691.454346 Iteration 35Q: 3 clusters Score -111352.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 944 members Mstep: Class 2 contains 1051 members Entering Unmasked Estep Score: -111352.992188 Penalty: 691.454346 Iteration 36Q: 3 clusters Score -111353 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 941 members Mstep: Class 2 contains 1054 members Entering Unmasked Estep Score: -111353.828125 Penalty: 691.454346 Iteration 37Q: 3 clusters Score -111353.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 940 members Mstep: Class 2 contains 1055 members Entering Unmasked Estep Score: -111353.921875 Penalty: 691.454346 Iteration 38Q: 3 clusters Score -111353.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 939 members Mstep: Class 2 contains 1056 members Entering Unmasked Estep Score: -111354.109375 Penalty: 691.454346 Iteration 39Q: 3 clusters Score -111354.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 939 members Mstep: Class 2 contains 1056 members Entering Unmasked Estep Score: -111354.109375 Penalty: 691.454346 Iteration 40F: 3 clusters Score -111354.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (3936 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3936 members Entering Unmasked Estep Score: -234496.953125 Penalty: 376.645386 Iteration 0F: 2 clusters Score -234497 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1993 members Mstep: Class 2 contains 1943 members Entering Unmasked Estep Score: -231819.484375 Penalty: 753.290771 Iteration 0F: 3 clusters Score -231819.5 nChanged 1758 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2129 members Mstep: Class 2 contains 1807 members Entering Unmasked Estep Score: -232758.937500 Penalty: 753.290771 Iteration 1F: 3 clusters Score -232758.9 nChanged 281 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2226 members Mstep: Class 2 contains 1710 members Entering Unmasked Estep Score: -232911.984375 Penalty: 753.290771 Iteration 2F: 3 clusters Score -232912 nChanged 251 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2369 members Mstep: Class 2 contains 1567 members Entering Unmasked Estep Score: -233084.578125 Penalty: 753.290771 Iteration 3F: 3 clusters Score -233084.6 nChanged 264 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2541 members Mstep: Class 2 contains 1395 members Entering Unmasked Estep Score: -233311.687500 Penalty: 753.290771 Iteration 4F: 3 clusters Score -233311.7 nChanged 249 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2718 members Mstep: Class 2 contains 1218 members Entering Unmasked Estep Score: -233558.390625 Penalty: 753.290771 Iteration 5F: 3 clusters Score -233558.4 nChanged 211 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2859 members Mstep: Class 2 contains 1077 members Entering Unmasked Estep Score: -233762.953125 Penalty: 753.290771 Iteration 6F: 3 clusters Score -233763 nChanged 182 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2947 members Mstep: Class 2 contains 989 members Entering Unmasked Estep Score: -233892.562500 Penalty: 753.290771 Iteration 7Q: 3 clusters Score -233892.6 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2992 members Mstep: Class 2 contains 944 members Entering Unmasked Estep Score: -233971.609375 Penalty: 753.290771 Iteration 8Q: 3 clusters Score -233971.6 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3037 members Mstep: Class 2 contains 899 members Entering Unmasked Estep Score: -234020.953125 Penalty: 753.290771 Iteration 9Q: 3 clusters Score -234021 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3083 members Mstep: Class 2 contains 853 members Entering Unmasked Estep Score: -234091.015625 Penalty: 753.290771 Iteration 10Q: 3 clusters Score -234091 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3128 members Mstep: Class 2 contains 808 members Entering Unmasked Estep Score: -234187.968750 Penalty: 753.290771 Iteration 11Q: 3 clusters Score -234188 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3182 members Mstep: Class 2 contains 754 members Entering Unmasked Estep Score: -234246.890625 Penalty: 753.290771 Iteration 12Q: 3 clusters Score -234246.9 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3217 members Mstep: Class 2 contains 719 members Entering Unmasked Estep Score: -234271.078125 Penalty: 753.290771 Iteration 13Q: 3 clusters Score -234271.1 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3242 members Mstep: Class 2 contains 694 members Entering Unmasked Estep Score: -234284.593750 Penalty: 753.290771 Iteration 14Q: 3 clusters Score -234284.6 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3261 members Mstep: Class 2 contains 675 members Entering Unmasked Estep Score: -234291.171875 Penalty: 753.290771 Iteration 15Q: 3 clusters Score -234291.2 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3279 members Mstep: Class 2 contains 657 members Entering Unmasked Estep Score: -234295.484375 Penalty: 753.290771 Iteration 16Q: 3 clusters Score -234295.5 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3292 members Mstep: Class 2 contains 644 members Entering Unmasked Estep Score: -234297.406250 Penalty: 753.290771 Iteration 17Q: 3 clusters Score -234297.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3298 members Mstep: Class 2 contains 638 members Entering Unmasked Estep Score: -234298.031250 Penalty: 753.290771 Iteration 18Q: 3 clusters Score -234298 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3298 members Mstep: Class 2 contains 638 members Entering Unmasked Estep Score: -234298.046875 Penalty: 753.290771 Iteration 19Q: 3 clusters Score -234298 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3299 members Mstep: Class 2 contains 637 members Entering Unmasked Estep Score: -234297.984375 Penalty: 753.290771 Iteration 20F: 3 clusters Score -234298 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3300 members Mstep: Class 2 contains 636 members Entering Unmasked Estep Score: -234298.625000 Penalty: 753.290771 Iteration 21Q: 3 clusters Score -234298.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3304 members Mstep: Class 2 contains 632 members Entering Unmasked Estep Score: -234300.125000 Penalty: 753.290771 Iteration 22Q: 3 clusters Score -234300.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3311 members Mstep: Class 2 contains 625 members Entering Unmasked Estep Score: -234302.656250 Penalty: 753.290771 Iteration 23Q: 3 clusters Score -234302.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3319 members Mstep: Class 2 contains 617 members Entering Unmasked Estep Score: -234304.296875 Penalty: 753.290771 Iteration 24Q: 3 clusters Score -234304.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3323 members Mstep: Class 2 contains 613 members Entering Unmasked Estep Score: -234305.328125 Penalty: 753.290771 Iteration 25Q: 3 clusters Score -234305.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3329 members Mstep: Class 2 contains 607 members Entering Unmasked Estep Score: -234306.234375 Penalty: 753.290771 Iteration 26Q: 3 clusters Score -234306.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3337 members Mstep: Class 2 contains 599 members Entering Unmasked Estep Score: -234307.453125 Penalty: 753.290771 Iteration 27Q: 3 clusters Score -234307.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3340 members Mstep: Class 2 contains 596 members Entering Unmasked Estep Score: -234307.562500 Penalty: 753.290771 Iteration 28Q: 3 clusters Score -234307.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3341 members Mstep: Class 2 contains 595 members Entering Unmasked Estep Score: -234307.609375 Penalty: 753.290771 Iteration 29Q: 3 clusters Score -234307.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3341 members Mstep: Class 2 contains 595 members Entering Unmasked Estep Score: -234307.609375 Penalty: 753.290771 Iteration 30F: 3 clusters Score -234307.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (81919 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81919 members Entering Unmasked Estep Score: -4635107.000000 Penalty: 514.763611 Iteration 0F: 2 clusters Score -4635107 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41065 members Mstep: Class 2 contains 40854 members Entering Unmasked Estep Score: -4579554.500000 Penalty: 1029.527222 Iteration 0F: 3 clusters Score -4579554 nChanged 40106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41577 members Mstep: Class 2 contains 40342 members Entering Unmasked Estep Score: -4604577.000000 Penalty: 1029.527222 Iteration 1F: 3 clusters Score -4604577 nChanged 3693 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41684 members Mstep: Class 2 contains 40235 members Entering Unmasked Estep Score: -4605982.500000 Penalty: 1029.527222 Iteration 2Q: 3 clusters Score -4605982 nChanged 3967 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42021 members Mstep: Class 2 contains 39898 members Entering Unmasked Estep Score: -4607937.500000 Penalty: 1029.527222 Iteration 3Q: 3 clusters Score -4607938 nChanged 4357 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42762 members Mstep: Class 2 contains 39157 members Entering Unmasked Estep Score: -4610497.500000 Penalty: 1029.527222 Iteration 4F: 3 clusters Score -4610498 nChanged 4761 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43937 members Mstep: Class 2 contains 37982 members Entering Unmasked Estep Score: -4613857.500000 Penalty: 1029.527222 Iteration 5F: 3 clusters Score -4613858 nChanged 4979 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45212 members Mstep: Class 2 contains 36707 members Entering Unmasked Estep Score: -4617288.000000 Penalty: 1029.527222 Iteration 6F: 3 clusters Score -4617288 nChanged 4447 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46297 members Mstep: Class 2 contains 35622 members Entering Unmasked Estep Score: -4619612.000000 Penalty: 1029.527222 Iteration 7F: 3 clusters Score -4619612 nChanged 3157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47128 members Mstep: Class 2 contains 34791 members Entering Unmasked Estep Score: -4620675.000000 Penalty: 1029.527222 Iteration 8Q: 3 clusters Score -4620675 nChanged 1966 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47874 members Mstep: Class 2 contains 34045 members Entering Unmasked Estep Score: -4621051.000000 Penalty: 1029.527222 Iteration 9Q: 3 clusters Score -4621051 nChanged 1262 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48648 members Mstep: Class 2 contains 33271 members Entering Unmasked Estep Score: -4621291.000000 Penalty: 1029.527222 Iteration 10Q: 3 clusters Score -4621291 nChanged 1072 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49526 members Mstep: Class 2 contains 32393 members Entering Unmasked Estep Score: -4621543.500000 Penalty: 1029.527222 Iteration 11Q: 3 clusters Score -4621544 nChanged 1031 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50435 members Mstep: Class 2 contains 31484 members Entering Unmasked Estep Score: -4621792.500000 Penalty: 1029.527222 Iteration 12Q: 3 clusters Score -4621792 nChanged 1055 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51412 members Mstep: Class 2 contains 30507 members Entering Unmasked Estep Score: -4622027.000000 Penalty: 1029.527222 Iteration 13Q: 3 clusters Score -4622027 nChanged 1113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52461 members Mstep: Class 2 contains 29458 members Entering Unmasked Estep Score: -4622290.500000 Penalty: 1029.527222 Iteration 14Q: 3 clusters Score -4622290 nChanged 1135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53542 members Mstep: Class 2 contains 28377 members Entering Unmasked Estep Score: -4622597.000000 Penalty: 1029.527222 Iteration 15Q: 3 clusters Score -4622597 nChanged 1250 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54750 members Mstep: Class 2 contains 27169 members Entering Unmasked Estep Score: -4622943.500000 Penalty: 1029.527222 Iteration 16Q: 3 clusters Score -4622944 nChanged 1379 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56093 members Mstep: Class 2 contains 25826 members Entering Unmasked Estep Score: -4623404.500000 Penalty: 1029.527222 Iteration 17Q: 3 clusters Score -4623404 nChanged 1455 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57518 members Mstep: Class 2 contains 24401 members Entering Unmasked Estep Score: -4623876.500000 Penalty: 1029.527222 Iteration 18Q: 3 clusters Score -4623876 nChanged 1598 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59090 members Mstep: Class 2 contains 22829 members Entering Unmasked Estep Score: -4624447.000000 Penalty: 1029.527222 Iteration 19Q: 3 clusters Score -4624447 nChanged 1651 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60721 members Mstep: Class 2 contains 21198 members Entering Unmasked Estep Score: -4625169.500000 Penalty: 1029.527222 Iteration 20F: 3 clusters Score -4625170 nChanged 1668 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62371 members Mstep: Class 2 contains 19548 members Entering Unmasked Estep Score: -4625900.000000 Penalty: 1029.527222 Iteration 21Q: 3 clusters Score -4625900 nChanged 1652 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63997 members Mstep: Class 2 contains 17922 members Entering Unmasked Estep Score: -4626565.000000 Penalty: 1029.527222 Iteration 22Q: 3 clusters Score -4626565 nChanged 1638 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65619 members Mstep: Class 2 contains 16300 members Entering Unmasked Estep Score: -4627238.500000 Penalty: 1029.527222 Iteration 23Q: 3 clusters Score -4627238 nChanged 1625 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67230 members Mstep: Class 2 contains 14689 members Entering Unmasked Estep Score: -4628003.500000 Penalty: 1029.527222 Iteration 24Q: 3 clusters Score -4628004 nChanged 1586 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 68804 members Mstep: Class 2 contains 13115 members Entering Unmasked Estep Score: -4628723.000000 Penalty: 1029.527222 Iteration 25Q: 3 clusters Score -4628723 nChanged 1557 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70345 members Mstep: Class 2 contains 11574 members Entering Unmasked Estep Score: -4629513.000000 Penalty: 1029.527222 Iteration 26Q: 3 clusters Score -4629513 nChanged 1548 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71885 members Mstep: Class 2 contains 10034 members Entering Unmasked Estep Score: -4630356.000000 Penalty: 1029.527222 Iteration 27Q: 3 clusters Score -4630356 nChanged 1422 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 73307 members Mstep: Class 2 contains 8612 members Entering Unmasked Estep Score: -4631163.000000 Penalty: 1029.527222 Iteration 28Q: 3 clusters Score -4631163 nChanged 1309 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 74616 members Mstep: Class 2 contains 7303 members Entering Unmasked Estep Score: -4631953.500000 Penalty: 1029.527222 Iteration 29Q: 3 clusters Score -4631954 nChanged 1146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 75752 members Mstep: Class 2 contains 6167 members Entering Unmasked Estep Score: -4632620.500000 Penalty: 1029.527222 Iteration 30Q: 3 clusters Score -4632620 nChanged 969 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 76713 members Mstep: Class 2 contains 5206 members Entering Unmasked Estep Score: -4633147.500000 Penalty: 1029.527222 Iteration 31Q: 3 clusters Score -4633148 nChanged 845 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 77548 members Mstep: Class 2 contains 4371 members Entering Unmasked Estep Score: -4633586.000000 Penalty: 1029.527222 Iteration 32Q: 3 clusters Score -4633586 nChanged 675 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 78215 members Mstep: Class 2 contains 3704 members Entering Unmasked Estep Score: -4633911.500000 Penalty: 1029.527222 Iteration 33Q: 3 clusters Score -4633912 nChanged 529 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 78738 members Mstep: Class 2 contains 3181 members Entering Unmasked Estep Score: -4634122.000000 Penalty: 1029.527222 Iteration 34Q: 3 clusters Score -4634122 nChanged 413 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 79151 members Mstep: Class 2 contains 2768 members Entering Unmasked Estep Score: -4634274.500000 Penalty: 1029.527222 Iteration 35Q: 3 clusters Score -4634274 nChanged 323 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 79474 members Mstep: Class 2 contains 2445 members Entering Unmasked Estep Score: -4634374.500000 Penalty: 1029.527222 Iteration 36Q: 3 clusters Score -4634374 nChanged 272 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 79742 members Mstep: Class 2 contains 2177 members Entering Unmasked Estep Score: -4634440.000000 Penalty: 1029.527222 Iteration 37Q: 3 clusters Score -4634440 nChanged 233 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 79973 members Mstep: Class 2 contains 1946 members Entering Unmasked Estep Score: -4634516.500000 Penalty: 1029.527222 Iteration 38Q: 3 clusters Score -4634516 nChanged 199 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 80172 members Mstep: Class 2 contains 1747 members Entering Unmasked Estep Score: -4634579.000000 Penalty: 1029.527222 Iteration 39Q: 3 clusters Score -4634579 nChanged 164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 80334 members Mstep: Class 2 contains 1585 members Entering Unmasked Estep Score: -4634626.500000 Penalty: 1029.527222 Iteration 40F: 3 clusters Score -4634626 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 80479 members Mstep: Class 2 contains 1440 members Entering Unmasked Estep Score: -4634663.500000 Penalty: 1029.527222 Iteration 41Q: 3 clusters Score -4634664 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 80604 members Mstep: Class 2 contains 1315 members Entering Unmasked Estep Score: -4634688.500000 Penalty: 1029.527222 Iteration 42Q: 3 clusters Score -4634688 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 80699 members Mstep: Class 2 contains 1220 members Entering Unmasked Estep Score: -4634704.500000 Penalty: 1029.527222 Iteration 43Q: 3 clusters Score -4634704 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 80765 members Mstep: Class 2 contains 1154 members Entering Unmasked Estep Score: -4634714.500000 Penalty: 1029.527222 Iteration 44Q: 3 clusters Score -4634714 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 80827 members Mstep: Class 2 contains 1092 members Entering Unmasked Estep Score: -4634715.000000 Penalty: 1029.527222 Iteration 45Q: 3 clusters Score -4634715 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 80885 members Mstep: Class 2 contains 1034 members Entering Unmasked Estep Score: -4634728.500000 Penalty: 1029.527222 Iteration 46Q: 3 clusters Score -4634728 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 80935 members Mstep: Class 2 contains 984 members Entering Unmasked Estep Score: -4634750.500000 Penalty: 1029.527222 Iteration 47Q: 3 clusters Score -4634750 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 80975 members Mstep: Class 2 contains 944 members Entering Unmasked Estep Score: -4634763.500000 Penalty: 1029.527222 Iteration 48Q: 3 clusters Score -4634764 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81015 members Mstep: Class 2 contains 904 members Entering Unmasked Estep Score: -4634768.000000 Penalty: 1029.527222 Iteration 49Q: 3 clusters Score -4634768 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81053 members Mstep: Class 2 contains 866 members Entering Unmasked Estep Score: -4634774.500000 Penalty: 1029.527222 Iteration 50Q: 3 clusters Score -4634774 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81084 members Mstep: Class 2 contains 835 members Entering Unmasked Estep Score: -4634789.000000 Penalty: 1029.527222 Iteration 51Q: 3 clusters Score -4634789 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81115 members Mstep: Class 2 contains 804 members Entering Unmasked Estep Score: -4634784.000000 Penalty: 1029.527222 Iteration 52Q: 3 clusters Score -4634784 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81144 members Mstep: Class 2 contains 775 members Entering Unmasked Estep Score: -4634800.500000 Penalty: 1029.527222 Iteration 53Q: 3 clusters Score -4634800 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81169 members Mstep: Class 2 contains 750 members Entering Unmasked Estep Score: -4634812.000000 Penalty: 1029.527222 Iteration 54Q: 3 clusters Score -4634812 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81190 members Mstep: Class 2 contains 729 members Entering Unmasked Estep Score: -4634808.500000 Penalty: 1029.527222 Iteration 55Q: 3 clusters Score -4634808 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81207 members Mstep: Class 2 contains 712 members Entering Unmasked Estep Score: -4634814.000000 Penalty: 1029.527222 Iteration 56Q: 3 clusters Score -4634814 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81215 members Mstep: Class 2 contains 704 members Entering Unmasked Estep Score: -4634816.500000 Penalty: 1029.527222 Iteration 57Q: 3 clusters Score -4634816 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81225 members Mstep: Class 2 contains 694 members Entering Unmasked Estep Score: -4634821.000000 Penalty: 1029.527222 Iteration 58Q: 3 clusters Score -4634821 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81227 members Mstep: Class 2 contains 692 members Entering Unmasked Estep Score: -4634823.500000 Penalty: 1029.527222 Iteration 59Q: 3 clusters Score -4634824 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81231 members Mstep: Class 2 contains 688 members Entering Unmasked Estep Score: -4634823.500000 Penalty: 1029.527222 Iteration 60F: 3 clusters Score -4634824 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81235 members Mstep: Class 2 contains 684 members Entering Unmasked Estep Score: -4634830.500000 Penalty: 1029.527222 Iteration 61Q: 3 clusters Score -4634830 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81243 members Mstep: Class 2 contains 676 members Entering Unmasked Estep Score: -4634829.000000 Penalty: 1029.527222 Iteration 62Q: 3 clusters Score -4634829 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81245 members Mstep: Class 2 contains 674 members Entering Unmasked Estep Score: -4634830.000000 Penalty: 1029.527222 Iteration 63Q: 3 clusters Score -4634830 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81249 members Mstep: Class 2 contains 670 members Entering Unmasked Estep Score: -4634832.500000 Penalty: 1029.527222 Iteration 64Q: 3 clusters Score -4634832 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81251 members Mstep: Class 2 contains 668 members Entering Unmasked Estep Score: -4634830.000000 Penalty: 1029.527222 Iteration 65Q: 3 clusters Score -4634830 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81254 members Mstep: Class 2 contains 665 members Entering Unmasked Estep Score: -4634831.500000 Penalty: 1029.527222 Iteration 66Q: 3 clusters Score -4634832 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81257 members Mstep: Class 2 contains 662 members Entering Unmasked Estep Score: -4634831.000000 Penalty: 1029.527222 Iteration 67Q: 3 clusters Score -4634831 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81257 members Mstep: Class 2 contains 662 members Entering Unmasked Estep Score: -4634831.000000 Penalty: 1029.527222 Iteration 68F: 3 clusters Score -4634831 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (3157 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3157 members Entering Unmasked Estep Score: -176295.781250 Penalty: 366.610687 Iteration 0F: 2 clusters Score -176295.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1605 members Mstep: Class 2 contains 1552 members Entering Unmasked Estep Score: -174139.859375 Penalty: 733.221375 Iteration 0F: 3 clusters Score -174139.9 nChanged 1421 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1492 members Mstep: Class 2 contains 1665 members Entering Unmasked Estep Score: -175057.875000 Penalty: 733.221375 Iteration 1F: 3 clusters Score -175057.9 nChanged 266 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1426 members Mstep: Class 2 contains 1731 members Entering Unmasked Estep Score: -175191.953125 Penalty: 733.221375 Iteration 2F: 3 clusters Score -175192 nChanged 170 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1372 members Mstep: Class 2 contains 1785 members Entering Unmasked Estep Score: -175280.890625 Penalty: 733.221375 Iteration 3F: 3 clusters Score -175280.9 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1328 members Mstep: Class 2 contains 1829 members Entering Unmasked Estep Score: -175363.234375 Penalty: 733.221375 Iteration 4Q: 3 clusters Score -175363.2 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1274 members Mstep: Class 2 contains 1883 members Entering Unmasked Estep Score: -175430.312500 Penalty: 733.221375 Iteration 5Q: 3 clusters Score -175430.3 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1217 members Mstep: Class 2 contains 1940 members Entering Unmasked Estep Score: -175494.765625 Penalty: 733.221375 Iteration 6Q: 3 clusters Score -175494.8 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1172 members Mstep: Class 2 contains 1985 members Entering Unmasked Estep Score: -175543.687500 Penalty: 733.221375 Iteration 7Q: 3 clusters Score -175543.7 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1133 members Mstep: Class 2 contains 2024 members Entering Unmasked Estep Score: -175576.406250 Penalty: 733.221375 Iteration 8Q: 3 clusters Score -175576.4 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1102 members Mstep: Class 2 contains 2055 members Entering Unmasked Estep Score: -175605.562500 Penalty: 733.221375 Iteration 9Q: 3 clusters Score -175605.6 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1076 members Mstep: Class 2 contains 2081 members Entering Unmasked Estep Score: -175633.359375 Penalty: 733.221375 Iteration 10Q: 3 clusters Score -175633.4 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1055 members Mstep: Class 2 contains 2102 members Entering Unmasked Estep Score: -175659.406250 Penalty: 733.221375 Iteration 11Q: 3 clusters Score -175659.4 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1038 members Mstep: Class 2 contains 2119 members Entering Unmasked Estep Score: -175693.906250 Penalty: 733.221375 Iteration 12Q: 3 clusters Score -175693.9 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1013 members Mstep: Class 2 contains 2144 members Entering Unmasked Estep Score: -175730.187500 Penalty: 733.221375 Iteration 13Q: 3 clusters Score -175730.2 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 998 members Mstep: Class 2 contains 2159 members Entering Unmasked Estep Score: -175760.062500 Penalty: 733.221375 Iteration 14Q: 3 clusters Score -175760.1 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 972 members Mstep: Class 2 contains 2185 members Entering Unmasked Estep Score: -175781.468750 Penalty: 733.221375 Iteration 15Q: 3 clusters Score -175781.5 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 941 members Mstep: Class 2 contains 2216 members Entering Unmasked Estep Score: -175809.687500 Penalty: 733.221375 Iteration 16Q: 3 clusters Score -175809.7 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 913 members Mstep: Class 2 contains 2244 members Entering Unmasked Estep Score: -175830.484375 Penalty: 733.221375 Iteration 17Q: 3 clusters Score -175830.5 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 883 members Mstep: Class 2 contains 2274 members Entering Unmasked Estep Score: -175848.578125 Penalty: 733.221375 Iteration 18Q: 3 clusters Score -175848.6 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 855 members Mstep: Class 2 contains 2302 members Entering Unmasked Estep Score: -175871.468750 Penalty: 733.221375 Iteration 19Q: 3 clusters Score -175871.5 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 826 members Mstep: Class 2 contains 2331 members Entering Unmasked Estep Score: -175890.078125 Penalty: 733.221375 Iteration 20F: 3 clusters Score -175890.1 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 789 members Mstep: Class 2 contains 2368 members Entering Unmasked Estep Score: -175913.796875 Penalty: 733.221375 Iteration 21Q: 3 clusters Score -175913.8 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 754 members Mstep: Class 2 contains 2403 members Entering Unmasked Estep Score: -175932.375000 Penalty: 733.221375 Iteration 22Q: 3 clusters Score -175932.4 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 720 members Mstep: Class 2 contains 2437 members Entering Unmasked Estep Score: -175945.781250 Penalty: 733.221375 Iteration 23Q: 3 clusters Score -175945.8 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 695 members Mstep: Class 2 contains 2462 members Entering Unmasked Estep Score: -175953.062500 Penalty: 733.221375 Iteration 24Q: 3 clusters Score -175953.1 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 682 members Mstep: Class 2 contains 2475 members Entering Unmasked Estep Score: -175954.687500 Penalty: 733.221375 Iteration 25Q: 3 clusters Score -175954.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 679 members Mstep: Class 2 contains 2478 members Entering Unmasked Estep Score: -175955.281250 Penalty: 733.221375 Iteration 26Q: 3 clusters Score -175955.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 673 members Mstep: Class 2 contains 2484 members Entering Unmasked Estep Score: -175957.015625 Penalty: 733.221375 Iteration 27Q: 3 clusters Score -175957 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 667 members Mstep: Class 2 contains 2490 members Entering Unmasked Estep Score: -175957.781250 Penalty: 733.221375 Iteration 28Q: 3 clusters Score -175957.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 659 members Mstep: Class 2 contains 2498 members Entering Unmasked Estep Score: -175959.000000 Penalty: 733.221375 Iteration 29Q: 3 clusters Score -175959 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 656 members Mstep: Class 2 contains 2501 members Entering Unmasked Estep Score: -175958.968750 Penalty: 733.221375 Iteration 30Q: 3 clusters Score -175959 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 656 members Mstep: Class 2 contains 2501 members Entering Unmasked Estep Score: -175958.968750 Penalty: 733.221375 Iteration 31F: 3 clusters Score -175959 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (2996 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2996 members Entering Unmasked Estep Score: -172507.531250 Penalty: 364.229034 Iteration 0F: 2 clusters Score -172507.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1488 members Mstep: Class 2 contains 1508 members Entering Unmasked Estep Score: -170413.875000 Penalty: 728.458069 Iteration 0F: 3 clusters Score -170413.9 nChanged 1293 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1417 members Mstep: Class 2 contains 1579 members Entering Unmasked Estep Score: -171156.734375 Penalty: 728.458069 Iteration 1F: 3 clusters Score -171156.7 nChanged 190 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1359 members Mstep: Class 2 contains 1637 members Entering Unmasked Estep Score: -171254.046875 Penalty: 728.458069 Iteration 2F: 3 clusters Score -171254 nChanged 172 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1295 members Mstep: Class 2 contains 1701 members Entering Unmasked Estep Score: -171347.781250 Penalty: 728.458069 Iteration 3F: 3 clusters Score -171347.8 nChanged 159 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1224 members Mstep: Class 2 contains 1772 members Entering Unmasked Estep Score: -171444.125000 Penalty: 728.458069 Iteration 4F: 3 clusters Score -171444.1 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1159 members Mstep: Class 2 contains 1837 members Entering Unmasked Estep Score: -171553.171875 Penalty: 728.458069 Iteration 5Q: 3 clusters Score -171553.2 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1097 members Mstep: Class 2 contains 1899 members Entering Unmasked Estep Score: -171657.734375 Penalty: 728.458069 Iteration 6Q: 3 clusters Score -171657.7 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1037 members Mstep: Class 2 contains 1959 members Entering Unmasked Estep Score: -171755.734375 Penalty: 728.458069 Iteration 7Q: 3 clusters Score -171755.7 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 989 members Mstep: Class 2 contains 2007 members Entering Unmasked Estep Score: -171833.953125 Penalty: 728.458069 Iteration 8Q: 3 clusters Score -171834 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 961 members Mstep: Class 2 contains 2035 members Entering Unmasked Estep Score: -171894.750000 Penalty: 728.458069 Iteration 9Q: 3 clusters Score -171894.8 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 927 members Mstep: Class 2 contains 2069 members Entering Unmasked Estep Score: -171938.125000 Penalty: 728.458069 Iteration 10Q: 3 clusters Score -171938.1 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 907 members Mstep: Class 2 contains 2089 members Entering Unmasked Estep Score: -171957.671875 Penalty: 728.458069 Iteration 11Q: 3 clusters Score -171957.7 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 904 members Mstep: Class 2 contains 2092 members Entering Unmasked Estep Score: -171968.953125 Penalty: 728.458069 Iteration 12Q: 3 clusters Score -171969 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 896 members Mstep: Class 2 contains 2100 members Entering Unmasked Estep Score: -171974.750000 Penalty: 728.458069 Iteration 13Q: 3 clusters Score -171974.8 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 889 members Mstep: Class 2 contains 2107 members Entering Unmasked Estep Score: -171977.843750 Penalty: 728.458069 Iteration 14Q: 3 clusters Score -171977.8 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 882 members Mstep: Class 2 contains 2114 members Entering Unmasked Estep Score: -171980.328125 Penalty: 728.458069 Iteration 15Q: 3 clusters Score -171980.3 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 875 members Mstep: Class 2 contains 2121 members Entering Unmasked Estep Score: -171982.937500 Penalty: 728.458069 Iteration 16Q: 3 clusters Score -171982.9 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 865 members Mstep: Class 2 contains 2131 members Entering Unmasked Estep Score: -171985.671875 Penalty: 728.458069 Iteration 17Q: 3 clusters Score -171985.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 858 members Mstep: Class 2 contains 2138 members Entering Unmasked Estep Score: -171986.328125 Penalty: 728.458069 Iteration 18Q: 3 clusters Score -171986.3 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 851 members Mstep: Class 2 contains 2145 members Entering Unmasked Estep Score: -171987.609375 Penalty: 728.458069 Iteration 19Q: 3 clusters Score -171987.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 848 members Mstep: Class 2 contains 2148 members Entering Unmasked Estep Score: -171988.234375 Penalty: 728.458069 Iteration 20F: 3 clusters Score -171988.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 842 members Mstep: Class 2 contains 2154 members Entering Unmasked Estep Score: -171989.203125 Penalty: 728.458069 Iteration 21Q: 3 clusters Score -171989.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 834 members Mstep: Class 2 contains 2162 members Entering Unmasked Estep Score: -171990.546875 Penalty: 728.458069 Iteration 22Q: 3 clusters Score -171990.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 834 members Mstep: Class 2 contains 2162 members Entering Unmasked Estep Score: -171990.546875 Penalty: 728.458069 Iteration 23F: 3 clusters Score -171990.5 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (2199 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2199 members Entering Unmasked Estep Score: -123968.898438 Penalty: 350.156982 Iteration 0F: 2 clusters Score -123968.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1073 members Mstep: Class 2 contains 1126 members Entering Unmasked Estep Score: -122391.656250 Penalty: 700.313965 Iteration 0F: 3 clusters Score -122391.7 nChanged 935 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1020 members Mstep: Class 2 contains 1179 members Entering Unmasked Estep Score: -123005.960938 Penalty: 700.313965 Iteration 1F: 3 clusters Score -123006 nChanged 176 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 972 members Mstep: Class 2 contains 1227 members Entering Unmasked Estep Score: -123128.117188 Penalty: 700.313965 Iteration 2F: 3 clusters Score -123128.1 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 916 members Mstep: Class 2 contains 1283 members Entering Unmasked Estep Score: -123205.257812 Penalty: 700.313965 Iteration 3F: 3 clusters Score -123205.3 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 867 members Mstep: Class 2 contains 1332 members Entering Unmasked Estep Score: -123245.664062 Penalty: 700.313965 Iteration 4Q: 3 clusters Score -123245.7 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 805 members Mstep: Class 2 contains 1394 members Entering Unmasked Estep Score: -123287.132812 Penalty: 700.313965 Iteration 5Q: 3 clusters Score -123287.1 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 751 members Mstep: Class 2 contains 1448 members Entering Unmasked Estep Score: -123318.273438 Penalty: 700.313965 Iteration 6Q: 3 clusters Score -123318.3 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 701 members Mstep: Class 2 contains 1498 members Entering Unmasked Estep Score: -123347.789062 Penalty: 700.313965 Iteration 7Q: 3 clusters Score -123347.8 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 641 members Mstep: Class 2 contains 1558 members Entering Unmasked Estep Score: -123387.437500 Penalty: 700.313965 Iteration 8Q: 3 clusters Score -123387.4 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 587 members Mstep: Class 2 contains 1612 members Entering Unmasked Estep Score: -123420.968750 Penalty: 700.313965 Iteration 9Q: 3 clusters Score -123421 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 537 members Mstep: Class 2 contains 1662 members Entering Unmasked Estep Score: -123459.976562 Penalty: 700.313965 Iteration 10Q: 3 clusters Score -123460 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 487 members Mstep: Class 2 contains 1712 members Entering Unmasked Estep Score: -123498.812500 Penalty: 700.313965 Iteration 11Q: 3 clusters Score -123498.8 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 454 members Mstep: Class 2 contains 1745 members Entering Unmasked Estep Score: -123525.335938 Penalty: 700.313965 Iteration 12Q: 3 clusters Score -123525.3 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 427 members Mstep: Class 2 contains 1772 members Entering Unmasked Estep Score: -123542.492188 Penalty: 700.313965 Iteration 13Q: 3 clusters Score -123542.5 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 401 members Mstep: Class 2 contains 1798 members Entering Unmasked Estep Score: -123555.429688 Penalty: 700.313965 Iteration 14Q: 3 clusters Score -123555.4 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 379 members Mstep: Class 2 contains 1820 members Entering Unmasked Estep Score: -123565.390625 Penalty: 700.313965 Iteration 15Q: 3 clusters Score -123565.4 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 355 members Mstep: Class 2 contains 1844 members Entering Unmasked Estep Score: -123589.101562 Penalty: 700.313965 Iteration 16Q: 3 clusters Score -123589.1 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 331 members Mstep: Class 2 contains 1868 members Entering Unmasked Estep Score: -123604.117188 Penalty: 700.313965 Iteration 17Q: 3 clusters Score -123604.1 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 313 members Mstep: Class 2 contains 1886 members Entering Unmasked Estep Score: -123617.828125 Penalty: 700.313965 Iteration 18Q: 3 clusters Score -123617.8 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 294 members Mstep: Class 2 contains 1905 members Entering Unmasked Estep Score: -123628.015625 Penalty: 700.313965 Iteration 19Q: 3 clusters Score -123628 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 278 members Mstep: Class 2 contains 1921 members Entering Unmasked Estep Score: -123640.343750 Penalty: 700.313965 Iteration 20F: 3 clusters Score -123640.3 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 262 members Mstep: Class 2 contains 1937 members Entering Unmasked Estep Score: -123652.164062 Penalty: 700.313965 Iteration 21Q: 3 clusters Score -123652.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 250 members Mstep: Class 2 contains 1949 members Entering Unmasked Estep Score: -123662.125000 Penalty: 700.313965 Iteration 22Q: 3 clusters Score -123662.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 243 members Mstep: Class 2 contains 1956 members Entering Unmasked Estep Score: -123667.164062 Penalty: 700.313965 Iteration 23Q: 3 clusters Score -123667.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 235 members Mstep: Class 2 contains 1964 members Entering Unmasked Estep Score: -123672.945312 Penalty: 700.313965 Iteration 24Q: 3 clusters Score -123672.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 226 members Mstep: Class 2 contains 1973 members Entering Unmasked Estep Score: -123681.359375 Penalty: 700.313965 Iteration 25Q: 3 clusters Score -123681.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 217 members Mstep: Class 2 contains 1982 members Entering Unmasked Estep Score: -123687.828125 Penalty: 700.313965 Iteration 26Q: 3 clusters Score -123687.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 210 members Mstep: Class 2 contains 1989 members Entering Unmasked Estep Score: -123692.656250 Penalty: 700.313965 Iteration 27Q: 3 clusters Score -123692.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 203 members Mstep: Class 2 contains 1996 members Entering Unmasked Estep Score: -123696.820312 Penalty: 700.313965 Iteration 28Q: 3 clusters Score -123696.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 199 members Mstep: Class 2 contains 2000 members Entering Unmasked Estep Score: -123699.289062 Penalty: 700.313965 Iteration 29Q: 3 clusters Score -123699.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 195 members Mstep: Class 2 contains 2004 members Entering Unmasked Estep Score: -123700.312500 Penalty: 700.313965 Iteration 30Q: 3 clusters Score -123700.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 192 members Mstep: Class 2 contains 2007 members Entering Unmasked Estep Score: -123703.007812 Penalty: 700.313965 Iteration 31Q: 3 clusters Score -123703 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 190 members Mstep: Class 2 contains 2009 members Entering Unmasked Estep Score: -123705.085938 Penalty: 700.313965 Iteration 32Q: 3 clusters Score -123705.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 188 members Mstep: Class 2 contains 2011 members Entering Unmasked Estep Score: -123705.703125 Penalty: 700.313965 Iteration 33Q: 3 clusters Score -123705.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 187 members Mstep: Class 2 contains 2012 members Entering Unmasked Estep Score: -123705.851562 Penalty: 700.313965 Iteration 34Q: 3 clusters Score -123705.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 186 members Mstep: Class 2 contains 2013 members Entering Unmasked Estep Score: -123707.171875 Penalty: 700.313965 Iteration 35Q: 3 clusters Score -123707.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 186 members Mstep: Class 2 contains 2013 members Entering Unmasked Estep Score: -123707.718750 Penalty: 700.313965 Iteration 36Q: 3 clusters Score -123707.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 184 members Mstep: Class 2 contains 2015 members Entering Unmasked Estep Score: -123709.242188 Penalty: 700.313965 Iteration 37Q: 3 clusters Score -123709.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 184 members Mstep: Class 2 contains 2015 members Entering Unmasked Estep Score: -123709.242188 Penalty: 700.313965 Iteration 38F: 3 clusters Score -123709.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (26458 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26458 members Entering Unmasked Estep Score: -1520867.500000 Penalty: 463.340759 Iteration 0F: 2 clusters Score -1520868 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13322 members Mstep: Class 2 contains 13136 members Entering Unmasked Estep Score: -1503037.500000 Penalty: 926.681519 Iteration 0F: 3 clusters Score -1503038 nChanged 12680 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15682 members Mstep: Class 2 contains 10776 members Entering Unmasked Estep Score: -1510998.250000 Penalty: 926.681519 Iteration 1F: 3 clusters Score -1510998 nChanged 1815 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17039 members Mstep: Class 2 contains 9419 members Entering Unmasked Estep Score: -1512111.375000 Penalty: 926.681519 Iteration 2F: 3 clusters Score -1512111 nChanged 2038 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18687 members Mstep: Class 2 contains 7771 members Entering Unmasked Estep Score: -1513619.750000 Penalty: 926.681519 Iteration 3F: 3 clusters Score -1513620 nChanged 2096 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20521 members Mstep: Class 2 contains 5937 members Entering Unmasked Estep Score: -1515516.500000 Penalty: 926.681519 Iteration 4F: 3 clusters Score -1515516 nChanged 1935 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22258 members Mstep: Class 2 contains 4200 members Entering Unmasked Estep Score: -1517344.250000 Penalty: 926.681519 Iteration 5F: 3 clusters Score -1517344 nChanged 1371 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23537 members Mstep: Class 2 contains 2921 members Entering Unmasked Estep Score: -1518607.625000 Penalty: 926.681519 Iteration 6F: 3 clusters Score -1518608 nChanged 869 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24372 members Mstep: Class 2 contains 2086 members Entering Unmasked Estep Score: -1519345.750000 Penalty: 926.681519 Iteration 7Q: 3 clusters Score -1519346 nChanged 525 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24881 members Mstep: Class 2 contains 1577 members Entering Unmasked Estep Score: -1519749.500000 Penalty: 926.681519 Iteration 8Q: 3 clusters Score -1519750 nChanged 331 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25208 members Mstep: Class 2 contains 1250 members Entering Unmasked Estep Score: -1519969.375000 Penalty: 926.681519 Iteration 9Q: 3 clusters Score -1519969 nChanged 234 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25440 members Mstep: Class 2 contains 1018 members Entering Unmasked Estep Score: -1520126.125000 Penalty: 926.681519 Iteration 10Q: 3 clusters Score -1520126 nChanged 169 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25607 members Mstep: Class 2 contains 851 members Entering Unmasked Estep Score: -1520236.875000 Penalty: 926.681519 Iteration 11Q: 3 clusters Score -1520237 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25740 members Mstep: Class 2 contains 718 members Entering Unmasked Estep Score: -1520319.500000 Penalty: 926.681519 Iteration 12Q: 3 clusters Score -1520320 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25833 members Mstep: Class 2 contains 625 members Entering Unmasked Estep Score: -1520360.500000 Penalty: 926.681519 Iteration 13Q: 3 clusters Score -1520360 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25904 members Mstep: Class 2 contains 554 members Entering Unmasked Estep Score: -1520395.500000 Penalty: 926.681519 Iteration 14Q: 3 clusters Score -1520396 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25952 members Mstep: Class 2 contains 506 members Entering Unmasked Estep Score: -1520416.375000 Penalty: 926.681519 Iteration 15Q: 3 clusters Score -1520416 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25993 members Mstep: Class 2 contains 465 members Entering Unmasked Estep Score: -1520435.250000 Penalty: 926.681519 Iteration 16Q: 3 clusters Score -1520435 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26024 members Mstep: Class 2 contains 434 members Entering Unmasked Estep Score: -1520450.750000 Penalty: 926.681519 Iteration 17Q: 3 clusters Score -1520451 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26053 members Mstep: Class 2 contains 405 members Entering Unmasked Estep Score: -1520465.250000 Penalty: 926.681519 Iteration 18Q: 3 clusters Score -1520465 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26070 members Mstep: Class 2 contains 388 members Entering Unmasked Estep Score: -1520470.250000 Penalty: 926.681519 Iteration 19Q: 3 clusters Score -1520470 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26083 members Mstep: Class 2 contains 375 members Entering Unmasked Estep Score: -1520476.000000 Penalty: 926.681519 Iteration 20F: 3 clusters Score -1520476 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26102 members Mstep: Class 2 contains 356 members Entering Unmasked Estep Score: -1520483.875000 Penalty: 926.681519 Iteration 21Q: 3 clusters Score -1520484 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26116 members Mstep: Class 2 contains 342 members Entering Unmasked Estep Score: -1520491.000000 Penalty: 926.681519 Iteration 22Q: 3 clusters Score -1520491 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26129 members Mstep: Class 2 contains 329 members Entering Unmasked Estep Score: -1520495.875000 Penalty: 926.681519 Iteration 23Q: 3 clusters Score -1520496 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26138 members Mstep: Class 2 contains 320 members Entering Unmasked Estep Score: -1520497.625000 Penalty: 926.681519 Iteration 24Q: 3 clusters Score -1520498 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26141 members Mstep: Class 2 contains 317 members Entering Unmasked Estep Score: -1520501.250000 Penalty: 926.681519 Iteration 25Q: 3 clusters Score -1520501 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26143 members Mstep: Class 2 contains 315 members Entering Unmasked Estep Score: -1520502.125000 Penalty: 926.681519 Iteration 26Q: 3 clusters Score -1520502 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26147 members Mstep: Class 2 contains 311 members Entering Unmasked Estep Score: -1520504.000000 Penalty: 926.681519 Iteration 27Q: 3 clusters Score -1520504 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26149 members Mstep: Class 2 contains 309 members Entering Unmasked Estep Score: -1520506.000000 Penalty: 926.681519 Iteration 28Q: 3 clusters Score -1520506 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26151 members Mstep: Class 2 contains 307 members Entering Unmasked Estep Score: -1520505.750000 Penalty: 926.681519 Iteration 29Q: 3 clusters Score -1520506 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26155 members Mstep: Class 2 contains 303 members Entering Unmasked Estep Score: -1520506.500000 Penalty: 926.681519 Iteration 30Q: 3 clusters Score -1520506 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26160 members Mstep: Class 2 contains 298 members Entering Unmasked Estep Score: -1520509.750000 Penalty: 926.681519 Iteration 31Q: 3 clusters Score -1520510 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26165 members Mstep: Class 2 contains 293 members Entering Unmasked Estep Score: -1520511.000000 Penalty: 926.681519 Iteration 32Q: 3 clusters Score -1520511 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26168 members Mstep: Class 2 contains 290 members Entering Unmasked Estep Score: -1520509.625000 Penalty: 926.681519 Iteration 33Q: 3 clusters Score -1520510 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26169 members Mstep: Class 2 contains 289 members Entering Unmasked Estep Score: -1520510.500000 Penalty: 926.681519 Iteration 34Q: 3 clusters Score -1520510 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26171 members Mstep: Class 2 contains 287 members Entering Unmasked Estep Score: -1520513.000000 Penalty: 926.681519 Iteration 35Q: 3 clusters Score -1520513 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26171 members Mstep: Class 2 contains 287 members Entering Unmasked Estep Score: -1520513.000000 Penalty: 926.681519 Iteration 36F: 3 clusters Score -1520513 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (580 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 580 members Entering Unmasked Estep Score: -26396.572266 Penalty: 289.517761 Iteration 0F: 2 clusters Score -26396.57 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 286 members Entering Unmasked Estep Score: -25866.099609 Penalty: 579.035522 Iteration 0F: 3 clusters Score -25866.1 nChanged 218 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 288 members Mstep: Class 2 contains 292 members Entering Unmasked Estep Score: -26085.751953 Penalty: 579.035522 Iteration 1F: 3 clusters Score -26085.75 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 278 members Mstep: Class 2 contains 302 members Entering Unmasked Estep Score: -26143.796875 Penalty: 579.035522 Iteration 2F: 3 clusters Score -26143.8 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 275 members Mstep: Class 2 contains 305 members Entering Unmasked Estep Score: -26180.072266 Penalty: 579.035522 Iteration 3F: 3 clusters Score -26180.07 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 277 members Mstep: Class 2 contains 303 members Entering Unmasked Estep Score: -26211.003906 Penalty: 579.035522 Iteration 4Q: 3 clusters Score -26211 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 282 members Mstep: Class 2 contains 298 members Entering Unmasked Estep Score: -26235.552734 Penalty: 579.035522 Iteration 5Q: 3 clusters Score -26235.55 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 283 members Mstep: Class 2 contains 297 members Entering Unmasked Estep Score: -26249.818359 Penalty: 579.035522 Iteration 6Q: 3 clusters Score -26249.82 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 282 members Mstep: Class 2 contains 298 members Entering Unmasked Estep Score: -26261.458984 Penalty: 579.035522 Iteration 7Q: 3 clusters Score -26261.46 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 281 members Mstep: Class 2 contains 299 members Entering Unmasked Estep Score: -26271.929688 Penalty: 579.035522 Iteration 8Q: 3 clusters Score -26271.93 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 280 members Mstep: Class 2 contains 300 members Entering Unmasked Estep Score: -26289.101562 Penalty: 579.035522 Iteration 9Q: 3 clusters Score -26289.1 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 278 members Mstep: Class 2 contains 302 members Entering Unmasked Estep Score: -26309.113281 Penalty: 579.035522 Iteration 10Q: 3 clusters Score -26309.11 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 277 members Mstep: Class 2 contains 303 members Entering Unmasked Estep Score: -26324.822266 Penalty: 579.035522 Iteration 11Q: 3 clusters Score -26324.82 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 274 members Mstep: Class 2 contains 306 members Entering Unmasked Estep Score: -26336.181641 Penalty: 579.035522 Iteration 12Q: 3 clusters Score -26336.18 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 270 members Mstep: Class 2 contains 310 members Entering Unmasked Estep Score: -26359.105469 Penalty: 579.035522 Iteration 13Q: 3 clusters Score -26359.11 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 267 members Mstep: Class 2 contains 313 members Entering Unmasked Estep Score: -26367.183594 Penalty: 579.035522 Iteration 14Q: 3 clusters Score -26367.18 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 264 members Mstep: Class 2 contains 316 members Entering Unmasked Estep Score: -26370.185547 Penalty: 579.035522 Iteration 15Q: 3 clusters Score -26370.19 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 264 members Mstep: Class 2 contains 316 members Entering Unmasked Estep Score: -26370.603516 Penalty: 579.035522 Iteration 16Q: 3 clusters Score -26370.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 264 members Mstep: Class 2 contains 316 members Entering Unmasked Estep Score: -26370.603516 Penalty: 579.035522 Iteration 17F: 3 clusters Score -26370.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (19734 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19734 members Entering Unmasked Estep Score: -1122263.500000 Penalty: 449.999481 Iteration 0F: 2 clusters Score -1122264 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9848 members Mstep: Class 2 contains 9886 members Entering Unmasked Estep Score: -1109059.000000 Penalty: 899.998962 Iteration 0F: 3 clusters Score -1109059 nChanged 9393 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9987 members Mstep: Class 2 contains 9747 members Entering Unmasked Estep Score: -1114509.250000 Penalty: 899.998962 Iteration 1F: 3 clusters Score -1114509 nChanged 797 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10128 members Mstep: Class 2 contains 9606 members Entering Unmasked Estep Score: -1114765.750000 Penalty: 899.998962 Iteration 2Q: 3 clusters Score -1114766 nChanged 852 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10346 members Mstep: Class 2 contains 9388 members Entering Unmasked Estep Score: -1115037.875000 Penalty: 899.998962 Iteration 3Q: 3 clusters Score -1115038 nChanged 861 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10623 members Mstep: Class 2 contains 9111 members Entering Unmasked Estep Score: -1115396.500000 Penalty: 899.998962 Iteration 4Q: 3 clusters Score -1115396 nChanged 963 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10972 members Mstep: Class 2 contains 8762 members Entering Unmasked Estep Score: -1115905.250000 Penalty: 899.998962 Iteration 5Q: 3 clusters Score -1115905 nChanged 1069 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11389 members Mstep: Class 2 contains 8345 members Entering Unmasked Estep Score: -1116594.625000 Penalty: 899.998962 Iteration 6F: 3 clusters Score -1116595 nChanged 1164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11805 members Mstep: Class 2 contains 7929 members Entering Unmasked Estep Score: -1117516.625000 Penalty: 899.998962 Iteration 7F: 3 clusters Score -1117517 nChanged 1150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12195 members Mstep: Class 2 contains 7539 members Entering Unmasked Estep Score: -1118417.875000 Penalty: 899.998962 Iteration 8F: 3 clusters Score -1118418 nChanged 913 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12532 members Mstep: Class 2 contains 7202 members Entering Unmasked Estep Score: -1118899.875000 Penalty: 899.998962 Iteration 9Q: 3 clusters Score -1118900 nChanged 550 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12824 members Mstep: Class 2 contains 6910 members Entering Unmasked Estep Score: -1119102.000000 Penalty: 899.998962 Iteration 10Q: 3 clusters Score -1119102 nChanged 398 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13140 members Mstep: Class 2 contains 6594 members Entering Unmasked Estep Score: -1119246.375000 Penalty: 899.998962 Iteration 11Q: 3 clusters Score -1119246 nChanged 375 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13475 members Mstep: Class 2 contains 6259 members Entering Unmasked Estep Score: -1119381.250000 Penalty: 899.998962 Iteration 12Q: 3 clusters Score -1119381 nChanged 368 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13815 members Mstep: Class 2 contains 5919 members Entering Unmasked Estep Score: -1119520.875000 Penalty: 899.998962 Iteration 13Q: 3 clusters Score -1119521 nChanged 381 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14170 members Mstep: Class 2 contains 5564 members Entering Unmasked Estep Score: -1119667.375000 Penalty: 899.998962 Iteration 14Q: 3 clusters Score -1119667 nChanged 363 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14511 members Mstep: Class 2 contains 5223 members Entering Unmasked Estep Score: -1119828.375000 Penalty: 899.998962 Iteration 15Q: 3 clusters Score -1119828 nChanged 356 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14857 members Mstep: Class 2 contains 4877 members Entering Unmasked Estep Score: -1119974.000000 Penalty: 899.998962 Iteration 16Q: 3 clusters Score -1119974 nChanged 350 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15189 members Mstep: Class 2 contains 4545 members Entering Unmasked Estep Score: -1120115.125000 Penalty: 899.998962 Iteration 17Q: 3 clusters Score -1120115 nChanged 337 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15508 members Mstep: Class 2 contains 4226 members Entering Unmasked Estep Score: -1120252.500000 Penalty: 899.998962 Iteration 18Q: 3 clusters Score -1120252 nChanged 323 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15819 members Mstep: Class 2 contains 3915 members Entering Unmasked Estep Score: -1120381.500000 Penalty: 899.998962 Iteration 19Q: 3 clusters Score -1120382 nChanged 300 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16111 members Mstep: Class 2 contains 3623 members Entering Unmasked Estep Score: -1120489.375000 Penalty: 899.998962 Iteration 20F: 3 clusters Score -1120489 nChanged 309 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16416 members Mstep: Class 2 contains 3318 members Entering Unmasked Estep Score: -1120607.250000 Penalty: 899.998962 Iteration 21Q: 3 clusters Score -1120607 nChanged 285 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16699 members Mstep: Class 2 contains 3035 members Entering Unmasked Estep Score: -1120727.750000 Penalty: 899.998962 Iteration 22Q: 3 clusters Score -1120728 nChanged 299 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16994 members Mstep: Class 2 contains 2740 members Entering Unmasked Estep Score: -1120861.750000 Penalty: 899.998962 Iteration 23Q: 3 clusters Score -1120862 nChanged 287 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17281 members Mstep: Class 2 contains 2453 members Entering Unmasked Estep Score: -1120988.125000 Penalty: 899.998962 Iteration 24Q: 3 clusters Score -1120988 nChanged 271 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17552 members Mstep: Class 2 contains 2182 members Entering Unmasked Estep Score: -1121111.000000 Penalty: 899.998962 Iteration 25Q: 3 clusters Score -1121111 nChanged 254 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17806 members Mstep: Class 2 contains 1928 members Entering Unmasked Estep Score: -1121236.500000 Penalty: 899.998962 Iteration 26Q: 3 clusters Score -1121236 nChanged 220 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18026 members Mstep: Class 2 contains 1708 members Entering Unmasked Estep Score: -1121335.625000 Penalty: 899.998962 Iteration 27Q: 3 clusters Score -1121336 nChanged 195 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18221 members Mstep: Class 2 contains 1513 members Entering Unmasked Estep Score: -1121423.250000 Penalty: 899.998962 Iteration 28Q: 3 clusters Score -1121423 nChanged 173 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18394 members Mstep: Class 2 contains 1340 members Entering Unmasked Estep Score: -1121509.250000 Penalty: 899.998962 Iteration 29Q: 3 clusters Score -1121509 nChanged 154 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18548 members Mstep: Class 2 contains 1186 members Entering Unmasked Estep Score: -1121581.000000 Penalty: 899.998962 Iteration 30Q: 3 clusters Score -1121581 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18666 members Mstep: Class 2 contains 1068 members Entering Unmasked Estep Score: -1121632.750000 Penalty: 899.998962 Iteration 31Q: 3 clusters Score -1121633 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18754 members Mstep: Class 2 contains 980 members Entering Unmasked Estep Score: -1121667.875000 Penalty: 899.998962 Iteration 32Q: 3 clusters Score -1121668 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18827 members Mstep: Class 2 contains 907 members Entering Unmasked Estep Score: -1121692.250000 Penalty: 899.998962 Iteration 33Q: 3 clusters Score -1121692 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18877 members Mstep: Class 2 contains 857 members Entering Unmasked Estep Score: -1121701.500000 Penalty: 899.998962 Iteration 34Q: 3 clusters Score -1121702 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18929 members Mstep: Class 2 contains 805 members Entering Unmasked Estep Score: -1121712.125000 Penalty: 899.998962 Iteration 35Q: 3 clusters Score -1121712 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18963 members Mstep: Class 2 contains 771 members Entering Unmasked Estep Score: -1121717.125000 Penalty: 899.998962 Iteration 36Q: 3 clusters Score -1121717 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18995 members Mstep: Class 2 contains 739 members Entering Unmasked Estep Score: -1121727.250000 Penalty: 899.998962 Iteration 37Q: 3 clusters Score -1121727 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19024 members Mstep: Class 2 contains 710 members Entering Unmasked Estep Score: -1121735.000000 Penalty: 899.998962 Iteration 38Q: 3 clusters Score -1121735 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19051 members Mstep: Class 2 contains 683 members Entering Unmasked Estep Score: -1121742.375000 Penalty: 899.998962 Iteration 39Q: 3 clusters Score -1121742 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19081 members Mstep: Class 2 contains 653 members Entering Unmasked Estep Score: -1121751.250000 Penalty: 899.998962 Iteration 40F: 3 clusters Score -1121751 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19107 members Mstep: Class 2 contains 627 members Entering Unmasked Estep Score: -1121756.375000 Penalty: 899.998962 Iteration 41Q: 3 clusters Score -1121756 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19136 members Mstep: Class 2 contains 598 members Entering Unmasked Estep Score: -1121762.000000 Penalty: 899.998962 Iteration 42Q: 3 clusters Score -1121762 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19161 members Mstep: Class 2 contains 573 members Entering Unmasked Estep Score: -1121770.875000 Penalty: 899.998962 Iteration 43Q: 3 clusters Score -1121771 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19188 members Mstep: Class 2 contains 546 members Entering Unmasked Estep Score: -1121781.500000 Penalty: 899.998962 Iteration 44Q: 3 clusters Score -1121782 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19209 members Mstep: Class 2 contains 525 members Entering Unmasked Estep Score: -1121790.625000 Penalty: 899.998962 Iteration 45Q: 3 clusters Score -1121791 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19238 members Mstep: Class 2 contains 496 members Entering Unmasked Estep Score: -1121802.625000 Penalty: 899.998962 Iteration 46Q: 3 clusters Score -1121803 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19259 members Mstep: Class 2 contains 475 members Entering Unmasked Estep Score: -1121808.000000 Penalty: 899.998962 Iteration 47Q: 3 clusters Score -1121808 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19281 members Mstep: Class 2 contains 453 members Entering Unmasked Estep Score: -1121817.750000 Penalty: 899.998962 Iteration 48Q: 3 clusters Score -1121818 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19300 members Mstep: Class 2 contains 434 members Entering Unmasked Estep Score: -1121823.125000 Penalty: 899.998962 Iteration 49Q: 3 clusters Score -1121823 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19311 members Mstep: Class 2 contains 423 members Entering Unmasked Estep Score: -1121826.125000 Penalty: 899.998962 Iteration 50Q: 3 clusters Score -1121826 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19322 members Mstep: Class 2 contains 412 members Entering Unmasked Estep Score: -1121829.375000 Penalty: 899.998962 Iteration 51Q: 3 clusters Score -1121829 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19330 members Mstep: Class 2 contains 404 members Entering Unmasked Estep Score: -1121830.375000 Penalty: 899.998962 Iteration 52Q: 3 clusters Score -1121830 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19339 members Mstep: Class 2 contains 395 members Entering Unmasked Estep Score: -1121833.750000 Penalty: 899.998962 Iteration 53Q: 3 clusters Score -1121834 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19352 members Mstep: Class 2 contains 382 members Entering Unmasked Estep Score: -1121841.125000 Penalty: 899.998962 Iteration 54Q: 3 clusters Score -1121841 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19366 members Mstep: Class 2 contains 368 members Entering Unmasked Estep Score: -1121847.125000 Penalty: 899.998962 Iteration 55Q: 3 clusters Score -1121847 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19379 members Mstep: Class 2 contains 355 members Entering Unmasked Estep Score: -1121850.875000 Penalty: 899.998962 Iteration 56Q: 3 clusters Score -1121851 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19390 members Mstep: Class 2 contains 344 members Entering Unmasked Estep Score: -1121854.125000 Penalty: 899.998962 Iteration 57Q: 3 clusters Score -1121854 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19402 members Mstep: Class 2 contains 332 members Entering Unmasked Estep Score: -1121853.750000 Penalty: 899.998962 Iteration 58Q: 3 clusters Score -1121854 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19405 members Mstep: Class 2 contains 329 members Entering Unmasked Estep Score: -1121854.625000 Penalty: 899.998962 Iteration 59Q: 3 clusters Score -1121855 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19411 members Mstep: Class 2 contains 323 members Entering Unmasked Estep Score: -1121857.250000 Penalty: 899.998962 Iteration 60F: 3 clusters Score -1121857 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19417 members Mstep: Class 2 contains 317 members Entering Unmasked Estep Score: -1121858.875000 Penalty: 899.998962 Iteration 61Q: 3 clusters Score -1121859 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19421 members Mstep: Class 2 contains 313 members Entering Unmasked Estep Score: -1121860.375000 Penalty: 899.998962 Iteration 62Q: 3 clusters Score -1121860 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19421 members Mstep: Class 2 contains 313 members Entering Unmasked Estep Score: -1121861.000000 Penalty: 899.998962 Iteration 63Q: 3 clusters Score -1121861 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19421 members Mstep: Class 2 contains 313 members Entering Unmasked Estep Score: -1121861.000000 Penalty: 899.998962 Iteration 64F: 3 clusters Score -1121861 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (962 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 962 members Entering Unmasked Estep Score: -54457.351562 Penalty: 312.540161 Iteration 0F: 2 clusters Score -54457.35 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 481 members Mstep: Class 2 contains 481 members Entering Unmasked Estep Score: -53656.492188 Penalty: 625.080322 Iteration 0F: 3 clusters Score -53656.49 nChanged 406 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 509 members Mstep: Class 2 contains 453 members Entering Unmasked Estep Score: -53903.656250 Penalty: 625.080322 Iteration 1F: 3 clusters Score -53903.66 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 522 members Mstep: Class 2 contains 440 members Entering Unmasked Estep Score: -53940.953125 Penalty: 625.080322 Iteration 2F: 3 clusters Score -53940.95 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 532 members Mstep: Class 2 contains 430 members Entering Unmasked Estep Score: -53962.550781 Penalty: 625.080322 Iteration 3Q: 3 clusters Score -53962.55 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 539 members Mstep: Class 2 contains 423 members Entering Unmasked Estep Score: -53974.222656 Penalty: 625.080322 Iteration 4Q: 3 clusters Score -53974.22 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 546 members Mstep: Class 2 contains 416 members Entering Unmasked Estep Score: -53984.738281 Penalty: 625.080322 Iteration 5Q: 3 clusters Score -53984.74 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 560 members Mstep: Class 2 contains 402 members Entering Unmasked Estep Score: -53996.406250 Penalty: 625.080322 Iteration 6Q: 3 clusters Score -53996.41 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 572 members Mstep: Class 2 contains 390 members Entering Unmasked Estep Score: -54004.406250 Penalty: 625.080322 Iteration 7Q: 3 clusters Score -54004.41 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 582 members Mstep: Class 2 contains 380 members Entering Unmasked Estep Score: -54010.292969 Penalty: 625.080322 Iteration 8Q: 3 clusters Score -54010.29 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 592 members Mstep: Class 2 contains 370 members Entering Unmasked Estep Score: -54015.882812 Penalty: 625.080322 Iteration 9Q: 3 clusters Score -54015.88 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 609 members Mstep: Class 2 contains 353 members Entering Unmasked Estep Score: -54025.617188 Penalty: 625.080322 Iteration 10Q: 3 clusters Score -54025.62 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 626 members Mstep: Class 2 contains 336 members Entering Unmasked Estep Score: -54035.605469 Penalty: 625.080322 Iteration 11Q: 3 clusters Score -54035.61 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 637 members Mstep: Class 2 contains 325 members Entering Unmasked Estep Score: -54041.671875 Penalty: 625.080322 Iteration 12Q: 3 clusters Score -54041.67 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 644 members Mstep: Class 2 contains 318 members Entering Unmasked Estep Score: -54046.902344 Penalty: 625.080322 Iteration 13Q: 3 clusters Score -54046.9 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 650 members Mstep: Class 2 contains 312 members Entering Unmasked Estep Score: -54055.472656 Penalty: 625.080322 Iteration 14Q: 3 clusters Score -54055.47 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 651 members Mstep: Class 2 contains 311 members Entering Unmasked Estep Score: -54066.667969 Penalty: 625.080322 Iteration 15Q: 3 clusters Score -54066.67 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 656 members Mstep: Class 2 contains 306 members Entering Unmasked Estep Score: -54074.652344 Penalty: 625.080322 Iteration 16Q: 3 clusters Score -54074.65 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 655 members Mstep: Class 2 contains 307 members Entering Unmasked Estep Score: -54080.300781 Penalty: 625.080322 Iteration 17Q: 3 clusters Score -54080.3 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 659 members Mstep: Class 2 contains 303 members Entering Unmasked Estep Score: -54086.425781 Penalty: 625.080322 Iteration 18Q: 3 clusters Score -54086.43 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 660 members Mstep: Class 2 contains 302 members Entering Unmasked Estep Score: -54093.656250 Penalty: 625.080322 Iteration 19Q: 3 clusters Score -54093.66 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 663 members Mstep: Class 2 contains 299 members Entering Unmasked Estep Score: -54100.828125 Penalty: 625.080322 Iteration 20F: 3 clusters Score -54100.83 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 668 members Mstep: Class 2 contains 294 members Entering Unmasked Estep Score: -54110.894531 Penalty: 625.080322 Iteration 21Q: 3 clusters Score -54110.89 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 674 members Mstep: Class 2 contains 288 members Entering Unmasked Estep Score: -54129.156250 Penalty: 625.080322 Iteration 22Q: 3 clusters Score -54129.16 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 686 members Mstep: Class 2 contains 276 members Entering Unmasked Estep Score: -54155.058594 Penalty: 625.080322 Iteration 23Q: 3 clusters Score -54155.06 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 686 members Mstep: Class 2 contains 276 members Entering Unmasked Estep Score: -54168.964844 Penalty: 625.080322 Iteration 24Q: 3 clusters Score -54168.96 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 688 members Mstep: Class 2 contains 274 members Entering Unmasked Estep Score: -54178.625000 Penalty: 625.080322 Iteration 25Q: 3 clusters Score -54178.62 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 678 members Mstep: Class 2 contains 284 members Entering Unmasked Estep Score: -54192.593750 Penalty: 625.080322 Iteration 26Q: 3 clusters Score -54192.59 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 666 members Mstep: Class 2 contains 296 members Entering Unmasked Estep Score: -54210.183594 Penalty: 625.080322 Iteration 27Q: 3 clusters Score -54210.18 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 649 members Mstep: Class 2 contains 313 members Entering Unmasked Estep Score: -54229.742188 Penalty: 625.080322 Iteration 28Q: 3 clusters Score -54229.74 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 638 members Mstep: Class 2 contains 324 members Entering Unmasked Estep Score: -54240.437500 Penalty: 625.080322 Iteration 29Q: 3 clusters Score -54240.44 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 624 members Mstep: Class 2 contains 338 members Entering Unmasked Estep Score: -54252.074219 Penalty: 625.080322 Iteration 30Q: 3 clusters Score -54252.07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 617 members Mstep: Class 2 contains 345 members Entering Unmasked Estep Score: -54255.261719 Penalty: 625.080322 Iteration 31Q: 3 clusters Score -54255.26 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 615 members Mstep: Class 2 contains 347 members Entering Unmasked Estep Score: -54255.906250 Penalty: 625.080322 Iteration 32Q: 3 clusters Score -54255.91 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 613 members Mstep: Class 2 contains 349 members Entering Unmasked Estep Score: -54256.390625 Penalty: 625.080322 Iteration 33Q: 3 clusters Score -54256.39 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 613 members Mstep: Class 2 contains 349 members Entering Unmasked Estep Score: -54256.390625 Penalty: 625.080322 Iteration 34F: 3 clusters Score -54256.39 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (9352 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9352 members Entering Unmasked Estep Score: -478015.281250 Penalty: 416.022247 Iteration 0F: 2 clusters Score -478015.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4639 members Mstep: Class 2 contains 4713 members Entering Unmasked Estep Score: -471806.687500 Penalty: 832.044495 Iteration 0F: 3 clusters Score -471806.7 nChanged 4368 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4281 members Mstep: Class 2 contains 5071 members Entering Unmasked Estep Score: -474408.500000 Penalty: 832.044495 Iteration 1F: 3 clusters Score -474408.5 nChanged 602 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4235 members Mstep: Class 2 contains 5117 members Entering Unmasked Estep Score: -474784.843750 Penalty: 832.044495 Iteration 2F: 3 clusters Score -474784.8 nChanged 620 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4257 members Mstep: Class 2 contains 5095 members Entering Unmasked Estep Score: -475198.687500 Penalty: 832.044495 Iteration 3F: 3 clusters Score -475198.7 nChanged 666 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4387 members Mstep: Class 2 contains 4965 members Entering Unmasked Estep Score: -475622.625000 Penalty: 832.044495 Iteration 4F: 3 clusters Score -475622.6 nChanged 609 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4538 members Mstep: Class 2 contains 4814 members Entering Unmasked Estep Score: -475954.437500 Penalty: 832.044495 Iteration 5F: 3 clusters Score -475954.4 nChanged 484 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4682 members Mstep: Class 2 contains 4670 members Entering Unmasked Estep Score: -476159.718750 Penalty: 832.044495 Iteration 6F: 3 clusters Score -476159.7 nChanged 360 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4776 members Mstep: Class 2 contains 4576 members Entering Unmasked Estep Score: -476287.781250 Penalty: 832.044495 Iteration 7Q: 3 clusters Score -476287.8 nChanged 287 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4869 members Mstep: Class 2 contains 4483 members Entering Unmasked Estep Score: -476392.375000 Penalty: 832.044495 Iteration 8Q: 3 clusters Score -476392.4 nChanged 268 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4971 members Mstep: Class 2 contains 4381 members Entering Unmasked Estep Score: -476497.375000 Penalty: 832.044495 Iteration 9Q: 3 clusters Score -476497.4 nChanged 278 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5093 members Mstep: Class 2 contains 4259 members Entering Unmasked Estep Score: -476613.718750 Penalty: 832.044495 Iteration 10Q: 3 clusters Score -476613.7 nChanged 261 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5236 members Mstep: Class 2 contains 4116 members Entering Unmasked Estep Score: -476721.218750 Penalty: 832.044495 Iteration 11Q: 3 clusters Score -476721.2 nChanged 210 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5380 members Mstep: Class 2 contains 3972 members Entering Unmasked Estep Score: -476823.531250 Penalty: 832.044495 Iteration 12Q: 3 clusters Score -476823.5 nChanged 219 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5551 members Mstep: Class 2 contains 3801 members Entering Unmasked Estep Score: -476941.281250 Penalty: 832.044495 Iteration 13Q: 3 clusters Score -476941.3 nChanged 211 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5734 members Mstep: Class 2 contains 3618 members Entering Unmasked Estep Score: -477051.093750 Penalty: 832.044495 Iteration 14Q: 3 clusters Score -477051.1 nChanged 188 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5916 members Mstep: Class 2 contains 3436 members Entering Unmasked Estep Score: -477152.125000 Penalty: 832.044495 Iteration 15Q: 3 clusters Score -477152.1 nChanged 190 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6104 members Mstep: Class 2 contains 3248 members Entering Unmasked Estep Score: -477250.656250 Penalty: 832.044495 Iteration 16Q: 3 clusters Score -477250.7 nChanged 174 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6278 members Mstep: Class 2 contains 3074 members Entering Unmasked Estep Score: -477332.687500 Penalty: 832.044495 Iteration 17Q: 3 clusters Score -477332.7 nChanged 175 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6453 members Mstep: Class 2 contains 2899 members Entering Unmasked Estep Score: -477410.062500 Penalty: 832.044495 Iteration 18Q: 3 clusters Score -477410.1 nChanged 169 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6622 members Mstep: Class 2 contains 2730 members Entering Unmasked Estep Score: -477475.812500 Penalty: 832.044495 Iteration 19Q: 3 clusters Score -477475.8 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6756 members Mstep: Class 2 contains 2596 members Entering Unmasked Estep Score: -477526.968750 Penalty: 832.044495 Iteration 20F: 3 clusters Score -477527 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6882 members Mstep: Class 2 contains 2470 members Entering Unmasked Estep Score: -477570.093750 Penalty: 832.044495 Iteration 21Q: 3 clusters Score -477570.1 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7010 members Mstep: Class 2 contains 2342 members Entering Unmasked Estep Score: -477615.343750 Penalty: 832.044495 Iteration 22Q: 3 clusters Score -477615.3 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7128 members Mstep: Class 2 contains 2224 members Entering Unmasked Estep Score: -477659.093750 Penalty: 832.044495 Iteration 23Q: 3 clusters Score -477659.1 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7247 members Mstep: Class 2 contains 2105 members Entering Unmasked Estep Score: -477703.125000 Penalty: 832.044495 Iteration 24Q: 3 clusters Score -477703.1 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7346 members Mstep: Class 2 contains 2006 members Entering Unmasked Estep Score: -477738.343750 Penalty: 832.044495 Iteration 25Q: 3 clusters Score -477738.3 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7439 members Mstep: Class 2 contains 1913 members Entering Unmasked Estep Score: -477765.875000 Penalty: 832.044495 Iteration 26Q: 3 clusters Score -477765.9 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7515 members Mstep: Class 2 contains 1837 members Entering Unmasked Estep Score: -477791.906250 Penalty: 832.044495 Iteration 27Q: 3 clusters Score -477791.9 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7593 members Mstep: Class 2 contains 1759 members Entering Unmasked Estep Score: -477818.562500 Penalty: 832.044495 Iteration 28Q: 3 clusters Score -477818.6 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7660 members Mstep: Class 2 contains 1692 members Entering Unmasked Estep Score: -477837.437500 Penalty: 832.044495 Iteration 29Q: 3 clusters Score -477837.4 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7720 members Mstep: Class 2 contains 1632 members Entering Unmasked Estep Score: -477855.937500 Penalty: 832.044495 Iteration 30Q: 3 clusters Score -477855.9 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7785 members Mstep: Class 2 contains 1567 members Entering Unmasked Estep Score: -477875.968750 Penalty: 832.044495 Iteration 31Q: 3 clusters Score -477876 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7854 members Mstep: Class 2 contains 1498 members Entering Unmasked Estep Score: -477893.937500 Penalty: 832.044495 Iteration 32Q: 3 clusters Score -477893.9 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7908 members Mstep: Class 2 contains 1444 members Entering Unmasked Estep Score: -477907.531250 Penalty: 832.044495 Iteration 33Q: 3 clusters Score -477907.5 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7957 members Mstep: Class 2 contains 1395 members Entering Unmasked Estep Score: -477921.687500 Penalty: 832.044495 Iteration 34Q: 3 clusters Score -477921.7 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8000 members Mstep: Class 2 contains 1352 members Entering Unmasked Estep Score: -477931.500000 Penalty: 832.044495 Iteration 35Q: 3 clusters Score -477931.5 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8040 members Mstep: Class 2 contains 1312 members Entering Unmasked Estep Score: -477940.406250 Penalty: 832.044495 Iteration 36Q: 3 clusters Score -477940.4 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8073 members Mstep: Class 2 contains 1279 members Entering Unmasked Estep Score: -477947.125000 Penalty: 832.044495 Iteration 37Q: 3 clusters Score -477947.1 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8101 members Mstep: Class 2 contains 1251 members Entering Unmasked Estep Score: -477951.937500 Penalty: 832.044495 Iteration 38Q: 3 clusters Score -477951.9 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8134 members Mstep: Class 2 contains 1218 members Entering Unmasked Estep Score: -477957.875000 Penalty: 832.044495 Iteration 39Q: 3 clusters Score -477957.9 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8172 members Mstep: Class 2 contains 1180 members Entering Unmasked Estep Score: -477964.281250 Penalty: 832.044495 Iteration 40F: 3 clusters Score -477964.3 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8199 members Mstep: Class 2 contains 1153 members Entering Unmasked Estep Score: -477970.500000 Penalty: 832.044495 Iteration 41Q: 3 clusters Score -477970.5 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8225 members Mstep: Class 2 contains 1127 members Entering Unmasked Estep Score: -477975.093750 Penalty: 832.044495 Iteration 42Q: 3 clusters Score -477975.1 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8236 members Mstep: Class 2 contains 1116 members Entering Unmasked Estep Score: -477975.437500 Penalty: 832.044495 Iteration 43Q: 3 clusters Score -477975.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8245 members Mstep: Class 2 contains 1107 members Entering Unmasked Estep Score: -477976.750000 Penalty: 832.044495 Iteration 44Q: 3 clusters Score -477976.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8253 members Mstep: Class 2 contains 1099 members Entering Unmasked Estep Score: -477978.031250 Penalty: 832.044495 Iteration 45Q: 3 clusters Score -477978 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8261 members Mstep: Class 2 contains 1091 members Entering Unmasked Estep Score: -477978.468750 Penalty: 832.044495 Iteration 46Q: 3 clusters Score -477978.5 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8272 members Mstep: Class 2 contains 1080 members Entering Unmasked Estep Score: -477981.125000 Penalty: 832.044495 Iteration 47Q: 3 clusters Score -477981.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8281 members Mstep: Class 2 contains 1071 members Entering Unmasked Estep Score: -477982.218750 Penalty: 832.044495 Iteration 48Q: 3 clusters Score -477982.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8289 members Mstep: Class 2 contains 1063 members Entering Unmasked Estep Score: -477984.656250 Penalty: 832.044495 Iteration 49Q: 3 clusters Score -477984.7 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8300 members Mstep: Class 2 contains 1052 members Entering Unmasked Estep Score: -477984.500000 Penalty: 832.044495 Iteration 50Q: 3 clusters Score -477984.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8306 members Mstep: Class 2 contains 1046 members Entering Unmasked Estep Score: -477985.218750 Penalty: 832.044495 Iteration 51Q: 3 clusters Score -477985.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8313 members Mstep: Class 2 contains 1039 members Entering Unmasked Estep Score: -477985.156250 Penalty: 832.044495 Iteration 52Q: 3 clusters Score -477985.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8323 members Mstep: Class 2 contains 1029 members Entering Unmasked Estep Score: -477987.843750 Penalty: 832.044495 Iteration 53Q: 3 clusters Score -477987.8 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8334 members Mstep: Class 2 contains 1018 members Entering Unmasked Estep Score: -477989.687500 Penalty: 832.044495 Iteration 54Q: 3 clusters Score -477989.7 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8345 members Mstep: Class 2 contains 1007 members Entering Unmasked Estep Score: -477989.687500 Penalty: 832.044495 Iteration 55Q: 3 clusters Score -477989.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8355 members Mstep: Class 2 contains 997 members Entering Unmasked Estep Score: -477990.281250 Penalty: 832.044495 Iteration 56Q: 3 clusters Score -477990.3 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8365 members Mstep: Class 2 contains 987 members Entering Unmasked Estep Score: -477992.250000 Penalty: 832.044495 Iteration 57Q: 3 clusters Score -477992.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8370 members Mstep: Class 2 contains 982 members Entering Unmasked Estep Score: -477992.937500 Penalty: 832.044495 Iteration 58Q: 3 clusters Score -477992.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8372 members Mstep: Class 2 contains 980 members Entering Unmasked Estep Score: -477992.750000 Penalty: 832.044495 Iteration 59Q: 3 clusters Score -477992.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8374 members Mstep: Class 2 contains 978 members Entering Unmasked Estep Score: -477992.593750 Penalty: 832.044495 Iteration 60F: 3 clusters Score -477992.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8375 members Mstep: Class 2 contains 977 members Entering Unmasked Estep Score: -477993.125000 Penalty: 832.044495 Iteration 61Q: 3 clusters Score -477993.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8375 members Mstep: Class 2 contains 977 members Entering Unmasked Estep Score: -477993.125000 Penalty: 832.044495 Iteration 62F: 3 clusters Score -477993.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (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: -67784.148438 Penalty: 323.980225 Iteration 0F: 2 clusters Score -67784.15 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 631 members Entering Unmasked Estep Score: -66827.382812 Penalty: 647.960449 Iteration 0F: 3 clusters Score -66827.38 nChanged 508 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 608 members Mstep: Class 2 contains 629 members Entering Unmasked Estep Score: -67113.273438 Penalty: 647.960449 Iteration 1F: 3 clusters Score -67113.27 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 603 members Mstep: Class 2 contains 634 members Entering Unmasked Estep Score: -67181.085938 Penalty: 647.960449 Iteration 2F: 3 clusters Score -67181.09 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 596 members Mstep: Class 2 contains 641 members Entering Unmasked Estep Score: -67228.867188 Penalty: 647.960449 Iteration 3F: 3 clusters Score -67228.87 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 579 members Mstep: Class 2 contains 658 members Entering Unmasked Estep Score: -67264.617188 Penalty: 647.960449 Iteration 4Q: 3 clusters Score -67264.62 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 567 members Mstep: Class 2 contains 670 members Entering Unmasked Estep Score: -67288.695312 Penalty: 647.960449 Iteration 5Q: 3 clusters Score -67288.7 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 556 members Mstep: Class 2 contains 681 members Entering Unmasked Estep Score: -67306.382812 Penalty: 647.960449 Iteration 6Q: 3 clusters Score -67306.38 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 545 members Mstep: Class 2 contains 692 members Entering Unmasked Estep Score: -67318.085938 Penalty: 647.960449 Iteration 7Q: 3 clusters Score -67318.09 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 532 members Mstep: Class 2 contains 705 members Entering Unmasked Estep Score: -67330.453125 Penalty: 647.960449 Iteration 8Q: 3 clusters Score -67330.45 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 519 members Mstep: Class 2 contains 718 members Entering Unmasked Estep Score: -67339.492188 Penalty: 647.960449 Iteration 9Q: 3 clusters Score -67339.49 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 501 members Mstep: Class 2 contains 736 members Entering Unmasked Estep Score: -67347.726562 Penalty: 647.960449 Iteration 10Q: 3 clusters Score -67347.73 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 484 members Mstep: Class 2 contains 753 members Entering Unmasked Estep Score: -67354.187500 Penalty: 647.960449 Iteration 11Q: 3 clusters Score -67354.19 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 467 members Mstep: Class 2 contains 770 members Entering Unmasked Estep Score: -67360.445312 Penalty: 647.960449 Iteration 12Q: 3 clusters Score -67360.45 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 448 members Mstep: Class 2 contains 789 members Entering Unmasked Estep Score: -67369.812500 Penalty: 647.960449 Iteration 13Q: 3 clusters Score -67369.81 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 429 members Mstep: Class 2 contains 808 members Entering Unmasked Estep Score: -67381.171875 Penalty: 647.960449 Iteration 14Q: 3 clusters Score -67381.17 nChanged 22 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: -67397.601562 Penalty: 647.960449 Iteration 15Q: 3 clusters Score -67397.6 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 386 members Mstep: Class 2 contains 851 members Entering Unmasked Estep Score: -67413.015625 Penalty: 647.960449 Iteration 16Q: 3 clusters Score -67413.02 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 361 members Mstep: Class 2 contains 876 members Entering Unmasked Estep Score: -67431.289062 Penalty: 647.960449 Iteration 17Q: 3 clusters Score -67431.29 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 334 members Mstep: Class 2 contains 903 members Entering Unmasked Estep Score: -67454.679688 Penalty: 647.960449 Iteration 18Q: 3 clusters Score -67454.68 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 316 members Mstep: Class 2 contains 921 members Entering Unmasked Estep Score: -67468.554688 Penalty: 647.960449 Iteration 19Q: 3 clusters Score -67468.55 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 293 members Mstep: Class 2 contains 944 members Entering Unmasked Estep Score: -67486.476562 Penalty: 647.960449 Iteration 20F: 3 clusters Score -67486.48 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 278 members Mstep: Class 2 contains 959 members Entering Unmasked Estep Score: -67496.164062 Penalty: 647.960449 Iteration 21Q: 3 clusters Score -67496.16 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 261 members Mstep: Class 2 contains 976 members Entering Unmasked Estep Score: -67505.671875 Penalty: 647.960449 Iteration 22Q: 3 clusters Score -67505.67 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 245 members Mstep: Class 2 contains 992 members Entering Unmasked Estep Score: -67514.703125 Penalty: 647.960449 Iteration 23Q: 3 clusters Score -67514.7 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 231 members Mstep: Class 2 contains 1006 members Entering Unmasked Estep Score: -67521.679688 Penalty: 647.960449 Iteration 24Q: 3 clusters Score -67521.68 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 222 members Mstep: Class 2 contains 1015 members Entering Unmasked Estep Score: -67527.335938 Penalty: 647.960449 Iteration 25Q: 3 clusters Score -67527.34 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 218 members Mstep: Class 2 contains 1019 members Entering Unmasked Estep Score: -67529.726562 Penalty: 647.960449 Iteration 26Q: 3 clusters Score -67529.73 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 215 members Mstep: Class 2 contains 1022 members Entering Unmasked Estep Score: -67531.328125 Penalty: 647.960449 Iteration 27Q: 3 clusters Score -67531.33 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 212 members Mstep: Class 2 contains 1025 members Entering Unmasked Estep Score: -67532.867188 Penalty: 647.960449 Iteration 28Q: 3 clusters Score -67532.87 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 211 members Mstep: Class 2 contains 1026 members Entering Unmasked Estep Score: -67533.906250 Penalty: 647.960449 Iteration 29Q: 3 clusters Score -67533.91 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 210 members Mstep: Class 2 contains 1027 members Entering Unmasked Estep Score: -67534.000000 Penalty: 647.960449 Iteration 30Q: 3 clusters Score -67534 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 209 members Mstep: Class 2 contains 1028 members Entering Unmasked Estep Score: -67534.492188 Penalty: 647.960449 Iteration 31Q: 3 clusters Score -67534.49 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 207 members Mstep: Class 2 contains 1030 members Entering Unmasked Estep Score: -67535.757812 Penalty: 647.960449 Iteration 32Q: 3 clusters Score -67535.76 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 205 members Mstep: Class 2 contains 1032 members Entering Unmasked Estep Score: -67538.171875 Penalty: 647.960449 Iteration 33Q: 3 clusters Score -67538.17 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 205 members Mstep: Class 2 contains 1032 members Entering Unmasked Estep Score: -67538.171875 Penalty: 647.960449 Iteration 34F: 3 clusters Score -67538.17 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (9402 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9402 members Entering Unmasked Estep Score: -499310.781250 Penalty: 416.264832 Iteration 0F: 2 clusters Score -499310.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4673 members Mstep: Class 2 contains 4729 members Entering Unmasked Estep Score: -493018.593750 Penalty: 832.529663 Iteration 0F: 3 clusters Score -493018.6 nChanged 4370 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3999 members Mstep: Class 2 contains 5403 members Entering Unmasked Estep Score: -495710.968750 Penalty: 832.529663 Iteration 1F: 3 clusters Score -495711 nChanged 748 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3575 members Mstep: Class 2 contains 5827 members Entering Unmasked Estep Score: -496214.375000 Penalty: 832.529663 Iteration 2F: 3 clusters Score -496214.4 nChanged 708 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3155 members Mstep: Class 2 contains 6247 members Entering Unmasked Estep Score: -496801.281250 Penalty: 832.529663 Iteration 3F: 3 clusters Score -496801.3 nChanged 655 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2820 members Mstep: Class 2 contains 6582 members Entering Unmasked Estep Score: -497403.156250 Penalty: 832.529663 Iteration 4F: 3 clusters Score -497403.2 nChanged 561 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2585 members Mstep: Class 2 contains 6817 members Entering Unmasked Estep Score: -497892.812500 Penalty: 832.529663 Iteration 5F: 3 clusters Score -497892.8 nChanged 447 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2394 members Mstep: Class 2 contains 7008 members Entering Unmasked Estep Score: -498286.343750 Penalty: 832.529663 Iteration 6Q: 3 clusters Score -498286.3 nChanged 339 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2287 members Mstep: Class 2 contains 7115 members Entering Unmasked Estep Score: -498538.781250 Penalty: 832.529663 Iteration 7Q: 3 clusters Score -498538.8 nChanged 229 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2220 members Mstep: Class 2 contains 7182 members Entering Unmasked Estep Score: -498712.500000 Penalty: 832.529663 Iteration 8Q: 3 clusters Score -498712.5 nChanged 178 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2168 members Mstep: Class 2 contains 7234 members Entering Unmasked Estep Score: -498843.937500 Penalty: 832.529663 Iteration 9Q: 3 clusters Score -498843.9 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2113 members Mstep: Class 2 contains 7289 members Entering Unmasked Estep Score: -498948.000000 Penalty: 832.529663 Iteration 10Q: 3 clusters Score -498948 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2085 members Mstep: Class 2 contains 7317 members Entering Unmasked Estep Score: -499033.656250 Penalty: 832.529663 Iteration 11Q: 3 clusters Score -499033.7 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2072 members Mstep: Class 2 contains 7330 members Entering Unmasked Estep Score: -499090.750000 Penalty: 832.529663 Iteration 12Q: 3 clusters Score -499090.8 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2067 members Mstep: Class 2 contains 7335 members Entering Unmasked Estep Score: -499125.218750 Penalty: 832.529663 Iteration 13Q: 3 clusters Score -499125.2 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2058 members Mstep: Class 2 contains 7344 members Entering Unmasked Estep Score: -499147.812500 Penalty: 832.529663 Iteration 14Q: 3 clusters Score -499147.8 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2042 members Mstep: Class 2 contains 7360 members Entering Unmasked Estep Score: -499163.625000 Penalty: 832.529663 Iteration 15Q: 3 clusters Score -499163.6 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2023 members Mstep: Class 2 contains 7379 members Entering Unmasked Estep Score: -499180.218750 Penalty: 832.529663 Iteration 16Q: 3 clusters Score -499180.2 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2008 members Mstep: Class 2 contains 7394 members Entering Unmasked Estep Score: -499194.562500 Penalty: 832.529663 Iteration 17Q: 3 clusters Score -499194.6 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2007 members Mstep: Class 2 contains 7395 members Entering Unmasked Estep Score: -499205.531250 Penalty: 832.529663 Iteration 18Q: 3 clusters Score -499205.5 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2008 members Mstep: Class 2 contains 7394 members Entering Unmasked Estep Score: -499210.687500 Penalty: 832.529663 Iteration 19Q: 3 clusters Score -499210.7 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2005 members Mstep: Class 2 contains 7397 members Entering Unmasked Estep Score: -499211.781250 Penalty: 832.529663 Iteration 20F: 3 clusters Score -499211.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2000 members Mstep: Class 2 contains 7402 members Entering Unmasked Estep Score: -499211.875000 Penalty: 832.529663 Iteration 21Q: 3 clusters Score -499211.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1996 members Mstep: Class 2 contains 7406 members Entering Unmasked Estep Score: -499213.031250 Penalty: 832.529663 Iteration 22Q: 3 clusters Score -499213 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1987 members Mstep: Class 2 contains 7415 members Entering Unmasked Estep Score: -499214.375000 Penalty: 832.529663 Iteration 23Q: 3 clusters Score -499214.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1988 members Mstep: Class 2 contains 7414 members Entering Unmasked Estep Score: -499214.875000 Penalty: 832.529663 Iteration 24Q: 3 clusters Score -499214.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1989 members Mstep: Class 2 contains 7413 members Entering Unmasked Estep Score: -499215.093750 Penalty: 832.529663 Iteration 25Q: 3 clusters Score -499215.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1989 members Mstep: Class 2 contains 7413 members Entering Unmasked Estep Score: -499215.093750 Penalty: 832.529663 Iteration 26F: 3 clusters Score -499215.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 21 (66579 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66579 members Entering Unmasked Estep Score: -3789887.500000 Penalty: 505.329590 Iteration 0F: 2 clusters Score -3789888 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33406 members Mstep: Class 2 contains 33173 members Entering Unmasked Estep Score: -3745236.500000 Penalty: 1010.659180 Iteration 0F: 3 clusters Score -3745236 nChanged 32438 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35476 members Mstep: Class 2 contains 31103 members Entering Unmasked Estep Score: -3765965.250000 Penalty: 1010.659180 Iteration 1F: 3 clusters Score -3765965 nChanged 3849 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36353 members Mstep: Class 2 contains 30226 members Entering Unmasked Estep Score: -3768292.250000 Penalty: 1010.659180 Iteration 2F: 3 clusters Score -3768292 nChanged 4542 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37549 members Mstep: Class 2 contains 29030 members Entering Unmasked Estep Score: -3771827.750000 Penalty: 1010.659180 Iteration 3F: 3 clusters Score -3771828 nChanged 4887 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38830 members Mstep: Class 2 contains 27749 members Entering Unmasked Estep Score: -3775907.750000 Penalty: 1010.659180 Iteration 4F: 3 clusters Score -3775908 nChanged 4213 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39967 members Mstep: Class 2 contains 26612 members Entering Unmasked Estep Score: -3778638.500000 Penalty: 1010.659180 Iteration 5F: 3 clusters Score -3778638 nChanged 2926 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40985 members Mstep: Class 2 contains 25594 members Entering Unmasked Estep Score: -3780043.000000 Penalty: 1010.659180 Iteration 6Q: 3 clusters Score -3780043 nChanged 1966 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41903 members Mstep: Class 2 contains 24676 members Entering Unmasked Estep Score: -3780825.750000 Penalty: 1010.659180 Iteration 7Q: 3 clusters Score -3780826 nChanged 1529 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42784 members Mstep: Class 2 contains 23795 members Entering Unmasked Estep Score: -3781496.500000 Penalty: 1010.659180 Iteration 8Q: 3 clusters Score -3781496 nChanged 1487 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43713 members Mstep: Class 2 contains 22866 members Entering Unmasked Estep Score: -3782207.500000 Penalty: 1010.659180 Iteration 9Q: 3 clusters Score -3782208 nChanged 1395 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44574 members Mstep: Class 2 contains 22005 members Entering Unmasked Estep Score: -3782814.750000 Penalty: 1010.659180 Iteration 10Q: 3 clusters Score -3782815 nChanged 1322 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45408 members Mstep: Class 2 contains 21171 members Entering Unmasked Estep Score: -3783344.250000 Penalty: 1010.659180 Iteration 11Q: 3 clusters Score -3783344 nChanged 1211 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46257 members Mstep: Class 2 contains 20322 members Entering Unmasked Estep Score: -3783848.250000 Penalty: 1010.659180 Iteration 12Q: 3 clusters Score -3783848 nChanged 1123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47074 members Mstep: Class 2 contains 19505 members Entering Unmasked Estep Score: -3784240.250000 Penalty: 1010.659180 Iteration 13Q: 3 clusters Score -3784240 nChanged 1017 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47805 members Mstep: Class 2 contains 18774 members Entering Unmasked Estep Score: -3784542.500000 Penalty: 1010.659180 Iteration 14Q: 3 clusters Score -3784542 nChanged 892 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48523 members Mstep: Class 2 contains 18056 members Entering Unmasked Estep Score: -3784824.500000 Penalty: 1010.659180 Iteration 15Q: 3 clusters Score -3784824 nChanged 818 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49239 members Mstep: Class 2 contains 17340 members Entering Unmasked Estep Score: -3785052.000000 Penalty: 1010.659180 Iteration 16Q: 3 clusters Score -3785052 nChanged 745 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49938 members Mstep: Class 2 contains 16641 members Entering Unmasked Estep Score: -3785240.750000 Penalty: 1010.659180 Iteration 17Q: 3 clusters Score -3785241 nChanged 740 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50658 members Mstep: Class 2 contains 15921 members Entering Unmasked Estep Score: -3785444.000000 Penalty: 1010.659180 Iteration 18Q: 3 clusters Score -3785444 nChanged 670 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51318 members Mstep: Class 2 contains 15261 members Entering Unmasked Estep Score: -3785595.250000 Penalty: 1010.659180 Iteration 19Q: 3 clusters Score -3785595 nChanged 648 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51958 members Mstep: Class 2 contains 14621 members Entering Unmasked Estep Score: -3785732.750000 Penalty: 1010.659180 Iteration 20F: 3 clusters Score -3785733 nChanged 609 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52561 members Mstep: Class 2 contains 14018 members Entering Unmasked Estep Score: -3785854.000000 Penalty: 1010.659180 Iteration 21Q: 3 clusters Score -3785854 nChanged 586 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53143 members Mstep: Class 2 contains 13436 members Entering Unmasked Estep Score: -3785945.000000 Penalty: 1010.659180 Iteration 22Q: 3 clusters Score -3785945 nChanged 601 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53744 members Mstep: Class 2 contains 12835 members Entering Unmasked Estep Score: -3786065.750000 Penalty: 1010.659180 Iteration 23Q: 3 clusters Score -3786066 nChanged 623 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54367 members Mstep: Class 2 contains 12212 members Entering Unmasked Estep Score: -3786188.250000 Penalty: 1010.659180 Iteration 24Q: 3 clusters Score -3786188 nChanged 570 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54937 members Mstep: Class 2 contains 11642 members Entering Unmasked Estep Score: -3786316.500000 Penalty: 1010.659180 Iteration 25Q: 3 clusters Score -3786316 nChanged 557 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55494 members Mstep: Class 2 contains 11085 members Entering Unmasked Estep Score: -3786404.750000 Penalty: 1010.659180 Iteration 26Q: 3 clusters Score -3786405 nChanged 570 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56064 members Mstep: Class 2 contains 10515 members Entering Unmasked Estep Score: -3786533.500000 Penalty: 1010.659180 Iteration 27Q: 3 clusters Score -3786534 nChanged 565 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56629 members Mstep: Class 2 contains 9950 members Entering Unmasked Estep Score: -3786629.500000 Penalty: 1010.659180 Iteration 28Q: 3 clusters Score -3786630 nChanged 557 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57186 members Mstep: Class 2 contains 9393 members Entering Unmasked Estep Score: -3786737.750000 Penalty: 1010.659180 Iteration 29Q: 3 clusters Score -3786738 nChanged 553 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57739 members Mstep: Class 2 contains 8840 members Entering Unmasked Estep Score: -3786855.750000 Penalty: 1010.659180 Iteration 30Q: 3 clusters Score -3786856 nChanged 539 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58278 members Mstep: Class 2 contains 8301 members Entering Unmasked Estep Score: -3786970.250000 Penalty: 1010.659180 Iteration 31Q: 3 clusters Score -3786970 nChanged 548 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58826 members Mstep: Class 2 contains 7753 members Entering Unmasked Estep Score: -3787082.500000 Penalty: 1010.659180 Iteration 32Q: 3 clusters Score -3787082 nChanged 545 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59371 members Mstep: Class 2 contains 7208 members Entering Unmasked Estep Score: -3787186.250000 Penalty: 1010.659180 Iteration 33Q: 3 clusters Score -3787186 nChanged 588 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59959 members Mstep: Class 2 contains 6620 members Entering Unmasked Estep Score: -3787344.500000 Penalty: 1010.659180 Iteration 34Q: 3 clusters Score -3787344 nChanged 565 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60524 members Mstep: Class 2 contains 6055 members Entering Unmasked Estep Score: -3787498.000000 Penalty: 1010.659180 Iteration 35Q: 3 clusters Score -3787498 nChanged 547 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61071 members Mstep: Class 2 contains 5508 members Entering Unmasked Estep Score: -3787663.750000 Penalty: 1010.659180 Iteration 36Q: 3 clusters Score -3787664 nChanged 549 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61620 members Mstep: Class 2 contains 4959 members Entering Unmasked Estep Score: -3787827.500000 Penalty: 1010.659180 Iteration 37Q: 3 clusters Score -3787828 nChanged 550 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62170 members Mstep: Class 2 contains 4409 members Entering Unmasked Estep Score: -3787980.750000 Penalty: 1010.659180 Iteration 38Q: 3 clusters Score -3787981 nChanged 537 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62707 members Mstep: Class 2 contains 3872 members Entering Unmasked Estep Score: -3788155.000000 Penalty: 1010.659180 Iteration 39Q: 3 clusters Score -3788155 nChanged 518 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63225 members Mstep: Class 2 contains 3354 members Entering Unmasked Estep Score: -3788325.500000 Penalty: 1010.659180 Iteration 40F: 3 clusters Score -3788326 nChanged 472 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63697 members Mstep: Class 2 contains 2882 members Entering Unmasked Estep Score: -3788479.250000 Penalty: 1010.659180 Iteration 41Q: 3 clusters Score -3788479 nChanged 442 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64137 members Mstep: Class 2 contains 2442 members Entering Unmasked Estep Score: -3788631.750000 Penalty: 1010.659180 Iteration 42Q: 3 clusters Score -3788632 nChanged 377 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64512 members Mstep: Class 2 contains 2067 members Entering Unmasked Estep Score: -3788762.500000 Penalty: 1010.659180 Iteration 43Q: 3 clusters Score -3788762 nChanged 324 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64836 members Mstep: Class 2 contains 1743 members Entering Unmasked Estep Score: -3788857.750000 Penalty: 1010.659180 Iteration 44Q: 3 clusters Score -3788858 nChanged 277 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65113 members Mstep: Class 2 contains 1466 members Entering Unmasked Estep Score: -3788962.750000 Penalty: 1010.659180 Iteration 45Q: 3 clusters Score -3788963 nChanged 235 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65346 members Mstep: Class 2 contains 1233 members Entering Unmasked Estep Score: -3789036.000000 Penalty: 1010.659180 Iteration 46Q: 3 clusters Score -3789036 nChanged 197 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65541 members Mstep: Class 2 contains 1038 members Entering Unmasked Estep Score: -3789112.250000 Penalty: 1010.659180 Iteration 47Q: 3 clusters Score -3789112 nChanged 160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65699 members Mstep: Class 2 contains 880 members Entering Unmasked Estep Score: -3789172.750000 Penalty: 1010.659180 Iteration 48Q: 3 clusters Score -3789173 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65827 members Mstep: Class 2 contains 752 members Entering Unmasked Estep Score: -3789218.750000 Penalty: 1010.659180 Iteration 49Q: 3 clusters Score -3789219 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65929 members Mstep: Class 2 contains 650 members Entering Unmasked Estep Score: -3789248.000000 Penalty: 1010.659180 Iteration 50Q: 3 clusters Score -3789248 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66009 members Mstep: Class 2 contains 570 members Entering Unmasked Estep Score: -3789283.000000 Penalty: 1010.659180 Iteration 51Q: 3 clusters Score -3789283 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66068 members Mstep: Class 2 contains 511 members Entering Unmasked Estep Score: -3789307.500000 Penalty: 1010.659180 Iteration 52Q: 3 clusters Score -3789308 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66118 members Mstep: Class 2 contains 461 members Entering Unmasked Estep Score: -3789331.500000 Penalty: 1010.659180 Iteration 53Q: 3 clusters Score -3789332 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66161 members Mstep: Class 2 contains 418 members Entering Unmasked Estep Score: -3789351.500000 Penalty: 1010.659180 Iteration 54Q: 3 clusters Score -3789352 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66192 members Mstep: Class 2 contains 387 members Entering Unmasked Estep Score: -3789366.750000 Penalty: 1010.659180 Iteration 55Q: 3 clusters Score -3789367 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66227 members Mstep: Class 2 contains 352 members Entering Unmasked Estep Score: -3789385.250000 Penalty: 1010.659180 Iteration 56Q: 3 clusters Score -3789385 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66255 members Mstep: Class 2 contains 324 members Entering Unmasked Estep Score: -3789405.000000 Penalty: 1010.659180 Iteration 57Q: 3 clusters Score -3789405 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66281 members Mstep: Class 2 contains 298 members Entering Unmasked Estep Score: -3789424.500000 Penalty: 1010.659180 Iteration 58Q: 3 clusters Score -3789424 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66304 members Mstep: Class 2 contains 275 members Entering Unmasked Estep Score: -3789434.750000 Penalty: 1010.659180 Iteration 59Q: 3 clusters Score -3789435 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66319 members Mstep: Class 2 contains 260 members Entering Unmasked Estep Score: -3789439.000000 Penalty: 1010.659180 Iteration 60F: 3 clusters Score -3789439 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66329 members Mstep: Class 2 contains 250 members Entering Unmasked Estep Score: -3789443.500000 Penalty: 1010.659180 Iteration 61Q: 3 clusters Score -3789444 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66340 members Mstep: Class 2 contains 239 members Entering Unmasked Estep Score: -3789441.750000 Penalty: 1010.659180 Iteration 62Q: 3 clusters Score -3789442 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66351 members Mstep: Class 2 contains 228 members Entering Unmasked Estep Score: -3789447.250000 Penalty: 1010.659180 Iteration 63Q: 3 clusters Score -3789447 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66361 members Mstep: Class 2 contains 218 members Entering Unmasked Estep Score: -3789446.000000 Penalty: 1010.659180 Iteration 64Q: 3 clusters Score -3789446 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66373 members Mstep: Class 2 contains 206 members Entering Unmasked Estep Score: -3789458.250000 Penalty: 1010.659180 Iteration 65Q: 3 clusters Score -3789458 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66383 members Mstep: Class 2 contains 196 members Entering Unmasked Estep Score: -3789464.250000 Penalty: 1010.659180 Iteration 66Q: 3 clusters Score -3789464 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66392 members Mstep: Class 2 contains 187 members Entering Unmasked Estep Score: -3789467.750000 Penalty: 1010.659180 Iteration 67Q: 3 clusters Score -3789468 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66400 members Mstep: Class 2 contains 179 members Entering Unmasked Estep Score: -3789475.250000 Penalty: 1010.659180 Iteration 68Q: 3 clusters Score -3789475 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66409 members Mstep: Class 2 contains 170 members Entering Unmasked Estep Score: -3789481.500000 Penalty: 1010.659180 Iteration 69Q: 3 clusters Score -3789482 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66415 members Mstep: Class 2 contains 164 members Entering Unmasked Estep Score: -3789491.000000 Penalty: 1010.659180 Iteration 70Q: 3 clusters Score -3789491 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66418 members Mstep: Class 2 contains 161 members Entering Unmasked Estep Score: -3789493.000000 Penalty: 1010.659180 Iteration 71Q: 3 clusters Score -3789493 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66421 members Mstep: Class 2 contains 158 members Entering Unmasked Estep Score: -3789496.000000 Penalty: 1010.659180 Iteration 72Q: 3 clusters Score -3789496 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66424 members Mstep: Class 2 contains 155 members Entering Unmasked Estep Score: -3789496.250000 Penalty: 1010.659180 Iteration 73Q: 3 clusters Score -3789496 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66428 members Mstep: Class 2 contains 151 members Entering Unmasked Estep Score: -3789497.250000 Penalty: 1010.659180 Iteration 74Q: 3 clusters Score -3789497 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66427 members Mstep: Class 2 contains 152 members Entering Unmasked Estep Score: -3789497.750000 Penalty: 1010.659180 Iteration 75Q: 3 clusters Score -3789498 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66427 members Mstep: Class 2 contains 152 members Entering Unmasked Estep Score: -3789497.750000 Penalty: 1010.659180 Iteration 76F: 3 clusters Score -3789498 nChanged 0 Entering ConstructFrom: Trying to split cluster 22 (1182 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1182 members Entering Unmasked Estep Score: -61987.433594 Penalty: 321.910828 Iteration 0F: 2 clusters Score -61987.43 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 571 members Mstep: Class 2 contains 611 members Entering Unmasked Estep Score: -61073.234375 Penalty: 643.821655 Iteration 0F: 3 clusters Score -61073.23 nChanged 471 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 516 members Mstep: Class 2 contains 666 members Entering Unmasked Estep Score: -61336.640625 Penalty: 643.821655 Iteration 1F: 3 clusters Score -61336.64 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 487 members Mstep: Class 2 contains 695 members Entering Unmasked Estep Score: -61388.093750 Penalty: 643.821655 Iteration 2F: 3 clusters Score -61388.09 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 450 members Mstep: Class 2 contains 732 members Entering Unmasked Estep Score: -61430.148438 Penalty: 643.821655 Iteration 3F: 3 clusters Score -61430.15 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 421 members Mstep: Class 2 contains 761 members Entering Unmasked Estep Score: -61455.488281 Penalty: 643.821655 Iteration 4Q: 3 clusters Score -61455.49 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 402 members Mstep: Class 2 contains 780 members Entering Unmasked Estep Score: -61471.687500 Penalty: 643.821655 Iteration 5Q: 3 clusters Score -61471.69 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 385 members Mstep: Class 2 contains 797 members Entering Unmasked Estep Score: -61488.355469 Penalty: 643.821655 Iteration 6Q: 3 clusters Score -61488.36 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 374 members Mstep: Class 2 contains 808 members Entering Unmasked Estep Score: -61499.902344 Penalty: 643.821655 Iteration 7Q: 3 clusters Score -61499.9 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 358 members Mstep: Class 2 contains 824 members Entering Unmasked Estep Score: -61513.203125 Penalty: 643.821655 Iteration 8Q: 3 clusters Score -61513.2 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 337 members Mstep: Class 2 contains 845 members Entering Unmasked Estep Score: -61528.179688 Penalty: 643.821655 Iteration 9Q: 3 clusters Score -61528.18 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 316 members Mstep: Class 2 contains 866 members Entering Unmasked Estep Score: -61544.156250 Penalty: 643.821655 Iteration 10Q: 3 clusters Score -61544.16 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 298 members Mstep: Class 2 contains 884 members Entering Unmasked Estep Score: -61554.707031 Penalty: 643.821655 Iteration 11Q: 3 clusters Score -61554.71 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 286 members Mstep: Class 2 contains 896 members Entering Unmasked Estep Score: -61563.164062 Penalty: 643.821655 Iteration 12Q: 3 clusters Score -61563.16 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 270 members Mstep: Class 2 contains 912 members Entering Unmasked Estep Score: -61572.328125 Penalty: 643.821655 Iteration 13Q: 3 clusters Score -61572.33 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 252 members Mstep: Class 2 contains 930 members Entering Unmasked Estep Score: -61582.843750 Penalty: 643.821655 Iteration 14Q: 3 clusters Score -61582.84 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 236 members Mstep: Class 2 contains 946 members Entering Unmasked Estep Score: -61590.773438 Penalty: 643.821655 Iteration 15Q: 3 clusters Score -61590.77 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 222 members Mstep: Class 2 contains 960 members Entering Unmasked Estep Score: -61597.968750 Penalty: 643.821655 Iteration 16Q: 3 clusters Score -61597.97 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 210 members Mstep: Class 2 contains 972 members Entering Unmasked Estep Score: -61610.539062 Penalty: 643.821655 Iteration 17Q: 3 clusters Score -61610.54 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 199 members Mstep: Class 2 contains 983 members Entering Unmasked Estep Score: -61619.777344 Penalty: 643.821655 Iteration 18Q: 3 clusters Score -61619.78 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 192 members Mstep: Class 2 contains 990 members Entering Unmasked Estep Score: -61626.933594 Penalty: 643.821655 Iteration 19Q: 3 clusters Score -61626.93 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 187 members Mstep: Class 2 contains 995 members Entering Unmasked Estep Score: -61636.394531 Penalty: 643.821655 Iteration 20F: 3 clusters Score -61636.39 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 174 members Mstep: Class 2 contains 1008 members Entering Unmasked Estep Score: -61648.121094 Penalty: 643.821655 Iteration 21Q: 3 clusters Score -61648.12 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 166 members Mstep: Class 2 contains 1016 members Entering Unmasked Estep Score: -61658.777344 Penalty: 643.821655 Iteration 22Q: 3 clusters Score -61658.78 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 155 members Mstep: Class 2 contains 1027 members Entering Unmasked Estep Score: -61671.605469 Penalty: 643.821655 Iteration 23Q: 3 clusters Score -61671.61 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 151 members Mstep: Class 2 contains 1031 members Entering Unmasked Estep Score: -61676.238281 Penalty: 643.821655 Iteration 24Q: 3 clusters Score -61676.24 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 146 members Mstep: Class 2 contains 1036 members Entering Unmasked Estep Score: -61680.804688 Penalty: 643.821655 Iteration 25Q: 3 clusters Score -61680.8 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 135 members Mstep: Class 2 contains 1047 members Entering Unmasked Estep Score: -61690.546875 Penalty: 643.821655 Iteration 26Q: 3 clusters Score -61690.55 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 128 members Mstep: Class 2 contains 1054 members Entering Unmasked Estep Score: -61695.742188 Penalty: 643.821655 Iteration 27Q: 3 clusters Score -61695.74 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 126 members Mstep: Class 2 contains 1056 members Entering Unmasked Estep Score: -61699.296875 Penalty: 643.821655 Iteration 28Q: 3 clusters Score -61699.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 121 members Mstep: Class 2 contains 1061 members Entering Unmasked Estep Score: -61703.242188 Penalty: 643.821655 Iteration 29Q: 3 clusters Score -61703.24 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 117 members Mstep: Class 2 contains 1065 members Entering Unmasked Estep Score: -61706.136719 Penalty: 643.821655 Iteration 30Q: 3 clusters Score -61706.14 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 117 members Mstep: Class 2 contains 1065 members Entering Unmasked Estep Score: -61706.136719 Penalty: 643.821655 Iteration 31F: 3 clusters Score -61706.14 nChanged 0 Entering ConstructFrom: Trying to split cluster 23 (40427 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40427 members Entering Unmasked Estep Score: -2294437.000000 Penalty: 482.630005 Iteration 0F: 2 clusters Score -2294437 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20103 members Mstep: Class 2 contains 20324 members Entering Unmasked Estep Score: -2267572.000000 Penalty: 965.260010 Iteration 0F: 3 clusters Score -2267572 nChanged 19445 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17192 members Mstep: Class 2 contains 23235 members Entering Unmasked Estep Score: -2279738.750000 Penalty: 965.260010 Iteration 1F: 3 clusters Score -2279739 nChanged 2351 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15269 members Mstep: Class 2 contains 25158 members Entering Unmasked Estep Score: -2280897.250000 Penalty: 965.260010 Iteration 2F: 3 clusters Score -2280897 nChanged 2867 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12650 members Mstep: Class 2 contains 27777 members Entering Unmasked Estep Score: -2282685.250000 Penalty: 965.260010 Iteration 3F: 3 clusters Score -2282685 nChanged 3195 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9587 members Mstep: Class 2 contains 30840 members Entering Unmasked Estep Score: -2285157.000000 Penalty: 965.260010 Iteration 4F: 3 clusters Score -2285157 nChanged 3343 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6270 members Mstep: Class 2 contains 34157 members Entering Unmasked Estep Score: -2288217.000000 Penalty: 965.260010 Iteration 5F: 3 clusters Score -2288217 nChanged 2859 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3421 members Mstep: Class 2 contains 37006 members Entering Unmasked Estep Score: -2291079.750000 Penalty: 965.260010 Iteration 6F: 3 clusters Score -2291080 nChanged 1851 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1574 members Mstep: Class 2 contains 38853 members Entering Unmasked Estep Score: -2292835.250000 Penalty: 965.260010 Iteration 7Q: 3 clusters Score -2292835 nChanged 860 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 714 members Mstep: Class 2 contains 39713 members Entering Unmasked Estep Score: -2293586.000000 Penalty: 965.260010 Iteration 8Q: 3 clusters Score -2293586 nChanged 361 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 353 members Mstep: Class 2 contains 40074 members Entering Unmasked Estep Score: -2293861.000000 Penalty: 965.260010 Iteration 9Q: 3 clusters Score -2293861 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 222 members Mstep: Class 2 contains 40205 members Entering Unmasked Estep Score: -2293938.750000 Penalty: 965.260010 Iteration 10Q: 3 clusters Score -2293939 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 161 members Mstep: Class 2 contains 40266 members Entering Unmasked Estep Score: -2293988.750000 Penalty: 965.260010 Iteration 11Q: 3 clusters Score -2293989 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 132 members Mstep: Class 2 contains 40295 members Entering Unmasked Estep Score: -2294010.250000 Penalty: 965.260010 Iteration 12Q: 3 clusters Score -2294010 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 115 members Mstep: Class 2 contains 40312 members Entering Unmasked Estep Score: -2294030.250000 Penalty: 965.260010 Iteration 13Q: 3 clusters Score -2294030 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 109 members Mstep: Class 2 contains 40318 members Entering Unmasked Estep Score: -2294035.000000 Penalty: 965.260010 Iteration 14Q: 3 clusters Score -2294035 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 109 members Mstep: Class 2 contains 40318 members Entering Unmasked Estep Score: -2294035.250000 Penalty: 965.260010 Iteration 15Q: 3 clusters Score -2294035 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 109 members Mstep: Class 2 contains 40318 members Entering Unmasked Estep Score: -2294035.250000 Penalty: 965.260010 Iteration 16F: 3 clusters Score -2294035 nChanged 0 Entering ConstructFrom: Trying to split cluster 24 (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: -13881.467773 Penalty: 267.564270 Iteration 0F: 2 clusters Score -13881.47 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 181 members Entering Unmasked Estep Score: -13502.531250 Penalty: 535.128540 Iteration 0F: 3 clusters Score -13502.53 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 162 members Mstep: Class 2 contains 196 members Entering Unmasked Estep Score: -13627.759766 Penalty: 535.128540 Iteration 1F: 3 clusters Score -13627.76 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 151 members Mstep: Class 2 contains 207 members Entering Unmasked Estep Score: -13665.125000 Penalty: 535.128540 Iteration 2F: 3 clusters Score -13665.12 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 136 members Mstep: Class 2 contains 222 members Entering Unmasked Estep Score: -13694.015625 Penalty: 535.128540 Iteration 3F: 3 clusters Score -13694.02 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 128 members Mstep: Class 2 contains 230 members Entering Unmasked Estep Score: -13701.451172 Penalty: 535.128540 Iteration 4Q: 3 clusters Score -13701.45 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 126 members Mstep: Class 2 contains 232 members Entering Unmasked Estep Score: -13705.949219 Penalty: 535.128540 Iteration 5Q: 3 clusters Score -13705.95 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 124 members Mstep: Class 2 contains 234 members Entering Unmasked Estep Score: -13710.051758 Penalty: 535.128540 Iteration 6Q: 3 clusters Score -13710.05 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 121 members Mstep: Class 2 contains 237 members Entering Unmasked Estep Score: -13712.557617 Penalty: 535.128540 Iteration 7Q: 3 clusters Score -13712.56 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 120 members Mstep: Class 2 contains 238 members Entering Unmasked Estep Score: -13713.906250 Penalty: 535.128540 Iteration 8Q: 3 clusters Score -13713.91 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 120 members Mstep: Class 2 contains 238 members Entering Unmasked Estep Score: -13713.906250 Penalty: 535.128540 Iteration 9F: 3 clusters Score -13713.91 nChanged 0 Entering ConstructFrom: Trying to split cluster 25 (13906 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13906 members Entering Unmasked Estep Score: -778624.437500 Penalty: 434.073425 Iteration 0F: 2 clusters Score -778624.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6989 members Mstep: Class 2 contains 6917 members Entering Unmasked Estep Score: -769358.812500 Penalty: 868.146851 Iteration 0F: 3 clusters Score -769358.8 nChanged 6617 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6982 members Mstep: Class 2 contains 6924 members Entering Unmasked Estep Score: -773625.500000 Penalty: 868.146851 Iteration 1F: 3 clusters Score -773625.5 nChanged 958 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6912 members Mstep: Class 2 contains 6994 members Entering Unmasked Estep Score: -774260.812500 Penalty: 868.146851 Iteration 2F: 3 clusters Score -774260.8 nChanged 1039 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6697 members Mstep: Class 2 contains 7209 members Entering Unmasked Estep Score: -775067.687500 Penalty: 868.146851 Iteration 3F: 3 clusters Score -775067.7 nChanged 966 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6469 members Mstep: Class 2 contains 7437 members Entering Unmasked Estep Score: -775918.812500 Penalty: 868.146851 Iteration 4F: 3 clusters Score -775918.8 nChanged 858 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6273 members Mstep: Class 2 contains 7633 members Entering Unmasked Estep Score: -776640.250000 Penalty: 868.146851 Iteration 5F: 3 clusters Score -776640.2 nChanged 649 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6042 members Mstep: Class 2 contains 7864 members Entering Unmasked Estep Score: -777094.500000 Penalty: 868.146851 Iteration 6Q: 3 clusters Score -777094.5 nChanged 435 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5837 members Mstep: Class 2 contains 8069 members Entering Unmasked Estep Score: -777387.437500 Penalty: 868.146851 Iteration 7Q: 3 clusters Score -777387.4 nChanged 382 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5631 members Mstep: Class 2 contains 8275 members Entering Unmasked Estep Score: -777629.500000 Penalty: 868.146851 Iteration 8Q: 3 clusters Score -777629.5 nChanged 296 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5451 members Mstep: Class 2 contains 8455 members Entering Unmasked Estep Score: -777790.062500 Penalty: 868.146851 Iteration 9Q: 3 clusters Score -777790.1 nChanged 252 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5303 members Mstep: Class 2 contains 8603 members Entering Unmasked Estep Score: -777883.062500 Penalty: 868.146851 Iteration 10Q: 3 clusters Score -777883.1 nChanged 191 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5200 members Mstep: Class 2 contains 8706 members Entering Unmasked Estep Score: -777935.750000 Penalty: 868.146851 Iteration 11Q: 3 clusters Score -777935.8 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5107 members Mstep: Class 2 contains 8799 members Entering Unmasked Estep Score: -777959.875000 Penalty: 868.146851 Iteration 12Q: 3 clusters Score -777959.9 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5030 members Mstep: Class 2 contains 8876 members Entering Unmasked Estep Score: -777974.687500 Penalty: 868.146851 Iteration 13Q: 3 clusters Score -777974.7 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4966 members Mstep: Class 2 contains 8940 members Entering Unmasked Estep Score: -777981.500000 Penalty: 868.146851 Iteration 14Q: 3 clusters Score -777981.5 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4902 members Mstep: Class 2 contains 9004 members Entering Unmasked Estep Score: -777992.000000 Penalty: 868.146851 Iteration 15Q: 3 clusters Score -777992 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4860 members Mstep: Class 2 contains 9046 members Entering Unmasked Estep Score: -777989.750000 Penalty: 868.146851 Iteration 16Q: 3 clusters Score -777989.8 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4833 members Mstep: Class 2 contains 9073 members Entering Unmasked Estep Score: -777996.062500 Penalty: 868.146851 Iteration 17Q: 3 clusters Score -777996.1 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4817 members Mstep: Class 2 contains 9089 members Entering Unmasked Estep Score: -777996.687500 Penalty: 868.146851 Iteration 18Q: 3 clusters Score -777996.7 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4803 members Mstep: Class 2 contains 9103 members Entering Unmasked Estep Score: -778001.125000 Penalty: 868.146851 Iteration 19Q: 3 clusters Score -778001.1 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4783 members Mstep: Class 2 contains 9123 members Entering Unmasked Estep Score: -778002.375000 Penalty: 868.146851 Iteration 20F: 3 clusters Score -778002.4 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4765 members Mstep: Class 2 contains 9141 members Entering Unmasked Estep Score: -778003.187500 Penalty: 868.146851 Iteration 21Q: 3 clusters Score -778003.2 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4748 members Mstep: Class 2 contains 9158 members Entering Unmasked Estep Score: -778006.562500 Penalty: 868.146851 Iteration 22Q: 3 clusters Score -778006.6 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4735 members Mstep: Class 2 contains 9171 members Entering Unmasked Estep Score: -778005.687500 Penalty: 868.146851 Iteration 23Q: 3 clusters Score -778005.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4730 members Mstep: Class 2 contains 9176 members Entering Unmasked Estep Score: -778005.500000 Penalty: 868.146851 Iteration 24Q: 3 clusters Score -778005.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4727 members Mstep: Class 2 contains 9179 members Entering Unmasked Estep Score: -778006.250000 Penalty: 868.146851 Iteration 25Q: 3 clusters Score -778006.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4727 members Mstep: Class 2 contains 9179 members Entering Unmasked Estep Score: -778006.250000 Penalty: 868.146851 Iteration 26F: 3 clusters Score -778006.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 26 (113 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 113 members Entering Unmasked Estep Score: -4529.832031 Penalty: 215.096146 Iteration 0F: 2 clusters Score -4529.832 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61 members Mstep: Class 2 contains 52 members Entering Unmasked Estep Score: -4343.481445 Penalty: 430.192291 Iteration 0F: 3 clusters Score -4343.481 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67 members Mstep: Class 2 contains 46 members Entering Unmasked Estep Score: -4408.953125 Penalty: 430.192291 Iteration 1F: 3 clusters Score -4408.953 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70 members Mstep: Class 2 contains 43 members Entering Unmasked Estep Score: -4413.375977 Penalty: 430.192291 Iteration 2Q: 3 clusters Score -4413.376 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72 members Mstep: Class 2 contains 41 members Entering Unmasked Estep Score: -4415.647949 Penalty: 430.192291 Iteration 3Q: 3 clusters Score -4415.648 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 73 members Mstep: Class 2 contains 40 members Entering Unmasked Estep Score: -4423.567871 Penalty: 430.192291 Iteration 4Q: 3 clusters Score -4423.568 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72 members Mstep: Class 2 contains 41 members Entering Unmasked Estep Score: -4436.810547 Penalty: 430.192291 Iteration 5Q: 3 clusters Score -4436.811 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70 members Mstep: Class 2 contains 43 members Entering Unmasked Estep Score: -4455.370605 Penalty: 430.192291 Iteration 6Q: 3 clusters Score -4455.371 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 69 members Mstep: Class 2 contains 44 members Entering Unmasked Estep Score: -4456.320801 Penalty: 430.192291 Iteration 7Q: 3 clusters Score -4456.321 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 69 members Mstep: Class 2 contains 44 members Entering Unmasked Estep Score: -4456.320801 Penalty: 430.192291 Iteration 8F: 3 clusters Score -4456.321 nChanged 0 Entering ConstructFrom: Trying to split cluster 27 (22932 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22932 members Entering Unmasked Estep Score: -1245746.250000 Penalty: 456.833160 Iteration 0F: 2 clusters Score -1245746 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11549 members Mstep: Class 2 contains 11383 members Entering Unmasked Estep Score: -1230491.250000 Penalty: 913.666321 Iteration 0F: 3 clusters Score -1230491 nChanged 10927 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13252 members Mstep: Class 2 contains 9680 members Entering Unmasked Estep Score: -1237436.375000 Penalty: 913.666321 Iteration 1F: 3 clusters Score -1237436 nChanged 1511 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14167 members Mstep: Class 2 contains 8765 members Entering Unmasked Estep Score: -1238296.000000 Penalty: 913.666321 Iteration 2F: 3 clusters Score -1238296 nChanged 1634 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15193 members Mstep: Class 2 contains 7739 members Entering Unmasked Estep Score: -1239531.500000 Penalty: 913.666321 Iteration 3F: 3 clusters Score -1239532 nChanged 1575 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16118 members Mstep: Class 2 contains 6814 members Entering Unmasked Estep Score: -1241080.625000 Penalty: 913.666321 Iteration 4F: 3 clusters Score -1241081 nChanged 1380 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16806 members Mstep: Class 2 contains 6126 members Entering Unmasked Estep Score: -1242408.750000 Penalty: 913.666321 Iteration 5F: 3 clusters Score -1242409 nChanged 991 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17233 members Mstep: Class 2 contains 5699 members Entering Unmasked Estep Score: -1243092.250000 Penalty: 913.666321 Iteration 6Q: 3 clusters Score -1243092 nChanged 609 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17588 members Mstep: Class 2 contains 5344 members Entering Unmasked Estep Score: -1243416.250000 Penalty: 913.666321 Iteration 7Q: 3 clusters Score -1243416 nChanged 401 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17901 members Mstep: Class 2 contains 5031 members Entering Unmasked Estep Score: -1243658.375000 Penalty: 913.666321 Iteration 8Q: 3 clusters Score -1243658 nChanged 391 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18196 members Mstep: Class 2 contains 4736 members Entering Unmasked Estep Score: -1243924.000000 Penalty: 913.666321 Iteration 9Q: 3 clusters Score -1243924 nChanged 369 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18443 members Mstep: Class 2 contains 4489 members Entering Unmasked Estep Score: -1244203.625000 Penalty: 913.666321 Iteration 10Q: 3 clusters Score -1244204 nChanged 365 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18614 members Mstep: Class 2 contains 4318 members Entering Unmasked Estep Score: -1244467.375000 Penalty: 913.666321 Iteration 11Q: 3 clusters Score -1244467 nChanged 356 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18726 members Mstep: Class 2 contains 4206 members Entering Unmasked Estep Score: -1244723.625000 Penalty: 913.666321 Iteration 12Q: 3 clusters Score -1244724 nChanged 317 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18789 members Mstep: Class 2 contains 4143 members Entering Unmasked Estep Score: -1244914.250000 Penalty: 913.666321 Iteration 13Q: 3 clusters Score -1244914 nChanged 282 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18801 members Mstep: Class 2 contains 4131 members Entering Unmasked Estep Score: -1245056.375000 Penalty: 913.666321 Iteration 14Q: 3 clusters Score -1245056 nChanged 237 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18798 members Mstep: Class 2 contains 4134 members Entering Unmasked Estep Score: -1245165.000000 Penalty: 913.666321 Iteration 15Q: 3 clusters Score -1245165 nChanged 223 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18769 members Mstep: Class 2 contains 4163 members Entering Unmasked Estep Score: -1245253.625000 Penalty: 913.666321 Iteration 16Q: 3 clusters Score -1245254 nChanged 180 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18721 members Mstep: Class 2 contains 4211 members Entering Unmasked Estep Score: -1245320.625000 Penalty: 913.666321 Iteration 17Q: 3 clusters Score -1245321 nChanged 170 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18687 members Mstep: Class 2 contains 4245 members Entering Unmasked Estep Score: -1245374.375000 Penalty: 913.666321 Iteration 18Q: 3 clusters Score -1245374 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18642 members Mstep: Class 2 contains 4290 members Entering Unmasked Estep Score: -1245414.500000 Penalty: 913.666321 Iteration 19Q: 3 clusters Score -1245414 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18594 members Mstep: Class 2 contains 4338 members Entering Unmasked Estep Score: -1245442.500000 Penalty: 913.666321 Iteration 20F: 3 clusters Score -1245442 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18541 members Mstep: Class 2 contains 4391 members Entering Unmasked Estep Score: -1245465.500000 Penalty: 913.666321 Iteration 21Q: 3 clusters Score -1245466 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18493 members Mstep: Class 2 contains 4439 members Entering Unmasked Estep Score: -1245473.500000 Penalty: 913.666321 Iteration 22Q: 3 clusters Score -1245474 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18445 members Mstep: Class 2 contains 4487 members Entering Unmasked Estep Score: -1245484.875000 Penalty: 913.666321 Iteration 23Q: 3 clusters Score -1245485 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18388 members Mstep: Class 2 contains 4544 members Entering Unmasked Estep Score: -1245495.125000 Penalty: 913.666321 Iteration 24Q: 3 clusters Score -1245495 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18343 members Mstep: Class 2 contains 4589 members Entering Unmasked Estep Score: -1245500.875000 Penalty: 913.666321 Iteration 25Q: 3 clusters Score -1245501 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18291 members Mstep: Class 2 contains 4641 members Entering Unmasked Estep Score: -1245509.250000 Penalty: 913.666321 Iteration 26Q: 3 clusters Score -1245509 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18253 members Mstep: Class 2 contains 4679 members Entering Unmasked Estep Score: -1245512.750000 Penalty: 913.666321 Iteration 27Q: 3 clusters Score -1245513 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18219 members Mstep: Class 2 contains 4713 members Entering Unmasked Estep Score: -1245515.000000 Penalty: 913.666321 Iteration 28Q: 3 clusters Score -1245515 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18192 members Mstep: Class 2 contains 4740 members Entering Unmasked Estep Score: -1245516.625000 Penalty: 913.666321 Iteration 29Q: 3 clusters Score -1245517 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18170 members Mstep: Class 2 contains 4762 members Entering Unmasked Estep Score: -1245519.250000 Penalty: 913.666321 Iteration 30Q: 3 clusters Score -1245519 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18155 members Mstep: Class 2 contains 4777 members Entering Unmasked Estep Score: -1245517.750000 Penalty: 913.666321 Iteration 31Q: 3 clusters Score -1245518 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18145 members Mstep: Class 2 contains 4787 members Entering Unmasked Estep Score: -1245517.875000 Penalty: 913.666321 Iteration 32Q: 3 clusters Score -1245518 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18137 members Mstep: Class 2 contains 4795 members Entering Unmasked Estep Score: -1245516.875000 Penalty: 913.666321 Iteration 33Q: 3 clusters Score -1245517 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18130 members Mstep: Class 2 contains 4802 members Entering Unmasked Estep Score: -1245517.875000 Penalty: 913.666321 Iteration 34Q: 3 clusters Score -1245518 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18122 members Mstep: Class 2 contains 4810 members Entering Unmasked Estep Score: -1245517.125000 Penalty: 913.666321 Iteration 35Q: 3 clusters Score -1245517 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18113 members Mstep: Class 2 contains 4819 members Entering Unmasked Estep Score: -1245516.750000 Penalty: 913.666321 Iteration 36Q: 3 clusters Score -1245517 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18103 members Mstep: Class 2 contains 4829 members Entering Unmasked Estep Score: -1245516.875000 Penalty: 913.666321 Iteration 37Q: 3 clusters Score -1245517 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18094 members Mstep: Class 2 contains 4838 members Entering Unmasked Estep Score: -1245522.625000 Penalty: 913.666321 Iteration 38Q: 3 clusters Score -1245523 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18087 members Mstep: Class 2 contains 4845 members Entering Unmasked Estep Score: -1245523.250000 Penalty: 913.666321 Iteration 39Q: 3 clusters Score -1245523 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18086 members Mstep: Class 2 contains 4846 members Entering Unmasked Estep Score: -1245524.500000 Penalty: 913.666321 Iteration 40F: 3 clusters Score -1245524 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18084 members Mstep: Class 2 contains 4848 members Entering Unmasked Estep Score: -1245522.625000 Penalty: 913.666321 Iteration 41Q: 3 clusters Score -1245523 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18084 members Mstep: Class 2 contains 4848 members Entering Unmasked Estep Score: -1245522.625000 Penalty: 913.666321 Iteration 42F: 3 clusters Score -1245523 nChanged 0 Entering ConstructFrom: Trying to split cluster 28 (3407 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3407 members Entering Unmasked Estep Score: -183217.546875 Penalty: 370.078247 Iteration 0F: 2 clusters Score -183217.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1698 members Mstep: Class 2 contains 1709 members Entering Unmasked Estep Score: -180860.078125 Penalty: 740.156494 Iteration 0F: 3 clusters Score -180860.1 nChanged 1522 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1628 members Mstep: Class 2 contains 1779 members Entering Unmasked Estep Score: -181755.187500 Penalty: 740.156494 Iteration 1F: 3 clusters Score -181755.2 nChanged 259 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1601 members Mstep: Class 2 contains 1806 members Entering Unmasked Estep Score: -181905.000000 Penalty: 740.156494 Iteration 2F: 3 clusters Score -181905 nChanged 223 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1580 members Mstep: Class 2 contains 1827 members Entering Unmasked Estep Score: -182042.203125 Penalty: 740.156494 Iteration 3F: 3 clusters Score -182042.2 nChanged 189 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1575 members Mstep: Class 2 contains 1832 members Entering Unmasked Estep Score: -182191.812500 Penalty: 740.156494 Iteration 4F: 3 clusters Score -182191.8 nChanged 183 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1572 members Mstep: Class 2 contains 1835 members Entering Unmasked Estep Score: -182340.640625 Penalty: 740.156494 Iteration 5F: 3 clusters Score -182340.6 nChanged 160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1568 members Mstep: Class 2 contains 1839 members Entering Unmasked Estep Score: -182452.984375 Penalty: 740.156494 Iteration 6Q: 3 clusters Score -182453 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1563 members Mstep: Class 2 contains 1844 members Entering Unmasked Estep Score: -182508.156250 Penalty: 740.156494 Iteration 7Q: 3 clusters Score -182508.2 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1536 members Mstep: Class 2 contains 1871 members Entering Unmasked Estep Score: -182528.000000 Penalty: 740.156494 Iteration 8Q: 3 clusters Score -182528 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1501 members Mstep: Class 2 contains 1906 members Entering Unmasked Estep Score: -182539.500000 Penalty: 740.156494 Iteration 9Q: 3 clusters Score -182539.5 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1484 members Mstep: Class 2 contains 1923 members Entering Unmasked Estep Score: -182544.296875 Penalty: 740.156494 Iteration 10Q: 3 clusters Score -182544.3 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1464 members Mstep: Class 2 contains 1943 members Entering Unmasked Estep Score: -182548.156250 Penalty: 740.156494 Iteration 11Q: 3 clusters Score -182548.2 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1446 members Mstep: Class 2 contains 1961 members Entering Unmasked Estep Score: -182551.421875 Penalty: 740.156494 Iteration 12Q: 3 clusters Score -182551.4 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1428 members Mstep: Class 2 contains 1979 members Entering Unmasked Estep Score: -182554.500000 Penalty: 740.156494 Iteration 13Q: 3 clusters Score -182554.5 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1411 members Mstep: Class 2 contains 1996 members Entering Unmasked Estep Score: -182556.843750 Penalty: 740.156494 Iteration 14Q: 3 clusters Score -182556.8 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1393 members Mstep: Class 2 contains 2014 members Entering Unmasked Estep Score: -182559.109375 Penalty: 740.156494 Iteration 15Q: 3 clusters Score -182559.1 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1376 members Mstep: Class 2 contains 2031 members Entering Unmasked Estep Score: -182561.187500 Penalty: 740.156494 Iteration 16Q: 3 clusters Score -182561.2 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1357 members Mstep: Class 2 contains 2050 members Entering Unmasked Estep Score: -182566.015625 Penalty: 740.156494 Iteration 17Q: 3 clusters Score -182566 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1334 members Mstep: Class 2 contains 2073 members Entering Unmasked Estep Score: -182570.281250 Penalty: 740.156494 Iteration 18Q: 3 clusters Score -182570.3 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1313 members Mstep: Class 2 contains 2094 members Entering Unmasked Estep Score: -182576.687500 Penalty: 740.156494 Iteration 19Q: 3 clusters Score -182576.7 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1292 members Mstep: Class 2 contains 2115 members Entering Unmasked Estep Score: -182581.515625 Penalty: 740.156494 Iteration 20F: 3 clusters Score -182581.5 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1272 members Mstep: Class 2 contains 2135 members Entering Unmasked Estep Score: -182585.171875 Penalty: 740.156494 Iteration 21Q: 3 clusters Score -182585.2 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1254 members Mstep: Class 2 contains 2153 members Entering Unmasked Estep Score: -182588.359375 Penalty: 740.156494 Iteration 22Q: 3 clusters Score -182588.4 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1237 members Mstep: Class 2 contains 2170 members Entering Unmasked Estep Score: -182591.703125 Penalty: 740.156494 Iteration 23Q: 3 clusters Score -182591.7 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1218 members Mstep: Class 2 contains 2189 members Entering Unmasked Estep Score: -182595.015625 Penalty: 740.156494 Iteration 24Q: 3 clusters Score -182595 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1206 members Mstep: Class 2 contains 2201 members Entering Unmasked Estep Score: -182596.890625 Penalty: 740.156494 Iteration 25Q: 3 clusters Score -182596.9 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1191 members Mstep: Class 2 contains 2216 members Entering Unmasked Estep Score: -182598.593750 Penalty: 740.156494 Iteration 26Q: 3 clusters Score -182598.6 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1180 members Mstep: Class 2 contains 2227 members Entering Unmasked Estep Score: -182600.796875 Penalty: 740.156494 Iteration 27Q: 3 clusters Score -182600.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1171 members Mstep: Class 2 contains 2236 members Entering Unmasked Estep Score: -182601.656250 Penalty: 740.156494 Iteration 28Q: 3 clusters Score -182601.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1166 members Mstep: Class 2 contains 2241 members Entering Unmasked Estep Score: -182602.312500 Penalty: 740.156494 Iteration 29Q: 3 clusters Score -182602.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1162 members Mstep: Class 2 contains 2245 members Entering Unmasked Estep Score: -182603.109375 Penalty: 740.156494 Iteration 30Q: 3 clusters Score -182603.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1156 members Mstep: Class 2 contains 2251 members Entering Unmasked Estep Score: -182603.234375 Penalty: 740.156494 Iteration 31Q: 3 clusters Score -182603.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1152 members Mstep: Class 2 contains 2255 members Entering Unmasked Estep Score: -182603.843750 Penalty: 740.156494 Iteration 32Q: 3 clusters Score -182603.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1144 members Mstep: Class 2 contains 2263 members Entering Unmasked Estep Score: -182605.531250 Penalty: 740.156494 Iteration 33Q: 3 clusters Score -182605.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1139 members Mstep: Class 2 contains 2268 members Entering Unmasked Estep Score: -182605.875000 Penalty: 740.156494 Iteration 34Q: 3 clusters Score -182605.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1134 members Mstep: Class 2 contains 2273 members Entering Unmasked Estep Score: -182606.218750 Penalty: 740.156494 Iteration 35Q: 3 clusters Score -182606.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1132 members Mstep: Class 2 contains 2275 members Entering Unmasked Estep Score: -182606.640625 Penalty: 740.156494 Iteration 36Q: 3 clusters Score -182606.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1128 members Mstep: Class 2 contains 2279 members Entering Unmasked Estep Score: -182607.187500 Penalty: 740.156494 Iteration 37Q: 3 clusters Score -182607.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1125 members Mstep: Class 2 contains 2282 members Entering Unmasked Estep Score: -182607.843750 Penalty: 740.156494 Iteration 38Q: 3 clusters Score -182607.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1123 members Mstep: Class 2 contains 2284 members Entering Unmasked Estep Score: -182607.375000 Penalty: 740.156494 Iteration 39Q: 3 clusters Score -182607.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1121 members Mstep: Class 2 contains 2286 members Entering Unmasked Estep Score: -182607.843750 Penalty: 740.156494 Iteration 40F: 3 clusters Score -182607.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1116 members Mstep: Class 2 contains 2291 members Entering Unmasked Estep Score: -182609.156250 Penalty: 740.156494 Iteration 41Q: 3 clusters Score -182609.2 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1103 members Mstep: Class 2 contains 2304 members Entering Unmasked Estep Score: -182611.812500 Penalty: 740.156494 Iteration 42Q: 3 clusters Score -182611.8 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1089 members Mstep: Class 2 contains 2318 members Entering Unmasked Estep Score: -182615.671875 Penalty: 740.156494 Iteration 43Q: 3 clusters Score -182615.7 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1076 members Mstep: Class 2 contains 2331 members Entering Unmasked Estep Score: -182618.968750 Penalty: 740.156494 Iteration 44Q: 3 clusters Score -182619 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1052 members Mstep: Class 2 contains 2355 members Entering Unmasked Estep Score: -182627.828125 Penalty: 740.156494 Iteration 45Q: 3 clusters Score -182627.8 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1026 members Mstep: Class 2 contains 2381 members Entering Unmasked Estep Score: -182634.234375 Penalty: 740.156494 Iteration 46Q: 3 clusters Score -182634.2 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1005 members Mstep: Class 2 contains 2402 members Entering Unmasked Estep Score: -182639.281250 Penalty: 740.156494 Iteration 47Q: 3 clusters Score -182639.3 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 983 members Mstep: Class 2 contains 2424 members Entering Unmasked Estep Score: -182644.812500 Penalty: 740.156494 Iteration 48Q: 3 clusters Score -182644.8 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 963 members Mstep: Class 2 contains 2444 members Entering Unmasked Estep Score: -182650.375000 Penalty: 740.156494 Iteration 49Q: 3 clusters Score -182650.4 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 942 members Mstep: Class 2 contains 2465 members Entering Unmasked Estep Score: -182655.421875 Penalty: 740.156494 Iteration 50Q: 3 clusters Score -182655.4 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 924 members Mstep: Class 2 contains 2483 members Entering Unmasked Estep Score: -182659.125000 Penalty: 740.156494 Iteration 51Q: 3 clusters Score -182659.1 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 912 members Mstep: Class 2 contains 2495 members Entering Unmasked Estep Score: -182662.593750 Penalty: 740.156494 Iteration 52Q: 3 clusters Score -182662.6 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 903 members Mstep: Class 2 contains 2504 members Entering Unmasked Estep Score: -182666.015625 Penalty: 740.156494 Iteration 53Q: 3 clusters Score -182666 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 890 members Mstep: Class 2 contains 2517 members Entering Unmasked Estep Score: -182670.875000 Penalty: 740.156494 Iteration 54Q: 3 clusters Score -182670.9 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 872 members Mstep: Class 2 contains 2535 members Entering Unmasked Estep Score: -182676.781250 Penalty: 740.156494 Iteration 55Q: 3 clusters Score -182676.8 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 855 members Mstep: Class 2 contains 2552 members Entering Unmasked Estep Score: -182682.078125 Penalty: 740.156494 Iteration 56Q: 3 clusters Score -182682.1 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 839 members Mstep: Class 2 contains 2568 members Entering Unmasked Estep Score: -182685.562500 Penalty: 740.156494 Iteration 57Q: 3 clusters Score -182685.6 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 828 members Mstep: Class 2 contains 2579 members Entering Unmasked Estep Score: -182688.234375 Penalty: 740.156494 Iteration 58Q: 3 clusters Score -182688.2 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 819 members Mstep: Class 2 contains 2588 members Entering Unmasked Estep Score: -182690.812500 Penalty: 740.156494 Iteration 59Q: 3 clusters Score -182690.8 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 803 members Mstep: Class 2 contains 2604 members Entering Unmasked Estep Score: -182694.765625 Penalty: 740.156494 Iteration 60F: 3 clusters Score -182694.8 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 796 members Mstep: Class 2 contains 2611 members Entering Unmasked Estep Score: -182697.312500 Penalty: 740.156494 Iteration 61Q: 3 clusters Score -182697.3 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 786 members Mstep: Class 2 contains 2621 members Entering Unmasked Estep Score: -182699.125000 Penalty: 740.156494 Iteration 62Q: 3 clusters Score -182699.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 777 members Mstep: Class 2 contains 2630 members Entering Unmasked Estep Score: -182701.796875 Penalty: 740.156494 Iteration 63Q: 3 clusters Score -182701.8 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 763 members Mstep: Class 2 contains 2644 members Entering Unmasked Estep Score: -182705.593750 Penalty: 740.156494 Iteration 64Q: 3 clusters Score -182705.6 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 745 members Mstep: Class 2 contains 2662 members Entering Unmasked Estep Score: -182710.515625 Penalty: 740.156494 Iteration 65Q: 3 clusters Score -182710.5 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 736 members Mstep: Class 2 contains 2671 members Entering Unmasked Estep Score: -182714.703125 Penalty: 740.156494 Iteration 66Q: 3 clusters Score -182714.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 726 members Mstep: Class 2 contains 2681 members Entering Unmasked Estep Score: -182715.875000 Penalty: 740.156494 Iteration 67Q: 3 clusters Score -182715.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 720 members Mstep: Class 2 contains 2687 members Entering Unmasked Estep Score: -182717.640625 Penalty: 740.156494 Iteration 68Q: 3 clusters Score -182717.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 715 members Mstep: Class 2 contains 2692 members Entering Unmasked Estep Score: -182718.171875 Penalty: 740.156494 Iteration 69Q: 3 clusters Score -182718.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 710 members Mstep: Class 2 contains 2697 members Entering Unmasked Estep Score: -182719.421875 Penalty: 740.156494 Iteration 70Q: 3 clusters Score -182719.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 703 members Mstep: Class 2 contains 2704 members Entering Unmasked Estep Score: -182721.656250 Penalty: 740.156494 Iteration 71Q: 3 clusters Score -182721.7 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 694 members Mstep: Class 2 contains 2713 members Entering Unmasked Estep Score: -182725.187500 Penalty: 740.156494 Iteration 72Q: 3 clusters Score -182725.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 682 members Mstep: Class 2 contains 2725 members Entering Unmasked Estep Score: -182728.281250 Penalty: 740.156494 Iteration 73Q: 3 clusters Score -182728.3 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 672 members Mstep: Class 2 contains 2735 members Entering Unmasked Estep Score: -182730.593750 Penalty: 740.156494 Iteration 74Q: 3 clusters Score -182730.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 665 members Mstep: Class 2 contains 2742 members Entering Unmasked Estep Score: -182731.703125 Penalty: 740.156494 Iteration 75Q: 3 clusters Score -182731.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 659 members Mstep: Class 2 contains 2748 members Entering Unmasked Estep Score: -182733.140625 Penalty: 740.156494 Iteration 76Q: 3 clusters Score -182733.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 656 members Mstep: Class 2 contains 2751 members Entering Unmasked Estep Score: -182733.843750 Penalty: 740.156494 Iteration 77Q: 3 clusters Score -182733.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 655 members Mstep: Class 2 contains 2752 members Entering Unmasked Estep Score: -182734.343750 Penalty: 740.156494 Iteration 78Q: 3 clusters Score -182734.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 653 members Mstep: Class 2 contains 2754 members Entering Unmasked Estep Score: -182734.859375 Penalty: 740.156494 Iteration 79Q: 3 clusters Score -182734.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 649 members Mstep: Class 2 contains 2758 members Entering Unmasked Estep Score: -182736.359375 Penalty: 740.156494 Iteration 80F: 3 clusters Score -182736.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 644 members Mstep: Class 2 contains 2763 members Entering Unmasked Estep Score: -182738.796875 Penalty: 740.156494 Iteration 81Q: 3 clusters Score -182738.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 636 members Mstep: Class 2 contains 2771 members Entering Unmasked Estep Score: -182740.890625 Penalty: 740.156494 Iteration 82Q: 3 clusters Score -182740.9 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 625 members Mstep: Class 2 contains 2782 members Entering Unmasked Estep Score: -182744.250000 Penalty: 740.156494 Iteration 83Q: 3 clusters Score -182744.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 617 members Mstep: Class 2 contains 2790 members Entering Unmasked Estep Score: -182746.468750 Penalty: 740.156494 Iteration 84Q: 3 clusters Score -182746.5 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 607 members Mstep: Class 2 contains 2800 members Entering Unmasked Estep Score: -182749.812500 Penalty: 740.156494 Iteration 85Q: 3 clusters Score -182749.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 595 members Mstep: Class 2 contains 2812 members Entering Unmasked Estep Score: -182753.062500 Penalty: 740.156494 Iteration 86Q: 3 clusters Score -182753.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 587 members Mstep: Class 2 contains 2820 members Entering Unmasked Estep Score: -182755.359375 Penalty: 740.156494 Iteration 87Q: 3 clusters Score -182755.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 578 members Mstep: Class 2 contains 2829 members Entering Unmasked Estep Score: -182757.718750 Penalty: 740.156494 Iteration 88Q: 3 clusters Score -182757.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 568 members Mstep: Class 2 contains 2839 members Entering Unmasked Estep Score: -182759.500000 Penalty: 740.156494 Iteration 89Q: 3 clusters Score -182759.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 564 members Mstep: Class 2 contains 2843 members Entering Unmasked Estep Score: -182759.953125 Penalty: 740.156494 Iteration 90Q: 3 clusters Score -182760 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 560 members Mstep: Class 2 contains 2847 members Entering Unmasked Estep Score: -182760.250000 Penalty: 740.156494 Iteration 91Q: 3 clusters Score -182760.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 558 members Mstep: Class 2 contains 2849 members Entering Unmasked Estep Score: -182761.093750 Penalty: 740.156494 Iteration 92Q: 3 clusters Score -182761.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 555 members Mstep: Class 2 contains 2852 members Entering Unmasked Estep Score: -182761.375000 Penalty: 740.156494 Iteration 93Q: 3 clusters Score -182761.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 551 members Mstep: Class 2 contains 2856 members Entering Unmasked Estep Score: -182762.015625 Penalty: 740.156494 Iteration 94Q: 3 clusters Score -182762 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 548 members Mstep: Class 2 contains 2859 members Entering Unmasked Estep Score: -182762.437500 Penalty: 740.156494 Iteration 95Q: 3 clusters Score -182762.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 545 members Mstep: Class 2 contains 2862 members Entering Unmasked Estep Score: -182762.937500 Penalty: 740.156494 Iteration 96Q: 3 clusters Score -182762.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 539 members Mstep: Class 2 contains 2868 members Entering Unmasked Estep Score: -182764.078125 Penalty: 740.156494 Iteration 97Q: 3 clusters Score -182764.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 531 members Mstep: Class 2 contains 2876 members Entering Unmasked Estep Score: -182765.406250 Penalty: 740.156494 Iteration 98Q: 3 clusters Score -182765.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 524 members Mstep: Class 2 contains 2883 members Entering Unmasked Estep Score: -182767.843750 Penalty: 740.156494 Iteration 99Q: 3 clusters Score -182767.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 515 members Mstep: Class 2 contains 2892 members Entering Unmasked Estep Score: -182770.000000 Penalty: 740.156494 Iteration 100F: 3 clusters Score -182770 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 501 members Mstep: Class 2 contains 2906 members Entering Unmasked Estep Score: -182772.312500 Penalty: 740.156494 Iteration 101Q: 3 clusters Score -182772.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 493 members Mstep: Class 2 contains 2914 members Entering Unmasked Estep Score: -182774.156250 Penalty: 740.156494 Iteration 102Q: 3 clusters Score -182774.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 488 members Mstep: Class 2 contains 2919 members Entering Unmasked Estep Score: -182775.218750 Penalty: 740.156494 Iteration 103Q: 3 clusters Score -182775.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 484 members Mstep: Class 2 contains 2923 members Entering Unmasked Estep Score: -182776.359375 Penalty: 740.156494 Iteration 104Q: 3 clusters Score -182776.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 477 members Mstep: Class 2 contains 2930 members Entering Unmasked Estep Score: -182777.875000 Penalty: 740.156494 Iteration 105Q: 3 clusters Score -182777.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 469 members Mstep: Class 2 contains 2938 members Entering Unmasked Estep Score: -182781.625000 Penalty: 740.156494 Iteration 106Q: 3 clusters Score -182781.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 462 members Mstep: Class 2 contains 2945 members Entering Unmasked Estep Score: -182784.046875 Penalty: 740.156494 Iteration 107Q: 3 clusters Score -182784 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 453 members Mstep: Class 2 contains 2954 members Entering Unmasked Estep Score: -182787.375000 Penalty: 740.156494 Iteration 108Q: 3 clusters Score -182787.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 446 members Mstep: Class 2 contains 2961 members Entering Unmasked Estep Score: -182792.656250 Penalty: 740.156494 Iteration 109Q: 3 clusters Score -182792.7 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 434 members Mstep: Class 2 contains 2973 members Entering Unmasked Estep Score: -182800.640625 Penalty: 740.156494 Iteration 110Q: 3 clusters Score -182800.6 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 417 members Mstep: Class 2 contains 2990 members Entering Unmasked Estep Score: -182808.781250 Penalty: 740.156494 Iteration 111Q: 3 clusters Score -182808.8 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 401 members Mstep: Class 2 contains 3006 members Entering Unmasked Estep Score: -182816.453125 Penalty: 740.156494 Iteration 112Q: 3 clusters Score -182816.5 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 384 members Mstep: Class 2 contains 3023 members Entering Unmasked Estep Score: -182823.781250 Penalty: 740.156494 Iteration 113Q: 3 clusters Score -182823.8 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 370 members Mstep: Class 2 contains 3037 members Entering Unmasked Estep Score: -182831.234375 Penalty: 740.156494 Iteration 114Q: 3 clusters Score -182831.2 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 352 members Mstep: Class 2 contains 3055 members Entering Unmasked Estep Score: -182838.937500 Penalty: 740.156494 Iteration 115Q: 3 clusters Score -182838.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 343 members Mstep: Class 2 contains 3064 members Entering Unmasked Estep Score: -182843.062500 Penalty: 740.156494 Iteration 116Q: 3 clusters Score -182843.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 338 members Mstep: Class 2 contains 3069 members Entering Unmasked Estep Score: -182843.906250 Penalty: 740.156494 Iteration 117Q: 3 clusters Score -182843.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 335 members Mstep: Class 2 contains 3072 members Entering Unmasked Estep Score: -182844.953125 Penalty: 740.156494 Iteration 118Q: 3 clusters Score -182845 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 331 members Mstep: Class 2 contains 3076 members Entering Unmasked Estep Score: -182845.843750 Penalty: 740.156494 Iteration 119Q: 3 clusters Score -182845.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 327 members Mstep: Class 2 contains 3080 members Entering Unmasked Estep Score: -182847.515625 Penalty: 740.156494 Iteration 120F: 3 clusters Score -182847.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 323 members Mstep: Class 2 contains 3084 members Entering Unmasked Estep Score: -182848.906250 Penalty: 740.156494 Iteration 121Q: 3 clusters Score -182848.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 322 members Mstep: Class 2 contains 3085 members Entering Unmasked Estep Score: -182850.812500 Penalty: 740.156494 Iteration 122Q: 3 clusters Score -182850.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 317 members Mstep: Class 2 contains 3090 members Entering Unmasked Estep Score: -182854.265625 Penalty: 740.156494 Iteration 123Q: 3 clusters Score -182854.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 309 members Mstep: Class 2 contains 3098 members Entering Unmasked Estep Score: -182856.359375 Penalty: 740.156494 Iteration 124Q: 3 clusters Score -182856.4 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 299 members Mstep: Class 2 contains 3108 members Entering Unmasked Estep Score: -182862.281250 Penalty: 740.156494 Iteration 125Q: 3 clusters Score -182862.3 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 291 members Mstep: Class 2 contains 3116 members Entering Unmasked Estep Score: -182866.359375 Penalty: 740.156494 Iteration 126Q: 3 clusters Score -182866.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 286 members Mstep: Class 2 contains 3121 members Entering Unmasked Estep Score: -182868.468750 Penalty: 740.156494 Iteration 127Q: 3 clusters Score -182868.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 282 members Mstep: Class 2 contains 3125 members Entering Unmasked Estep Score: -182870.984375 Penalty: 740.156494 Iteration 128Q: 3 clusters Score -182871 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 280 members Mstep: Class 2 contains 3127 members Entering Unmasked Estep Score: -182871.609375 Penalty: 740.156494 Iteration 129Q: 3 clusters Score -182871.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 278 members Mstep: Class 2 contains 3129 members Entering Unmasked Estep Score: -182872.250000 Penalty: 740.156494 Iteration 130Q: 3 clusters Score -182872.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 277 members Mstep: Class 2 contains 3130 members Entering Unmasked Estep Score: -182872.015625 Penalty: 740.156494 Iteration 131Q: 3 clusters Score -182872 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 276 members Mstep: Class 2 contains 3131 members Entering Unmasked Estep Score: -182872.546875 Penalty: 740.156494 Iteration 132Q: 3 clusters Score -182872.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 276 members Mstep: Class 2 contains 3131 members Entering Unmasked Estep Score: -182872.546875 Penalty: 740.156494 Iteration 133F: 3 clusters Score -182872.5 nChanged 0 Entering ConstructFrom: Trying to split cluster 29 (11129 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11129 members Entering Unmasked Estep Score: -635132.562500 Penalty: 423.937592 Iteration 0F: 2 clusters Score -635132.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5533 members Mstep: Class 2 contains 5596 members Entering Unmasked Estep Score: -627672.937500 Penalty: 847.875183 Iteration 0F: 3 clusters Score -627672.9 nChanged 5212 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5697 members Mstep: Class 2 contains 5432 members Entering Unmasked Estep Score: -630603.250000 Penalty: 847.875183 Iteration 1F: 3 clusters Score -630603.2 nChanged 617 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5824 members Mstep: Class 2 contains 5305 members Entering Unmasked Estep Score: -630822.875000 Penalty: 847.875183 Iteration 2F: 3 clusters Score -630822.9 nChanged 575 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5955 members Mstep: Class 2 contains 5174 members Entering Unmasked Estep Score: -631048.750000 Penalty: 847.875183 Iteration 3F: 3 clusters Score -631048.8 nChanged 589 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6104 members Mstep: Class 2 contains 5025 members Entering Unmasked Estep Score: -631338.687500 Penalty: 847.875183 Iteration 4F: 3 clusters Score -631338.7 nChanged 625 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6237 members Mstep: Class 2 contains 4892 members Entering Unmasked Estep Score: -631689.562500 Penalty: 847.875183 Iteration 5F: 3 clusters Score -631689.6 nChanged 606 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6333 members Mstep: Class 2 contains 4796 members Entering Unmasked Estep Score: -632043.812500 Penalty: 847.875183 Iteration 6F: 3 clusters Score -632043.8 nChanged 633 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6450 members Mstep: Class 2 contains 4679 members Entering Unmasked Estep Score: -632402.562500 Penalty: 847.875183 Iteration 7F: 3 clusters Score -632402.6 nChanged 594 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6576 members Mstep: Class 2 contains 4553 members Entering Unmasked Estep Score: -632796.625000 Penalty: 847.875183 Iteration 8F: 3 clusters Score -632796.6 nChanged 564 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6712 members Mstep: Class 2 contains 4417 members Entering Unmasked Estep Score: -633190.687500 Penalty: 847.875183 Iteration 9F: 3 clusters Score -633190.7 nChanged 504 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6844 members Mstep: Class 2 contains 4285 members Entering Unmasked Estep Score: -633508.437500 Penalty: 847.875183 Iteration 10Q: 3 clusters Score -633508.4 nChanged 397 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6967 members Mstep: Class 2 contains 4162 members Entering Unmasked Estep Score: -633749.187500 Penalty: 847.875183 Iteration 11Q: 3 clusters Score -633749.2 nChanged 305 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7096 members Mstep: Class 2 contains 4033 members Entering Unmasked Estep Score: -633918.812500 Penalty: 847.875183 Iteration 12Q: 3 clusters Score -633918.8 nChanged 252 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7246 members Mstep: Class 2 contains 3883 members Entering Unmasked Estep Score: -634056.875000 Penalty: 847.875183 Iteration 13Q: 3 clusters Score -634056.9 nChanged 229 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7403 members Mstep: Class 2 contains 3726 members Entering Unmasked Estep Score: -634186.125000 Penalty: 847.875183 Iteration 14Q: 3 clusters Score -634186.1 nChanged 199 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7554 members Mstep: Class 2 contains 3575 members Entering Unmasked Estep Score: -634284.312500 Penalty: 847.875183 Iteration 15Q: 3 clusters Score -634284.3 nChanged 162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7662 members Mstep: Class 2 contains 3467 members Entering Unmasked Estep Score: -634341.750000 Penalty: 847.875183 Iteration 16Q: 3 clusters Score -634341.8 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7759 members Mstep: Class 2 contains 3370 members Entering Unmasked Estep Score: -634389.937500 Penalty: 847.875183 Iteration 17Q: 3 clusters Score -634389.9 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7860 members Mstep: Class 2 contains 3269 members Entering Unmasked Estep Score: -634435.562500 Penalty: 847.875183 Iteration 18Q: 3 clusters Score -634435.6 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7939 members Mstep: Class 2 contains 3190 members Entering Unmasked Estep Score: -634462.500000 Penalty: 847.875183 Iteration 19Q: 3 clusters Score -634462.5 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8015 members Mstep: Class 2 contains 3114 members Entering Unmasked Estep Score: -634491.062500 Penalty: 847.875183 Iteration 20F: 3 clusters Score -634491.1 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8101 members Mstep: Class 2 contains 3028 members Entering Unmasked Estep Score: -634525.500000 Penalty: 847.875183 Iteration 21Q: 3 clusters Score -634525.5 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8186 members Mstep: Class 2 contains 2943 members Entering Unmasked Estep Score: -634552.875000 Penalty: 847.875183 Iteration 22Q: 3 clusters Score -634552.9 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8252 members Mstep: Class 2 contains 2877 members Entering Unmasked Estep Score: -634570.000000 Penalty: 847.875183 Iteration 23Q: 3 clusters Score -634570 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8316 members Mstep: Class 2 contains 2813 members Entering Unmasked Estep Score: -634588.000000 Penalty: 847.875183 Iteration 24Q: 3 clusters Score -634588 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8375 members Mstep: Class 2 contains 2754 members Entering Unmasked Estep Score: -634594.750000 Penalty: 847.875183 Iteration 25Q: 3 clusters Score -634594.8 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8433 members Mstep: Class 2 contains 2696 members Entering Unmasked Estep Score: -634610.062500 Penalty: 847.875183 Iteration 26Q: 3 clusters Score -634610.1 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8492 members Mstep: Class 2 contains 2637 members Entering Unmasked Estep Score: -634621.312500 Penalty: 847.875183 Iteration 27Q: 3 clusters Score -634621.3 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8541 members Mstep: Class 2 contains 2588 members Entering Unmasked Estep Score: -634629.187500 Penalty: 847.875183 Iteration 28Q: 3 clusters Score -634629.2 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8573 members Mstep: Class 2 contains 2556 members Entering Unmasked Estep Score: -634634.687500 Penalty: 847.875183 Iteration 29Q: 3 clusters Score -634634.7 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8600 members Mstep: Class 2 contains 2529 members Entering Unmasked Estep Score: -634637.687500 Penalty: 847.875183 Iteration 30Q: 3 clusters Score -634637.7 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8620 members Mstep: Class 2 contains 2509 members Entering Unmasked Estep Score: -634637.125000 Penalty: 847.875183 Iteration 31Q: 3 clusters Score -634637.1 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8633 members Mstep: Class 2 contains 2496 members Entering Unmasked Estep Score: -634639.062500 Penalty: 847.875183 Iteration 32Q: 3 clusters Score -634639.1 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8648 members Mstep: Class 2 contains 2481 members Entering Unmasked Estep Score: -634640.062500 Penalty: 847.875183 Iteration 33Q: 3 clusters Score -634640.1 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8666 members Mstep: Class 2 contains 2463 members Entering Unmasked Estep Score: -634643.125000 Penalty: 847.875183 Iteration 34Q: 3 clusters Score -634643.1 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8693 members Mstep: Class 2 contains 2436 members Entering Unmasked Estep Score: -634648.625000 Penalty: 847.875183 Iteration 35Q: 3 clusters Score -634648.6 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8721 members Mstep: Class 2 contains 2408 members Entering Unmasked Estep Score: -634653.437500 Penalty: 847.875183 Iteration 36Q: 3 clusters Score -634653.4 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8746 members Mstep: Class 2 contains 2383 members Entering Unmasked Estep Score: -634655.125000 Penalty: 847.875183 Iteration 37Q: 3 clusters Score -634655.1 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8767 members Mstep: Class 2 contains 2362 members Entering Unmasked Estep Score: -634658.625000 Penalty: 847.875183 Iteration 38Q: 3 clusters Score -634658.6 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8783 members Mstep: Class 2 contains 2346 members Entering Unmasked Estep Score: -634658.312500 Penalty: 847.875183 Iteration 39Q: 3 clusters Score -634658.3 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8795 members Mstep: Class 2 contains 2334 members Entering Unmasked Estep Score: -634658.125000 Penalty: 847.875183 Iteration 40F: 3 clusters Score -634658.1 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8814 members Mstep: Class 2 contains 2315 members Entering Unmasked Estep Score: -634661.062500 Penalty: 847.875183 Iteration 41Q: 3 clusters Score -634661.1 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8826 members Mstep: Class 2 contains 2303 members Entering Unmasked Estep Score: -634661.000000 Penalty: 847.875183 Iteration 42Q: 3 clusters Score -634661 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8835 members Mstep: Class 2 contains 2294 members Entering Unmasked Estep Score: -634660.500000 Penalty: 847.875183 Iteration 43Q: 3 clusters Score -634660.5 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8848 members Mstep: Class 2 contains 2281 members Entering Unmasked Estep Score: -634663.187500 Penalty: 847.875183 Iteration 44Q: 3 clusters Score -634663.2 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8862 members Mstep: Class 2 contains 2267 members Entering Unmasked Estep Score: -634664.312500 Penalty: 847.875183 Iteration 45Q: 3 clusters Score -634664.3 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8880 members Mstep: Class 2 contains 2249 members Entering Unmasked Estep Score: -634667.625000 Penalty: 847.875183 Iteration 46Q: 3 clusters Score -634667.6 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8895 members Mstep: Class 2 contains 2234 members Entering Unmasked Estep Score: -634669.062500 Penalty: 847.875183 Iteration 47Q: 3 clusters Score -634669.1 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8918 members Mstep: Class 2 contains 2211 members Entering Unmasked Estep Score: -634671.250000 Penalty: 847.875183 Iteration 48Q: 3 clusters Score -634671.2 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8932 members Mstep: Class 2 contains 2197 members Entering Unmasked Estep Score: -634670.562500 Penalty: 847.875183 Iteration 49Q: 3 clusters Score -634670.6 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8946 members Mstep: Class 2 contains 2183 members Entering Unmasked Estep Score: -634672.125000 Penalty: 847.875183 Iteration 50Q: 3 clusters Score -634672.1 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8957 members Mstep: Class 2 contains 2172 members Entering Unmasked Estep Score: -634672.687500 Penalty: 847.875183 Iteration 51Q: 3 clusters Score -634672.7 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8971 members Mstep: Class 2 contains 2158 members Entering Unmasked Estep Score: -634675.687500 Penalty: 847.875183 Iteration 52Q: 3 clusters Score -634675.7 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8980 members Mstep: Class 2 contains 2149 members Entering Unmasked Estep Score: -634675.312500 Penalty: 847.875183 Iteration 53Q: 3 clusters Score -634675.3 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8992 members Mstep: Class 2 contains 2137 members Entering Unmasked Estep Score: -634677.812500 Penalty: 847.875183 Iteration 54Q: 3 clusters Score -634677.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9004 members Mstep: Class 2 contains 2125 members Entering Unmasked Estep Score: -634677.875000 Penalty: 847.875183 Iteration 55Q: 3 clusters Score -634677.9 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9017 members Mstep: Class 2 contains 2112 members Entering Unmasked Estep Score: -634679.875000 Penalty: 847.875183 Iteration 56Q: 3 clusters Score -634679.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9026 members Mstep: Class 2 contains 2103 members Entering Unmasked Estep Score: -634681.062500 Penalty: 847.875183 Iteration 57Q: 3 clusters Score -634681.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9034 members Mstep: Class 2 contains 2095 members Entering Unmasked Estep Score: -634680.437500 Penalty: 847.875183 Iteration 58Q: 3 clusters Score -634680.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9041 members Mstep: Class 2 contains 2088 members Entering Unmasked Estep Score: -634679.687500 Penalty: 847.875183 Iteration 59Q: 3 clusters Score -634679.7 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9054 members Mstep: Class 2 contains 2075 members Entering Unmasked Estep Score: -634682.437500 Penalty: 847.875183 Iteration 60F: 3 clusters Score -634682.4 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9070 members Mstep: Class 2 contains 2059 members Entering Unmasked Estep Score: -634684.562500 Penalty: 847.875183 Iteration 61Q: 3 clusters Score -634684.6 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9084 members Mstep: Class 2 contains 2045 members Entering Unmasked Estep Score: -634685.687500 Penalty: 847.875183 Iteration 62Q: 3 clusters Score -634685.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9094 members Mstep: Class 2 contains 2035 members Entering Unmasked Estep Score: -634684.937500 Penalty: 847.875183 Iteration 63Q: 3 clusters Score -634684.9 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9104 members Mstep: Class 2 contains 2025 members Entering Unmasked Estep Score: -634685.187500 Penalty: 847.875183 Iteration 64Q: 3 clusters Score -634685.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9109 members Mstep: Class 2 contains 2020 members Entering Unmasked Estep Score: -634685.187500 Penalty: 847.875183 Iteration 65Q: 3 clusters Score -634685.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9114 members Mstep: Class 2 contains 2015 members Entering Unmasked Estep Score: -634686.062500 Penalty: 847.875183 Iteration 66Q: 3 clusters Score -634686.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9119 members Mstep: Class 2 contains 2010 members Entering Unmasked Estep Score: -634687.250000 Penalty: 847.875183 Iteration 67Q: 3 clusters Score -634687.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9125 members Mstep: Class 2 contains 2004 members Entering Unmasked Estep Score: -634687.875000 Penalty: 847.875183 Iteration 68Q: 3 clusters Score -634687.9 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9135 members Mstep: Class 2 contains 1994 members Entering Unmasked Estep Score: -634686.687500 Penalty: 847.875183 Iteration 69Q: 3 clusters Score -634686.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9139 members Mstep: Class 2 contains 1990 members Entering Unmasked Estep Score: -634688.562500 Penalty: 847.875183 Iteration 70Q: 3 clusters Score -634688.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9149 members Mstep: Class 2 contains 1980 members Entering Unmasked Estep Score: -634688.500000 Penalty: 847.875183 Iteration 71Q: 3 clusters Score -634688.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9157 members Mstep: Class 2 contains 1972 members Entering Unmasked Estep Score: -634689.062500 Penalty: 847.875183 Iteration 72Q: 3 clusters Score -634689.1 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9170 members Mstep: Class 2 contains 1959 members Entering Unmasked Estep Score: -634689.937500 Penalty: 847.875183 Iteration 73Q: 3 clusters Score -634689.9 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9180 members Mstep: Class 2 contains 1949 members Entering Unmasked Estep Score: -634689.437500 Penalty: 847.875183 Iteration 74Q: 3 clusters Score -634689.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9188 members Mstep: Class 2 contains 1941 members Entering Unmasked Estep Score: -634689.937500 Penalty: 847.875183 Iteration 75Q: 3 clusters Score -634689.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9193 members Mstep: Class 2 contains 1936 members Entering Unmasked Estep Score: -634689.437500 Penalty: 847.875183 Iteration 76Q: 3 clusters Score -634689.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9194 members Mstep: Class 2 contains 1935 members Entering Unmasked Estep Score: -634689.125000 Penalty: 847.875183 Iteration 77Q: 3 clusters Score -634689.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9194 members Mstep: Class 2 contains 1935 members Entering Unmasked Estep Score: -634689.125000 Penalty: 847.875183 Iteration 78F: 3 clusters Score -634689.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 30 (3547 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3547 members Entering Unmasked Estep Score: -175938.750000 Penalty: 371.910522 Iteration 0F: 2 clusters Score -175938.8 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 1764 members Entering Unmasked Estep Score: -173495.093750 Penalty: 743.821045 Iteration 0F: 3 clusters Score -173495.1 nChanged 1564 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1819 members Mstep: Class 2 contains 1728 members Entering Unmasked Estep Score: -174478.484375 Penalty: 743.821045 Iteration 1F: 3 clusters Score -174478.5 nChanged 293 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1830 members Mstep: Class 2 contains 1717 members Entering Unmasked Estep Score: -174719.796875 Penalty: 743.821045 Iteration 2F: 3 clusters Score -174719.8 nChanged 271 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1837 members Mstep: Class 2 contains 1710 members Entering Unmasked Estep Score: -174991.203125 Penalty: 743.821045 Iteration 3F: 3 clusters Score -174991.2 nChanged 255 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1842 members Mstep: Class 2 contains 1705 members Entering Unmasked Estep Score: -175196.843750 Penalty: 743.821045 Iteration 4F: 3 clusters Score -175196.8 nChanged 170 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1850 members Mstep: Class 2 contains 1697 members Entering Unmasked Estep Score: -175309.562500 Penalty: 743.821045 Iteration 5Q: 3 clusters Score -175309.6 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1845 members Mstep: Class 2 contains 1702 members Entering Unmasked Estep Score: -175382.265625 Penalty: 743.821045 Iteration 6Q: 3 clusters Score -175382.3 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1854 members Mstep: Class 2 contains 1693 members Entering Unmasked Estep Score: -175442.281250 Penalty: 743.821045 Iteration 7Q: 3 clusters Score -175442.3 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1855 members Mstep: Class 2 contains 1692 members Entering Unmasked Estep Score: -175490.515625 Penalty: 743.821045 Iteration 8Q: 3 clusters Score -175490.5 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1861 members Mstep: Class 2 contains 1686 members Entering Unmasked Estep Score: -175538.328125 Penalty: 743.821045 Iteration 9Q: 3 clusters Score -175538.3 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1858 members Mstep: Class 2 contains 1689 members Entering Unmasked Estep Score: -175586.062500 Penalty: 743.821045 Iteration 10Q: 3 clusters Score -175586.1 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1858 members Mstep: Class 2 contains 1689 members Entering Unmasked Estep Score: -175632.453125 Penalty: 743.821045 Iteration 11Q: 3 clusters Score -175632.5 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1855 members Mstep: Class 2 contains 1692 members Entering Unmasked Estep Score: -175659.968750 Penalty: 743.821045 Iteration 12Q: 3 clusters Score -175660 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1861 members Mstep: Class 2 contains 1686 members Entering Unmasked Estep Score: -175669.250000 Penalty: 743.821045 Iteration 13Q: 3 clusters Score -175669.2 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1867 members Mstep: Class 2 contains 1680 members Entering Unmasked Estep Score: -175675.718750 Penalty: 743.821045 Iteration 14Q: 3 clusters Score -175675.7 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1873 members Mstep: Class 2 contains 1674 members Entering Unmasked Estep Score: -175678.968750 Penalty: 743.821045 Iteration 15Q: 3 clusters Score -175679 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1879 members Mstep: Class 2 contains 1668 members Entering Unmasked Estep Score: -175682.843750 Penalty: 743.821045 Iteration 16Q: 3 clusters Score -175682.8 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1884 members Mstep: Class 2 contains 1663 members Entering Unmasked Estep Score: -175685.203125 Penalty: 743.821045 Iteration 17Q: 3 clusters Score -175685.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1886 members Mstep: Class 2 contains 1661 members Entering Unmasked Estep Score: -175686.187500 Penalty: 743.821045 Iteration 18Q: 3 clusters Score -175686.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1885 members Mstep: Class 2 contains 1662 members Entering Unmasked Estep Score: -175686.968750 Penalty: 743.821045 Iteration 19Q: 3 clusters Score -175687 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1882 members Mstep: Class 2 contains 1665 members Entering Unmasked Estep Score: -175687.265625 Penalty: 743.821045 Iteration 20F: 3 clusters Score -175687.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1879 members Mstep: Class 2 contains 1668 members Entering Unmasked Estep Score: -175687.765625 Penalty: 743.821045 Iteration 21Q: 3 clusters Score -175687.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1877 members Mstep: Class 2 contains 1670 members Entering Unmasked Estep Score: -175687.750000 Penalty: 743.821045 Iteration 22Q: 3 clusters Score -175687.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1875 members Mstep: Class 2 contains 1672 members Entering Unmasked Estep Score: -175688.859375 Penalty: 743.821045 Iteration 23Q: 3 clusters Score -175688.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1873 members Mstep: Class 2 contains 1674 members Entering Unmasked Estep Score: -175689.468750 Penalty: 743.821045 Iteration 24Q: 3 clusters Score -175689.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1876 members Mstep: Class 2 contains 1671 members Entering Unmasked Estep Score: -175690.375000 Penalty: 743.821045 Iteration 25Q: 3 clusters Score -175690.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1880 members Mstep: Class 2 contains 1667 members Entering Unmasked Estep Score: -175691.437500 Penalty: 743.821045 Iteration 26Q: 3 clusters Score -175691.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1885 members Mstep: Class 2 contains 1662 members Entering Unmasked Estep Score: -175692.578125 Penalty: 743.821045 Iteration 27Q: 3 clusters Score -175692.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1892 members Mstep: Class 2 contains 1655 members Entering Unmasked Estep Score: -175694.671875 Penalty: 743.821045 Iteration 28Q: 3 clusters Score -175694.7 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1899 members Mstep: Class 2 contains 1648 members Entering Unmasked Estep Score: -175696.328125 Penalty: 743.821045 Iteration 29Q: 3 clusters Score -175696.3 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1906 members Mstep: Class 2 contains 1641 members Entering Unmasked Estep Score: -175697.843750 Penalty: 743.821045 Iteration 30Q: 3 clusters Score -175697.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1913 members Mstep: Class 2 contains 1634 members Entering Unmasked Estep Score: -175698.734375 Penalty: 743.821045 Iteration 31Q: 3 clusters Score -175698.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1919 members Mstep: Class 2 contains 1628 members Entering Unmasked Estep Score: -175699.250000 Penalty: 743.821045 Iteration 32Q: 3 clusters Score -175699.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1922 members Mstep: Class 2 contains 1625 members Entering Unmasked Estep Score: -175699.875000 Penalty: 743.821045 Iteration 33Q: 3 clusters Score -175699.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1924 members Mstep: Class 2 contains 1623 members Entering Unmasked Estep Score: -175700.968750 Penalty: 743.821045 Iteration 34Q: 3 clusters Score -175701 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1926 members Mstep: Class 2 contains 1621 members Entering Unmasked Estep Score: -175701.218750 Penalty: 743.821045 Iteration 35Q: 3 clusters Score -175701.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1929 members Mstep: Class 2 contains 1618 members Entering Unmasked Estep Score: -175701.515625 Penalty: 743.821045 Iteration 36Q: 3 clusters Score -175701.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1931 members Mstep: Class 2 contains 1616 members Entering Unmasked Estep Score: -175701.453125 Penalty: 743.821045 Iteration 37Q: 3 clusters Score -175701.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1933 members Mstep: Class 2 contains 1614 members Entering Unmasked Estep Score: -175701.906250 Penalty: 743.821045 Iteration 38Q: 3 clusters Score -175701.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1935 members Mstep: Class 2 contains 1612 members Entering Unmasked Estep Score: -175702.218750 Penalty: 743.821045 Iteration 39Q: 3 clusters Score -175702.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1937 members Mstep: Class 2 contains 1610 members Entering Unmasked Estep Score: -175702.187500 Penalty: 743.821045 Iteration 40F: 3 clusters Score -175702.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 31 (5237 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5237 members Entering Unmasked Estep Score: -283347.093750 Penalty: 389.639435 Iteration 0F: 2 clusters Score -283347.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2602 members Mstep: Class 2 contains 2635 members Entering Unmasked Estep Score: -279828.718750 Penalty: 779.278870 Iteration 0F: 3 clusters Score -279828.7 nChanged 2349 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2353 members Mstep: Class 2 contains 2884 members Entering Unmasked Estep Score: -281165.000000 Penalty: 779.278870 Iteration 1F: 3 clusters Score -281165 nChanged 360 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2189 members Mstep: Class 2 contains 3048 members Entering Unmasked Estep Score: -281320.062500 Penalty: 779.278870 Iteration 2F: 3 clusters Score -281320.1 nChanged 316 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1985 members Mstep: Class 2 contains 3252 members Entering Unmasked Estep Score: -281470.593750 Penalty: 779.278870 Iteration 3F: 3 clusters Score -281470.6 nChanged 316 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1731 members Mstep: Class 2 contains 3506 members Entering Unmasked Estep Score: -281660.343750 Penalty: 779.278870 Iteration 4F: 3 clusters Score -281660.3 nChanged 341 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1436 members Mstep: Class 2 contains 3801 members Entering Unmasked Estep Score: -281892.093750 Penalty: 779.278870 Iteration 5F: 3 clusters Score -281892.1 nChanged 328 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1144 members Mstep: Class 2 contains 4093 members Entering Unmasked Estep Score: -282162.875000 Penalty: 779.278870 Iteration 6F: 3 clusters Score -282162.9 nChanged 298 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 864 members Mstep: Class 2 contains 4373 members Entering Unmasked Estep Score: -282425.031250 Penalty: 779.278870 Iteration 7F: 3 clusters Score -282425 nChanged 237 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 641 members Mstep: Class 2 contains 4596 members Entering Unmasked Estep Score: -282648.843750 Penalty: 779.278870 Iteration 8Q: 3 clusters Score -282648.8 nChanged 151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 494 members Mstep: Class 2 contains 4743 members Entering Unmasked Estep Score: -282817.250000 Penalty: 779.278870 Iteration 9Q: 3 clusters Score -282817.2 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 422 members Mstep: Class 2 contains 4815 members Entering Unmasked Estep Score: -282905.281250 Penalty: 779.278870 Iteration 10Q: 3 clusters Score -282905.3 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 371 members Mstep: Class 2 contains 4866 members Entering Unmasked Estep Score: -282944.875000 Penalty: 779.278870 Iteration 11Q: 3 clusters Score -282944.9 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 329 members Mstep: Class 2 contains 4908 members Entering Unmasked Estep Score: -282972.000000 Penalty: 779.278870 Iteration 12Q: 3 clusters Score -282972 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 297 members Mstep: Class 2 contains 4940 members Entering Unmasked Estep Score: -282987.718750 Penalty: 779.278870 Iteration 13Q: 3 clusters Score -282987.7 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 279 members Mstep: Class 2 contains 4958 members Entering Unmasked Estep Score: -282999.781250 Penalty: 779.278870 Iteration 14Q: 3 clusters Score -282999.8 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 266 members Mstep: Class 2 contains 4971 members Entering Unmasked Estep Score: -283008.312500 Penalty: 779.278870 Iteration 15Q: 3 clusters Score -283008.3 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 250 members Mstep: Class 2 contains 4987 members Entering Unmasked Estep Score: -283016.500000 Penalty: 779.278870 Iteration 16Q: 3 clusters Score -283016.5 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 239 members Mstep: Class 2 contains 4998 members Entering Unmasked Estep Score: -283025.156250 Penalty: 779.278870 Iteration 17Q: 3 clusters Score -283025.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 233 members Mstep: Class 2 contains 5004 members Entering Unmasked Estep Score: -283033.093750 Penalty: 779.278870 Iteration 18Q: 3 clusters Score -283033.1 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 221 members Mstep: Class 2 contains 5016 members Entering Unmasked Estep Score: -283038.968750 Penalty: 779.278870 Iteration 19Q: 3 clusters Score -283039 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 214 members Mstep: Class 2 contains 5023 members Entering Unmasked Estep Score: -283043.093750 Penalty: 779.278870 Iteration 20F: 3 clusters Score -283043.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 206 members Mstep: Class 2 contains 5031 members Entering Unmasked Estep Score: -283047.718750 Penalty: 779.278870 Iteration 21Q: 3 clusters Score -283047.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 199 members Mstep: Class 2 contains 5038 members Entering Unmasked Estep Score: -283051.281250 Penalty: 779.278870 Iteration 22Q: 3 clusters Score -283051.3 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 190 members Mstep: Class 2 contains 5047 members Entering Unmasked Estep Score: -283055.156250 Penalty: 779.278870 Iteration 23Q: 3 clusters Score -283055.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 186 members Mstep: Class 2 contains 5051 members Entering Unmasked Estep Score: -283058.593750 Penalty: 779.278870 Iteration 24Q: 3 clusters Score -283058.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 182 members Mstep: Class 2 contains 5055 members Entering Unmasked Estep Score: -283061.562500 Penalty: 779.278870 Iteration 25Q: 3 clusters Score -283061.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 178 members Mstep: Class 2 contains 5059 members Entering Unmasked Estep Score: -283064.437500 Penalty: 779.278870 Iteration 26Q: 3 clusters Score -283064.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 177 members Mstep: Class 2 contains 5060 members Entering Unmasked Estep Score: -283064.468750 Penalty: 779.278870 Iteration 27Q: 3 clusters Score -283064.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 175 members Mstep: Class 2 contains 5062 members Entering Unmasked Estep Score: -283065.250000 Penalty: 779.278870 Iteration 28Q: 3 clusters Score -283065.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 175 members Mstep: Class 2 contains 5062 members Entering Unmasked Estep Score: -283065.656250 Penalty: 779.278870 Iteration 29Q: 3 clusters Score -283065.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 176 members Mstep: Class 2 contains 5061 members Entering Unmasked Estep Score: -283065.968750 Penalty: 779.278870 Iteration 30Q: 3 clusters Score -283066 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 176 members Mstep: Class 2 contains 5061 members Entering Unmasked Estep Score: -283067.000000 Penalty: 779.278870 Iteration 31Q: 3 clusters Score -283067 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 176 members Mstep: Class 2 contains 5061 members Entering Unmasked Estep Score: -283067.000000 Penalty: 779.278870 Iteration 32F: 3 clusters Score -283067 nChanged 0 Entering ConstructFrom: Trying to split cluster 32 (108 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 108 members Entering Unmasked Estep Score: -5716.261230 Penalty: 213.036972 Iteration 0F: 2 clusters Score -5716.261 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56 members Mstep: Class 2 contains 52 members Entering Unmasked Estep Score: -5510.062500 Penalty: 426.073944 Iteration 0F: 3 clusters Score -5510.062 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56 members Mstep: Class 2 contains 52 members Entering Unmasked Estep Score: -5564.029297 Penalty: 426.073944 Iteration 1F: 3 clusters Score -5564.029 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54 members Mstep: Class 2 contains 54 members Entering Unmasked Estep Score: -5569.395020 Penalty: 426.073944 Iteration 2Q: 3 clusters Score -5569.395 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54 members Mstep: Class 2 contains 54 members Entering Unmasked Estep Score: -5569.395020 Penalty: 426.073944 Iteration 3F: 3 clusters Score -5569.395 nChanged 0 Entering ConstructFrom: Trying to split cluster 33 (1528 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1528 members Entering Unmasked Estep Score: -71189.671875 Penalty: 333.593048 Iteration 0F: 2 clusters Score -71189.67 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 743 members Mstep: Class 2 contains 785 members Entering Unmasked Estep Score: -70049.328125 Penalty: 667.186096 Iteration 0F: 3 clusters Score -70049.33 nChanged 629 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 680 members Mstep: Class 2 contains 848 members Entering Unmasked Estep Score: -70435.203125 Penalty: 667.186096 Iteration 1F: 3 clusters Score -70435.2 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 630 members Mstep: Class 2 contains 898 members Entering Unmasked Estep Score: -70561.625000 Penalty: 667.186096 Iteration 2F: 3 clusters Score -70561.62 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 581 members Mstep: Class 2 contains 947 members Entering Unmasked Estep Score: -70672.070312 Penalty: 667.186096 Iteration 3F: 3 clusters Score -70672.07 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 535 members Mstep: Class 2 contains 993 members Entering Unmasked Estep Score: -70765.507812 Penalty: 667.186096 Iteration 4F: 3 clusters Score -70765.51 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 501 members Mstep: Class 2 contains 1027 members Entering Unmasked Estep Score: -70834.789062 Penalty: 667.186096 Iteration 5F: 3 clusters Score -70834.79 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 481 members Mstep: Class 2 contains 1047 members Entering Unmasked Estep Score: -70884.046875 Penalty: 667.186096 Iteration 6Q: 3 clusters Score -70884.05 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 476 members Mstep: Class 2 contains 1052 members Entering Unmasked Estep Score: -70942.406250 Penalty: 667.186096 Iteration 7Q: 3 clusters Score -70942.41 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 478 members Mstep: Class 2 contains 1050 members Entering Unmasked Estep Score: -70990.171875 Penalty: 667.186096 Iteration 8Q: 3 clusters Score -70990.17 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 485 members Mstep: Class 2 contains 1043 members Entering Unmasked Estep Score: -71016.640625 Penalty: 667.186096 Iteration 9Q: 3 clusters Score -71016.64 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 491 members Mstep: Class 2 contains 1037 members Entering Unmasked Estep Score: -71032.664062 Penalty: 667.186096 Iteration 10Q: 3 clusters Score -71032.66 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 502 members Mstep: Class 2 contains 1026 members Entering Unmasked Estep Score: -71040.890625 Penalty: 667.186096 Iteration 11Q: 3 clusters Score -71040.89 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 511 members Mstep: Class 2 contains 1017 members Entering Unmasked Estep Score: -71047.546875 Penalty: 667.186096 Iteration 12Q: 3 clusters Score -71047.55 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 513 members Mstep: Class 2 contains 1015 members Entering Unmasked Estep Score: -71049.359375 Penalty: 667.186096 Iteration 13Q: 3 clusters Score -71049.36 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 518 members Mstep: Class 2 contains 1010 members Entering Unmasked Estep Score: -71051.546875 Penalty: 667.186096 Iteration 14Q: 3 clusters Score -71051.55 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 520 members Mstep: Class 2 contains 1008 members Entering Unmasked Estep Score: -71052.062500 Penalty: 667.186096 Iteration 15Q: 3 clusters Score -71052.06 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 520 members Mstep: Class 2 contains 1008 members Entering Unmasked Estep Score: -71052.062500 Penalty: 667.186096 Iteration 16F: 3 clusters Score -71052.06 nChanged 0 Entering ConstructFrom: Trying to split cluster 34 (11497 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11497 members Entering Unmasked Estep Score: -671036.250000 Penalty: 425.417786 Iteration 0F: 2 clusters Score -671036.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5748 members Mstep: Class 2 contains 5749 members Entering Unmasked Estep Score: -663387.750000 Penalty: 850.835571 Iteration 0F: 3 clusters Score -663387.8 nChanged 5481 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6043 members Mstep: Class 2 contains 5454 members Entering Unmasked Estep Score: -666811.375000 Penalty: 850.835571 Iteration 1F: 3 clusters Score -666811.4 nChanged 707 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6090 members Mstep: Class 2 contains 5407 members Entering Unmasked Estep Score: -667269.687500 Penalty: 850.835571 Iteration 2F: 3 clusters Score -667269.7 nChanged 778 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6062 members Mstep: Class 2 contains 5435 members Entering Unmasked Estep Score: -667882.375000 Penalty: 850.835571 Iteration 3F: 3 clusters Score -667882.4 nChanged 844 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5922 members Mstep: Class 2 contains 5575 members Entering Unmasked Estep Score: -668543.125000 Penalty: 850.835571 Iteration 4F: 3 clusters Score -668543.1 nChanged 757 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5771 members Mstep: Class 2 contains 5726 members Entering Unmasked Estep Score: -669034.062500 Penalty: 850.835571 Iteration 5F: 3 clusters Score -669034.1 nChanged 500 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5649 members Mstep: Class 2 contains 5848 members Entering Unmasked Estep Score: -669238.250000 Penalty: 850.835571 Iteration 6Q: 3 clusters Score -669238.2 nChanged 301 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5536 members Mstep: Class 2 contains 5961 members Entering Unmasked Estep Score: -669322.437500 Penalty: 850.835571 Iteration 7Q: 3 clusters Score -669322.4 nChanged 212 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5438 members Mstep: Class 2 contains 6059 members Entering Unmasked Estep Score: -669373.937500 Penalty: 850.835571 Iteration 8Q: 3 clusters Score -669373.9 nChanged 175 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5331 members Mstep: Class 2 contains 6166 members Entering Unmasked Estep Score: -669419.750000 Penalty: 850.835571 Iteration 9Q: 3 clusters Score -669419.8 nChanged 183 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5214 members Mstep: Class 2 contains 6283 members Entering Unmasked Estep Score: -669470.125000 Penalty: 850.835571 Iteration 10Q: 3 clusters Score -669470.1 nChanged 168 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5094 members Mstep: Class 2 contains 6403 members Entering Unmasked Estep Score: -669515.750000 Penalty: 850.835571 Iteration 11Q: 3 clusters Score -669515.8 nChanged 185 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4981 members Mstep: Class 2 contains 6516 members Entering Unmasked Estep Score: -669568.750000 Penalty: 850.835571 Iteration 12Q: 3 clusters Score -669568.8 nChanged 169 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4876 members Mstep: Class 2 contains 6621 members Entering Unmasked Estep Score: -669614.125000 Penalty: 850.835571 Iteration 13Q: 3 clusters Score -669614.1 nChanged 162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4776 members Mstep: Class 2 contains 6721 members Entering Unmasked Estep Score: -669662.875000 Penalty: 850.835571 Iteration 14Q: 3 clusters Score -669662.9 nChanged 195 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4649 members Mstep: Class 2 contains 6848 members Entering Unmasked Estep Score: -669728.187500 Penalty: 850.835571 Iteration 15Q: 3 clusters Score -669728.2 nChanged 174 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4521 members Mstep: Class 2 contains 6976 members Entering Unmasked Estep Score: -669788.875000 Penalty: 850.835571 Iteration 16Q: 3 clusters Score -669788.9 nChanged 185 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4384 members Mstep: Class 2 contains 7113 members Entering Unmasked Estep Score: -669850.187500 Penalty: 850.835571 Iteration 17Q: 3 clusters Score -669850.2 nChanged 174 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4266 members Mstep: Class 2 contains 7231 members Entering Unmasked Estep Score: -669908.000000 Penalty: 850.835571 Iteration 18Q: 3 clusters Score -669908 nChanged 160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4166 members Mstep: Class 2 contains 7331 members Entering Unmasked Estep Score: -669957.437500 Penalty: 850.835571 Iteration 19Q: 3 clusters Score -669957.4 nChanged 164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4046 members Mstep: Class 2 contains 7451 members Entering Unmasked Estep Score: -670019.375000 Penalty: 850.835571 Iteration 20F: 3 clusters Score -670019.4 nChanged 185 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3933 members Mstep: Class 2 contains 7564 members Entering Unmasked Estep Score: -670091.750000 Penalty: 850.835571 Iteration 21Q: 3 clusters Score -670091.8 nChanged 175 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3830 members Mstep: Class 2 contains 7667 members Entering Unmasked Estep Score: -670151.187500 Penalty: 850.835571 Iteration 22Q: 3 clusters Score -670151.2 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3729 members Mstep: Class 2 contains 7768 members Entering Unmasked Estep Score: -670196.937500 Penalty: 850.835571 Iteration 23Q: 3 clusters Score -670196.9 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3630 members Mstep: Class 2 contains 7867 members Entering Unmasked Estep Score: -670241.500000 Penalty: 850.835571 Iteration 24Q: 3 clusters Score -670241.5 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3534 members Mstep: Class 2 contains 7963 members Entering Unmasked Estep Score: -670279.375000 Penalty: 850.835571 Iteration 25Q: 3 clusters Score -670279.4 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3444 members Mstep: Class 2 contains 8053 members Entering Unmasked Estep Score: -670301.937500 Penalty: 850.835571 Iteration 26Q: 3 clusters Score -670301.9 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3368 members Mstep: Class 2 contains 8129 members Entering Unmasked Estep Score: -670323.437500 Penalty: 850.835571 Iteration 27Q: 3 clusters Score -670323.4 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3278 members Mstep: Class 2 contains 8219 members Entering Unmasked Estep Score: -670349.062500 Penalty: 850.835571 Iteration 28Q: 3 clusters Score -670349.1 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3187 members Mstep: Class 2 contains 8310 members Entering Unmasked Estep Score: -670371.062500 Penalty: 850.835571 Iteration 29Q: 3 clusters Score -670371.1 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3103 members Mstep: Class 2 contains 8394 members Entering Unmasked Estep Score: -670389.750000 Penalty: 850.835571 Iteration 30Q: 3 clusters Score -670389.8 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3030 members Mstep: Class 2 contains 8467 members Entering Unmasked Estep Score: -670404.500000 Penalty: 850.835571 Iteration 31Q: 3 clusters Score -670404.5 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2957 members Mstep: Class 2 contains 8540 members Entering Unmasked Estep Score: -670422.000000 Penalty: 850.835571 Iteration 32Q: 3 clusters Score -670422 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2882 members Mstep: Class 2 contains 8615 members Entering Unmasked Estep Score: -670436.812500 Penalty: 850.835571 Iteration 33Q: 3 clusters Score -670436.8 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2806 members Mstep: Class 2 contains 8691 members Entering Unmasked Estep Score: -670450.812500 Penalty: 850.835571 Iteration 34Q: 3 clusters Score -670450.8 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2727 members Mstep: Class 2 contains 8770 members Entering Unmasked Estep Score: -670465.937500 Penalty: 850.835571 Iteration 35Q: 3 clusters Score -670465.9 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2646 members Mstep: Class 2 contains 8851 members Entering Unmasked Estep Score: -670483.437500 Penalty: 850.835571 Iteration 36Q: 3 clusters Score -670483.4 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2578 members Mstep: Class 2 contains 8919 members Entering Unmasked Estep Score: -670493.937500 Penalty: 850.835571 Iteration 37Q: 3 clusters Score -670493.9 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2514 members Mstep: Class 2 contains 8983 members Entering Unmasked Estep Score: -670504.562500 Penalty: 850.835571 Iteration 38Q: 3 clusters Score -670504.6 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2468 members Mstep: Class 2 contains 9029 members Entering Unmasked Estep Score: -670511.500000 Penalty: 850.835571 Iteration 39Q: 3 clusters Score -670511.5 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2429 members Mstep: Class 2 contains 9068 members Entering Unmasked Estep Score: -670516.312500 Penalty: 850.835571 Iteration 40F: 3 clusters Score -670516.3 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2391 members Mstep: Class 2 contains 9106 members Entering Unmasked Estep Score: -670520.812500 Penalty: 850.835571 Iteration 41Q: 3 clusters Score -670520.8 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2341 members Mstep: Class 2 contains 9156 members Entering Unmasked Estep Score: -670530.750000 Penalty: 850.835571 Iteration 42Q: 3 clusters Score -670530.8 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2298 members Mstep: Class 2 contains 9199 members Entering Unmasked Estep Score: -670535.625000 Penalty: 850.835571 Iteration 43Q: 3 clusters Score -670535.6 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2254 members Mstep: Class 2 contains 9243 members Entering Unmasked Estep Score: -670543.312500 Penalty: 850.835571 Iteration 44Q: 3 clusters Score -670543.3 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2211 members Mstep: Class 2 contains 9286 members Entering Unmasked Estep Score: -670549.562500 Penalty: 850.835571 Iteration 45Q: 3 clusters Score -670549.6 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2159 members Mstep: Class 2 contains 9338 members Entering Unmasked Estep Score: -670562.687500 Penalty: 850.835571 Iteration 46Q: 3 clusters Score -670562.7 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2102 members Mstep: Class 2 contains 9395 members Entering Unmasked Estep Score: -670573.000000 Penalty: 850.835571 Iteration 47Q: 3 clusters Score -670573 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2046 members Mstep: Class 2 contains 9451 members Entering Unmasked Estep Score: -670585.250000 Penalty: 850.835571 Iteration 48Q: 3 clusters Score -670585.2 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1979 members Mstep: Class 2 contains 9518 members Entering Unmasked Estep Score: -670599.625000 Penalty: 850.835571 Iteration 49Q: 3 clusters Score -670599.6 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1923 members Mstep: Class 2 contains 9574 members Entering Unmasked Estep Score: -670612.187500 Penalty: 850.835571 Iteration 50Q: 3 clusters Score -670612.2 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1860 members Mstep: Class 2 contains 9637 members Entering Unmasked Estep Score: -670622.812500 Penalty: 850.835571 Iteration 51Q: 3 clusters Score -670622.8 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1797 members Mstep: Class 2 contains 9700 members Entering Unmasked Estep Score: -670636.812500 Penalty: 850.835571 Iteration 52Q: 3 clusters Score -670636.8 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1742 members Mstep: Class 2 contains 9755 members Entering Unmasked Estep Score: -670646.562500 Penalty: 850.835571 Iteration 53Q: 3 clusters Score -670646.6 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1686 members Mstep: Class 2 contains 9811 members Entering Unmasked Estep Score: -670659.875000 Penalty: 850.835571 Iteration 54Q: 3 clusters Score -670659.9 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1625 members Mstep: Class 2 contains 9872 members Entering Unmasked Estep Score: -670679.562500 Penalty: 850.835571 Iteration 55Q: 3 clusters Score -670679.6 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1562 members Mstep: Class 2 contains 9935 members Entering Unmasked Estep Score: -670701.562500 Penalty: 850.835571 Iteration 56Q: 3 clusters Score -670701.6 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1507 members Mstep: Class 2 contains 9990 members Entering Unmasked Estep Score: -670728.500000 Penalty: 850.835571 Iteration 57Q: 3 clusters Score -670728.5 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1442 members Mstep: Class 2 contains 10055 members Entering Unmasked Estep Score: -670754.312500 Penalty: 850.835571 Iteration 58Q: 3 clusters Score -670754.3 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1396 members Mstep: Class 2 contains 10101 members Entering Unmasked Estep Score: -670767.375000 Penalty: 850.835571 Iteration 59Q: 3 clusters Score -670767.4 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1353 members Mstep: Class 2 contains 10144 members Entering Unmasked Estep Score: -670780.437500 Penalty: 850.835571 Iteration 60F: 3 clusters Score -670780.4 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1321 members Mstep: Class 2 contains 10176 members Entering Unmasked Estep Score: -670788.500000 Penalty: 850.835571 Iteration 61Q: 3 clusters Score -670788.5 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1287 members Mstep: Class 2 contains 10210 members Entering Unmasked Estep Score: -670795.062500 Penalty: 850.835571 Iteration 62Q: 3 clusters Score -670795.1 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1250 members Mstep: Class 2 contains 10247 members Entering Unmasked Estep Score: -670803.375000 Penalty: 850.835571 Iteration 63Q: 3 clusters Score -670803.4 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1221 members Mstep: Class 2 contains 10276 members Entering Unmasked Estep Score: -670810.937500 Penalty: 850.835571 Iteration 64Q: 3 clusters Score -670810.9 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1201 members Mstep: Class 2 contains 10296 members Entering Unmasked Estep Score: -670815.437500 Penalty: 850.835571 Iteration 65Q: 3 clusters Score -670815.4 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1181 members Mstep: Class 2 contains 10316 members Entering Unmasked Estep Score: -670817.062500 Penalty: 850.835571 Iteration 66Q: 3 clusters Score -670817.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1173 members Mstep: Class 2 contains 10324 members Entering Unmasked Estep Score: -670817.125000 Penalty: 850.835571 Iteration 67Q: 3 clusters Score -670817.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1166 members Mstep: Class 2 contains 10331 members Entering Unmasked Estep Score: -670817.125000 Penalty: 850.835571 Iteration 68Q: 3 clusters Score -670817.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1157 members Mstep: Class 2 contains 10340 members Entering Unmasked Estep Score: -670817.875000 Penalty: 850.835571 Iteration 69Q: 3 clusters Score -670817.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1152 members Mstep: Class 2 contains 10345 members Entering Unmasked Estep Score: -670818.875000 Penalty: 850.835571 Iteration 70Q: 3 clusters Score -670818.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1144 members Mstep: Class 2 contains 10353 members Entering Unmasked Estep Score: -670819.250000 Penalty: 850.835571 Iteration 71Q: 3 clusters Score -670819.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1140 members Mstep: Class 2 contains 10357 members Entering Unmasked Estep Score: -670818.750000 Penalty: 850.835571 Iteration 72Q: 3 clusters Score -670818.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1137 members Mstep: Class 2 contains 10360 members Entering Unmasked Estep Score: -670820.937500 Penalty: 850.835571 Iteration 73Q: 3 clusters Score -670820.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1130 members Mstep: Class 2 contains 10367 members Entering Unmasked Estep Score: -670820.375000 Penalty: 850.835571 Iteration 74Q: 3 clusters Score -670820.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1127 members Mstep: Class 2 contains 10370 members Entering Unmasked Estep Score: -670820.125000 Penalty: 850.835571 Iteration 75Q: 3 clusters Score -670820.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1121 members Mstep: Class 2 contains 10376 members Entering Unmasked Estep Score: -670822.625000 Penalty: 850.835571 Iteration 76Q: 3 clusters Score -670822.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1114 members Mstep: Class 2 contains 10383 members Entering Unmasked Estep Score: -670822.937500 Penalty: 850.835571 Iteration 77Q: 3 clusters Score -670822.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1106 members Mstep: Class 2 contains 10391 members Entering Unmasked Estep Score: -670825.562500 Penalty: 850.835571 Iteration 78Q: 3 clusters Score -670825.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1097 members Mstep: Class 2 contains 10400 members Entering Unmasked Estep Score: -670825.625000 Penalty: 850.835571 Iteration 79Q: 3 clusters Score -670825.6 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1086 members Mstep: Class 2 contains 10411 members Entering Unmasked Estep Score: -670827.625000 Penalty: 850.835571 Iteration 80F: 3 clusters Score -670827.6 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1069 members Mstep: Class 2 contains 10428 members Entering Unmasked Estep Score: -670830.625000 Penalty: 850.835571 Iteration 81Q: 3 clusters Score -670830.6 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1057 members Mstep: Class 2 contains 10440 members Entering Unmasked Estep Score: -670832.000000 Penalty: 850.835571 Iteration 82Q: 3 clusters Score -670832 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1041 members Mstep: Class 2 contains 10456 members Entering Unmasked Estep Score: -670833.062500 Penalty: 850.835571 Iteration 83Q: 3 clusters Score -670833.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1034 members Mstep: Class 2 contains 10463 members Entering Unmasked Estep Score: -670833.250000 Penalty: 850.835571 Iteration 84Q: 3 clusters Score -670833.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1030 members Mstep: Class 2 contains 10467 members Entering Unmasked Estep Score: -670834.375000 Penalty: 850.835571 Iteration 85Q: 3 clusters Score -670834.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1029 members Mstep: Class 2 contains 10468 members Entering Unmasked Estep Score: -670834.125000 Penalty: 850.835571 Iteration 86Q: 3 clusters Score -670834.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1029 members Mstep: Class 2 contains 10468 members Entering Unmasked Estep Score: -670834.125000 Penalty: 850.835571 Iteration 87F: 3 clusters Score -670834.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 35 (1881 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1881 members Entering Unmasked Estep Score: -87059.390625 Penalty: 343.049927 Iteration 0F: 2 clusters Score -87059.39 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 941 members Mstep: Class 2 contains 940 members Entering Unmasked Estep Score: -85705.070312 Penalty: 686.099854 Iteration 0F: 3 clusters Score -85705.07 nChanged 768 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 991 members Mstep: Class 2 contains 890 members Entering Unmasked Estep Score: -86205.593750 Penalty: 686.099854 Iteration 1F: 3 clusters Score -86205.59 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1031 members Mstep: Class 2 contains 850 members Entering Unmasked Estep Score: -86300.335938 Penalty: 686.099854 Iteration 2F: 3 clusters Score -86300.34 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1058 members Mstep: Class 2 contains 823 members Entering Unmasked Estep Score: -86354.742188 Penalty: 686.099854 Iteration 3F: 3 clusters Score -86354.74 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1076 members Mstep: Class 2 contains 805 members Entering Unmasked Estep Score: -86396.750000 Penalty: 686.099854 Iteration 4Q: 3 clusters Score -86396.75 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1113 members Mstep: Class 2 contains 768 members Entering Unmasked Estep Score: -86447.437500 Penalty: 686.099854 Iteration 5Q: 3 clusters Score -86447.44 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1138 members Mstep: Class 2 contains 743 members Entering Unmasked Estep Score: -86471.812500 Penalty: 686.099854 Iteration 6Q: 3 clusters Score -86471.81 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1151 members Mstep: Class 2 contains 730 members Entering Unmasked Estep Score: -86486.289062 Penalty: 686.099854 Iteration 7Q: 3 clusters Score -86486.29 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1167 members Mstep: Class 2 contains 714 members Entering Unmasked Estep Score: -86495.367188 Penalty: 686.099854 Iteration 8Q: 3 clusters Score -86495.37 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1192 members Mstep: Class 2 contains 689 members Entering Unmasked Estep Score: -86510.531250 Penalty: 686.099854 Iteration 9Q: 3 clusters Score -86510.53 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1220 members Mstep: Class 2 contains 661 members Entering Unmasked Estep Score: -86527.859375 Penalty: 686.099854 Iteration 10Q: 3 clusters Score -86527.86 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1244 members Mstep: Class 2 contains 637 members Entering Unmasked Estep Score: -86540.765625 Penalty: 686.099854 Iteration 11Q: 3 clusters Score -86540.77 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1269 members Mstep: Class 2 contains 612 members Entering Unmasked Estep Score: -86553.195312 Penalty: 686.099854 Iteration 12Q: 3 clusters Score -86553.2 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1293 members Mstep: Class 2 contains 588 members Entering Unmasked Estep Score: -86565.070312 Penalty: 686.099854 Iteration 13Q: 3 clusters Score -86565.07 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1325 members Mstep: Class 2 contains 556 members Entering Unmasked Estep Score: -86578.140625 Penalty: 686.099854 Iteration 14Q: 3 clusters Score -86578.14 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1350 members Mstep: Class 2 contains 531 members Entering Unmasked Estep Score: -86588.601562 Penalty: 686.099854 Iteration 15Q: 3 clusters Score -86588.6 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1377 members Mstep: Class 2 contains 504 members Entering Unmasked Estep Score: -86601.335938 Penalty: 686.099854 Iteration 16Q: 3 clusters Score -86601.34 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1402 members Mstep: Class 2 contains 479 members Entering Unmasked Estep Score: -86615.101562 Penalty: 686.099854 Iteration 17Q: 3 clusters Score -86615.1 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1424 members Mstep: Class 2 contains 457 members Entering Unmasked Estep Score: -86626.695312 Penalty: 686.099854 Iteration 18Q: 3 clusters Score -86626.7 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1450 members Mstep: Class 2 contains 431 members Entering Unmasked Estep Score: -86641.429688 Penalty: 686.099854 Iteration 19Q: 3 clusters Score -86641.43 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1480 members Mstep: Class 2 contains 401 members Entering Unmasked Estep Score: -86663.179688 Penalty: 686.099854 Iteration 20F: 3 clusters Score -86663.18 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1504 members Mstep: Class 2 contains 377 members Entering Unmasked Estep Score: -86678.578125 Penalty: 686.099854 Iteration 21Q: 3 clusters Score -86678.58 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1524 members Mstep: Class 2 contains 357 members Entering Unmasked Estep Score: -86686.070312 Penalty: 686.099854 Iteration 22Q: 3 clusters Score -86686.07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1538 members Mstep: Class 2 contains 343 members Entering Unmasked Estep Score: -86692.734375 Penalty: 686.099854 Iteration 23Q: 3 clusters Score -86692.73 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1545 members Mstep: Class 2 contains 336 members Entering Unmasked Estep Score: -86695.343750 Penalty: 686.099854 Iteration 24Q: 3 clusters Score -86695.34 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1554 members Mstep: Class 2 contains 327 members Entering Unmasked Estep Score: -86698.015625 Penalty: 686.099854 Iteration 25Q: 3 clusters Score -86698.02 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1561 members Mstep: Class 2 contains 320 members Entering Unmasked Estep Score: -86699.226562 Penalty: 686.099854 Iteration 26Q: 3 clusters Score -86699.23 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1562 members Mstep: Class 2 contains 319 members Entering Unmasked Estep Score: -86699.359375 Penalty: 686.099854 Iteration 27Q: 3 clusters Score -86699.36 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1563 members Mstep: Class 2 contains 318 members Entering Unmasked Estep Score: -86699.859375 Penalty: 686.099854 Iteration 28Q: 3 clusters Score -86699.86 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1566 members Mstep: Class 2 contains 315 members Entering Unmasked Estep Score: -86700.328125 Penalty: 686.099854 Iteration 29Q: 3 clusters Score -86700.33 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1569 members Mstep: Class 2 contains 312 members Entering Unmasked Estep Score: -86700.906250 Penalty: 686.099854 Iteration 30Q: 3 clusters Score -86700.91 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1570 members Mstep: Class 2 contains 311 members Entering Unmasked Estep Score: -86701.054688 Penalty: 686.099854 Iteration 31Q: 3 clusters Score -86701.05 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1570 members Mstep: Class 2 contains 311 members Entering Unmasked Estep Score: -86701.054688 Penalty: 686.099854 Iteration 32F: 3 clusters Score -86701.05 nChanged 0 Entering ConstructFrom: Trying to split cluster 36 (244 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 244 members Entering Unmasked Estep Score: -13961.332031 Penalty: 250.121140 Iteration 0F: 2 clusters Score -13961.33 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 121 members Mstep: Class 2 contains 123 members Entering Unmasked Estep Score: -13649.516602 Penalty: 500.242279 Iteration 0F: 3 clusters Score -13649.52 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 131 members Mstep: Class 2 contains 113 members Entering Unmasked Estep Score: -13735.271484 Penalty: 500.242279 Iteration 1F: 3 clusters Score -13735.27 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 127 members Mstep: Class 2 contains 117 members Entering Unmasked Estep Score: -13757.949219 Penalty: 500.242279 Iteration 2F: 3 clusters Score -13757.95 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 124 members Mstep: Class 2 contains 120 members Entering Unmasked Estep Score: -13768.580078 Penalty: 500.242279 Iteration 3Q: 3 clusters Score -13768.58 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 119 members Mstep: Class 2 contains 125 members Entering Unmasked Estep Score: -13780.028320 Penalty: 500.242279 Iteration 4Q: 3 clusters Score -13780.03 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 116 members Mstep: Class 2 contains 128 members Entering Unmasked Estep Score: -13788.926758 Penalty: 500.242279 Iteration 5Q: 3 clusters Score -13788.93 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 113 members Mstep: Class 2 contains 131 members Entering Unmasked Estep Score: -13799.652344 Penalty: 500.242279 Iteration 6Q: 3 clusters Score -13799.65 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 111 members Mstep: Class 2 contains 133 members Entering Unmasked Estep Score: -13804.424805 Penalty: 500.242279 Iteration 7Q: 3 clusters Score -13804.42 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 108 members Mstep: Class 2 contains 136 members Entering Unmasked Estep Score: -13807.467773 Penalty: 500.242279 Iteration 8Q: 3 clusters Score -13807.47 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 107 members Mstep: Class 2 contains 137 members Entering Unmasked Estep Score: -13809.182617 Penalty: 500.242279 Iteration 9Q: 3 clusters Score -13809.18 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 106 members Mstep: Class 2 contains 138 members Entering Unmasked Estep Score: -13811.197266 Penalty: 500.242279 Iteration 10Q: 3 clusters Score -13811.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 105 members Mstep: Class 2 contains 139 members Entering Unmasked Estep Score: -13813.414062 Penalty: 500.242279 Iteration 11Q: 3 clusters Score -13813.41 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 104 members Mstep: Class 2 contains 140 members Entering Unmasked Estep Score: -13813.908203 Penalty: 500.242279 Iteration 12Q: 3 clusters Score -13813.91 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 104 members Mstep: Class 2 contains 140 members Entering Unmasked Estep Score: -13813.908203 Penalty: 500.242279 Iteration 13F: 3 clusters Score -13813.91 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 11349 members Mstep: Class 2 contains 35243 members Mstep: Class 3 contains 9128 members Mstep: Class 4 contains 3302 members Mstep: Class 5 contains 8150 members Mstep: Class 6 contains 4209 members Mstep: Class 7 contains 12851 members Mstep: Class 8 contains 1995 members Mstep: Class 9 contains 3936 members Mstep: Class 10 contains 81919 members Mstep: Class 11 contains 3157 members Mstep: Class 12 contains 2996 members Mstep: Class 13 contains 2199 members Mstep: Class 14 contains 26458 members Mstep: Class 15 contains 580 members Mstep: Class 16 contains 19734 members Mstep: Class 17 contains 962 members Mstep: Class 18 contains 9352 members Mstep: Class 19 contains 1237 members Mstep: Class 20 contains 9402 members Mstep: Class 21 contains 66579 members Mstep: Class 22 contains 1182 members Mstep: Class 23 contains 40427 members Mstep: Class 24 contains 358 members Mstep: Class 25 contains 13906 members Mstep: Class 26 contains 113 members Mstep: Class 27 contains 22932 members Mstep: Class 28 contains 3407 members Mstep: Class 29 contains 11129 members Mstep: Class 30 contains 3547 members Mstep: Class 31 contains 5237 members Mstep: Class 32 contains 108 members Mstep: Class 33 contains 1528 members Mstep: Class 34 contains 11497 members Mstep: Class 35 contains 1881 members Mstep: Class 36 contains 244 members Entering Unmasked Estep ConsiderDeletion Score: -22983898.000000 Penalty: 21255.964844 Iteration 279Q: 37 clusters Score -2.29839e+07 nChanged 585 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 11369 members Mstep: Class 2 contains 35258 members Mstep: Class 3 contains 9127 members Mstep: Class 4 contains 3300 members Mstep: Class 5 contains 8142 members Mstep: Class 6 contains 4200 members Mstep: Class 7 contains 12851 members Mstep: Class 8 contains 1995 members Mstep: Class 9 contains 3938 members Mstep: Class 10 contains 81756 members Mstep: Class 11 contains 3170 members Mstep: Class 12 contains 2988 members Mstep: Class 13 contains 2199 members Mstep: Class 14 contains 26476 members Mstep: Class 15 contains 580 members Mstep: Class 16 contains 19730 members Mstep: Class 17 contains 962 members Mstep: Class 18 contains 9354 members Mstep: Class 19 contains 1237 members Mstep: Class 20 contains 9408 members Mstep: Class 21 contains 66564 members Mstep: Class 22 contains 1182 members Mstep: Class 23 contains 40427 members Mstep: Class 24 contains 358 members Mstep: Class 25 contains 14036 members Mstep: Class 26 contains 113 members Mstep: Class 27 contains 22932 members Mstep: Class 28 contains 3409 members Mstep: Class 29 contains 11126 members Mstep: Class 30 contains 3554 members Mstep: Class 31 contains 5237 members Mstep: Class 32 contains 108 members Mstep: Class 33 contains 1528 members Mstep: Class 34 contains 11497 members Mstep: Class 35 contains 1879 members Mstep: Class 36 contains 244 members Entering Unmasked Estep ConsiderDeletion Score: -22983904.000000 Penalty: 21255.964844 Iteration 280F: 37 clusters Score -2.29839e+07 nChanged 542 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 11397 members Mstep: Class 2 contains 35265 members Mstep: Class 3 contains 9131 members Mstep: Class 4 contains 3297 members Mstep: Class 5 contains 8135 members Mstep: Class 6 contains 4190 members Mstep: Class 7 contains 12851 members Mstep: Class 8 contains 1995 members Mstep: Class 9 contains 3940 members Mstep: Class 10 contains 81587 members Mstep: Class 11 contains 3186 members Mstep: Class 12 contains 2980 members Mstep: Class 13 contains 2199 members Mstep: Class 14 contains 26491 members Mstep: Class 15 contains 580 members Mstep: Class 16 contains 19728 members Mstep: Class 17 contains 962 members Mstep: Class 18 contains 9357 members Mstep: Class 19 contains 1237 members Mstep: Class 20 contains 9409 members Mstep: Class 21 contains 66554 members Mstep: Class 22 contains 1182 members Mstep: Class 23 contains 40427 members Mstep: Class 24 contains 358 members Mstep: Class 25 contains 14164 members Mstep: Class 26 contains 113 members Mstep: Class 27 contains 22931 members Mstep: Class 28 contains 3408 members Mstep: Class 29 contains 11121 members Mstep: Class 30 contains 3564 members Mstep: Class 31 contains 5237 members Mstep: Class 32 contains 108 members Mstep: Class 33 contains 1529 members Mstep: Class 34 contains 11497 members Mstep: Class 35 contains 1880 members Mstep: Class 36 contains 244 members Entering Unmasked Estep ConsiderDeletion Score: -22984024.000000 Penalty: 21255.964844 Iteration 281Q: 37 clusters Score -2.298402e+07 nChanged 556 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 11420 members Mstep: Class 2 contains 35278 members Mstep: Class 3 contains 9132 members Mstep: Class 4 contains 3294 members Mstep: Class 5 contains 8131 members Mstep: Class 6 contains 4180 members Mstep: Class 7 contains 12851 members Mstep: Class 8 contains 1995 members Mstep: Class 9 contains 3945 members Mstep: Class 10 contains 81419 members Mstep: Class 11 contains 3197 members Mstep: Class 12 contains 2970 members Mstep: Class 13 contains 2199 members Mstep: Class 14 contains 26519 members Mstep: Class 15 contains 580 members Mstep: Class 16 contains 19726 members Mstep: Class 17 contains 962 members Mstep: Class 18 contains 9359 members Mstep: Class 19 contains 1237 members Mstep: Class 20 contains 9416 members Mstep: Class 21 contains 66537 members Mstep: Class 22 contains 1182 members Mstep: Class 23 contains 40427 members Mstep: Class 24 contains 358 members Mstep: Class 25 contains 14292 members Mstep: Class 26 contains 113 members Mstep: Class 27 contains 22930 members Mstep: Class 28 contains 3410 members Mstep: Class 29 contains 11115 members Mstep: Class 30 contains 3568 members Mstep: Class 31 contains 5237 members Mstep: Class 32 contains 108 members Mstep: Class 33 contains 1529 members Mstep: Class 34 contains 11497 members Mstep: Class 35 contains 1877 members Mstep: Class 36 contains 244 members Entering Unmasked Estep ConsiderDeletion Score: -22984046.000000 Penalty: 21255.964844 Iteration 282Q: 37 clusters Score -2.298405e+07 nChanged 517 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 11441 members Mstep: Class 2 contains 35297 members Mstep: Class 3 contains 9134 members Mstep: Class 4 contains 3294 members Mstep: Class 5 contains 8126 members Mstep: Class 6 contains 4175 members Mstep: Class 7 contains 12851 members Mstep: Class 8 contains 1995 members Mstep: Class 9 contains 3948 members Mstep: Class 10 contains 81224 members Mstep: Class 11 contains 3208 members Mstep: Class 12 contains 2961 members Mstep: Class 13 contains 2199 members Mstep: Class 14 contains 26553 members Mstep: Class 15 contains 580 members Mstep: Class 16 contains 19727 members Mstep: Class 17 contains 962 members Mstep: Class 18 contains 9364 members Mstep: Class 19 contains 1237 members Mstep: Class 20 contains 9418 members Mstep: Class 21 contains 66531 members Mstep: Class 22 contains 1182 members Mstep: Class 23 contains 40427 members Mstep: Class 24 contains 358 members Mstep: Class 25 contains 14412 members Mstep: Class 26 contains 113 members Mstep: Class 27 contains 22932 members Mstep: Class 28 contains 3407 members Mstep: Class 29 contains 11116 members Mstep: Class 30 contains 3569 members Mstep: Class 31 contains 5237 members Mstep: Class 32 contains 108 members Mstep: Class 33 contains 1529 members Mstep: Class 34 contains 11497 members Mstep: Class 35 contains 1878 members Mstep: Class 36 contains 244 members Entering Unmasked Estep ConsiderDeletion Score: -22984018.000000 Penalty: 21255.964844 Iteration 283Q: 37 clusters Score -2.298402e+07 nChanged 499 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 11466 members Mstep: Class 2 contains 35319 members Mstep: Class 3 contains 9137 members Mstep: Class 4 contains 3295 members Mstep: Class 5 contains 8122 members Mstep: Class 6 contains 4170 members Mstep: Class 7 contains 12851 members Mstep: Class 8 contains 1995 members Mstep: Class 9 contains 3950 members Mstep: Class 10 contains 81039 members Mstep: Class 11 contains 3218 members Mstep: Class 12 contains 2956 members Mstep: Class 13 contains 2199 members Mstep: Class 14 contains 26594 members Mstep: Class 15 contains 580 members Mstep: Class 16 contains 19728 members Mstep: Class 17 contains 962 members Mstep: Class 18 contains 9369 members Mstep: Class 19 contains 1237 members Mstep: Class 20 contains 9419 members Mstep: Class 21 contains 66517 members Mstep: Class 22 contains 1182 members Mstep: Class 23 contains 40427 members Mstep: Class 24 contains 358 members Mstep: Class 25 contains 14518 members Mstep: Class 26 contains 113 members Mstep: Class 27 contains 22932 members Mstep: Class 28 contains 3407 members Mstep: Class 29 contains 11109 members Mstep: Class 30 contains 3571 members Mstep: Class 31 contains 5237 members Mstep: Class 32 contains 108 members Mstep: Class 33 contains 1529 members Mstep: Class 34 contains 11497 members Mstep: Class 35 contains 1879 members Mstep: Class 36 contains 244 members Entering Unmasked Estep ConsiderDeletion Score: -22984106.000000 Penalty: 21255.964844 Iteration 284Q: 37 clusters Score -2.298411e+07 nChanged 456 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 11485 members Mstep: Class 2 contains 35342 members Mstep: Class 3 contains 9141 members Mstep: Class 4 contains 3297 members Mstep: Class 5 contains 8113 members Mstep: Class 6 contains 4158 members Mstep: Class 7 contains 12851 members Mstep: Class 8 contains 1995 members Mstep: Class 9 contains 3949 members Mstep: Class 10 contains 80871 members Mstep: Class 11 contains 3223 members Mstep: Class 12 contains 2954 members Mstep: Class 13 contains 2199 members Mstep: Class 14 contains 26636 members Mstep: Class 15 contains 580 members Mstep: Class 16 contains 19725 members Mstep: Class 17 contains 962 members Mstep: Class 18 contains 9376 members Mstep: Class 19 contains 1237 members Mstep: Class 20 contains 9414 members Mstep: Class 21 contains 66506 members Mstep: Class 22 contains 1182 members Mstep: Class 23 contains 40427 members Mstep: Class 24 contains 358 members Mstep: Class 25 contains 14627 members Mstep: Class 26 contains 113 members Mstep: Class 27 contains 22935 members Mstep: Class 28 contains 3405 members Mstep: Class 29 contains 11105 members Mstep: Class 30 contains 3574 members Mstep: Class 31 contains 5237 members Mstep: Class 32 contains 108 members Mstep: Class 33 contains 1529 members Mstep: Class 34 contains 11497 members Mstep: Class 35 contains 1879 members Mstep: Class 36 contains 244 members Entering Unmasked Estep ConsiderDeletion Score: -22984098.000000 Penalty: 21255.964844 Iteration 285Q: 37 clusters Score -2.29841e+07 nChanged 438 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 11497 members Mstep: Class 2 contains 35354 members Mstep: Class 3 contains 9146 members Mstep: Class 4 contains 3298 members Mstep: Class 5 contains 8102 members Mstep: Class 6 contains 4154 members Mstep: Class 7 contains 12851 members Mstep: Class 8 contains 1995 members Mstep: Class 9 contains 3950 members Mstep: Class 10 contains 80731 members Mstep: Class 11 contains 3228 members Mstep: Class 12 contains 2951 members Mstep: Class 13 contains 2199 members Mstep: Class 14 contains 26667 members Mstep: Class 15 contains 580 members Mstep: Class 16 contains 19719 members Mstep: Class 17 contains 962 members Mstep: Class 18 contains 9380 members Mstep: Class 19 contains 1237 members Mstep: Class 20 contains 9410 members Mstep: Class 21 contains 66493 members Mstep: Class 22 contains 1182 members Mstep: Class 23 contains 40427 members Mstep: Class 24 contains 358 members Mstep: Class 25 contains 14735 members Mstep: Class 26 contains 113 members Mstep: Class 27 contains 22942 members Mstep: Class 28 contains 3401 members Mstep: Class 29 contains 11102 members Mstep: Class 30 contains 3576 members Mstep: Class 31 contains 5237 members Mstep: Class 32 contains 108 members Mstep: Class 33 contains 1529 members Mstep: Class 34 contains 11497 members Mstep: Class 35 contains 1879 members Mstep: Class 36 contains 244 members Entering Unmasked Estep ConsiderDeletion Score: -22984126.000000 Penalty: 21255.964844 Iteration 286Q: 37 clusters Score -2.298413e+07 nChanged 419 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 11510 members Mstep: Class 2 contains 35364 members Mstep: Class 3 contains 9148 members Mstep: Class 4 contains 3299 members Mstep: Class 5 contains 8095 members Mstep: Class 6 contains 4147 members Mstep: Class 7 contains 12851 members Mstep: Class 8 contains 1995 members Mstep: Class 9 contains 3950 members Mstep: Class 10 contains 80615 members Mstep: Class 11 contains 3237 members Mstep: Class 12 contains 2948 members Mstep: Class 13 contains 2199 members Mstep: Class 14 contains 26669 members Mstep: Class 15 contains 580 members Mstep: Class 16 contains 19717 members Mstep: Class 17 contains 962 members Mstep: Class 18 contains 9380 members Mstep: Class 19 contains 1237 members Mstep: Class 20 contains 9412 members Mstep: Class 21 contains 66475 members Mstep: Class 22 contains 1182 members Mstep: Class 23 contains 40427 members Mstep: Class 24 contains 359 members Mstep: Class 25 contains 14846 members Mstep: Class 26 contains 113 members Mstep: Class 27 contains 22946 members Mstep: Class 28 contains 3400 members Mstep: Class 29 contains 11095 members Mstep: Class 30 contains 3581 members Mstep: Class 31 contains 5237 members Mstep: Class 32 contains 108 members Mstep: Class 33 contains 1530 members Mstep: Class 34 contains 11497 members Mstep: Class 35 contains 1879 members Mstep: Class 36 contains 244 members Entering Unmasked Estep ConsiderDeletion Score: -22984152.000000 Penalty: 21255.964844 Iteration 287Q: 37 clusters Score -2.298415e+07 nChanged 416 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 11523 members Mstep: Class 2 contains 35367 members Mstep: Class 3 contains 9150 members Mstep: Class 4 contains 3300 members Mstep: Class 5 contains 8080 members Mstep: Class 6 contains 4145 members Mstep: Class 7 contains 12851 members Mstep: Class 8 contains 1995 members Mstep: Class 9 contains 3951 members Mstep: Class 10 contains 80514 members Mstep: Class 11 contains 3244 members Mstep: Class 12 contains 2943 members Mstep: Class 13 contains 2199 members Mstep: Class 14 contains 26688 members Mstep: Class 15 contains 580 members Mstep: Class 16 contains 19713 members Mstep: Class 17 contains 962 members Mstep: Class 18 contains 9384 members Mstep: Class 19 contains 1237 members Mstep: Class 20 contains 9414 members Mstep: Class 21 contains 66454 members Mstep: Class 22 contains 1182 members Mstep: Class 23 contains 40427 members Mstep: Class 24 contains 359 members Mstep: Class 25 contains 14944 members Mstep: Class 26 contains 113 members Mstep: Class 27 contains 22949 members Mstep: Class 28 contains 3393 members Mstep: Class 29 contains 11091 members Mstep: Class 30 contains 3587 members Mstep: Class 31 contains 5237 members Mstep: Class 32 contains 108 members Mstep: Class 33 contains 1530 members Mstep: Class 34 contains 11497 members Mstep: Class 35 contains 1879 members Mstep: Class 36 contains 244 members Entering Unmasked Estep ConsiderDeletion Score: -22984216.000000 Penalty: 21255.964844 Iteration 288Q: 37 clusters Score -2.298422e+07 nChanged 396 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 11528 members Mstep: Class 2 contains 35371 members Mstep: Class 3 contains 9151 members Mstep: Class 4 contains 3305 members Mstep: Class 5 contains 8064 members Mstep: Class 6 contains 4145 members Mstep: Class 7 contains 12851 members Mstep: Class 8 contains 1995 members Mstep: Class 9 contains 3951 members Mstep: Class 10 contains 80437 members Mstep: Class 11 contains 3248 members Mstep: Class 12 contains 2944 members Mstep: Class 13 contains 2199 members Mstep: Class 14 contains 26703 members Mstep: Class 15 contains 580 members Mstep: Class 16 contains 19709 members Mstep: Class 17 contains 962 members Mstep: Class 18 contains 9391 members Mstep: Class 19 contains 1237 members Mstep: Class 20 contains 9418 members Mstep: Class 21 contains 66425 members Mstep: Class 22 contains 1182 members Mstep: Class 23 contains 40427 members Mstep: Class 24 contains 359 members Mstep: Class 25 contains 15034 members Mstep: Class 26 contains 113 members Mstep: Class 27 contains 22945 members Mstep: Class 28 contains 3387 members Mstep: Class 29 contains 11089 members Mstep: Class 30 contains 3590 members Mstep: Class 31 contains 5237 members Mstep: Class 32 contains 108 members Mstep: Class 33 contains 1529 members Mstep: Class 34 contains 11497 members Mstep: Class 35 contains 1879 members Mstep: Class 36 contains 244 members Entering Unmasked Estep ConsiderDeletion Score: -22984210.000000 Penalty: 21255.964844 Iteration 289Q: 37 clusters Score -2.298421e+07 nChanged 376 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 11531 members Mstep: Class 2 contains 35363 members Mstep: Class 3 contains 9150 members Mstep: Class 4 contains 3306 members Mstep: Class 5 contains 8055 members Mstep: Class 6 contains 4144 members Mstep: Class 7 contains 12851 members Mstep: Class 8 contains 1995 members Mstep: Class 9 contains 3954 members Mstep: Class 10 contains 80381 members Mstep: Class 11 contains 3255 members Mstep: Class 12 contains 2945 members Mstep: Class 13 contains 2199 members Mstep: Class 14 contains 26697 members Mstep: Class 15 contains 580 members Mstep: Class 16 contains 19710 members Mstep: Class 17 contains 962 members Mstep: Class 18 contains 9396 members Mstep: Class 19 contains 1237 members Mstep: Class 20 contains 9425 members Mstep: Class 21 contains 66400 members Mstep: Class 22 contains 1182 members Mstep: Class 23 contains 40427 members Mstep: Class 24 contains 359 members Mstep: Class 25 contains 15124 members Mstep: Class 26 contains 113 members Mstep: Class 27 contains 22940 members Mstep: Class 28 contains 3381 members Mstep: Class 29 contains 11085 members Mstep: Class 30 contains 3594 members Mstep: Class 31 contains 5237 members Mstep: Class 32 contains 108 members Mstep: Class 33 contains 1528 members Mstep: Class 34 contains 11497 members Mstep: Class 35 contains 1879 members Mstep: Class 36 contains 244 members Entering Unmasked Estep ConsiderDeletion Score: -22984236.000000 Penalty: 21255.964844 Iteration 290Q: 37 clusters Score -2.298424e+07 nChanged 350 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 11535 members Mstep: Class 2 contains 35352 members Mstep: Class 3 contains 9153 members Mstep: Class 4 contains 3307 members Mstep: Class 5 contains 8043 members Mstep: Class 6 contains 4142 members Mstep: Class 7 contains 12851 members Mstep: Class 8 contains 1995 members Mstep: Class 9 contains 3955 members Mstep: Class 10 contains 80328 members Mstep: Class 11 contains 3264 members Mstep: Class 12 contains 2946 members Mstep: Class 13 contains 2199 members Mstep: Class 14 contains 26698 members Mstep: Class 15 contains 580 members Mstep: Class 16 contains 19714 members Mstep: Class 17 contains 962 members Mstep: Class 18 contains 9397 members Mstep: Class 19 contains 1237 members Mstep: Class 20 contains 9434 members Mstep: Class 21 contains 66373 members Mstep: Class 22 contains 1182 members Mstep: Class 23 contains 40427 members Mstep: Class 24 contains 359 members Mstep: Class 25 contains 15199 members Mstep: Class 26 contains 113 members Mstep: Class 27 contains 22937 members Mstep: Class 28 contains 3374 members Mstep: Class 29 contains 11083 members Mstep: Class 30 contains 3601 members Mstep: Class 31 contains 5237 members Mstep: Class 32 contains 108 members Mstep: Class 33 contains 1530 members Mstep: Class 34 contains 11497 members Mstep: Class 35 contains 1878 members Mstep: Class 36 contains 244 members Entering Unmasked Estep ConsiderDeletion Score: -22984204.000000 Penalty: 21255.964844 Iteration 291Q: 37 clusters Score -2.29842e+07 nChanged 335 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 11542 members Mstep: Class 2 contains 35342 members Mstep: Class 3 contains 9151 members Mstep: Class 4 contains 3307 members Mstep: Class 5 contains 8036 members Mstep: Class 6 contains 4136 members Mstep: Class 7 contains 12851 members Mstep: Class 8 contains 1995 members Mstep: Class 9 contains 3956 members Mstep: Class 10 contains 80266 members Mstep: Class 11 contains 3272 members Mstep: Class 12 contains 2948 members Mstep: Class 13 contains 2199 members Mstep: Class 14 contains 26697 members Mstep: Class 15 contains 580 members Mstep: Class 16 contains 19716 members Mstep: Class 17 contains 962 members Mstep: Class 18 contains 9405 members Mstep: Class 19 contains 1237 members Mstep: Class 20 contains 9432 members Mstep: Class 21 contains 66355 members Mstep: Class 22 contains 1182 members Mstep: Class 23 contains 40427 members Mstep: Class 24 contains 359 members Mstep: Class 25 contains 15276 members Mstep: Class 26 contains 113 members Mstep: Class 27 contains 22944 members Mstep: Class 28 contains 3370 members Mstep: Class 29 contains 11077 members Mstep: Class 30 contains 3607 members Mstep: Class 31 contains 5237 members Mstep: Class 32 contains 108 members Mstep: Class 33 contains 1531 members Mstep: Class 34 contains 11497 members Mstep: Class 35 contains 1877 members Mstep: Class 36 contains 244 members Entering Unmasked Estep ConsiderDeletion Score: -22984184.000000 Penalty: 21255.964844 Iteration 292Q: 37 clusters Score -2.298418e+07 nChanged 308 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 11552 members Mstep: Class 2 contains 35330 members Mstep: Class 3 contains 9149 members Mstep: Class 4 contains 3305 members Mstep: Class 5 contains 8031 members Mstep: Class 6 contains 4123 members Mstep: Class 7 contains 12851 members Mstep: Class 8 contains 1995 members Mstep: Class 9 contains 3956 members Mstep: Class 10 contains 80218 members Mstep: Class 11 contains 3276 members Mstep: Class 12 contains 2947 members Mstep: Class 13 contains 2199 members Mstep: Class 14 contains 26690 members Mstep: Class 15 contains 580 members Mstep: Class 16 contains 19720 members Mstep: Class 17 contains 962 members Mstep: Class 18 contains 9407 members Mstep: Class 19 contains 1237 members Mstep: Class 20 contains 9432 members Mstep: Class 21 contains 66349 members Mstep: Class 22 contains 1182 members Mstep: Class 23 contains 40427 members Mstep: Class 24 contains 359 members Mstep: Class 25 contains 15349 members Mstep: Class 26 contains 113 members Mstep: Class 27 contains 22949 members Mstep: Class 28 contains 3366 members Mstep: Class 29 contains 11077 members Mstep: Class 30 contains 3606 members Mstep: Class 31 contains 5237 members Mstep: Class 32 contains 108 members Mstep: Class 33 contains 1535 members Mstep: Class 34 contains 11497 members Mstep: Class 35 contains 1876 members Mstep: Class 36 contains 244 members Entering Unmasked Estep ConsiderDeletion Score: -22984186.000000 Penalty: 21255.964844 Iteration 293Q: 37 clusters Score -2.298419e+07 nChanged 309 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 11555 members Mstep: Class 2 contains 35325 members Mstep: Class 3 contains 9153 members Mstep: Class 4 contains 3305 members Mstep: Class 5 contains 8024 members Mstep: Class 6 contains 4117 members Mstep: Class 7 contains 12851 members Mstep: Class 8 contains 1995 members Mstep: Class 9 contains 3956 members Mstep: Class 10 contains 80173 members Mstep: Class 11 contains 3282 members Mstep: Class 12 contains 2943 members Mstep: Class 13 contains 2199 members Mstep: Class 14 contains 26684 members Mstep: Class 15 contains 580 members Mstep: Class 16 contains 19719 members Mstep: Class 17 contains 962 members Mstep: Class 18 contains 9410 members Mstep: Class 19 contains 1237 members Mstep: Class 20 contains 9430 members Mstep: Class 21 contains 66335 members Mstep: Class 22 contains 1182 members Mstep: Class 23 contains 40427 members Mstep: Class 24 contains 359 members Mstep: Class 25 contains 15421 members Mstep: Class 26 contains 113 members Mstep: Class 27 contains 22957 members Mstep: Class 28 contains 3364 members Mstep: Class 29 contains 11075 members Mstep: Class 30 contains 3602 members Mstep: Class 31 contains 5237 members Mstep: Class 32 contains 108 members Mstep: Class 33 contains 1537 members Mstep: Class 34 contains 11497 members Mstep: Class 35 contains 1876 members Mstep: Class 36 contains 244 members Entering Unmasked Estep ConsiderDeletion Score: -22984226.000000 Penalty: 21255.964844 Iteration 294Q: 37 clusters Score -2.298423e+07 nChanged 278 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 11555 members Mstep: Class 2 contains 35314 members Mstep: Class 3 contains 9162 members Mstep: Class 4 contains 3303 members Mstep: Class 5 contains 8018 members Mstep: Class 6 contains 4108 members Mstep: Class 7 contains 12851 members Mstep: Class 8 contains 1995 members Mstep: Class 9 contains 3956 members Mstep: Class 10 contains 80133 members Mstep: Class 11 contains 3288 members Mstep: Class 12 contains 2943 members Mstep: Class 13 contains 2199 members Mstep: Class 14 contains 26677 members Mstep: Class 15 contains 580 members Mstep: Class 16 contains 19719 members Mstep: Class 17 contains 962 members Mstep: Class 18 contains 9413 members Mstep: Class 19 contains 1237 members Mstep: Class 20 contains 9430 members Mstep: Class 21 contains 66323 members Mstep: Class 22 contains 1182 members Mstep: Class 23 contains 40427 members Mstep: Class 24 contains 359 members Mstep: Class 25 contains 15479 members Mstep: Class 26 contains 113 members Mstep: Class 27 contains 22971 members Mstep: Class 28 contains 3360 members Mstep: Class 29 contains 11075 members Mstep: Class 30 contains 3601 members Mstep: Class 31 contains 5237 members Mstep: Class 32 contains 108 members Mstep: Class 33 contains 1539 members Mstep: Class 34 contains 11497 members Mstep: Class 35 contains 1876 members Mstep: Class 36 contains 244 members Entering Unmasked Estep ConsiderDeletion Score: -22984190.000000 Penalty: 21255.964844 Iteration 295Q: 37 clusters Score -2.298419e+07 nChanged 256 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 11563 members Mstep: Class 2 contains 35307 members Mstep: Class 3 contains 9172 members Mstep: Class 4 contains 3302 members Mstep: Class 5 contains 8014 members Mstep: Class 6 contains 4106 members Mstep: Class 7 contains 12851 members Mstep: Class 8 contains 1995 members Mstep: Class 9 contains 3956 members Mstep: Class 10 contains 80086 members Mstep: Class 11 contains 3289 members Mstep: Class 12 contains 2943 members Mstep: Class 13 contains 2199 members Mstep: Class 14 contains 26675 members Mstep: Class 15 contains 581 members Mstep: Class 16 contains 19716 members Mstep: Class 17 contains 962 members Mstep: Class 18 contains 9414 members Mstep: Class 19 contains 1237 members Mstep: Class 20 contains 9433 members Mstep: Class 21 contains 66302 members Mstep: Class 22 contains 1182 members Mstep: Class 23 contains 40427 members Mstep: Class 24 contains 359 members Mstep: Class 25 contains 15530 members Mstep: Class 26 contains 113 members Mstep: Class 27 contains 22983 members Mstep: Class 28 contains 3353 members Mstep: Class 29 contains 11079 members Mstep: Class 30 contains 3603 members Mstep: Class 31 contains 5237 members Mstep: Class 32 contains 108 members Mstep: Class 33 contains 1540 members Mstep: Class 34 contains 11497 members Mstep: Class 35 contains 1876 members Mstep: Class 36 contains 244 members Entering Unmasked Estep ConsiderDeletion Score: -22984208.000000 Penalty: 21255.964844 Iteration 296Q: 37 clusters Score -2.298421e+07 nChanged 246 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 11564 members Mstep: Class 2 contains 35297 members Mstep: Class 3 contains 9178 members Mstep: Class 4 contains 3303 members Mstep: Class 5 contains 8010 members Mstep: Class 6 contains 4104 members Mstep: Class 7 contains 12851 members Mstep: Class 8 contains 1995 members Mstep: Class 9 contains 3955 members Mstep: Class 10 contains 80053 members Mstep: Class 11 contains 3290 members Mstep: Class 12 contains 2943 members Mstep: Class 13 contains 2199 members Mstep: Class 14 contains 26678 members Mstep: Class 15 contains 581 members Mstep: Class 16 contains 19713 members Mstep: Class 17 contains 962 members Mstep: Class 18 contains 9416 members Mstep: Class 19 contains 1237 members Mstep: Class 20 contains 9433 members Mstep: Class 21 contains 66277 members Mstep: Class 22 contains 1182 members Mstep: Class 23 contains 40427 members Mstep: Class 24 contains 359 members Mstep: Class 25 contains 15578 members Mstep: Class 26 contains 113 members Mstep: Class 27 contains 22999 members Mstep: Class 28 contains 3349 members Mstep: Class 29 contains 11081 members Mstep: Class 30 contains 3606 members Mstep: Class 31 contains 5237 members Mstep: Class 32 contains 108 members Mstep: Class 33 contains 1539 members Mstep: Class 34 contains 11497 members Mstep: Class 35 contains 1876 members Mstep: Class 36 contains 244 members Entering Unmasked Estep ConsiderDeletion Score: -22984206.000000 Penalty: 21255.964844 Iteration 297Q: 37 clusters Score -2.298421e+07 nChanged 226 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 11573 members Mstep: Class 2 contains 35296 members Mstep: Class 3 contains 9184 members Mstep: Class 4 contains 3302 members Mstep: Class 5 contains 8002 members Mstep: Class 6 contains 4103 members Mstep: Class 7 contains 12851 members Mstep: Class 8 contains 1995 members Mstep: Class 9 contains 3955 members Mstep: Class 10 contains 80018 members Mstep: Class 11 contains 3293 members Mstep: Class 12 contains 2943 members Mstep: Class 13 contains 2199 members Mstep: Class 14 contains 26679 members Mstep: Class 15 contains 581 members Mstep: Class 16 contains 19706 members Mstep: Class 17 contains 962 members Mstep: Class 18 contains 9416 members Mstep: Class 19 contains 1237 members Mstep: Class 20 contains 9434 members Mstep: Class 21 contains 66255 members Mstep: Class 22 contains 1182 members Mstep: Class 23 contains 40427 members Mstep: Class 24 contains 359 members Mstep: Class 25 contains 15621 members Mstep: Class 26 contains 113 members Mstep: Class 27 contains 23012 members Mstep: Class 28 contains 3347 members Mstep: Class 29 contains 11079 members Mstep: Class 30 contains 3609 members Mstep: Class 31 contains 5237 members Mstep: Class 32 contains 108 members Mstep: Class 33 contains 1539 members Mstep: Class 34 contains 11497 members Mstep: Class 35 contains 1876 members Mstep: Class 36 contains 244 members Entering Unmasked Estep ConsiderDeletion Score: -22984156.000000 Penalty: 21255.964844 Iteration 298Q: 37 clusters Score -2.298416e+07 nChanged 208 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 11582 members Mstep: Class 2 contains 35299 members Mstep: Class 3 contains 9184 members Mstep: Class 4 contains 3301 members Mstep: Class 5 contains 7997 members Mstep: Class 6 contains 4104 members Mstep: Class 7 contains 12851 members Mstep: Class 8 contains 1995 members Mstep: Class 9 contains 3954 members Mstep: Class 10 contains 79981 members Mstep: Class 11 contains 3291 members Mstep: Class 12 contains 2943 members Mstep: Class 13 contains 2199 members Mstep: Class 14 contains 26684 members Mstep: Class 15 contains 581 members Mstep: Class 16 contains 19703 members Mstep: Class 17 contains 962 members Mstep: Class 18 contains 9417 members Mstep: Class 19 contains 1237 members Mstep: Class 20 contains 9435 members Mstep: Class 21 contains 66229 members Mstep: Class 22 contains 1182 members Mstep: Class 23 contains 40427 members Mstep: Class 24 contains 359 members Mstep: Class 25 contains 15668 members Mstep: Class 26 contains 113 members Mstep: Class 27 contains 23022 members Mstep: Class 28 contains 3344 members Mstep: Class 29 contains 11079 members Mstep: Class 30 contains 3609 members Mstep: Class 31 contains 5237 members Mstep: Class 32 contains 108 members Mstep: Class 33 contains 1539 members Mstep: Class 34 contains 11497 members Mstep: Class 35 contains 1877 members Mstep: Class 36 contains 244 members Entering Unmasked Estep ConsiderDeletion Score: -22984150.000000 Penalty: 21255.964844 Iteration 299Q: 37 clusters Score -2.298415e+07 nChanged 197 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 11596 members Mstep: Class 2 contains 35309 members Mstep: Class 3 contains 9184 members Mstep: Class 4 contains 3300 members Mstep: Class 5 contains 7989 members Mstep: Class 6 contains 4108 members Mstep: Class 7 contains 12851 members Mstep: Class 8 contains 1995 members Mstep: Class 9 contains 3954 members Mstep: Class 10 contains 79938 members Mstep: Class 11 contains 3289 members Mstep: Class 12 contains 2941 members Mstep: Class 13 contains 2199 members Mstep: Class 14 contains 26687 members Mstep: Class 15 contains 581 members Mstep: Class 16 contains 19701 members Mstep: Class 17 contains 962 members Mstep: Class 18 contains 9417 members Mstep: Class 19 contains 1237 members Mstep: Class 20 contains 9434 members Mstep: Class 21 contains 66209 members Mstep: Class 22 contains 1182 members Mstep: Class 23 contains 40427 members Mstep: Class 24 contains 359 members Mstep: Class 25 contains 15707 members Mstep: Class 26 contains 113 members Mstep: Class 27 contains 23033 members Mstep: Class 28 contains 3341 members Mstep: Class 29 contains 11079 members Mstep: Class 30 contains 3610 members Mstep: Class 31 contains 5237 members Mstep: Class 32 contains 108 members Mstep: Class 33 contains 1539 members Mstep: Class 34 contains 11497 members Mstep: Class 35 contains 1877 members Mstep: Class 36 contains 244 members Entering Unmasked Estep ConsiderDeletion Score: -22984156.000000 Penalty: 21255.964844 Iteration 300F: 37 clusters Score -2.298416e+07 nChanged 182 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 11603 members Mstep: Class 2 contains 35313 members Mstep: Class 3 contains 9183 members Mstep: Class 4 contains 3300 members Mstep: Class 5 contains 7978 members Mstep: Class 6 contains 4107 members Mstep: Class 7 contains 12851 members Mstep: Class 8 contains 1995 members Mstep: Class 9 contains 3954 members Mstep: Class 10 contains 79897 members Mstep: Class 11 contains 3290 members Mstep: Class 12 contains 2940 members Mstep: Class 13 contains 2199 members Mstep: Class 14 contains 26687 members Mstep: Class 15 contains 581 members Mstep: Class 16 contains 19700 members Mstep: Class 17 contains 962 members Mstep: Class 18 contains 9419 members Mstep: Class 19 contains 1237 members Mstep: Class 20 contains 9432 members Mstep: Class 21 contains 66196 members Mstep: Class 22 contains 1182 members Mstep: Class 23 contains 40427 members Mstep: Class 24 contains 359 members Mstep: Class 25 contains 15744 members Mstep: Class 26 contains 113 members Mstep: Class 27 contains 23045 members Mstep: Class 28 contains 3342 members Mstep: Class 29 contains 11078 members Mstep: Class 30 contains 3615 members Mstep: Class 31 contains 5237 members Mstep: Class 32 contains 108 members Mstep: Class 33 contains 1541 members Mstep: Class 34 contains 11497 members Mstep: Class 35 contains 1878 members Mstep: Class 36 contains 244 members Entering Unmasked Estep ConsiderDeletion Score: -22984224.000000 Penalty: 21255.964844 Iteration 301Q: 37 clusters Score -2.298422e+07 nChanged 161 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 11607 members Mstep: Class 2 contains 35308 members Mstep: Class 3 contains 9182 members Mstep: Class 4 contains 3300 members Mstep: Class 5 contains 7975 members Mstep: Class 6 contains 4097 members Mstep: Class 7 contains 12851 members Mstep: Class 8 contains 1995 members Mstep: Class 9 contains 3954 members Mstep: Class 10 contains 79873 members Mstep: Class 11 contains 3291 members Mstep: Class 12 contains 2938 members Mstep: Class 13 contains 2199 members Mstep: Class 14 contains 26679 members Mstep: Class 15 contains 581 members Mstep: Class 16 contains 19700 members Mstep: Class 17 contains 962 members Mstep: Class 18 contains 9422 members Mstep: Class 19 contains 1237 members Mstep: Class 20 contains 9429 members Mstep: Class 21 contains 66190 members Mstep: Class 22 contains 1182 members Mstep: Class 23 contains 40427 members Mstep: Class 24 contains 359 members Mstep: Class 25 contains 15782 members Mstep: Class 26 contains 113 members Mstep: Class 27 contains 23059 members Mstep: Class 28 contains 3343 members Mstep: Class 29 contains 11078 members Mstep: Class 30 contains 3616 members Mstep: Class 31 contains 5237 members Mstep: Class 32 contains 108 members Mstep: Class 33 contains 1541 members Mstep: Class 34 contains 11497 members Mstep: Class 35 contains 1878 members Mstep: Class 36 contains 244 members Entering Unmasked Estep ConsiderDeletion Score: -22984228.000000 Penalty: 21255.964844 Iteration 302Q: 37 clusters Score -2.298423e+07 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 11613 members Mstep: Class 2 contains 35305 members Mstep: Class 3 contains 9180 members Mstep: Class 4 contains 3300 members Mstep: Class 5 contains 7966 members Mstep: Class 6 contains 4094 members Mstep: Class 7 contains 12851 members Mstep: Class 8 contains 1995 members Mstep: Class 9 contains 3954 members Mstep: Class 10 contains 79858 members Mstep: Class 11 contains 3290 members Mstep: Class 12 contains 2937 members Mstep: Class 13 contains 2199 members Mstep: Class 14 contains 26659 members Mstep: Class 15 contains 581 members Mstep: Class 16 contains 19700 members Mstep: Class 17 contains 962 members Mstep: Class 18 contains 9423 members Mstep: Class 19 contains 1237 members Mstep: Class 20 contains 9424 members Mstep: Class 21 contains 66184 members Mstep: Class 22 contains 1182 members Mstep: Class 23 contains 40427 members Mstep: Class 24 contains 359 members Mstep: Class 25 contains 15821 members Mstep: Class 26 contains 113 members Mstep: Class 27 contains 23077 members Mstep: Class 28 contains 3343 members Mstep: Class 29 contains 11076 members Mstep: Class 30 contains 3619 members Mstep: Class 31 contains 5237 members Mstep: Class 32 contains 108 members Mstep: Class 33 contains 1541 members Mstep: Class 34 contains 11497 members Mstep: Class 35 contains 1878 members Mstep: Class 36 contains 244 members Entering Unmasked Estep ConsiderDeletion Score: -22984228.000000 Penalty: 21255.964844 Iteration 303Q: 37 clusters Score -2.298423e+07 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 11617 members Mstep: Class 2 contains 35299 members Mstep: Class 3 contains 9178 members Mstep: Class 4 contains 3300 members Mstep: Class 5 contains 7956 members Mstep: Class 6 contains 4086 members Mstep: Class 7 contains 12851 members Mstep: Class 8 contains 1995 members Mstep: Class 9 contains 3954 members Mstep: Class 10 contains 79854 members Mstep: Class 11 contains 3291 members Mstep: Class 12 contains 2937 members Mstep: Class 13 contains 2199 members Mstep: Class 14 contains 26646 members Mstep: Class 15 contains 581 members Mstep: Class 16 contains 19701 members Mstep: Class 17 contains 962 members Mstep: Class 18 contains 9425 members Mstep: Class 19 contains 1237 members Mstep: Class 20 contains 9419 members Mstep: Class 21 contains 66180 members Mstep: Class 22 contains 1182 members Mstep: Class 23 contains 40427 members Mstep: Class 24 contains 359 members Mstep: Class 25 contains 15848 members Mstep: Class 26 contains 113 members Mstep: Class 27 contains 23090 members Mstep: Class 28 contains 3344 members Mstep: Class 29 contains 11075 members Mstep: Class 30 contains 3623 members Mstep: Class 31 contains 5237 members Mstep: Class 32 contains 108 members Mstep: Class 33 contains 1541 members Mstep: Class 34 contains 11497 members Mstep: Class 35 contains 1878 members Mstep: Class 36 contains 244 members Entering Unmasked Estep ConsiderDeletion Score: -22984216.000000 Penalty: 21255.964844 Iteration 304Q: 37 clusters Score -2.298422e+07 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 11629 members Mstep: Class 2 contains 35293 members Mstep: Class 3 contains 9179 members Mstep: Class 4 contains 3300 members Mstep: Class 5 contains 7951 members Mstep: Class 6 contains 4079 members Mstep: Class 7 contains 12851 members Mstep: Class 8 contains 1995 members Mstep: Class 9 contains 3955 members Mstep: Class 10 contains 79843 members Mstep: Class 11 contains 3292 members Mstep: Class 12 contains 2935 members Mstep: Class 13 contains 2199 members Mstep: Class 14 contains 26631 members Mstep: Class 15 contains 581 members Mstep: Class 16 contains 19703 members Mstep: Class 17 contains 962 members Mstep: Class 18 contains 9425 members Mstep: Class 19 contains 1237 members Mstep: Class 20 contains 9417 members Mstep: Class 21 contains 66175 members Mstep: Class 22 contains 1182 members Mstep: Class 23 contains 40427 members Mstep: Class 24 contains 359 members Mstep: Class 25 contains 15874 members Mstep: Class 26 contains 113 members Mstep: Class 27 contains 23102 members Mstep: Class 28 contains 3342 members Mstep: Class 29 contains 11073 members Mstep: Class 30 contains 3625 members Mstep: Class 31 contains 5237 members Mstep: Class 32 contains 108 members Mstep: Class 33 contains 1541 members Mstep: Class 34 contains 11497 members Mstep: Class 35 contains 1878 members Mstep: Class 36 contains 244 members Entering Unmasked Estep ConsiderDeletion Score: -22984206.000000 Penalty: 21255.964844 Iteration 305Q: 37 clusters Score -2.298421e+07 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 11634 members Mstep: Class 2 contains 35274 members Mstep: Class 3 contains 9178 members Mstep: Class 4 contains 3300 members Mstep: Class 5 contains 7946 members Mstep: Class 6 contains 4072 members Mstep: Class 7 contains 12851 members Mstep: Class 8 contains 1995 members Mstep: Class 9 contains 3955 members Mstep: Class 10 contains 79827 members Mstep: Class 11 contains 3294 members Mstep: Class 12 contains 2936 members Mstep: Class 13 contains 2199 members Mstep: Class 14 contains 26639 members Mstep: Class 15 contains 581 members Mstep: Class 16 contains 19707 members Mstep: Class 17 contains 962 members Mstep: Class 18 contains 9426 members Mstep: Class 19 contains 1237 members Mstep: Class 20 contains 9417 members Mstep: Class 21 contains 66175 members Mstep: Class 22 contains 1182 members Mstep: Class 23 contains 40427 members Mstep: Class 24 contains 359 members Mstep: Class 25 contains 15895 members Mstep: Class 26 contains 113 members Mstep: Class 27 contains 23112 members Mstep: Class 28 contains 3340 members Mstep: Class 29 contains 11071 members Mstep: Class 30 contains 3625 members Mstep: Class 31 contains 5237 members Mstep: Class 32 contains 108 members Mstep: Class 33 contains 1541 members Mstep: Class 34 contains 11497 members Mstep: Class 35 contains 1878 members Mstep: Class 36 contains 244 members Entering Unmasked Estep ConsiderDeletion Score: -22984236.000000 Penalty: 21255.964844 Iteration 306Q: 37 clusters Score -2.298424e+07 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 11645 members Mstep: Class 2 contains 35260 members Mstep: Class 3 contains 9177 members Mstep: Class 4 contains 3299 members Mstep: Class 5 contains 7942 members Mstep: Class 6 contains 4068 members Mstep: Class 7 contains 12851 members Mstep: Class 8 contains 1995 members Mstep: Class 9 contains 3955 members Mstep: Class 10 contains 79804 members Mstep: Class 11 contains 3294 members Mstep: Class 12 contains 2934 members Mstep: Class 13 contains 2199 members Mstep: Class 14 contains 26646 members Mstep: Class 15 contains 581 members Mstep: Class 16 contains 19713 members Mstep: Class 17 contains 962 members Mstep: Class 18 contains 9428 members Mstep: Class 19 contains 1237 members Mstep: Class 20 contains 9417 members Mstep: Class 21 contains 66168 members Mstep: Class 22 contains 1182 members Mstep: Class 23 contains 40427 members Mstep: Class 24 contains 359 members Mstep: Class 25 contains 15921 members Mstep: Class 26 contains 113 members Mstep: Class 27 contains 23125 members Mstep: Class 28 contains 3339 members Mstep: Class 29 contains 11065 members Mstep: Class 30 contains 3623 members Mstep: Class 31 contains 5237 members Mstep: Class 32 contains 108 members Mstep: Class 33 contains 1541 members Mstep: Class 34 contains 11497 members Mstep: Class 35 contains 1878 members Mstep: Class 36 contains 244 members Entering Unmasked Estep ConsiderDeletion Score: -22984264.000000 Penalty: 21255.964844 Iteration 307Q: 37 clusters Score -2.298426e+07 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 11654 members Mstep: Class 2 contains 35251 members Mstep: Class 3 contains 9179 members Mstep: Class 4 contains 3298 members Mstep: Class 5 contains 7936 members Mstep: Class 6 contains 4061 members Mstep: Class 7 contains 12851 members Mstep: Class 8 contains 1995 members Mstep: Class 9 contains 3955 members Mstep: Class 10 contains 79780 members Mstep: Class 11 contains 3294 members Mstep: Class 12 contains 2931 members Mstep: Class 13 contains 2199 members Mstep: Class 14 contains 26657 members Mstep: Class 15 contains 581 members Mstep: Class 16 contains 19715 members Mstep: Class 17 contains 962 members Mstep: Class 18 contains 9429 members Mstep: Class 19 contains 1237 members Mstep: Class 20 contains 9414 members Mstep: Class 21 contains 66157 members Mstep: Class 22 contains 1182 members Mstep: Class 23 contains 40427 members Mstep: Class 24 contains 359 members Mstep: Class 25 contains 15944 members Mstep: Class 26 contains 113 members Mstep: Class 27 contains 23142 members Mstep: Class 28 contains 3337 members Mstep: Class 29 contains 11065 members Mstep: Class 30 contains 3624 members Mstep: Class 31 contains 5237 members Mstep: Class 32 contains 108 members Mstep: Class 33 contains 1541 members Mstep: Class 34 contains 11497 members Mstep: Class 35 contains 1878 members Mstep: Class 36 contains 244 members Entering Unmasked Estep ConsiderDeletion Score: -22984310.000000 Penalty: 21255.964844 Iteration 308Q: 37 clusters Score -2.298431e+07 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 11661 members Mstep: Class 2 contains 35241 members Mstep: Class 3 contains 9179 members Mstep: Class 4 contains 3296 members Mstep: Class 5 contains 7931 members Mstep: Class 6 contains 4058 members Mstep: Class 7 contains 12851 members Mstep: Class 8 contains 1995 members Mstep: Class 9 contains 3955 members Mstep: Class 10 contains 79755 members Mstep: Class 11 contains 3293 members Mstep: Class 12 contains 2929 members Mstep: Class 13 contains 2199 members Mstep: Class 14 contains 26672 members Mstep: Class 15 contains 581 members Mstep: Class 16 contains 19718 members Mstep: Class 17 contains 962 members Mstep: Class 18 contains 9430 members Mstep: Class 19 contains 1237 members Mstep: Class 20 contains 9413 members Mstep: Class 21 contains 66149 members Mstep: Class 22 contains 1182 members Mstep: Class 23 contains 40427 members Mstep: Class 24 contains 359 members Mstep: Class 25 contains 15963 members Mstep: Class 26 contains 113 members Mstep: Class 27 contains 23158 members Mstep: Class 28 contains 3334 members Mstep: Class 29 contains 11063 members Mstep: Class 30 contains 3625 members Mstep: Class 31 contains 5237 members Mstep: Class 32 contains 108 members Mstep: Class 33 contains 1541 members Mstep: Class 34 contains 11497 members Mstep: Class 35 contains 1878 members Mstep: Class 36 contains 244 members Entering Unmasked Estep ConsiderDeletion Score: -22984330.000000 Penalty: 21255.964844 Iteration 309Q: 37 clusters Score -2.298433e+07 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 11667 members Mstep: Class 2 contains 35221 members Mstep: Class 3 contains 9176 members Mstep: Class 4 contains 3296 members Mstep: Class 5 contains 7926 members Mstep: Class 6 contains 4056 members Mstep: Class 7 contains 12851 members Mstep: Class 8 contains 1995 members Mstep: Class 9 contains 3956 members Mstep: Class 10 contains 79739 members Mstep: Class 11 contains 3293 members Mstep: Class 12 contains 2929 members Mstep: Class 13 contains 2199 members Mstep: Class 14 contains 26673 members Mstep: Class 15 contains 581 members Mstep: Class 16 contains 19719 members Mstep: Class 17 contains 962 members Mstep: Class 18 contains 9430 members Mstep: Class 19 contains 1237 members Mstep: Class 20 contains 9416 members Mstep: Class 21 contains 66143 members Mstep: Class 22 contains 1182 members Mstep: Class 23 contains 40427 members Mstep: Class 24 contains 359 members Mstep: Class 25 contains 15983 members Mstep: Class 26 contains 113 members Mstep: Class 27 contains 23183 members Mstep: Class 28 contains 3330 members Mstep: Class 29 contains 11063 members Mstep: Class 30 contains 3624 members Mstep: Class 31 contains 5237 members Mstep: Class 32 contains 108 members Mstep: Class 33 contains 1541 members Mstep: Class 34 contains 11497 members Mstep: Class 35 contains 1878 members Mstep: Class 36 contains 244 members Entering Unmasked Estep ConsiderDeletion Score: -22984284.000000 Penalty: 21255.964844 Iteration 310Q: 37 clusters Score -2.298428e+07 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 11669 members Mstep: Class 2 contains 35203 members Mstep: Class 3 contains 9174 members Mstep: Class 4 contains 3296 members Mstep: Class 5 contains 7913 members Mstep: Class 6 contains 4052 members Mstep: Class 7 contains 12851 members Mstep: Class 8 contains 1995 members Mstep: Class 9 contains 3957 members Mstep: Class 10 contains 79725 members Mstep: Class 11 contains 3293 members Mstep: Class 12 contains 2928 members Mstep: Class 13 contains 2199 members Mstep: Class 14 contains 26670 members Mstep: Class 15 contains 581 members Mstep: Class 16 contains 19724 members Mstep: Class 17 contains 962 members Mstep: Class 18 contains 9429 members Mstep: Class 19 contains 1237 members Mstep: Class 20 contains 9421 members Mstep: Class 21 contains 66139 members Mstep: Class 22 contains 1182 members Mstep: Class 23 contains 40427 members Mstep: Class 24 contains 359 members Mstep: Class 25 contains 16006 members Mstep: Class 26 contains 113 members Mstep: Class 27 contains 23208 members Mstep: Class 28 contains 3330 members Mstep: Class 29 contains 11062 members Mstep: Class 30 contains 3624 members Mstep: Class 31 contains 5237 members Mstep: Class 32 contains 108 members Mstep: Class 33 contains 1540 members Mstep: Class 34 contains 11497 members Mstep: Class 35 contains 1879 members Mstep: Class 36 contains 244 members Entering Unmasked Estep ConsiderDeletion Score: -22984292.000000 Penalty: 21255.964844 Iteration 311Q: 37 clusters Score -2.298429e+07 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 11667 members Mstep: Class 2 contains 35178 members Mstep: Class 3 contains 9175 members Mstep: Class 4 contains 3296 members Mstep: Class 5 contains 7905 members Mstep: Class 6 contains 4046 members Mstep: Class 7 contains 12851 members Mstep: Class 8 contains 1995 members Mstep: Class 9 contains 3957 members Mstep: Class 10 contains 79710 members Mstep: Class 11 contains 3291 members Mstep: Class 12 contains 2928 members Mstep: Class 13 contains 2199 members Mstep: Class 14 contains 26673 members Mstep: Class 15 contains 581 members Mstep: Class 16 contains 19728 members Mstep: Class 17 contains 962 members Mstep: Class 18 contains 9430 members Mstep: Class 19 contains 1237 members Mstep: Class 20 contains 9427 members Mstep: Class 21 contains 66142 members Mstep: Class 22 contains 1182 members Mstep: Class 23 contains 40427 members Mstep: Class 24 contains 359 members Mstep: Class 25 contains 16030 members Mstep: Class 26 contains 113 members Mstep: Class 27 contains 23224 members Mstep: Class 28 contains 3333 members Mstep: Class 29 contains 11061 members Mstep: Class 30 contains 3624 members Mstep: Class 31 contains 5237 members Mstep: Class 32 contains 108 members Mstep: Class 33 contains 1539 members Mstep: Class 34 contains 11497 members Mstep: Class 35 contains 1878 members Mstep: Class 36 contains 244 members Entering Unmasked Estep ConsiderDeletion Score: -22984326.000000 Penalty: 21255.964844 Iteration 312Q: 37 clusters Score -2.298433e+07 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 11665 members Mstep: Class 2 contains 35151 members Mstep: Class 3 contains 9176 members Mstep: Class 4 contains 3295 members Mstep: Class 5 contains 7894 members Mstep: Class 6 contains 4040 members Mstep: Class 7 contains 12851 members Mstep: Class 8 contains 1995 members Mstep: Class 9 contains 3957 members Mstep: Class 10 contains 79705 members Mstep: Class 11 contains 3290 members Mstep: Class 12 contains 2928 members Mstep: Class 13 contains 2199 members Mstep: Class 14 contains 26673 members Mstep: Class 15 contains 582 members Mstep: Class 16 contains 19728 members Mstep: Class 17 contains 962 members Mstep: Class 18 contains 9430 members Mstep: Class 19 contains 1237 members Mstep: Class 20 contains 9433 members Mstep: Class 21 contains 66146 members Mstep: Class 22 contains 1182 members Mstep: Class 23 contains 40427 members Mstep: Class 24 contains 359 members Mstep: Class 25 contains 16050 members Mstep: Class 26 contains 113 members Mstep: Class 27 contains 23240 members Mstep: Class 28 contains 3336 members Mstep: Class 29 contains 11062 members Mstep: Class 30 contains 3624 members Mstep: Class 31 contains 5237 members Mstep: Class 32 contains 108 members Mstep: Class 33 contains 1540 members Mstep: Class 34 contains 11497 members Mstep: Class 35 contains 1878 members Mstep: Class 36 contains 244 members Entering Unmasked Estep ConsiderDeletion Score: -22984374.000000 Penalty: 21255.964844 Iteration 313Q: 37 clusters Score -2.298437e+07 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 11664 members Mstep: Class 2 contains 35128 members Mstep: Class 3 contains 9177 members Mstep: Class 4 contains 3294 members Mstep: Class 5 contains 7890 members Mstep: Class 6 contains 4039 members Mstep: Class 7 contains 12851 members Mstep: Class 8 contains 1995 members Mstep: Class 9 contains 3957 members Mstep: Class 10 contains 79691 members Mstep: Class 11 contains 3290 members Mstep: Class 12 contains 2928 members Mstep: Class 13 contains 2199 members Mstep: Class 14 contains 26671 members Mstep: Class 15 contains 582 members Mstep: Class 16 contains 19729 members Mstep: Class 17 contains 962 members Mstep: Class 18 contains 9431 members Mstep: Class 19 contains 1237 members Mstep: Class 20 contains 9437 members Mstep: Class 21 contains 66153 members Mstep: Class 22 contains 1182 members Mstep: Class 23 contains 40427 members Mstep: Class 24 contains 359 members Mstep: Class 25 contains 16063 members Mstep: Class 26 contains 113 members Mstep: Class 27 contains 23253 members Mstep: Class 28 contains 3338 members Mstep: Class 29 contains 11064 members Mstep: Class 30 contains 3626 members Mstep: Class 31 contains 5237 members Mstep: Class 32 contains 108 members Mstep: Class 33 contains 1540 members Mstep: Class 34 contains 11497 members Mstep: Class 35 contains 1878 members Mstep: Class 36 contains 244 members Entering Unmasked Estep ConsiderDeletion Score: -22984338.000000 Penalty: 21255.964844 Iteration 314Q: 37 clusters Score -2.298434e+07 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 11666 members Mstep: Class 2 contains 35110 members Mstep: Class 3 contains 9175 members Mstep: Class 4 contains 3294 members Mstep: Class 5 contains 7885 members Mstep: Class 6 contains 4035 members Mstep: Class 7 contains 12851 members Mstep: Class 8 contains 1995 members Mstep: Class 9 contains 3957 members Mstep: Class 10 contains 79682 members Mstep: Class 11 contains 3292 members Mstep: Class 12 contains 2928 members Mstep: Class 13 contains 2199 members Mstep: Class 14 contains 26665 members Mstep: Class 15 contains 582 members Mstep: Class 16 contains 19729 members Mstep: Class 17 contains 962 members Mstep: Class 18 contains 9433 members Mstep: Class 19 contains 1237 members Mstep: Class 20 contains 9441 members Mstep: Class 21 contains 66153 members Mstep: Class 22 contains 1182 members Mstep: Class 23 contains 40427 members Mstep: Class 24 contains 359 members Mstep: Class 25 contains 16082 members Mstep: Class 26 contains 113 members Mstep: Class 27 contains 23269 members Mstep: Class 28 contains 3336 members Mstep: Class 29 contains 11065 members Mstep: Class 30 contains 3626 members Mstep: Class 31 contains 5237 members Mstep: Class 32 contains 108 members Mstep: Class 33 contains 1540 members Mstep: Class 34 contains 11497 members Mstep: Class 35 contains 1878 members Mstep: Class 36 contains 244 members Entering Unmasked Estep ConsiderDeletion Score: -22984370.000000 Penalty: 21255.964844 Iteration 315Q: 37 clusters Score -2.298437e+07 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 11666 members Mstep: Class 2 contains 35092 members Mstep: Class 3 contains 9171 members Mstep: Class 4 contains 3294 members Mstep: Class 5 contains 7879 members Mstep: Class 6 contains 4030 members Mstep: Class 7 contains 12851 members Mstep: Class 8 contains 1995 members Mstep: Class 9 contains 3957 members Mstep: Class 10 contains 79673 members Mstep: Class 11 contains 3292 members Mstep: Class 12 contains 2927 members Mstep: Class 13 contains 2199 members Mstep: Class 14 contains 26667 members Mstep: Class 15 contains 582 members Mstep: Class 16 contains 19731 members Mstep: Class 17 contains 962 members Mstep: Class 18 contains 9432 members Mstep: Class 19 contains 1237 members Mstep: Class 20 contains 9445 members Mstep: Class 21 contains 66158 members Mstep: Class 22 contains 1182 members Mstep: Class 23 contains 40427 members Mstep: Class 24 contains 359 members Mstep: Class 25 contains 16096 members Mstep: Class 26 contains 113 members Mstep: Class 27 contains 23288 members Mstep: Class 28 contains 3334 members Mstep: Class 29 contains 11065 members Mstep: Class 30 contains 3626 members Mstep: Class 31 contains 5237 members Mstep: Class 32 contains 108 members Mstep: Class 33 contains 1540 members Mstep: Class 34 contains 11497 members Mstep: Class 35 contains 1878 members Mstep: Class 36 contains 244 members Entering Unmasked Estep ConsiderDeletion Score: -22984332.000000 Penalty: 21255.964844 Iteration 316Q: 37 clusters Score -2.298433e+07 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 11667 members Mstep: Class 2 contains 35077 members Mstep: Class 3 contains 9166 members Mstep: Class 4 contains 3294 members Mstep: Class 5 contains 7875 members Mstep: Class 6 contains 4022 members Mstep: Class 7 contains 12851 members Mstep: Class 8 contains 1995 members Mstep: Class 9 contains 3957 members Mstep: Class 10 contains 79668 members Mstep: Class 11 contains 3292 members Mstep: Class 12 contains 2927 members Mstep: Class 13 contains 2199 members Mstep: Class 14 contains 26667 members Mstep: Class 15 contains 581 members Mstep: Class 16 contains 19734 members Mstep: Class 17 contains 962 members Mstep: Class 18 contains 9433 members Mstep: Class 19 contains 1237 members Mstep: Class 20 contains 9447 members Mstep: Class 21 contains 66170 members Mstep: Class 22 contains 1182 members Mstep: Class 23 contains 40427 members Mstep: Class 24 contains 359 members Mstep: Class 25 contains 16103 members Mstep: Class 26 contains 113 members Mstep: Class 27 contains 23300 members Mstep: Class 28 contains 3333 members Mstep: Class 29 contains 11064 members Mstep: Class 30 contains 3627 members Mstep: Class 31 contains 5237 members Mstep: Class 32 contains 108 members Mstep: Class 33 contains 1541 members Mstep: Class 34 contains 11497 members Mstep: Class 35 contains 1878 members Mstep: Class 36 contains 244 members Entering Unmasked Estep ConsiderDeletion Score: -22984352.000000 Penalty: 21255.964844 Iteration 317Q: 37 clusters Score -2.298435e+07 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 11668 members Mstep: Class 2 contains 35059 members Mstep: Class 3 contains 9163 members Mstep: Class 4 contains 3293 members Mstep: Class 5 contains 7869 members Mstep: Class 6 contains 4020 members Mstep: Class 7 contains 12851 members Mstep: Class 8 contains 1995 members Mstep: Class 9 contains 3957 members Mstep: Class 10 contains 79655 members Mstep: Class 11 contains 3292 members Mstep: Class 12 contains 2927 members Mstep: Class 13 contains 2199 members Mstep: Class 14 contains 26677 members Mstep: Class 15 contains 580 members Mstep: Class 16 contains 19736 members Mstep: Class 17 contains 962 members Mstep: Class 18 contains 9433 members Mstep: Class 19 contains 1237 members Mstep: Class 20 contains 9452 members Mstep: Class 21 contains 66173 members Mstep: Class 22 contains 1182 members Mstep: Class 23 contains 40427 members Mstep: Class 24 contains 359 members Mstep: Class 25 contains 16114 members Mstep: Class 26 contains 113 members Mstep: Class 27 contains 23313 members Mstep: Class 28 contains 3332 members Mstep: Class 29 contains 11064 members Mstep: Class 30 contains 3627 members Mstep: Class 31 contains 5237 members Mstep: Class 32 contains 108 members Mstep: Class 33 contains 1541 members Mstep: Class 34 contains 11497 members Mstep: Class 35 contains 1878 members Mstep: Class 36 contains 244 members Entering Unmasked Estep ConsiderDeletion Score: -22984342.000000 Penalty: 21255.964844 Iteration 318Q: 37 clusters Score -2.298434e+07 nChanged 104 Entering ConstructFrom: Score: -22984342.000000 Penalty: 21255.964844 Entering ConstructFrom: Trying to split cluster 1 (11667 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11667 members Entering Unmasked Estep Score: -655605.125000 Penalty: 426.085663 Iteration 0F: 2 clusters Score -655605.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5858 members Mstep: Class 2 contains 5809 members Entering Unmasked Estep Score: -647882.500000 Penalty: 852.171326 Iteration 0F: 3 clusters Score -647882.5 nChanged 5367 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6059 members Mstep: Class 2 contains 5608 members Entering Unmasked Estep Score: -651038.687500 Penalty: 852.171326 Iteration 1F: 3 clusters Score -651038.7 nChanged 671 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6198 members Mstep: Class 2 contains 5469 members Entering Unmasked Estep Score: -651357.750000 Penalty: 852.171326 Iteration 2F: 3 clusters Score -651357.8 nChanged 678 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6384 members Mstep: Class 2 contains 5283 members Entering Unmasked Estep Score: -651719.062500 Penalty: 852.171326 Iteration 3F: 3 clusters Score -651719.1 nChanged 694 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6654 members Mstep: Class 2 contains 5013 members Entering Unmasked Estep Score: -652160.312500 Penalty: 852.171326 Iteration 4F: 3 clusters Score -652160.3 nChanged 760 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7012 members Mstep: Class 2 contains 4655 members Entering Unmasked Estep Score: -652799.312500 Penalty: 852.171326 Iteration 5F: 3 clusters Score -652799.3 nChanged 757 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7361 members Mstep: Class 2 contains 4306 members Entering Unmasked Estep Score: -653436.875000 Penalty: 852.171326 Iteration 6F: 3 clusters Score -653436.9 nChanged 666 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7671 members Mstep: Class 2 contains 3996 members Entering Unmasked Estep Score: -653923.687500 Penalty: 852.171326 Iteration 7F: 3 clusters Score -653923.7 nChanged 527 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7942 members Mstep: Class 2 contains 3725 members Entering Unmasked Estep Score: -654285.437500 Penalty: 852.171326 Iteration 8Q: 3 clusters Score -654285.4 nChanged 420 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8124 members Mstep: Class 2 contains 3543 members Entering Unmasked Estep Score: -654566.000000 Penalty: 852.171326 Iteration 9Q: 3 clusters Score -654566 nChanged 359 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8269 members Mstep: Class 2 contains 3398 members Entering Unmasked Estep Score: -654814.437500 Penalty: 852.171326 Iteration 10Q: 3 clusters Score -654814.4 nChanged 302 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8367 members Mstep: Class 2 contains 3300 members Entering Unmasked Estep Score: -654983.187500 Penalty: 852.171326 Iteration 11Q: 3 clusters Score -654983.2 nChanged 231 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8428 members Mstep: Class 2 contains 3239 members Entering Unmasked Estep Score: -655105.750000 Penalty: 852.171326 Iteration 12Q: 3 clusters Score -655105.8 nChanged 218 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8462 members Mstep: Class 2 contains 3205 members Entering Unmasked Estep Score: -655189.937500 Penalty: 852.171326 Iteration 13Q: 3 clusters Score -655189.9 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8478 members Mstep: Class 2 contains 3189 members Entering Unmasked Estep Score: -655238.125000 Penalty: 852.171326 Iteration 14Q: 3 clusters Score -655238.1 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8493 members Mstep: Class 2 contains 3174 members Entering Unmasked Estep Score: -655270.812500 Penalty: 852.171326 Iteration 15Q: 3 clusters Score -655270.8 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8512 members Mstep: Class 2 contains 3155 members Entering Unmasked Estep Score: -655298.312500 Penalty: 852.171326 Iteration 16Q: 3 clusters Score -655298.3 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8524 members Mstep: Class 2 contains 3143 members Entering Unmasked Estep Score: -655318.000000 Penalty: 852.171326 Iteration 17Q: 3 clusters Score -655318 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8535 members Mstep: Class 2 contains 3132 members Entering Unmasked Estep Score: -655326.687500 Penalty: 852.171326 Iteration 18Q: 3 clusters Score -655326.7 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8541 members Mstep: Class 2 contains 3126 members Entering Unmasked Estep Score: -655335.500000 Penalty: 852.171326 Iteration 19Q: 3 clusters Score -655335.5 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8547 members Mstep: Class 2 contains 3120 members Entering Unmasked Estep Score: -655354.062500 Penalty: 852.171326 Iteration 20F: 3 clusters Score -655354.1 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8548 members Mstep: Class 2 contains 3119 members Entering Unmasked Estep Score: -655364.937500 Penalty: 852.171326 Iteration 21Q: 3 clusters Score -655364.9 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8554 members Mstep: Class 2 contains 3113 members Entering Unmasked Estep Score: -655371.000000 Penalty: 852.171326 Iteration 22Q: 3 clusters Score -655371 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8574 members Mstep: Class 2 contains 3093 members Entering Unmasked Estep Score: -655380.687500 Penalty: 852.171326 Iteration 23Q: 3 clusters Score -655380.7 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8605 members Mstep: Class 2 contains 3062 members Entering Unmasked Estep Score: -655387.062500 Penalty: 852.171326 Iteration 24Q: 3 clusters Score -655387.1 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8630 members Mstep: Class 2 contains 3037 members Entering Unmasked Estep Score: -655395.812500 Penalty: 852.171326 Iteration 25Q: 3 clusters Score -655395.8 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8653 members Mstep: Class 2 contains 3014 members Entering Unmasked Estep Score: -655397.937500 Penalty: 852.171326 Iteration 26Q: 3 clusters Score -655397.9 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8678 members Mstep: Class 2 contains 2989 members Entering Unmasked Estep Score: -655403.562500 Penalty: 852.171326 Iteration 27Q: 3 clusters Score -655403.6 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8709 members Mstep: Class 2 contains 2958 members Entering Unmasked Estep Score: -655409.000000 Penalty: 852.171326 Iteration 28Q: 3 clusters Score -655409 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8738 members Mstep: Class 2 contains 2929 members Entering Unmasked Estep Score: -655414.250000 Penalty: 852.171326 Iteration 29Q: 3 clusters Score -655414.2 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8762 members Mstep: Class 2 contains 2905 members Entering Unmasked Estep Score: -655415.687500 Penalty: 852.171326 Iteration 30Q: 3 clusters Score -655415.7 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8782 members Mstep: Class 2 contains 2885 members Entering Unmasked Estep Score: -655418.000000 Penalty: 852.171326 Iteration 31Q: 3 clusters Score -655418 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8808 members Mstep: Class 2 contains 2859 members Entering Unmasked Estep Score: -655422.000000 Penalty: 852.171326 Iteration 32Q: 3 clusters Score -655422 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8836 members Mstep: Class 2 contains 2831 members Entering Unmasked Estep Score: -655423.250000 Penalty: 852.171326 Iteration 33Q: 3 clusters Score -655423.2 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8867 members Mstep: Class 2 contains 2800 members Entering Unmasked Estep Score: -655428.000000 Penalty: 852.171326 Iteration 34Q: 3 clusters Score -655428 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8896 members Mstep: Class 2 contains 2771 members Entering Unmasked Estep Score: -655431.312500 Penalty: 852.171326 Iteration 35Q: 3 clusters Score -655431.3 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8921 members Mstep: Class 2 contains 2746 members Entering Unmasked Estep Score: -655433.375000 Penalty: 852.171326 Iteration 36Q: 3 clusters Score -655433.4 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8947 members Mstep: Class 2 contains 2720 members Entering Unmasked Estep Score: -655438.312500 Penalty: 852.171326 Iteration 37Q: 3 clusters Score -655438.3 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8973 members Mstep: Class 2 contains 2694 members Entering Unmasked Estep Score: -655439.812500 Penalty: 852.171326 Iteration 38Q: 3 clusters Score -655439.8 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9003 members Mstep: Class 2 contains 2664 members Entering Unmasked Estep Score: -655442.812500 Penalty: 852.171326 Iteration 39Q: 3 clusters Score -655442.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9015 members Mstep: Class 2 contains 2652 members Entering Unmasked Estep Score: -655447.000000 Penalty: 852.171326 Iteration 40F: 3 clusters Score -655447 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9027 members Mstep: Class 2 contains 2640 members Entering Unmasked Estep Score: -655447.875000 Penalty: 852.171326 Iteration 41Q: 3 clusters Score -655447.9 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9046 members Mstep: Class 2 contains 2621 members Entering Unmasked Estep Score: -655450.750000 Penalty: 852.171326 Iteration 42Q: 3 clusters Score -655450.8 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9067 members Mstep: Class 2 contains 2600 members Entering Unmasked Estep Score: -655453.375000 Penalty: 852.171326 Iteration 43Q: 3 clusters Score -655453.4 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9088 members Mstep: Class 2 contains 2579 members Entering Unmasked Estep Score: -655455.875000 Penalty: 852.171326 Iteration 44Q: 3 clusters Score -655455.9 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9104 members Mstep: Class 2 contains 2563 members Entering Unmasked Estep Score: -655457.250000 Penalty: 852.171326 Iteration 45Q: 3 clusters Score -655457.2 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9125 members Mstep: Class 2 contains 2542 members Entering Unmasked Estep Score: -655459.187500 Penalty: 852.171326 Iteration 46Q: 3 clusters Score -655459.2 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9139 members Mstep: Class 2 contains 2528 members Entering Unmasked Estep Score: -655461.750000 Penalty: 852.171326 Iteration 47Q: 3 clusters Score -655461.8 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9155 members Mstep: Class 2 contains 2512 members Entering Unmasked Estep Score: -655463.437500 Penalty: 852.171326 Iteration 48Q: 3 clusters Score -655463.4 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9170 members Mstep: Class 2 contains 2497 members Entering Unmasked Estep Score: -655465.375000 Penalty: 852.171326 Iteration 49Q: 3 clusters Score -655465.4 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9193 members Mstep: Class 2 contains 2474 members Entering Unmasked Estep Score: -655467.750000 Penalty: 852.171326 Iteration 50Q: 3 clusters Score -655467.8 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9215 members Mstep: Class 2 contains 2452 members Entering Unmasked Estep Score: -655470.750000 Penalty: 852.171326 Iteration 51Q: 3 clusters Score -655470.8 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9239 members Mstep: Class 2 contains 2428 members Entering Unmasked Estep Score: -655474.625000 Penalty: 852.171326 Iteration 52Q: 3 clusters Score -655474.6 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9258 members Mstep: Class 2 contains 2409 members Entering Unmasked Estep Score: -655476.187500 Penalty: 852.171326 Iteration 53Q: 3 clusters Score -655476.2 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9284 members Mstep: Class 2 contains 2383 members Entering Unmasked Estep Score: -655478.750000 Penalty: 852.171326 Iteration 54Q: 3 clusters Score -655478.8 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9307 members Mstep: Class 2 contains 2360 members Entering Unmasked Estep Score: -655483.500000 Penalty: 852.171326 Iteration 55Q: 3 clusters Score -655483.5 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9333 members Mstep: Class 2 contains 2334 members Entering Unmasked Estep Score: -655486.250000 Penalty: 852.171326 Iteration 56Q: 3 clusters Score -655486.2 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9351 members Mstep: Class 2 contains 2316 members Entering Unmasked Estep Score: -655487.562500 Penalty: 852.171326 Iteration 57Q: 3 clusters Score -655487.6 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9365 members Mstep: Class 2 contains 2302 members Entering Unmasked Estep Score: -655490.312500 Penalty: 852.171326 Iteration 58Q: 3 clusters Score -655490.3 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9381 members Mstep: Class 2 contains 2286 members Entering Unmasked Estep Score: -655492.500000 Penalty: 852.171326 Iteration 59Q: 3 clusters Score -655492.5 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9399 members Mstep: Class 2 contains 2268 members Entering Unmasked Estep Score: -655492.937500 Penalty: 852.171326 Iteration 60F: 3 clusters Score -655492.9 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9419 members Mstep: Class 2 contains 2248 members Entering Unmasked Estep Score: -655495.125000 Penalty: 852.171326 Iteration 61Q: 3 clusters Score -655495.1 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9433 members Mstep: Class 2 contains 2234 members Entering Unmasked Estep Score: -655496.687500 Penalty: 852.171326 Iteration 62Q: 3 clusters Score -655496.7 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9447 members Mstep: Class 2 contains 2220 members Entering Unmasked Estep Score: -655498.250000 Penalty: 852.171326 Iteration 63Q: 3 clusters Score -655498.2 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9465 members Mstep: Class 2 contains 2202 members Entering Unmasked Estep Score: -655500.062500 Penalty: 852.171326 Iteration 64Q: 3 clusters Score -655500.1 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9482 members Mstep: Class 2 contains 2185 members Entering Unmasked Estep Score: -655502.875000 Penalty: 852.171326 Iteration 65Q: 3 clusters Score -655502.9 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9498 members Mstep: Class 2 contains 2169 members Entering Unmasked Estep Score: -655505.875000 Penalty: 852.171326 Iteration 66Q: 3 clusters Score -655505.9 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9513 members Mstep: Class 2 contains 2154 members Entering Unmasked Estep Score: -655507.187500 Penalty: 852.171326 Iteration 67Q: 3 clusters Score -655507.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9525 members Mstep: Class 2 contains 2142 members Entering Unmasked Estep Score: -655509.312500 Penalty: 852.171326 Iteration 68Q: 3 clusters Score -655509.3 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9539 members Mstep: Class 2 contains 2128 members Entering Unmasked Estep Score: -655510.250000 Penalty: 852.171326 Iteration 69Q: 3 clusters Score -655510.2 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9553 members Mstep: Class 2 contains 2114 members Entering Unmasked Estep Score: -655512.562500 Penalty: 852.171326 Iteration 70Q: 3 clusters Score -655512.6 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9567 members Mstep: Class 2 contains 2100 members Entering Unmasked Estep Score: -655513.625000 Penalty: 852.171326 Iteration 71Q: 3 clusters Score -655513.6 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9583 members Mstep: Class 2 contains 2084 members Entering Unmasked Estep Score: -655516.125000 Penalty: 852.171326 Iteration 72Q: 3 clusters Score -655516.1 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9597 members Mstep: Class 2 contains 2070 members Entering Unmasked Estep Score: -655516.437500 Penalty: 852.171326 Iteration 73Q: 3 clusters Score -655516.4 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9607 members Mstep: Class 2 contains 2060 members Entering Unmasked Estep Score: -655517.875000 Penalty: 852.171326 Iteration 74Q: 3 clusters Score -655517.9 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9617 members Mstep: Class 2 contains 2050 members Entering Unmasked Estep Score: -655519.562500 Penalty: 852.171326 Iteration 75Q: 3 clusters Score -655519.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9623 members Mstep: Class 2 contains 2044 members Entering Unmasked Estep Score: -655519.250000 Penalty: 852.171326 Iteration 76Q: 3 clusters Score -655519.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9627 members Mstep: Class 2 contains 2040 members Entering Unmasked Estep Score: -655518.562500 Penalty: 852.171326 Iteration 77Q: 3 clusters Score -655518.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9630 members Mstep: Class 2 contains 2037 members Entering Unmasked Estep Score: -655519.062500 Penalty: 852.171326 Iteration 78Q: 3 clusters Score -655519.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9633 members Mstep: Class 2 contains 2034 members Entering Unmasked Estep Score: -655519.500000 Penalty: 852.171326 Iteration 79Q: 3 clusters Score -655519.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9634 members Mstep: Class 2 contains 2033 members Entering Unmasked Estep Score: -655519.562500 Penalty: 852.171326 Iteration 80F: 3 clusters Score -655519.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (35026 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35026 members Entering Unmasked Estep Score: -1949088.875000 Penalty: 476.105011 Iteration 0F: 2 clusters Score -1949089 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17372 members Mstep: Class 2 contains 17654 members Entering Unmasked Estep Score: -1925747.250000 Penalty: 952.210022 Iteration 0F: 3 clusters Score -1925747 nChanged 16859 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13449 members Mstep: Class 2 contains 21577 members Entering Unmasked Estep Score: -1936659.250000 Penalty: 952.210022 Iteration 1F: 3 clusters Score -1936659 nChanged 2148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11527 members Mstep: Class 2 contains 23499 members Entering Unmasked Estep Score: -1937886.875000 Penalty: 952.210022 Iteration 2F: 3 clusters Score -1937887 nChanged 2605 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9000 members Mstep: Class 2 contains 26026 members Entering Unmasked Estep Score: -1939830.000000 Penalty: 952.210022 Iteration 3F: 3 clusters Score -1939830 nChanged 3010 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6000 members Mstep: Class 2 contains 29026 members Entering Unmasked Estep Score: -1942602.000000 Penalty: 952.210022 Iteration 4F: 3 clusters Score -1942602 nChanged 2728 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3272 members Mstep: Class 2 contains 31754 members Entering Unmasked Estep Score: -1945366.000000 Penalty: 952.210022 Iteration 5F: 3 clusters Score -1945366 nChanged 1949 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1323 members Mstep: Class 2 contains 33703 members Entering Unmasked Estep Score: -1947420.875000 Penalty: 952.210022 Iteration 6F: 3 clusters Score -1947421 nChanged 902 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 421 members Mstep: Class 2 contains 34605 members Entering Unmasked Estep Score: -1948306.625000 Penalty: 952.210022 Iteration 7Q: 3 clusters Score -1948307 nChanged 264 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 157 members Mstep: Class 2 contains 34869 members Entering Unmasked Estep Score: -1948548.875000 Penalty: 952.210022 Iteration 8Q: 3 clusters Score -1948549 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98 members Mstep: Class 2 contains 34928 members Entering Unmasked Estep Score: -1948625.750000 Penalty: 952.210022 Iteration 9Q: 3 clusters Score -1948626 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 80 members Mstep: Class 2 contains 34946 members Entering Unmasked Estep Score: -1948646.875000 Penalty: 952.210022 Iteration 10Q: 3 clusters Score -1948647 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 75 members Mstep: Class 2 contains 34951 members Entering Unmasked Estep Score: -1948658.000000 Penalty: 952.210022 Iteration 11Q: 3 clusters Score -1948658 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72 members Mstep: Class 2 contains 34954 members Entering Unmasked Estep Score: -1948661.125000 Penalty: 952.210022 Iteration 12Q: 3 clusters Score -1948661 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71 members Mstep: Class 2 contains 34955 members Entering Unmasked Estep Score: -1948666.750000 Penalty: 952.210022 Iteration 13Q: 3 clusters Score -1948667 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70 members Mstep: Class 2 contains 34956 members Entering Unmasked Estep Score: -1948666.625000 Penalty: 952.210022 Iteration 14Q: 3 clusters Score -1948667 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70 members Mstep: Class 2 contains 34956 members Entering Unmasked Estep Score: -1948666.625000 Penalty: 952.210022 Iteration 15F: 3 clusters Score -1948667 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (9164 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9164 members Entering Unmasked Estep Score: -503858.156250 Penalty: 415.098236 Iteration 0F: 2 clusters Score -503858.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4601 members Mstep: Class 2 contains 4563 members Entering Unmasked Estep Score: -497693.593750 Penalty: 830.196472 Iteration 0F: 3 clusters Score -497693.6 nChanged 4285 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4890 members Mstep: Class 2 contains 4274 members Entering Unmasked Estep Score: -500137.500000 Penalty: 830.196472 Iteration 1F: 3 clusters Score -500137.5 nChanged 564 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5126 members Mstep: Class 2 contains 4038 members Entering Unmasked Estep Score: -500363.375000 Penalty: 830.196472 Iteration 2F: 3 clusters Score -500363.4 nChanged 560 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5452 members Mstep: Class 2 contains 3712 members Entering Unmasked Estep Score: -500623.218750 Penalty: 830.196472 Iteration 3F: 3 clusters Score -500623.2 nChanged 604 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5894 members Mstep: Class 2 contains 3270 members Entering Unmasked Estep Score: -500950.625000 Penalty: 830.196472 Iteration 4F: 3 clusters Score -500950.6 nChanged 612 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6426 members Mstep: Class 2 contains 2738 members Entering Unmasked Estep Score: -501340.531250 Penalty: 830.196472 Iteration 5F: 3 clusters Score -501340.5 nChanged 605 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6985 members Mstep: Class 2 contains 2179 members Entering Unmasked Estep Score: -501758.437500 Penalty: 830.196472 Iteration 6F: 3 clusters Score -501758.4 nChanged 591 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7552 members Mstep: Class 2 contains 1612 members Entering Unmasked Estep Score: -502222.312500 Penalty: 830.196472 Iteration 7F: 3 clusters Score -502222.3 nChanged 524 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8062 members Mstep: Class 2 contains 1102 members Entering Unmasked Estep Score: -502658.718750 Penalty: 830.196472 Iteration 8F: 3 clusters Score -502658.7 nChanged 401 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8459 members Mstep: Class 2 contains 705 members Entering Unmasked Estep Score: -503001.562500 Penalty: 830.196472 Iteration 9Q: 3 clusters Score -503001.6 nChanged 268 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8723 members Mstep: Class 2 contains 441 members Entering Unmasked Estep Score: -503222.281250 Penalty: 830.196472 Iteration 10Q: 3 clusters Score -503222.3 nChanged 164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8885 members Mstep: Class 2 contains 279 members Entering Unmasked Estep Score: -503351.843750 Penalty: 830.196472 Iteration 11Q: 3 clusters Score -503351.8 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8972 members Mstep: Class 2 contains 192 members Entering Unmasked Estep Score: -503421.500000 Penalty: 830.196472 Iteration 12Q: 3 clusters Score -503421.5 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9004 members Mstep: Class 2 contains 160 members Entering Unmasked Estep Score: -503447.000000 Penalty: 830.196472 Iteration 13Q: 3 clusters Score -503447 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9019 members Mstep: Class 2 contains 145 members Entering Unmasked Estep Score: -503460.906250 Penalty: 830.196472 Iteration 14Q: 3 clusters Score -503460.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9025 members Mstep: Class 2 contains 139 members Entering Unmasked Estep Score: -503465.656250 Penalty: 830.196472 Iteration 15Q: 3 clusters Score -503465.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9028 members Mstep: Class 2 contains 136 members Entering Unmasked Estep Score: -503469.718750 Penalty: 830.196472 Iteration 16Q: 3 clusters Score -503469.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9033 members Mstep: Class 2 contains 131 members Entering Unmasked Estep Score: -503473.468750 Penalty: 830.196472 Iteration 17Q: 3 clusters Score -503473.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9039 members Mstep: Class 2 contains 125 members Entering Unmasked Estep Score: -503476.687500 Penalty: 830.196472 Iteration 18Q: 3 clusters Score -503476.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9044 members Mstep: Class 2 contains 120 members Entering Unmasked Estep Score: -503480.843750 Penalty: 830.196472 Iteration 19Q: 3 clusters Score -503480.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9048 members Mstep: Class 2 contains 116 members Entering Unmasked Estep Score: -503482.156250 Penalty: 830.196472 Iteration 20F: 3 clusters Score -503482.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9055 members Mstep: Class 2 contains 109 members Entering Unmasked Estep Score: -503485.843750 Penalty: 830.196472 Iteration 21Q: 3 clusters Score -503485.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9057 members Mstep: Class 2 contains 107 members Entering Unmasked Estep Score: -503486.562500 Penalty: 830.196472 Iteration 22Q: 3 clusters Score -503486.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9058 members Mstep: Class 2 contains 106 members Entering Unmasked Estep Score: -503488.281250 Penalty: 830.196472 Iteration 23Q: 3 clusters Score -503488.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9059 members Mstep: Class 2 contains 105 members Entering Unmasked Estep Score: -503489.125000 Penalty: 830.196472 Iteration 24Q: 3 clusters Score -503489.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9061 members Mstep: Class 2 contains 103 members Entering Unmasked Estep Score: -503489.093750 Penalty: 830.196472 Iteration 25Q: 3 clusters Score -503489.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9064 members Mstep: Class 2 contains 100 members Entering Unmasked Estep Score: -503491.031250 Penalty: 830.196472 Iteration 26Q: 3 clusters Score -503491 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9066 members Mstep: Class 2 contains 98 members Entering Unmasked Estep Score: -503491.031250 Penalty: 830.196472 Iteration 27Q: 3 clusters Score -503491 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9066 members Mstep: Class 2 contains 98 members Entering Unmasked Estep Score: -503491.031250 Penalty: 830.196472 Iteration 28F: 3 clusters Score -503491 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (3293 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3293 members Entering Unmasked Estep Score: -184875.500000 Penalty: 368.529724 Iteration 0F: 2 clusters Score -184875.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1658 members Mstep: Class 2 contains 1635 members Entering Unmasked Estep Score: -182579.062500 Penalty: 737.059448 Iteration 0F: 3 clusters Score -182579.1 nChanged 1461 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1645 members Mstep: Class 2 contains 1648 members Entering Unmasked Estep Score: -183392.218750 Penalty: 737.059448 Iteration 1F: 3 clusters Score -183392.2 nChanged 263 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1662 members Mstep: Class 2 contains 1631 members Entering Unmasked Estep Score: -183566.875000 Penalty: 737.059448 Iteration 2F: 3 clusters Score -183566.9 nChanged 226 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1696 members Mstep: Class 2 contains 1597 members Entering Unmasked Estep Score: -183697.109375 Penalty: 737.059448 Iteration 3F: 3 clusters Score -183697.1 nChanged 213 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1743 members Mstep: Class 2 contains 1550 members Entering Unmasked Estep Score: -183820.515625 Penalty: 737.059448 Iteration 4F: 3 clusters Score -183820.5 nChanged 166 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1813 members Mstep: Class 2 contains 1480 members Entering Unmasked Estep Score: -183929.328125 Penalty: 737.059448 Iteration 5F: 3 clusters Score -183929.3 nChanged 176 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1873 members Mstep: Class 2 contains 1420 members Entering Unmasked Estep Score: -184048.281250 Penalty: 737.059448 Iteration 6F: 3 clusters Score -184048.3 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1923 members Mstep: Class 2 contains 1370 members Entering Unmasked Estep Score: -184146.796875 Penalty: 737.059448 Iteration 7Q: 3 clusters Score -184146.8 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1941 members Mstep: Class 2 contains 1352 members Entering Unmasked Estep Score: -184215.296875 Penalty: 737.059448 Iteration 8Q: 3 clusters Score -184215.3 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1972 members Mstep: Class 2 contains 1321 members Entering Unmasked Estep Score: -184252.343750 Penalty: 737.059448 Iteration 9Q: 3 clusters Score -184252.3 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1988 members Mstep: Class 2 contains 1305 members Entering Unmasked Estep Score: -184269.562500 Penalty: 737.059448 Iteration 10Q: 3 clusters Score -184269.6 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1997 members Mstep: Class 2 contains 1296 members Entering Unmasked Estep Score: -184281.546875 Penalty: 737.059448 Iteration 11Q: 3 clusters Score -184281.5 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2009 members Mstep: Class 2 contains 1284 members Entering Unmasked Estep Score: -184286.640625 Penalty: 737.059448 Iteration 12Q: 3 clusters Score -184286.6 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2024 members Mstep: Class 2 contains 1269 members Entering Unmasked Estep Score: -184290.531250 Penalty: 737.059448 Iteration 13Q: 3 clusters Score -184290.5 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2035 members Mstep: Class 2 contains 1258 members Entering Unmasked Estep Score: -184292.828125 Penalty: 737.059448 Iteration 14Q: 3 clusters Score -184292.8 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2042 members Mstep: Class 2 contains 1251 members Entering Unmasked Estep Score: -184294.421875 Penalty: 737.059448 Iteration 15Q: 3 clusters Score -184294.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2047 members Mstep: Class 2 contains 1246 members Entering Unmasked Estep Score: -184295.000000 Penalty: 737.059448 Iteration 16Q: 3 clusters Score -184295 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2049 members Mstep: Class 2 contains 1244 members Entering Unmasked Estep Score: -184296.125000 Penalty: 737.059448 Iteration 17Q: 3 clusters Score -184296.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2053 members Mstep: Class 2 contains 1240 members Entering Unmasked Estep Score: -184296.531250 Penalty: 737.059448 Iteration 18Q: 3 clusters Score -184296.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2056 members Mstep: Class 2 contains 1237 members Entering Unmasked Estep Score: -184296.484375 Penalty: 737.059448 Iteration 19Q: 3 clusters Score -184296.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2062 members Mstep: Class 2 contains 1231 members Entering Unmasked Estep Score: -184297.468750 Penalty: 737.059448 Iteration 20F: 3 clusters Score -184297.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2067 members Mstep: Class 2 contains 1226 members Entering Unmasked Estep Score: -184297.781250 Penalty: 737.059448 Iteration 21Q: 3 clusters Score -184297.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2071 members Mstep: Class 2 contains 1222 members Entering Unmasked Estep Score: -184298.671875 Penalty: 737.059448 Iteration 22Q: 3 clusters Score -184298.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2078 members Mstep: Class 2 contains 1215 members Entering Unmasked Estep Score: -184299.609375 Penalty: 737.059448 Iteration 23Q: 3 clusters Score -184299.6 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2090 members Mstep: Class 2 contains 1203 members Entering Unmasked Estep Score: -184302.921875 Penalty: 737.059448 Iteration 24Q: 3 clusters Score -184302.9 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2104 members Mstep: Class 2 contains 1189 members Entering Unmasked Estep Score: -184305.421875 Penalty: 737.059448 Iteration 25Q: 3 clusters Score -184305.4 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2117 members Mstep: Class 2 contains 1176 members Entering Unmasked Estep Score: -184307.312500 Penalty: 737.059448 Iteration 26Q: 3 clusters Score -184307.3 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2132 members Mstep: Class 2 contains 1161 members Entering Unmasked Estep Score: -184310.093750 Penalty: 737.059448 Iteration 27Q: 3 clusters Score -184310.1 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2148 members Mstep: Class 2 contains 1145 members Entering Unmasked Estep Score: -184312.562500 Penalty: 737.059448 Iteration 28Q: 3 clusters Score -184312.6 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2166 members Mstep: Class 2 contains 1127 members Entering Unmasked Estep Score: -184315.890625 Penalty: 737.059448 Iteration 29Q: 3 clusters Score -184315.9 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2195 members Mstep: Class 2 contains 1098 members Entering Unmasked Estep Score: -184323.812500 Penalty: 737.059448 Iteration 30Q: 3 clusters Score -184323.8 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2227 members Mstep: Class 2 contains 1066 members Entering Unmasked Estep Score: -184334.968750 Penalty: 737.059448 Iteration 31Q: 3 clusters Score -184335 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2253 members Mstep: Class 2 contains 1040 members Entering Unmasked Estep Score: -184344.609375 Penalty: 737.059448 Iteration 32Q: 3 clusters Score -184344.6 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2277 members Mstep: Class 2 contains 1016 members Entering Unmasked Estep Score: -184354.343750 Penalty: 737.059448 Iteration 33Q: 3 clusters Score -184354.3 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2308 members Mstep: Class 2 contains 985 members Entering Unmasked Estep Score: -184367.875000 Penalty: 737.059448 Iteration 34Q: 3 clusters Score -184367.9 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2337 members Mstep: Class 2 contains 956 members Entering Unmasked Estep Score: -184383.156250 Penalty: 737.059448 Iteration 35Q: 3 clusters Score -184383.2 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2370 members Mstep: Class 2 contains 923 members Entering Unmasked Estep Score: -184394.328125 Penalty: 737.059448 Iteration 36Q: 3 clusters Score -184394.3 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2398 members Mstep: Class 2 contains 895 members Entering Unmasked Estep Score: -184406.078125 Penalty: 737.059448 Iteration 37Q: 3 clusters Score -184406.1 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2424 members Mstep: Class 2 contains 869 members Entering Unmasked Estep Score: -184413.171875 Penalty: 737.059448 Iteration 38Q: 3 clusters Score -184413.2 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2443 members Mstep: Class 2 contains 850 members Entering Unmasked Estep Score: -184418.812500 Penalty: 737.059448 Iteration 39Q: 3 clusters Score -184418.8 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2468 members Mstep: Class 2 contains 825 members Entering Unmasked Estep Score: -184425.359375 Penalty: 737.059448 Iteration 40F: 3 clusters Score -184425.4 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2492 members Mstep: Class 2 contains 801 members Entering Unmasked Estep Score: -184430.406250 Penalty: 737.059448 Iteration 41Q: 3 clusters Score -184430.4 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2509 members Mstep: Class 2 contains 784 members Entering Unmasked Estep Score: -184434.281250 Penalty: 737.059448 Iteration 42Q: 3 clusters Score -184434.3 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2530 members Mstep: Class 2 contains 763 members Entering Unmasked Estep Score: -184439.875000 Penalty: 737.059448 Iteration 43Q: 3 clusters Score -184439.9 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2550 members Mstep: Class 2 contains 743 members Entering Unmasked Estep Score: -184445.140625 Penalty: 737.059448 Iteration 44Q: 3 clusters Score -184445.1 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2577 members Mstep: Class 2 contains 716 members Entering Unmasked Estep Score: -184455.656250 Penalty: 737.059448 Iteration 45Q: 3 clusters Score -184455.7 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2602 members Mstep: Class 2 contains 691 members Entering Unmasked Estep Score: -184466.937500 Penalty: 737.059448 Iteration 46Q: 3 clusters Score -184466.9 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2629 members Mstep: Class 2 contains 664 members Entering Unmasked Estep Score: -184479.375000 Penalty: 737.059448 Iteration 47Q: 3 clusters Score -184479.4 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2662 members Mstep: Class 2 contains 631 members Entering Unmasked Estep Score: -184497.671875 Penalty: 737.059448 Iteration 48Q: 3 clusters Score -184497.7 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2690 members Mstep: Class 2 contains 603 members Entering Unmasked Estep Score: -184514.078125 Penalty: 737.059448 Iteration 49Q: 3 clusters Score -184514.1 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2714 members Mstep: Class 2 contains 579 members Entering Unmasked Estep Score: -184523.328125 Penalty: 737.059448 Iteration 50Q: 3 clusters Score -184523.3 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2729 members Mstep: Class 2 contains 564 members Entering Unmasked Estep Score: -184529.406250 Penalty: 737.059448 Iteration 51Q: 3 clusters Score -184529.4 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2740 members Mstep: Class 2 contains 553 members Entering Unmasked Estep Score: -184534.953125 Penalty: 737.059448 Iteration 52Q: 3 clusters Score -184535 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2747 members Mstep: Class 2 contains 546 members Entering Unmasked Estep Score: -184540.656250 Penalty: 737.059448 Iteration 53Q: 3 clusters Score -184540.7 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2755 members Mstep: Class 2 contains 538 members Entering Unmasked Estep Score: -184544.625000 Penalty: 737.059448 Iteration 54Q: 3 clusters Score -184544.6 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2768 members Mstep: Class 2 contains 525 members Entering Unmasked Estep Score: -184549.562500 Penalty: 737.059448 Iteration 55Q: 3 clusters Score -184549.6 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2781 members Mstep: Class 2 contains 512 members Entering Unmasked Estep Score: -184554.125000 Penalty: 737.059448 Iteration 56Q: 3 clusters Score -184554.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2791 members Mstep: Class 2 contains 502 members Entering Unmasked Estep Score: -184557.484375 Penalty: 737.059448 Iteration 57Q: 3 clusters Score -184557.5 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2808 members Mstep: Class 2 contains 485 members Entering Unmasked Estep Score: -184566.656250 Penalty: 737.059448 Iteration 58Q: 3 clusters Score -184566.7 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2825 members Mstep: Class 2 contains 468 members Entering Unmasked Estep Score: -184576.578125 Penalty: 737.059448 Iteration 59Q: 3 clusters Score -184576.6 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2845 members Mstep: Class 2 contains 448 members Entering Unmasked Estep Score: -184588.625000 Penalty: 737.059448 Iteration 60F: 3 clusters Score -184588.6 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2864 members Mstep: Class 2 contains 429 members Entering Unmasked Estep Score: -184596.734375 Penalty: 737.059448 Iteration 61Q: 3 clusters Score -184596.7 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2874 members Mstep: Class 2 contains 419 members Entering Unmasked Estep Score: -184600.296875 Penalty: 737.059448 Iteration 62Q: 3 clusters Score -184600.3 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2883 members Mstep: Class 2 contains 410 members Entering Unmasked Estep Score: -184602.937500 Penalty: 737.059448 Iteration 63Q: 3 clusters Score -184602.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2890 members Mstep: Class 2 contains 403 members Entering Unmasked Estep Score: -184603.968750 Penalty: 737.059448 Iteration 64Q: 3 clusters Score -184604 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2895 members Mstep: Class 2 contains 398 members Entering Unmasked Estep Score: -184605.000000 Penalty: 737.059448 Iteration 65Q: 3 clusters Score -184605 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2896 members Mstep: Class 2 contains 397 members Entering Unmasked Estep Score: -184605.578125 Penalty: 737.059448 Iteration 66Q: 3 clusters Score -184605.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2899 members Mstep: Class 2 contains 394 members Entering Unmasked Estep Score: -184605.875000 Penalty: 737.059448 Iteration 67Q: 3 clusters Score -184605.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2903 members Mstep: Class 2 contains 390 members Entering Unmasked Estep Score: -184606.453125 Penalty: 737.059448 Iteration 68Q: 3 clusters Score -184606.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2905 members Mstep: Class 2 contains 388 members Entering Unmasked Estep Score: -184608.156250 Penalty: 737.059448 Iteration 69Q: 3 clusters Score -184608.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2907 members Mstep: Class 2 contains 386 members Entering Unmasked Estep Score: -184608.843750 Penalty: 737.059448 Iteration 70Q: 3 clusters Score -184608.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2910 members Mstep: Class 2 contains 383 members Entering Unmasked Estep Score: -184609.515625 Penalty: 737.059448 Iteration 71Q: 3 clusters Score -184609.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2912 members Mstep: Class 2 contains 381 members Entering Unmasked Estep Score: -184609.765625 Penalty: 737.059448 Iteration 72Q: 3 clusters Score -184609.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2917 members Mstep: Class 2 contains 376 members Entering Unmasked Estep Score: -184612.421875 Penalty: 737.059448 Iteration 73Q: 3 clusters Score -184612.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2923 members Mstep: Class 2 contains 370 members Entering Unmasked Estep Score: -184614.937500 Penalty: 737.059448 Iteration 74Q: 3 clusters Score -184614.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2926 members Mstep: Class 2 contains 367 members Entering Unmasked Estep Score: -184615.656250 Penalty: 737.059448 Iteration 75Q: 3 clusters Score -184615.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2929 members Mstep: Class 2 contains 364 members Entering Unmasked Estep Score: -184616.718750 Penalty: 737.059448 Iteration 76Q: 3 clusters Score -184616.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2933 members Mstep: Class 2 contains 360 members Entering Unmasked Estep Score: -184617.671875 Penalty: 737.059448 Iteration 77Q: 3 clusters Score -184617.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2934 members Mstep: Class 2 contains 359 members Entering Unmasked Estep Score: -184618.015625 Penalty: 737.059448 Iteration 78Q: 3 clusters Score -184618 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2937 members Mstep: Class 2 contains 356 members Entering Unmasked Estep Score: -184618.265625 Penalty: 737.059448 Iteration 79Q: 3 clusters Score -184618.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2937 members Mstep: Class 2 contains 356 members Entering Unmasked Estep Score: -184618.265625 Penalty: 737.059448 Iteration 80F: 3 clusters Score -184618.3 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (7862 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7862 members Entering Unmasked Estep Score: -410212.812500 Penalty: 408.125732 Iteration 0F: 2 clusters Score -410212.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3976 members Mstep: Class 2 contains 3886 members Entering Unmasked Estep Score: -404961.656250 Penalty: 816.251465 Iteration 0F: 3 clusters Score -404961.7 nChanged 3633 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4535 members Mstep: Class 2 contains 3327 members Entering Unmasked Estep Score: -407126.343750 Penalty: 816.251465 Iteration 1F: 3 clusters Score -407126.3 nChanged 582 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4821 members Mstep: Class 2 contains 3041 members Entering Unmasked Estep Score: -407472.281250 Penalty: 816.251465 Iteration 2F: 3 clusters Score -407472.3 nChanged 542 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5141 members Mstep: Class 2 contains 2721 members Entering Unmasked Estep Score: -407834.687500 Penalty: 816.251465 Iteration 3F: 3 clusters Score -407834.7 nChanged 489 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5442 members Mstep: Class 2 contains 2420 members Entering Unmasked Estep Score: -408251.250000 Penalty: 816.251465 Iteration 4F: 3 clusters Score -408251.2 nChanged 497 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5727 members Mstep: Class 2 contains 2135 members Entering Unmasked Estep Score: -408788.687500 Penalty: 816.251465 Iteration 5F: 3 clusters Score -408788.7 nChanged 408 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5909 members Mstep: Class 2 contains 1953 members Entering Unmasked Estep Score: -409197.687500 Penalty: 816.251465 Iteration 6F: 3 clusters Score -409197.7 nChanged 286 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5995 members Mstep: Class 2 contains 1867 members Entering Unmasked Estep Score: -409390.312500 Penalty: 816.251465 Iteration 7Q: 3 clusters Score -409390.3 nChanged 185 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6060 members Mstep: Class 2 contains 1802 members Entering Unmasked Estep Score: -409486.718750 Penalty: 816.251465 Iteration 8Q: 3 clusters Score -409486.7 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6109 members Mstep: Class 2 contains 1753 members Entering Unmasked Estep Score: -409535.906250 Penalty: 816.251465 Iteration 9Q: 3 clusters Score -409535.9 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6175 members Mstep: Class 2 contains 1687 members Entering Unmasked Estep Score: -409565.687500 Penalty: 816.251465 Iteration 10Q: 3 clusters Score -409565.7 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6220 members Mstep: Class 2 contains 1642 members Entering Unmasked Estep Score: -409581.750000 Penalty: 816.251465 Iteration 11Q: 3 clusters Score -409581.8 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6257 members Mstep: Class 2 contains 1605 members Entering Unmasked Estep Score: -409591.031250 Penalty: 816.251465 Iteration 12Q: 3 clusters Score -409591 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6288 members Mstep: Class 2 contains 1574 members Entering Unmasked Estep Score: -409602.031250 Penalty: 816.251465 Iteration 13Q: 3 clusters Score -409602 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6321 members Mstep: Class 2 contains 1541 members Entering Unmasked Estep Score: -409611.687500 Penalty: 816.251465 Iteration 14Q: 3 clusters Score -409611.7 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6357 members Mstep: Class 2 contains 1505 members Entering Unmasked Estep Score: -409620.593750 Penalty: 816.251465 Iteration 15Q: 3 clusters Score -409620.6 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6384 members Mstep: Class 2 contains 1478 members Entering Unmasked Estep Score: -409624.656250 Penalty: 816.251465 Iteration 16Q: 3 clusters Score -409624.7 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6405 members Mstep: Class 2 contains 1457 members Entering Unmasked Estep Score: -409629.625000 Penalty: 816.251465 Iteration 17Q: 3 clusters Score -409629.6 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6425 members Mstep: Class 2 contains 1437 members Entering Unmasked Estep Score: -409633.718750 Penalty: 816.251465 Iteration 18Q: 3 clusters Score -409633.7 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6441 members Mstep: Class 2 contains 1421 members Entering Unmasked Estep Score: -409637.687500 Penalty: 816.251465 Iteration 19Q: 3 clusters Score -409637.7 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6453 members Mstep: Class 2 contains 1409 members Entering Unmasked Estep Score: -409639.562500 Penalty: 816.251465 Iteration 20F: 3 clusters Score -409639.6 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6467 members Mstep: Class 2 contains 1395 members Entering Unmasked Estep Score: -409644.312500 Penalty: 816.251465 Iteration 21Q: 3 clusters Score -409644.3 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6482 members Mstep: Class 2 contains 1380 members Entering Unmasked Estep Score: -409647.406250 Penalty: 816.251465 Iteration 22Q: 3 clusters Score -409647.4 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6494 members Mstep: Class 2 contains 1368 members Entering Unmasked Estep Score: -409652.093750 Penalty: 816.251465 Iteration 23Q: 3 clusters Score -409652.1 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6515 members Mstep: Class 2 contains 1347 members Entering Unmasked Estep Score: -409656.531250 Penalty: 816.251465 Iteration 24Q: 3 clusters Score -409656.5 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6528 members Mstep: Class 2 contains 1334 members Entering Unmasked Estep Score: -409661.468750 Penalty: 816.251465 Iteration 25Q: 3 clusters Score -409661.5 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6538 members Mstep: Class 2 contains 1324 members Entering Unmasked Estep Score: -409667.437500 Penalty: 816.251465 Iteration 26Q: 3 clusters Score -409667.4 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6551 members Mstep: Class 2 contains 1311 members Entering Unmasked Estep Score: -409671.937500 Penalty: 816.251465 Iteration 27Q: 3 clusters Score -409671.9 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6571 members Mstep: Class 2 contains 1291 members Entering Unmasked Estep Score: -409681.656250 Penalty: 816.251465 Iteration 28Q: 3 clusters Score -409681.7 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6587 members Mstep: Class 2 contains 1275 members Entering Unmasked Estep Score: -409687.750000 Penalty: 816.251465 Iteration 29Q: 3 clusters Score -409687.8 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6608 members Mstep: Class 2 contains 1254 members Entering Unmasked Estep Score: -409694.906250 Penalty: 816.251465 Iteration 30Q: 3 clusters Score -409694.9 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6637 members Mstep: Class 2 contains 1225 members Entering Unmasked Estep Score: -409701.906250 Penalty: 816.251465 Iteration 31Q: 3 clusters Score -409701.9 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6663 members Mstep: Class 2 contains 1199 members Entering Unmasked Estep Score: -409707.593750 Penalty: 816.251465 Iteration 32Q: 3 clusters Score -409707.6 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6678 members Mstep: Class 2 contains 1184 members Entering Unmasked Estep Score: -409711.281250 Penalty: 816.251465 Iteration 33Q: 3 clusters Score -409711.3 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6696 members Mstep: Class 2 contains 1166 members Entering Unmasked Estep Score: -409714.437500 Penalty: 816.251465 Iteration 34Q: 3 clusters Score -409714.4 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6715 members Mstep: Class 2 contains 1147 members Entering Unmasked Estep Score: -409717.375000 Penalty: 816.251465 Iteration 35Q: 3 clusters Score -409717.4 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6733 members Mstep: Class 2 contains 1129 members Entering Unmasked Estep Score: -409719.593750 Penalty: 816.251465 Iteration 36Q: 3 clusters Score -409719.6 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6750 members Mstep: Class 2 contains 1112 members Entering Unmasked Estep Score: -409722.375000 Penalty: 816.251465 Iteration 37Q: 3 clusters Score -409722.4 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6762 members Mstep: Class 2 contains 1100 members Entering Unmasked Estep Score: -409724.250000 Penalty: 816.251465 Iteration 38Q: 3 clusters Score -409724.2 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6775 members Mstep: Class 2 contains 1087 members Entering Unmasked Estep Score: -409727.375000 Penalty: 816.251465 Iteration 39Q: 3 clusters Score -409727.4 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6787 members Mstep: Class 2 contains 1075 members Entering Unmasked Estep Score: -409729.187500 Penalty: 816.251465 Iteration 40F: 3 clusters Score -409729.2 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6800 members Mstep: Class 2 contains 1062 members Entering Unmasked Estep Score: -409731.906250 Penalty: 816.251465 Iteration 41Q: 3 clusters Score -409731.9 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6813 members Mstep: Class 2 contains 1049 members Entering Unmasked Estep Score: -409733.437500 Penalty: 816.251465 Iteration 42Q: 3 clusters Score -409733.4 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6828 members Mstep: Class 2 contains 1034 members Entering Unmasked Estep Score: -409736.031250 Penalty: 816.251465 Iteration 43Q: 3 clusters Score -409736 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6843 members Mstep: Class 2 contains 1019 members Entering Unmasked Estep Score: -409739.625000 Penalty: 816.251465 Iteration 44Q: 3 clusters Score -409739.6 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6863 members Mstep: Class 2 contains 999 members Entering Unmasked Estep Score: -409744.156250 Penalty: 816.251465 Iteration 45Q: 3 clusters Score -409744.2 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6883 members Mstep: Class 2 contains 979 members Entering Unmasked Estep Score: -409748.406250 Penalty: 816.251465 Iteration 46Q: 3 clusters Score -409748.4 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6905 members Mstep: Class 2 contains 957 members Entering Unmasked Estep Score: -409753.250000 Penalty: 816.251465 Iteration 47Q: 3 clusters Score -409753.2 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6924 members Mstep: Class 2 contains 938 members Entering Unmasked Estep Score: -409758.093750 Penalty: 816.251465 Iteration 48Q: 3 clusters Score -409758.1 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6942 members Mstep: Class 2 contains 920 members Entering Unmasked Estep Score: -409761.531250 Penalty: 816.251465 Iteration 49Q: 3 clusters Score -409761.5 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6960 members Mstep: Class 2 contains 902 members Entering Unmasked Estep Score: -409766.968750 Penalty: 816.251465 Iteration 50Q: 3 clusters Score -409767 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6985 members Mstep: Class 2 contains 877 members Entering Unmasked Estep Score: -409774.218750 Penalty: 816.251465 Iteration 51Q: 3 clusters Score -409774.2 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7008 members Mstep: Class 2 contains 854 members Entering Unmasked Estep Score: -409778.812500 Penalty: 816.251465 Iteration 52Q: 3 clusters Score -409778.8 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7022 members Mstep: Class 2 contains 840 members Entering Unmasked Estep Score: -409781.687500 Penalty: 816.251465 Iteration 53Q: 3 clusters Score -409781.7 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7036 members Mstep: Class 2 contains 826 members Entering Unmasked Estep Score: -409784.156250 Penalty: 816.251465 Iteration 54Q: 3 clusters Score -409784.2 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7050 members Mstep: Class 2 contains 812 members Entering Unmasked Estep Score: -409786.812500 Penalty: 816.251465 Iteration 55Q: 3 clusters Score -409786.8 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7071 members Mstep: Class 2 contains 791 members Entering Unmasked Estep Score: -409791.718750 Penalty: 816.251465 Iteration 56Q: 3 clusters Score -409791.7 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7089 members Mstep: Class 2 contains 773 members Entering Unmasked Estep Score: -409794.250000 Penalty: 816.251465 Iteration 57Q: 3 clusters Score -409794.2 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7105 members Mstep: Class 2 contains 757 members Entering Unmasked Estep Score: -409797.531250 Penalty: 816.251465 Iteration 58Q: 3 clusters Score -409797.5 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7119 members Mstep: Class 2 contains 743 members Entering Unmasked Estep Score: -409799.687500 Penalty: 816.251465 Iteration 59Q: 3 clusters Score -409799.7 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7131 members Mstep: Class 2 contains 731 members Entering Unmasked Estep Score: -409802.093750 Penalty: 816.251465 Iteration 60F: 3 clusters Score -409802.1 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7147 members Mstep: Class 2 contains 715 members Entering Unmasked Estep Score: -409805.843750 Penalty: 816.251465 Iteration 61Q: 3 clusters Score -409805.8 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7161 members Mstep: Class 2 contains 701 members Entering Unmasked Estep Score: -409807.781250 Penalty: 816.251465 Iteration 62Q: 3 clusters Score -409807.8 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7174 members Mstep: Class 2 contains 688 members Entering Unmasked Estep Score: -409811.625000 Penalty: 816.251465 Iteration 63Q: 3 clusters Score -409811.6 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7187 members Mstep: Class 2 contains 675 members Entering Unmasked Estep Score: -409815.218750 Penalty: 816.251465 Iteration 64Q: 3 clusters Score -409815.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7198 members Mstep: Class 2 contains 664 members Entering Unmasked Estep Score: -409817.156250 Penalty: 816.251465 Iteration 65Q: 3 clusters Score -409817.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7203 members Mstep: Class 2 contains 659 members Entering Unmasked Estep Score: -409817.875000 Penalty: 816.251465 Iteration 66Q: 3 clusters Score -409817.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7207 members Mstep: Class 2 contains 655 members Entering Unmasked Estep Score: -409817.875000 Penalty: 816.251465 Iteration 67Q: 3 clusters Score -409817.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7208 members Mstep: Class 2 contains 654 members Entering Unmasked Estep Score: -409818.031250 Penalty: 816.251465 Iteration 68Q: 3 clusters Score -409818 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7208 members Mstep: Class 2 contains 654 members Entering Unmasked Estep Score: -409818.031250 Penalty: 816.251465 Iteration 69F: 3 clusters Score -409818 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (4020 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4020 members Entering Unmasked Estep Score: -231438.156250 Penalty: 377.606171 Iteration 0F: 2 clusters Score -231438.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2023 members Mstep: Class 2 contains 1997 members Entering Unmasked Estep Score: -228692.156250 Penalty: 755.212341 Iteration 0F: 3 clusters Score -228692.2 nChanged 1798 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2013 members Mstep: Class 2 contains 2007 members Entering Unmasked Estep Score: -229675.375000 Penalty: 755.212341 Iteration 1F: 3 clusters Score -229675.4 nChanged 227 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2018 members Mstep: Class 2 contains 2002 members Entering Unmasked Estep Score: -229761.375000 Penalty: 755.212341 Iteration 2F: 3 clusters Score -229761.4 nChanged 178 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2026 members Mstep: Class 2 contains 1994 members Entering Unmasked Estep Score: -229827.921875 Penalty: 755.212341 Iteration 3Q: 3 clusters Score -229827.9 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2039 members Mstep: Class 2 contains 1981 members Entering Unmasked Estep Score: -229893.125000 Penalty: 755.212341 Iteration 4Q: 3 clusters Score -229893.1 nChanged 157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2056 members Mstep: Class 2 contains 1964 members Entering Unmasked Estep Score: -229968.812500 Penalty: 755.212341 Iteration 5Q: 3 clusters Score -229968.8 nChanged 177 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2093 members Mstep: Class 2 contains 1927 members Entering Unmasked Estep Score: -230050.734375 Penalty: 755.212341 Iteration 6Q: 3 clusters Score -230050.7 nChanged 162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2145 members Mstep: Class 2 contains 1875 members Entering Unmasked Estep Score: -230131.906250 Penalty: 755.212341 Iteration 7Q: 3 clusters Score -230131.9 nChanged 165 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2206 members Mstep: Class 2 contains 1814 members Entering Unmasked Estep Score: -230230.046875 Penalty: 755.212341 Iteration 8Q: 3 clusters Score -230230 nChanged 197 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2289 members Mstep: Class 2 contains 1731 members Entering Unmasked Estep Score: -230349.828125 Penalty: 755.212341 Iteration 9Q: 3 clusters Score -230349.8 nChanged 163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2358 members Mstep: Class 2 contains 1662 members Entering Unmasked Estep Score: -230440.281250 Penalty: 755.212341 Iteration 10Q: 3 clusters Score -230440.3 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2427 members Mstep: Class 2 contains 1593 members Entering Unmasked Estep Score: -230523.984375 Penalty: 755.212341 Iteration 11Q: 3 clusters Score -230524 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2475 members Mstep: Class 2 contains 1545 members Entering Unmasked Estep Score: -230583.203125 Penalty: 755.212341 Iteration 12Q: 3 clusters Score -230583.2 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2511 members Mstep: Class 2 contains 1509 members Entering Unmasked Estep Score: -230621.750000 Penalty: 755.212341 Iteration 13Q: 3 clusters Score -230621.8 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2528 members Mstep: Class 2 contains 1492 members Entering Unmasked Estep Score: -230643.515625 Penalty: 755.212341 Iteration 14Q: 3 clusters Score -230643.5 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2560 members Mstep: Class 2 contains 1460 members Entering Unmasked Estep Score: -230660.625000 Penalty: 755.212341 Iteration 15Q: 3 clusters Score -230660.6 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2598 members Mstep: Class 2 contains 1422 members Entering Unmasked Estep Score: -230677.046875 Penalty: 755.212341 Iteration 16Q: 3 clusters Score -230677 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2628 members Mstep: Class 2 contains 1392 members Entering Unmasked Estep Score: -230689.265625 Penalty: 755.212341 Iteration 17Q: 3 clusters Score -230689.3 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2660 members Mstep: Class 2 contains 1360 members Entering Unmasked Estep Score: -230700.734375 Penalty: 755.212341 Iteration 18Q: 3 clusters Score -230700.7 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2684 members Mstep: Class 2 contains 1336 members Entering Unmasked Estep Score: -230711.265625 Penalty: 755.212341 Iteration 19Q: 3 clusters Score -230711.3 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2704 members Mstep: Class 2 contains 1316 members Entering Unmasked Estep Score: -230719.500000 Penalty: 755.212341 Iteration 20F: 3 clusters Score -230719.5 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2719 members Mstep: Class 2 contains 1301 members Entering Unmasked Estep Score: -230728.000000 Penalty: 755.212341 Iteration 21Q: 3 clusters Score -230728 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2743 members Mstep: Class 2 contains 1277 members Entering Unmasked Estep Score: -230738.171875 Penalty: 755.212341 Iteration 22Q: 3 clusters Score -230738.2 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2768 members Mstep: Class 2 contains 1252 members Entering Unmasked Estep Score: -230746.187500 Penalty: 755.212341 Iteration 23Q: 3 clusters Score -230746.2 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2779 members Mstep: Class 2 contains 1241 members Entering Unmasked Estep Score: -230752.687500 Penalty: 755.212341 Iteration 24Q: 3 clusters Score -230752.7 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2793 members Mstep: Class 2 contains 1227 members Entering Unmasked Estep Score: -230765.000000 Penalty: 755.212341 Iteration 25Q: 3 clusters Score -230765 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2818 members Mstep: Class 2 contains 1202 members Entering Unmasked Estep Score: -230776.781250 Penalty: 755.212341 Iteration 26Q: 3 clusters Score -230776.8 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2849 members Mstep: Class 2 contains 1171 members Entering Unmasked Estep Score: -230793.000000 Penalty: 755.212341 Iteration 27Q: 3 clusters Score -230793 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2886 members Mstep: Class 2 contains 1134 members Entering Unmasked Estep Score: -230815.906250 Penalty: 755.212341 Iteration 28Q: 3 clusters Score -230815.9 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2922 members Mstep: Class 2 contains 1098 members Entering Unmasked Estep Score: -230841.484375 Penalty: 755.212341 Iteration 29Q: 3 clusters Score -230841.5 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2956 members Mstep: Class 2 contains 1064 members Entering Unmasked Estep Score: -230876.390625 Penalty: 755.212341 Iteration 30Q: 3 clusters Score -230876.4 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3007 members Mstep: Class 2 contains 1013 members Entering Unmasked Estep Score: -230920.187500 Penalty: 755.212341 Iteration 31Q: 3 clusters Score -230920.2 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3051 members Mstep: Class 2 contains 969 members Entering Unmasked Estep Score: -230960.234375 Penalty: 755.212341 Iteration 32Q: 3 clusters Score -230960.2 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3098 members Mstep: Class 2 contains 922 members Entering Unmasked Estep Score: -230996.531250 Penalty: 755.212341 Iteration 33Q: 3 clusters Score -230996.5 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3152 members Mstep: Class 2 contains 868 members Entering Unmasked Estep Score: -231036.421875 Penalty: 755.212341 Iteration 34Q: 3 clusters Score -231036.4 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3197 members Mstep: Class 2 contains 823 members Entering Unmasked Estep Score: -231076.562500 Penalty: 755.212341 Iteration 35Q: 3 clusters Score -231076.6 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3251 members Mstep: Class 2 contains 769 members Entering Unmasked Estep Score: -231117.968750 Penalty: 755.212341 Iteration 36Q: 3 clusters Score -231118 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3299 members Mstep: Class 2 contains 721 members Entering Unmasked Estep Score: -231143.578125 Penalty: 755.212341 Iteration 37Q: 3 clusters Score -231143.6 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3328 members Mstep: Class 2 contains 692 members Entering Unmasked Estep Score: -231160.125000 Penalty: 755.212341 Iteration 38Q: 3 clusters Score -231160.1 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3359 members Mstep: Class 2 contains 661 members Entering Unmasked Estep Score: -231173.687500 Penalty: 755.212341 Iteration 39Q: 3 clusters Score -231173.7 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3384 members Mstep: Class 2 contains 636 members Entering Unmasked Estep Score: -231183.125000 Penalty: 755.212341 Iteration 40F: 3 clusters Score -231183.1 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3402 members Mstep: Class 2 contains 618 members Entering Unmasked Estep Score: -231188.921875 Penalty: 755.212341 Iteration 41Q: 3 clusters Score -231188.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3410 members Mstep: Class 2 contains 610 members Entering Unmasked Estep Score: -231189.984375 Penalty: 755.212341 Iteration 42Q: 3 clusters Score -231190 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3416 members Mstep: Class 2 contains 604 members Entering Unmasked Estep Score: -231191.343750 Penalty: 755.212341 Iteration 43Q: 3 clusters Score -231191.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3420 members Mstep: Class 2 contains 600 members Entering Unmasked Estep Score: -231191.500000 Penalty: 755.212341 Iteration 44Q: 3 clusters Score -231191.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3421 members Mstep: Class 2 contains 599 members Entering Unmasked Estep Score: -231192.109375 Penalty: 755.212341 Iteration 45Q: 3 clusters Score -231192.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3424 members Mstep: Class 2 contains 596 members Entering Unmasked Estep Score: -231193.593750 Penalty: 755.212341 Iteration 46Q: 3 clusters Score -231193.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3428 members Mstep: Class 2 contains 592 members Entering Unmasked Estep Score: -231194.828125 Penalty: 755.212341 Iteration 47Q: 3 clusters Score -231194.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3430 members Mstep: Class 2 contains 590 members Entering Unmasked Estep Score: -231195.062500 Penalty: 755.212341 Iteration 48Q: 3 clusters Score -231195.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3433 members Mstep: Class 2 contains 587 members Entering Unmasked Estep Score: -231195.593750 Penalty: 755.212341 Iteration 49Q: 3 clusters Score -231195.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3433 members Mstep: Class 2 contains 587 members Entering Unmasked Estep Score: -231195.593750 Penalty: 755.212341 Iteration 50F: 3 clusters Score -231195.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (12851 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12851 members Entering Unmasked Estep Score: -715315.125000 Penalty: 430.483551 Iteration 0F: 2 clusters Score -715315.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6406 members Mstep: Class 2 contains 6445 members Entering Unmasked Estep Score: -706847.875000 Penalty: 860.967102 Iteration 0F: 3 clusters Score -706847.9 nChanged 5984 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6486 members Mstep: Class 2 contains 6365 members Entering Unmasked Estep Score: -710210.500000 Penalty: 860.967102 Iteration 1F: 3 clusters Score -710210.5 nChanged 587 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6523 members Mstep: Class 2 contains 6328 members Entering Unmasked Estep Score: -710412.562500 Penalty: 860.967102 Iteration 2Q: 3 clusters Score -710412.6 nChanged 625 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6602 members Mstep: Class 2 contains 6249 members Entering Unmasked Estep Score: -710647.500000 Penalty: 860.967102 Iteration 3Q: 3 clusters Score -710647.5 nChanged 613 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6701 members Mstep: Class 2 contains 6150 members Entering Unmasked Estep Score: -710907.000000 Penalty: 860.967102 Iteration 4Q: 3 clusters Score -710907 nChanged 641 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6774 members Mstep: Class 2 contains 6077 members Entering Unmasked Estep Score: -711282.875000 Penalty: 860.967102 Iteration 5Q: 3 clusters Score -711282.9 nChanged 738 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6876 members Mstep: Class 2 contains 5975 members Entering Unmasked Estep Score: -711827.437500 Penalty: 860.967102 Iteration 6F: 3 clusters Score -711827.4 nChanged 819 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6965 members Mstep: Class 2 contains 5886 members Entering Unmasked Estep Score: -712439.250000 Penalty: 860.967102 Iteration 7F: 3 clusters Score -712439.2 nChanged 703 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7016 members Mstep: Class 2 contains 5835 members Entering Unmasked Estep Score: -712934.250000 Penalty: 860.967102 Iteration 8F: 3 clusters Score -712934.2 nChanged 560 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7080 members Mstep: Class 2 contains 5771 members Entering Unmasked Estep Score: -713253.750000 Penalty: 860.967102 Iteration 9Q: 3 clusters Score -713253.8 nChanged 422 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7158 members Mstep: Class 2 contains 5693 members Entering Unmasked Estep Score: -713453.375000 Penalty: 860.967102 Iteration 10Q: 3 clusters Score -713453.4 nChanged 355 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7259 members Mstep: Class 2 contains 5592 members Entering Unmasked Estep Score: -713629.500000 Penalty: 860.967102 Iteration 11Q: 3 clusters Score -713629.5 nChanged 332 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7349 members Mstep: Class 2 contains 5502 members Entering Unmasked Estep Score: -713796.687500 Penalty: 860.967102 Iteration 12Q: 3 clusters Score -713796.7 nChanged 317 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7454 members Mstep: Class 2 contains 5397 members Entering Unmasked Estep Score: -713975.750000 Penalty: 860.967102 Iteration 13Q: 3 clusters Score -713975.8 nChanged 323 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7549 members Mstep: Class 2 contains 5302 members Entering Unmasked Estep Score: -714169.250000 Penalty: 860.967102 Iteration 14Q: 3 clusters Score -714169.2 nChanged 282 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7639 members Mstep: Class 2 contains 5212 members Entering Unmasked Estep Score: -714363.187500 Penalty: 860.967102 Iteration 15Q: 3 clusters Score -714363.2 nChanged 312 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7741 members Mstep: Class 2 contains 5110 members Entering Unmasked Estep Score: -714594.437500 Penalty: 860.967102 Iteration 16Q: 3 clusters Score -714594.4 nChanged 268 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7817 members Mstep: Class 2 contains 5034 members Entering Unmasked Estep Score: -714759.375000 Penalty: 860.967102 Iteration 17Q: 3 clusters Score -714759.4 nChanged 234 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7903 members Mstep: Class 2 contains 4948 members Entering Unmasked Estep Score: -714867.375000 Penalty: 860.967102 Iteration 18Q: 3 clusters Score -714867.4 nChanged 168 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7973 members Mstep: Class 2 contains 4878 members Entering Unmasked Estep Score: -714929.437500 Penalty: 860.967102 Iteration 19Q: 3 clusters Score -714929.4 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8012 members Mstep: Class 2 contains 4839 members Entering Unmasked Estep Score: -714972.562500 Penalty: 860.967102 Iteration 20F: 3 clusters Score -714972.6 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8068 members Mstep: Class 2 contains 4783 members Entering Unmasked Estep Score: -715012.562500 Penalty: 860.967102 Iteration 21Q: 3 clusters Score -715012.6 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8135 members Mstep: Class 2 contains 4716 members Entering Unmasked Estep Score: -715040.375000 Penalty: 860.967102 Iteration 22Q: 3 clusters Score -715040.4 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8183 members Mstep: Class 2 contains 4668 members Entering Unmasked Estep Score: -715047.562500 Penalty: 860.967102 Iteration 23Q: 3 clusters Score -715047.6 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8229 members Mstep: Class 2 contains 4622 members Entering Unmasked Estep Score: -715057.062500 Penalty: 860.967102 Iteration 24Q: 3 clusters Score -715057.1 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8265 members Mstep: Class 2 contains 4586 members Entering Unmasked Estep Score: -715061.750000 Penalty: 860.967102 Iteration 25Q: 3 clusters Score -715061.8 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8290 members Mstep: Class 2 contains 4561 members Entering Unmasked Estep Score: -715063.312500 Penalty: 860.967102 Iteration 26Q: 3 clusters Score -715063.3 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8309 members Mstep: Class 2 contains 4542 members Entering Unmasked Estep Score: -715067.125000 Penalty: 860.967102 Iteration 27Q: 3 clusters Score -715067.1 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8325 members Mstep: Class 2 contains 4526 members Entering Unmasked Estep Score: -715068.062500 Penalty: 860.967102 Iteration 28Q: 3 clusters Score -715068.1 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8337 members Mstep: Class 2 contains 4514 members Entering Unmasked Estep Score: -715069.000000 Penalty: 860.967102 Iteration 29Q: 3 clusters Score -715069 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8347 members Mstep: Class 2 contains 4504 members Entering Unmasked Estep Score: -715069.375000 Penalty: 860.967102 Iteration 30Q: 3 clusters Score -715069.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8352 members Mstep: Class 2 contains 4499 members Entering Unmasked Estep Score: -715068.125000 Penalty: 860.967102 Iteration 31Q: 3 clusters Score -715068.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8356 members Mstep: Class 2 contains 4495 members Entering Unmasked Estep Score: -715068.625000 Penalty: 860.967102 Iteration 32Q: 3 clusters Score -715068.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8358 members Mstep: Class 2 contains 4493 members Entering Unmasked Estep Score: -715068.000000 Penalty: 860.967102 Iteration 33Q: 3 clusters Score -715068 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8362 members Mstep: Class 2 contains 4489 members Entering Unmasked Estep Score: -715070.437500 Penalty: 860.967102 Iteration 34Q: 3 clusters Score -715070.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8367 members Mstep: Class 2 contains 4484 members Entering Unmasked Estep Score: -715071.125000 Penalty: 860.967102 Iteration 35Q: 3 clusters Score -715071.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8374 members Mstep: Class 2 contains 4477 members Entering Unmasked Estep Score: -715071.687500 Penalty: 860.967102 Iteration 36Q: 3 clusters Score -715071.7 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8383 members Mstep: Class 2 contains 4468 members Entering Unmasked Estep Score: -715071.437500 Penalty: 860.967102 Iteration 37Q: 3 clusters Score -715071.4 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8395 members Mstep: Class 2 contains 4456 members Entering Unmasked Estep Score: -715069.500000 Penalty: 860.967102 Iteration 38Q: 3 clusters Score -715069.5 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8408 members Mstep: Class 2 contains 4443 members Entering Unmasked Estep Score: -715070.125000 Penalty: 860.967102 Iteration 39Q: 3 clusters Score -715070.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8417 members Mstep: Class 2 contains 4434 members Entering Unmasked Estep Score: -715071.625000 Penalty: 860.967102 Iteration 40F: 3 clusters Score -715071.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8424 members Mstep: Class 2 contains 4427 members Entering Unmasked Estep Score: -715073.000000 Penalty: 860.967102 Iteration 41Q: 3 clusters Score -715073 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8429 members Mstep: Class 2 contains 4422 members Entering Unmasked Estep Score: -715072.125000 Penalty: 860.967102 Iteration 42Q: 3 clusters Score -715072.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8438 members Mstep: Class 2 contains 4413 members Entering Unmasked Estep Score: -715071.687500 Penalty: 860.967102 Iteration 43Q: 3 clusters Score -715071.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8448 members Mstep: Class 2 contains 4403 members Entering Unmasked Estep Score: -715072.000000 Penalty: 860.967102 Iteration 44Q: 3 clusters Score -715072 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8455 members Mstep: Class 2 contains 4396 members Entering Unmasked Estep Score: -715070.875000 Penalty: 860.967102 Iteration 45Q: 3 clusters Score -715070.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8461 members Mstep: Class 2 contains 4390 members Entering Unmasked Estep Score: -715072.312500 Penalty: 860.967102 Iteration 46Q: 3 clusters Score -715072.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8464 members Mstep: Class 2 contains 4387 members Entering Unmasked Estep Score: -715072.625000 Penalty: 860.967102 Iteration 47Q: 3 clusters Score -715072.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8468 members Mstep: Class 2 contains 4383 members Entering Unmasked Estep Score: -715072.312500 Penalty: 860.967102 Iteration 48Q: 3 clusters Score -715072.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8471 members Mstep: Class 2 contains 4380 members Entering Unmasked Estep Score: -715072.625000 Penalty: 860.967102 Iteration 49Q: 3 clusters Score -715072.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8474 members Mstep: Class 2 contains 4377 members Entering Unmasked Estep Score: -715074.125000 Penalty: 860.967102 Iteration 50Q: 3 clusters Score -715074.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8478 members Mstep: Class 2 contains 4373 members Entering Unmasked Estep Score: -715072.812500 Penalty: 860.967102 Iteration 51Q: 3 clusters Score -715072.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8481 members Mstep: Class 2 contains 4370 members Entering Unmasked Estep Score: -715072.937500 Penalty: 860.967102 Iteration 52Q: 3 clusters Score -715072.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8483 members Mstep: Class 2 contains 4368 members Entering Unmasked Estep Score: -715072.562500 Penalty: 860.967102 Iteration 53Q: 3 clusters Score -715072.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8486 members Mstep: Class 2 contains 4365 members Entering Unmasked Estep Score: -715072.687500 Penalty: 860.967102 Iteration 54Q: 3 clusters Score -715072.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8493 members Mstep: Class 2 contains 4358 members Entering Unmasked Estep Score: -715074.562500 Penalty: 860.967102 Iteration 55Q: 3 clusters Score -715074.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8497 members Mstep: Class 2 contains 4354 members Entering Unmasked Estep Score: -715074.062500 Penalty: 860.967102 Iteration 56Q: 3 clusters Score -715074.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8500 members Mstep: Class 2 contains 4351 members Entering Unmasked Estep Score: -715074.750000 Penalty: 860.967102 Iteration 57Q: 3 clusters Score -715074.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8500 members Mstep: Class 2 contains 4351 members Entering Unmasked Estep Score: -715074.750000 Penalty: 860.967102 Iteration 58F: 3 clusters Score -715074.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (1995 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1995 members Entering Unmasked Estep Score: -111368.726562 Penalty: 345.727173 Iteration 0F: 2 clusters Score -111368.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1017 members Mstep: Class 2 contains 978 members Entering Unmasked Estep Score: -109938.968750 Penalty: 691.454346 Iteration 0F: 3 clusters Score -109939 nChanged 821 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1084 members Mstep: Class 2 contains 911 members Entering Unmasked Estep Score: -110363.476562 Penalty: 691.454346 Iteration 1F: 3 clusters Score -110363.5 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1135 members Mstep: Class 2 contains 860 members Entering Unmasked Estep Score: -110443.976562 Penalty: 691.454346 Iteration 2F: 3 clusters Score -110444 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1194 members Mstep: Class 2 contains 801 members Entering Unmasked Estep Score: -110500.015625 Penalty: 691.454346 Iteration 3F: 3 clusters Score -110500 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1252 members Mstep: Class 2 contains 743 members Entering Unmasked Estep Score: -110562.632812 Penalty: 691.454346 Iteration 4Q: 3 clusters Score -110562.6 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1306 members Mstep: Class 2 contains 689 members Entering Unmasked Estep Score: -110653.554688 Penalty: 691.454346 Iteration 5F: 3 clusters Score -110653.6 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1366 members Mstep: Class 2 contains 629 members Entering Unmasked Estep Score: -110766.351562 Penalty: 691.454346 Iteration 6F: 3 clusters Score -110766.4 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1428 members Mstep: Class 2 contains 567 members Entering Unmasked Estep Score: -110862.796875 Penalty: 691.454346 Iteration 7F: 3 clusters Score -110862.8 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1472 members Mstep: Class 2 contains 523 members Entering Unmasked Estep Score: -110932.632812 Penalty: 691.454346 Iteration 8Q: 3 clusters Score -110932.6 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1499 members Mstep: Class 2 contains 496 members Entering Unmasked Estep Score: -111006.414062 Penalty: 691.454346 Iteration 9Q: 3 clusters Score -111006.4 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1512 members Mstep: Class 2 contains 483 members Entering Unmasked Estep Score: -111057.945312 Penalty: 691.454346 Iteration 10Q: 3 clusters Score -111057.9 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1524 members Mstep: Class 2 contains 471 members Entering Unmasked Estep Score: -111105.218750 Penalty: 691.454346 Iteration 11Q: 3 clusters Score -111105.2 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1532 members Mstep: Class 2 contains 463 members Entering Unmasked Estep Score: -111145.187500 Penalty: 691.454346 Iteration 12Q: 3 clusters Score -111145.2 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1539 members Mstep: Class 2 contains 456 members Entering Unmasked Estep Score: -111175.773438 Penalty: 691.454346 Iteration 13Q: 3 clusters Score -111175.8 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1533 members Mstep: Class 2 contains 462 members Entering Unmasked Estep Score: -111212.062500 Penalty: 691.454346 Iteration 14Q: 3 clusters Score -111212.1 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1522 members Mstep: Class 2 contains 473 members Entering Unmasked Estep Score: -111249.015625 Penalty: 691.454346 Iteration 15Q: 3 clusters Score -111249 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1521 members Mstep: Class 2 contains 474 members Entering Unmasked Estep Score: -111279.312500 Penalty: 691.454346 Iteration 16Q: 3 clusters Score -111279.3 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1530 members Mstep: Class 2 contains 465 members Entering Unmasked Estep Score: -111295.484375 Penalty: 691.454346 Iteration 17Q: 3 clusters Score -111295.5 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1537 members Mstep: Class 2 contains 458 members Entering Unmasked Estep Score: -111304.031250 Penalty: 691.454346 Iteration 18Q: 3 clusters Score -111304 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1539 members Mstep: Class 2 contains 456 members Entering Unmasked Estep Score: -111308.257812 Penalty: 691.454346 Iteration 19Q: 3 clusters Score -111308.3 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1538 members Mstep: Class 2 contains 457 members Entering Unmasked Estep Score: -111309.609375 Penalty: 691.454346 Iteration 20F: 3 clusters Score -111309.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1539 members Mstep: Class 2 contains 456 members Entering Unmasked Estep Score: -111310.906250 Penalty: 691.454346 Iteration 21Q: 3 clusters Score -111310.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1541 members Mstep: Class 2 contains 454 members Entering Unmasked Estep Score: -111311.742188 Penalty: 691.454346 Iteration 22Q: 3 clusters Score -111311.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1542 members Mstep: Class 2 contains 453 members Entering Unmasked Estep Score: -111312.851562 Penalty: 691.454346 Iteration 23Q: 3 clusters Score -111312.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1543 members Mstep: Class 2 contains 452 members Entering Unmasked Estep Score: -111313.226562 Penalty: 691.454346 Iteration 24Q: 3 clusters Score -111313.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1542 members Mstep: Class 2 contains 453 members Entering Unmasked Estep Score: -111313.460938 Penalty: 691.454346 Iteration 25Q: 3 clusters Score -111313.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1541 members Mstep: Class 2 contains 454 members Entering Unmasked Estep Score: -111313.406250 Penalty: 691.454346 Iteration 26Q: 3 clusters Score -111313.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1540 members Mstep: Class 2 contains 455 members Entering Unmasked Estep Score: -111313.656250 Penalty: 691.454346 Iteration 27Q: 3 clusters Score -111313.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1539 members Mstep: Class 2 contains 456 members Entering Unmasked Estep Score: -111313.984375 Penalty: 691.454346 Iteration 28Q: 3 clusters Score -111314 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1538 members Mstep: Class 2 contains 457 members Entering Unmasked Estep Score: -111314.070312 Penalty: 691.454346 Iteration 29Q: 3 clusters Score -111314.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1537 members Mstep: Class 2 contains 458 members Entering Unmasked Estep Score: -111314.281250 Penalty: 691.454346 Iteration 30Q: 3 clusters Score -111314.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1537 members Mstep: Class 2 contains 458 members Entering Unmasked Estep Score: -111314.281250 Penalty: 691.454346 Iteration 31F: 3 clusters Score -111314.3 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (3957 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3957 members Entering Unmasked Estep Score: -235673.687500 Penalty: 376.887482 Iteration 0F: 2 clusters Score -235673.7 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 2040 members Entering Unmasked Estep Score: -232963.312500 Penalty: 753.774963 Iteration 0F: 3 clusters Score -232963.3 nChanged 1759 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1748 members Mstep: Class 2 contains 2209 members Entering Unmasked Estep Score: -234068.312500 Penalty: 753.774963 Iteration 1F: 3 clusters Score -234068.3 nChanged 252 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1692 members Mstep: Class 2 contains 2265 members Entering Unmasked Estep Score: -234236.078125 Penalty: 753.774963 Iteration 2F: 3 clusters Score -234236.1 nChanged 242 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1616 members Mstep: Class 2 contains 2341 members Entering Unmasked Estep Score: -234373.468750 Penalty: 753.774963 Iteration 3F: 3 clusters Score -234373.5 nChanged 188 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1530 members Mstep: Class 2 contains 2427 members Entering Unmasked Estep Score: -234490.234375 Penalty: 753.774963 Iteration 4Q: 3 clusters Score -234490.2 nChanged 179 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1423 members Mstep: Class 2 contains 2534 members Entering Unmasked Estep Score: -234601.750000 Penalty: 753.774963 Iteration 5Q: 3 clusters Score -234601.8 nChanged 177 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1286 members Mstep: Class 2 contains 2671 members Entering Unmasked Estep Score: -234716.531250 Penalty: 753.774963 Iteration 6Q: 3 clusters Score -234716.5 nChanged 173 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1151 members Mstep: Class 2 contains 2806 members Entering Unmasked Estep Score: -234822.671875 Penalty: 753.774963 Iteration 7Q: 3 clusters Score -234822.7 nChanged 167 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1002 members Mstep: Class 2 contains 2955 members Entering Unmasked Estep Score: -234920.750000 Penalty: 753.774963 Iteration 8Q: 3 clusters Score -234920.8 nChanged 151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 859 members Mstep: Class 2 contains 3098 members Entering Unmasked Estep Score: -235021.218750 Penalty: 753.774963 Iteration 9Q: 3 clusters Score -235021.2 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 724 members Mstep: Class 2 contains 3233 members Entering Unmasked Estep Score: -235123.281250 Penalty: 753.774963 Iteration 10Q: 3 clusters Score -235123.3 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 602 members Mstep: Class 2 contains 3355 members Entering Unmasked Estep Score: -235220.125000 Penalty: 753.774963 Iteration 11Q: 3 clusters Score -235220.1 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 513 members Mstep: Class 2 contains 3444 members Entering Unmasked Estep Score: -235318.515625 Penalty: 753.774963 Iteration 12Q: 3 clusters Score -235318.5 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 449 members Mstep: Class 2 contains 3508 members Entering Unmasked Estep Score: -235408.421875 Penalty: 753.774963 Iteration 13Q: 3 clusters Score -235408.4 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 398 members Mstep: Class 2 contains 3559 members Entering Unmasked Estep Score: -235463.156250 Penalty: 753.774963 Iteration 14Q: 3 clusters Score -235463.2 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 375 members Mstep: Class 2 contains 3582 members Entering Unmasked Estep Score: -235481.468750 Penalty: 753.774963 Iteration 15Q: 3 clusters Score -235481.5 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 356 members Mstep: Class 2 contains 3601 members Entering Unmasked Estep Score: -235491.718750 Penalty: 753.774963 Iteration 16Q: 3 clusters Score -235491.7 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 339 members Mstep: Class 2 contains 3618 members Entering Unmasked Estep Score: -235498.875000 Penalty: 753.774963 Iteration 17Q: 3 clusters Score -235498.9 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 329 members Mstep: Class 2 contains 3628 members Entering Unmasked Estep Score: -235502.015625 Penalty: 753.774963 Iteration 18Q: 3 clusters Score -235502 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 325 members Mstep: Class 2 contains 3632 members Entering Unmasked Estep Score: -235503.156250 Penalty: 753.774963 Iteration 19Q: 3 clusters Score -235503.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 325 members Mstep: Class 2 contains 3632 members Entering Unmasked Estep Score: -235506.921875 Penalty: 753.774963 Iteration 20F: 3 clusters Score -235506.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 327 members Mstep: Class 2 contains 3630 members Entering Unmasked Estep Score: -235512.921875 Penalty: 753.774963 Iteration 21Q: 3 clusters Score -235512.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 330 members Mstep: Class 2 contains 3627 members Entering Unmasked Estep Score: -235515.718750 Penalty: 753.774963 Iteration 22Q: 3 clusters Score -235515.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 331 members Mstep: Class 2 contains 3626 members Entering Unmasked Estep Score: -235517.437500 Penalty: 753.774963 Iteration 23Q: 3 clusters Score -235517.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 333 members Mstep: Class 2 contains 3624 members Entering Unmasked Estep Score: -235519.187500 Penalty: 753.774963 Iteration 24Q: 3 clusters Score -235519.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 333 members Mstep: Class 2 contains 3624 members Entering Unmasked Estep Score: -235521.031250 Penalty: 753.774963 Iteration 25Q: 3 clusters Score -235521 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 334 members Mstep: Class 2 contains 3623 members Entering Unmasked Estep Score: -235521.234375 Penalty: 753.774963 Iteration 26Q: 3 clusters Score -235521.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 334 members Mstep: Class 2 contains 3623 members Entering Unmasked Estep Score: -235521.234375 Penalty: 753.774963 Iteration 27F: 3 clusters Score -235521.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (79661 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 79661 members Entering Unmasked Estep Score: -4510080.000000 Penalty: 513.491882 Iteration 0F: 2 clusters Score -4510080 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39744 members Mstep: Class 2 contains 39917 members Entering Unmasked Estep Score: -4456378.000000 Penalty: 1026.983765 Iteration 0F: 3 clusters Score -4456378 nChanged 38871 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36467 members Mstep: Class 2 contains 43194 members Entering Unmasked Estep Score: -4480786.500000 Penalty: 1026.983765 Iteration 1F: 3 clusters Score -4480786 nChanged 4345 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34360 members Mstep: Class 2 contains 45301 members Entering Unmasked Estep Score: -4483098.000000 Penalty: 1026.983765 Iteration 2F: 3 clusters Score -4483098 nChanged 4883 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31543 members Mstep: Class 2 contains 48118 members Entering Unmasked Estep Score: -4486088.000000 Penalty: 1026.983765 Iteration 3F: 3 clusters Score -4486088 nChanged 5079 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28338 members Mstep: Class 2 contains 51323 members Entering Unmasked Estep Score: -4489578.500000 Penalty: 1026.983765 Iteration 4F: 3 clusters Score -4489578 nChanged 5032 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25084 members Mstep: Class 2 contains 54577 members Entering Unmasked Estep Score: -4493221.000000 Penalty: 1026.983765 Iteration 5F: 3 clusters Score -4493221 nChanged 4412 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22324 members Mstep: Class 2 contains 57337 members Entering Unmasked Estep Score: -4496322.500000 Penalty: 1026.983765 Iteration 6F: 3 clusters Score -4496322 nChanged 3532 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20144 members Mstep: Class 2 contains 59517 members Entering Unmasked Estep Score: -4498547.000000 Penalty: 1026.983765 Iteration 7Q: 3 clusters Score -4498547 nChanged 2628 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18238 members Mstep: Class 2 contains 61423 members Entering Unmasked Estep Score: -4500034.000000 Penalty: 1026.983765 Iteration 8Q: 3 clusters Score -4500034 nChanged 2048 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16400 members Mstep: Class 2 contains 63261 members Entering Unmasked Estep Score: -4501127.000000 Penalty: 1026.983765 Iteration 9Q: 3 clusters Score -4501127 nChanged 1794 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14640 members Mstep: Class 2 contains 65021 members Entering Unmasked Estep Score: -4502111.500000 Penalty: 1026.983765 Iteration 10Q: 3 clusters Score -4502112 nChanged 1768 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12878 members Mstep: Class 2 contains 66783 members Entering Unmasked Estep Score: -4503183.500000 Penalty: 1026.983765 Iteration 11Q: 3 clusters Score -4503184 nChanged 1619 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11259 members Mstep: Class 2 contains 68402 members Entering Unmasked Estep Score: -4504144.500000 Penalty: 1026.983765 Iteration 12Q: 3 clusters Score -4504144 nChanged 1497 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9766 members Mstep: Class 2 contains 69895 members Entering Unmasked Estep Score: -4505007.000000 Penalty: 1026.983765 Iteration 13Q: 3 clusters Score -4505007 nChanged 1372 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8396 members Mstep: Class 2 contains 71265 members Entering Unmasked Estep Score: -4505819.500000 Penalty: 1026.983765 Iteration 14Q: 3 clusters Score -4505820 nChanged 1198 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7202 members Mstep: Class 2 contains 72459 members Entering Unmasked Estep Score: -4506487.500000 Penalty: 1026.983765 Iteration 15Q: 3 clusters Score -4506488 nChanged 1016 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6188 members Mstep: Class 2 contains 73473 members Entering Unmasked Estep Score: -4507069.000000 Penalty: 1026.983765 Iteration 16Q: 3 clusters Score -4507069 nChanged 860 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5328 members Mstep: Class 2 contains 74333 members Entering Unmasked Estep Score: -4507488.000000 Penalty: 1026.983765 Iteration 17Q: 3 clusters Score -4507488 nChanged 736 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4594 members Mstep: Class 2 contains 75067 members Entering Unmasked Estep Score: -4507882.000000 Penalty: 1026.983765 Iteration 18Q: 3 clusters Score -4507882 nChanged 658 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3936 members Mstep: Class 2 contains 75725 members Entering Unmasked Estep Score: -4508198.000000 Penalty: 1026.983765 Iteration 19Q: 3 clusters Score -4508198 nChanged 597 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3341 members Mstep: Class 2 contains 76320 members Entering Unmasked Estep Score: -4508442.500000 Penalty: 1026.983765 Iteration 20F: 3 clusters Score -4508442 nChanged 503 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2838 members Mstep: Class 2 contains 76823 members Entering Unmasked Estep Score: -4508696.000000 Penalty: 1026.983765 Iteration 21Q: 3 clusters Score -4508696 nChanged 412 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2426 members Mstep: Class 2 contains 77235 members Entering Unmasked Estep Score: -4508901.000000 Penalty: 1026.983765 Iteration 22Q: 3 clusters Score -4508901 nChanged 363 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2063 members Mstep: Class 2 contains 77598 members Entering Unmasked Estep Score: -4509052.000000 Penalty: 1026.983765 Iteration 23Q: 3 clusters Score -4509052 nChanged 312 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1751 members Mstep: Class 2 contains 77910 members Entering Unmasked Estep Score: -4509216.000000 Penalty: 1026.983765 Iteration 24Q: 3 clusters Score -4509216 nChanged 264 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1487 members Mstep: Class 2 contains 78174 members Entering Unmasked Estep Score: -4509323.500000 Penalty: 1026.983765 Iteration 25Q: 3 clusters Score -4509324 nChanged 209 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1278 members Mstep: Class 2 contains 78383 members Entering Unmasked Estep Score: -4509404.500000 Penalty: 1026.983765 Iteration 26Q: 3 clusters Score -4509404 nChanged 151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1127 members Mstep: Class 2 contains 78534 members Entering Unmasked Estep Score: -4509474.000000 Penalty: 1026.983765 Iteration 27Q: 3 clusters Score -4509474 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1001 members Mstep: Class 2 contains 78660 members Entering Unmasked Estep Score: -4509527.500000 Penalty: 1026.983765 Iteration 28Q: 3 clusters Score -4509528 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 892 members Mstep: Class 2 contains 78769 members Entering Unmasked Estep Score: -4509567.000000 Penalty: 1026.983765 Iteration 29Q: 3 clusters Score -4509567 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 802 members Mstep: Class 2 contains 78859 members Entering Unmasked Estep Score: -4509600.500000 Penalty: 1026.983765 Iteration 30Q: 3 clusters Score -4509600 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 728 members Mstep: Class 2 contains 78933 members Entering Unmasked Estep Score: -4509613.500000 Penalty: 1026.983765 Iteration 31Q: 3 clusters Score -4509614 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 678 members Mstep: Class 2 contains 78983 members Entering Unmasked Estep Score: -4509626.500000 Penalty: 1026.983765 Iteration 32Q: 3 clusters Score -4509626 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 627 members Mstep: Class 2 contains 79034 members Entering Unmasked Estep Score: -4509654.500000 Penalty: 1026.983765 Iteration 33Q: 3 clusters Score -4509654 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 585 members Mstep: Class 2 contains 79076 members Entering Unmasked Estep Score: -4509655.500000 Penalty: 1026.983765 Iteration 34Q: 3 clusters Score -4509656 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 553 members Mstep: Class 2 contains 79108 members Entering Unmasked Estep Score: -4509669.500000 Penalty: 1026.983765 Iteration 35Q: 3 clusters Score -4509670 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 532 members Mstep: Class 2 contains 79129 members Entering Unmasked Estep Score: -4509676.000000 Penalty: 1026.983765 Iteration 36Q: 3 clusters Score -4509676 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 496 members Mstep: Class 2 contains 79165 members Entering Unmasked Estep Score: -4509682.500000 Penalty: 1026.983765 Iteration 37Q: 3 clusters Score -4509682 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 474 members Mstep: Class 2 contains 79187 members Entering Unmasked Estep Score: -4509690.000000 Penalty: 1026.983765 Iteration 38Q: 3 clusters Score -4509690 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 459 members Mstep: Class 2 contains 79202 members Entering Unmasked Estep Score: -4509698.000000 Penalty: 1026.983765 Iteration 39Q: 3 clusters Score -4509698 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 450 members Mstep: Class 2 contains 79211 members Entering Unmasked Estep Score: -4509699.000000 Penalty: 1026.983765 Iteration 40F: 3 clusters Score -4509699 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 440 members Mstep: Class 2 contains 79221 members Entering Unmasked Estep Score: -4509703.500000 Penalty: 1026.983765 Iteration 41Q: 3 clusters Score -4509704 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 430 members Mstep: Class 2 contains 79231 members Entering Unmasked Estep Score: -4509712.500000 Penalty: 1026.983765 Iteration 42Q: 3 clusters Score -4509712 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 417 members Mstep: Class 2 contains 79244 members Entering Unmasked Estep Score: -4509720.000000 Penalty: 1026.983765 Iteration 43Q: 3 clusters Score -4509720 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 408 members Mstep: Class 2 contains 79253 members Entering Unmasked Estep Score: -4509717.000000 Penalty: 1026.983765 Iteration 44Q: 3 clusters Score -4509717 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 405 members Mstep: Class 2 contains 79256 members Entering Unmasked Estep Score: -4509716.500000 Penalty: 1026.983765 Iteration 45Q: 3 clusters Score -4509716 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 404 members Mstep: Class 2 contains 79257 members Entering Unmasked Estep Score: -4509720.000000 Penalty: 1026.983765 Iteration 46Q: 3 clusters Score -4509720 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 403 members Mstep: Class 2 contains 79258 members Entering Unmasked Estep Score: -4509719.000000 Penalty: 1026.983765 Iteration 47Q: 3 clusters Score -4509719 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 403 members Mstep: Class 2 contains 79258 members Entering Unmasked Estep Score: -4509719.000000 Penalty: 1026.983765 Iteration 48F: 3 clusters Score -4509719 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (3291 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3291 members Entering Unmasked Estep Score: -183995.046875 Penalty: 368.502075 Iteration 0F: 2 clusters Score -183995 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1631 members Mstep: Class 2 contains 1660 members Entering Unmasked Estep Score: -181771.187500 Penalty: 737.004150 Iteration 0F: 3 clusters Score -181771.2 nChanged 1436 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1571 members Mstep: Class 2 contains 1720 members Entering Unmasked Estep Score: -182612.953125 Penalty: 737.004150 Iteration 1F: 3 clusters Score -182613 nChanged 240 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1555 members Mstep: Class 2 contains 1736 members Entering Unmasked Estep Score: -182797.281250 Penalty: 737.004150 Iteration 2F: 3 clusters Score -182797.3 nChanged 225 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1546 members Mstep: Class 2 contains 1745 members Entering Unmasked Estep Score: -182960.609375 Penalty: 737.004150 Iteration 3F: 3 clusters Score -182960.6 nChanged 186 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1522 members Mstep: Class 2 contains 1769 members Entering Unmasked Estep Score: -183084.968750 Penalty: 737.004150 Iteration 4F: 3 clusters Score -183085 nChanged 171 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1497 members Mstep: Class 2 contains 1794 members Entering Unmasked Estep Score: -183176.734375 Penalty: 737.004150 Iteration 5F: 3 clusters Score -183176.7 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1459 members Mstep: Class 2 contains 1832 members Entering Unmasked Estep Score: -183246.750000 Penalty: 737.004150 Iteration 6Q: 3 clusters Score -183246.8 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1438 members Mstep: Class 2 contains 1853 members Entering Unmasked Estep Score: -183284.781250 Penalty: 737.004150 Iteration 7Q: 3 clusters Score -183284.8 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1420 members Mstep: Class 2 contains 1871 members Entering Unmasked Estep Score: -183307.984375 Penalty: 737.004150 Iteration 8Q: 3 clusters Score -183308 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1391 members Mstep: Class 2 contains 1900 members Entering Unmasked Estep Score: -183327.500000 Penalty: 737.004150 Iteration 9Q: 3 clusters Score -183327.5 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1371 members Mstep: Class 2 contains 1920 members Entering Unmasked Estep Score: -183342.718750 Penalty: 737.004150 Iteration 10Q: 3 clusters Score -183342.7 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1359 members Mstep: Class 2 contains 1932 members Entering Unmasked Estep Score: -183356.593750 Penalty: 737.004150 Iteration 11Q: 3 clusters Score -183356.6 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1343 members Mstep: Class 2 contains 1948 members Entering Unmasked Estep Score: -183372.453125 Penalty: 737.004150 Iteration 12Q: 3 clusters Score -183372.5 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1317 members Mstep: Class 2 contains 1974 members Entering Unmasked Estep Score: -183387.593750 Penalty: 737.004150 Iteration 13Q: 3 clusters Score -183387.6 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1294 members Mstep: Class 2 contains 1997 members Entering Unmasked Estep Score: -183405.500000 Penalty: 737.004150 Iteration 14Q: 3 clusters Score -183405.5 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1262 members Mstep: Class 2 contains 2029 members Entering Unmasked Estep Score: -183422.718750 Penalty: 737.004150 Iteration 15Q: 3 clusters Score -183422.7 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1225 members Mstep: Class 2 contains 2066 members Entering Unmasked Estep Score: -183440.031250 Penalty: 737.004150 Iteration 16Q: 3 clusters Score -183440 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1190 members Mstep: Class 2 contains 2101 members Entering Unmasked Estep Score: -183455.625000 Penalty: 737.004150 Iteration 17Q: 3 clusters Score -183455.6 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1166 members Mstep: Class 2 contains 2125 members Entering Unmasked Estep Score: -183466.937500 Penalty: 737.004150 Iteration 18Q: 3 clusters Score -183466.9 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1151 members Mstep: Class 2 contains 2140 members Entering Unmasked Estep Score: -183475.515625 Penalty: 737.004150 Iteration 19Q: 3 clusters Score -183475.5 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1134 members Mstep: Class 2 contains 2157 members Entering Unmasked Estep Score: -183482.328125 Penalty: 737.004150 Iteration 20F: 3 clusters Score -183482.3 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1125 members Mstep: Class 2 contains 2166 members Entering Unmasked Estep Score: -183489.390625 Penalty: 737.004150 Iteration 21Q: 3 clusters Score -183489.4 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1121 members Mstep: Class 2 contains 2170 members Entering Unmasked Estep Score: -183494.687500 Penalty: 737.004150 Iteration 22Q: 3 clusters Score -183494.7 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1118 members Mstep: Class 2 contains 2173 members Entering Unmasked Estep Score: -183500.625000 Penalty: 737.004150 Iteration 23Q: 3 clusters Score -183500.6 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1100 members Mstep: Class 2 contains 2191 members Entering Unmasked Estep Score: -183511.843750 Penalty: 737.004150 Iteration 24Q: 3 clusters Score -183511.8 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1087 members Mstep: Class 2 contains 2204 members Entering Unmasked Estep Score: -183521.750000 Penalty: 737.004150 Iteration 25Q: 3 clusters Score -183521.8 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1068 members Mstep: Class 2 contains 2223 members Entering Unmasked Estep Score: -183527.703125 Penalty: 737.004150 Iteration 26Q: 3 clusters Score -183527.7 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1050 members Mstep: Class 2 contains 2241 members Entering Unmasked Estep Score: -183533.796875 Penalty: 737.004150 Iteration 27Q: 3 clusters Score -183533.8 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1025 members Mstep: Class 2 contains 2266 members Entering Unmasked Estep Score: -183544.203125 Penalty: 737.004150 Iteration 28Q: 3 clusters Score -183544.2 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1006 members Mstep: Class 2 contains 2285 members Entering Unmasked Estep Score: -183550.937500 Penalty: 737.004150 Iteration 29Q: 3 clusters Score -183550.9 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 996 members Mstep: Class 2 contains 2295 members Entering Unmasked Estep Score: -183555.750000 Penalty: 737.004150 Iteration 30Q: 3 clusters Score -183555.8 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 991 members Mstep: Class 2 contains 2300 members Entering Unmasked Estep Score: -183557.812500 Penalty: 737.004150 Iteration 31Q: 3 clusters Score -183557.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 985 members Mstep: Class 2 contains 2306 members Entering Unmasked Estep Score: -183560.578125 Penalty: 737.004150 Iteration 32Q: 3 clusters Score -183560.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 980 members Mstep: Class 2 contains 2311 members Entering Unmasked Estep Score: -183561.375000 Penalty: 737.004150 Iteration 33Q: 3 clusters Score -183561.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 980 members Mstep: Class 2 contains 2311 members Entering Unmasked Estep Score: -183562.328125 Penalty: 737.004150 Iteration 34Q: 3 clusters Score -183562.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 978 members Mstep: Class 2 contains 2313 members Entering Unmasked Estep Score: -183562.625000 Penalty: 737.004150 Iteration 35Q: 3 clusters Score -183562.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 976 members Mstep: Class 2 contains 2315 members Entering Unmasked Estep Score: -183562.890625 Penalty: 737.004150 Iteration 36Q: 3 clusters Score -183562.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 973 members Mstep: Class 2 contains 2318 members Entering Unmasked Estep Score: -183563.062500 Penalty: 737.004150 Iteration 37Q: 3 clusters Score -183563.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 969 members Mstep: Class 2 contains 2322 members Entering Unmasked Estep Score: -183563.500000 Penalty: 737.004150 Iteration 38Q: 3 clusters Score -183563.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 965 members Mstep: Class 2 contains 2326 members Entering Unmasked Estep Score: -183564.031250 Penalty: 737.004150 Iteration 39Q: 3 clusters Score -183564 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 962 members Mstep: Class 2 contains 2329 members Entering Unmasked Estep Score: -183564.234375 Penalty: 737.004150 Iteration 40F: 3 clusters Score -183564.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 959 members Mstep: Class 2 contains 2332 members Entering Unmasked Estep Score: -183564.578125 Penalty: 737.004150 Iteration 41Q: 3 clusters Score -183564.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 956 members Mstep: Class 2 contains 2335 members Entering Unmasked Estep Score: -183564.875000 Penalty: 737.004150 Iteration 42Q: 3 clusters Score -183564.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 951 members Mstep: Class 2 contains 2340 members Entering Unmasked Estep Score: -183565.593750 Penalty: 737.004150 Iteration 43Q: 3 clusters Score -183565.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 945 members Mstep: Class 2 contains 2346 members Entering Unmasked Estep Score: -183566.015625 Penalty: 737.004150 Iteration 44Q: 3 clusters Score -183566 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 941 members Mstep: Class 2 contains 2350 members Entering Unmasked Estep Score: -183566.390625 Penalty: 737.004150 Iteration 45Q: 3 clusters Score -183566.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 939 members Mstep: Class 2 contains 2352 members Entering Unmasked Estep Score: -183566.828125 Penalty: 737.004150 Iteration 46Q: 3 clusters Score -183566.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 936 members Mstep: Class 2 contains 2355 members Entering Unmasked Estep Score: -183567.015625 Penalty: 737.004150 Iteration 47Q: 3 clusters Score -183567 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 933 members Mstep: Class 2 contains 2358 members Entering Unmasked Estep Score: -183567.578125 Penalty: 737.004150 Iteration 48Q: 3 clusters Score -183567.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 929 members Mstep: Class 2 contains 2362 members Entering Unmasked Estep Score: -183568.078125 Penalty: 737.004150 Iteration 49Q: 3 clusters Score -183568.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 925 members Mstep: Class 2 contains 2366 members Entering Unmasked Estep Score: -183568.140625 Penalty: 737.004150 Iteration 50Q: 3 clusters Score -183568.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 920 members Mstep: Class 2 contains 2371 members Entering Unmasked Estep Score: -183568.859375 Penalty: 737.004150 Iteration 51Q: 3 clusters Score -183568.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 916 members Mstep: Class 2 contains 2375 members Entering Unmasked Estep Score: -183569.406250 Penalty: 737.004150 Iteration 52Q: 3 clusters Score -183569.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 909 members Mstep: Class 2 contains 2382 members Entering Unmasked Estep Score: -183571.718750 Penalty: 737.004150 Iteration 53Q: 3 clusters Score -183571.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 901 members Mstep: Class 2 contains 2390 members Entering Unmasked Estep Score: -183573.203125 Penalty: 737.004150 Iteration 54Q: 3 clusters Score -183573.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 892 members Mstep: Class 2 contains 2399 members Entering Unmasked Estep Score: -183574.562500 Penalty: 737.004150 Iteration 55Q: 3 clusters Score -183574.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 885 members Mstep: Class 2 contains 2406 members Entering Unmasked Estep Score: -183575.484375 Penalty: 737.004150 Iteration 56Q: 3 clusters Score -183575.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 884 members Mstep: Class 2 contains 2407 members Entering Unmasked Estep Score: -183576.062500 Penalty: 737.004150 Iteration 57Q: 3 clusters Score -183576.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 876 members Mstep: Class 2 contains 2415 members Entering Unmasked Estep Score: -183576.890625 Penalty: 737.004150 Iteration 58Q: 3 clusters Score -183576.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 871 members Mstep: Class 2 contains 2420 members Entering Unmasked Estep Score: -183578.281250 Penalty: 737.004150 Iteration 59Q: 3 clusters Score -183578.3 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 862 members Mstep: Class 2 contains 2429 members Entering Unmasked Estep Score: -183579.328125 Penalty: 737.004150 Iteration 60F: 3 clusters Score -183579.3 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 852 members Mstep: Class 2 contains 2439 members Entering Unmasked Estep Score: -183580.328125 Penalty: 737.004150 Iteration 61Q: 3 clusters Score -183580.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 846 members Mstep: Class 2 contains 2445 members Entering Unmasked Estep Score: -183580.937500 Penalty: 737.004150 Iteration 62Q: 3 clusters Score -183580.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 841 members Mstep: Class 2 contains 2450 members Entering Unmasked Estep Score: -183581.734375 Penalty: 737.004150 Iteration 63Q: 3 clusters Score -183581.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 838 members Mstep: Class 2 contains 2453 members Entering Unmasked Estep Score: -183581.750000 Penalty: 737.004150 Iteration 64Q: 3 clusters Score -183581.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 829 members Mstep: Class 2 contains 2462 members Entering Unmasked Estep Score: -183583.046875 Penalty: 737.004150 Iteration 65Q: 3 clusters Score -183583 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 821 members Mstep: Class 2 contains 2470 members Entering Unmasked Estep Score: -183583.515625 Penalty: 737.004150 Iteration 66Q: 3 clusters Score -183583.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 816 members Mstep: Class 2 contains 2475 members Entering Unmasked Estep Score: -183584.187500 Penalty: 737.004150 Iteration 67Q: 3 clusters Score -183584.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 811 members Mstep: Class 2 contains 2480 members Entering Unmasked Estep Score: -183585.140625 Penalty: 737.004150 Iteration 68Q: 3 clusters Score -183585.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 802 members Mstep: Class 2 contains 2489 members Entering Unmasked Estep Score: -183586.750000 Penalty: 737.004150 Iteration 69Q: 3 clusters Score -183586.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 790 members Mstep: Class 2 contains 2501 members Entering Unmasked Estep Score: -183588.765625 Penalty: 737.004150 Iteration 70Q: 3 clusters Score -183588.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 785 members Mstep: Class 2 contains 2506 members Entering Unmasked Estep Score: -183589.390625 Penalty: 737.004150 Iteration 71Q: 3 clusters Score -183589.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 779 members Mstep: Class 2 contains 2512 members Entering Unmasked Estep Score: -183589.906250 Penalty: 737.004150 Iteration 72Q: 3 clusters Score -183589.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 776 members Mstep: Class 2 contains 2515 members Entering Unmasked Estep Score: -183590.359375 Penalty: 737.004150 Iteration 73Q: 3 clusters Score -183590.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 773 members Mstep: Class 2 contains 2518 members Entering Unmasked Estep Score: -183590.921875 Penalty: 737.004150 Iteration 74Q: 3 clusters Score -183590.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 771 members Mstep: Class 2 contains 2520 members Entering Unmasked Estep Score: -183590.531250 Penalty: 737.004150 Iteration 75Q: 3 clusters Score -183590.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 770 members Mstep: Class 2 contains 2521 members Entering Unmasked Estep Score: -183590.984375 Penalty: 737.004150 Iteration 76Q: 3 clusters Score -183591 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 769 members Mstep: Class 2 contains 2522 members Entering Unmasked Estep Score: -183591.171875 Penalty: 737.004150 Iteration 77Q: 3 clusters Score -183591.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 768 members Mstep: Class 2 contains 2523 members Entering Unmasked Estep Score: -183591.390625 Penalty: 737.004150 Iteration 78Q: 3 clusters Score -183591.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 768 members Mstep: Class 2 contains 2523 members Entering Unmasked Estep Score: -183591.390625 Penalty: 737.004150 Iteration 79F: 3 clusters Score -183591.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (2927 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2927 members Entering Unmasked Estep Score: -168562.859375 Penalty: 363.168854 Iteration 0F: 2 clusters Score -168562.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1469 members Mstep: Class 2 contains 1458 members Entering Unmasked Estep Score: -166532.531250 Penalty: 726.337708 Iteration 0F: 3 clusters Score -166532.5 nChanged 1279 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1586 members Mstep: Class 2 contains 1341 members Entering Unmasked Estep Score: -167339.484375 Penalty: 726.337708 Iteration 1F: 3 clusters Score -167339.5 nChanged 243 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1695 members Mstep: Class 2 contains 1232 members Entering Unmasked Estep Score: -167512.390625 Penalty: 726.337708 Iteration 2F: 3 clusters Score -167512.4 nChanged 214 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1803 members Mstep: Class 2 contains 1124 members Entering Unmasked Estep Score: -167651.093750 Penalty: 726.337708 Iteration 3F: 3 clusters Score -167651.1 nChanged 185 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1904 members Mstep: Class 2 contains 1023 members Entering Unmasked Estep Score: -167763.875000 Penalty: 726.337708 Iteration 4F: 3 clusters Score -167763.9 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1989 members Mstep: Class 2 contains 938 members Entering Unmasked Estep Score: -167829.609375 Penalty: 726.337708 Iteration 5Q: 3 clusters Score -167829.6 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2068 members Mstep: Class 2 contains 859 members Entering Unmasked Estep Score: -167891.312500 Penalty: 726.337708 Iteration 6Q: 3 clusters Score -167891.3 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2133 members Mstep: Class 2 contains 794 members Entering Unmasked Estep Score: -167944.578125 Penalty: 726.337708 Iteration 7Q: 3 clusters Score -167944.6 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2199 members Mstep: Class 2 contains 728 members Entering Unmasked Estep Score: -167991.921875 Penalty: 726.337708 Iteration 8Q: 3 clusters Score -167991.9 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2256 members Mstep: Class 2 contains 671 members Entering Unmasked Estep Score: -168023.406250 Penalty: 726.337708 Iteration 9Q: 3 clusters Score -168023.4 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2304 members Mstep: Class 2 contains 623 members Entering Unmasked Estep Score: -168050.125000 Penalty: 726.337708 Iteration 10Q: 3 clusters Score -168050.1 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2347 members Mstep: Class 2 contains 580 members Entering Unmasked Estep Score: -168071.078125 Penalty: 726.337708 Iteration 11Q: 3 clusters Score -168071.1 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2385 members Mstep: Class 2 contains 542 members Entering Unmasked Estep Score: -168087.234375 Penalty: 726.337708 Iteration 12Q: 3 clusters Score -168087.2 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2425 members Mstep: Class 2 contains 502 members Entering Unmasked Estep Score: -168110.187500 Penalty: 726.337708 Iteration 13Q: 3 clusters Score -168110.2 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2474 members Mstep: Class 2 contains 453 members Entering Unmasked Estep Score: -168149.546875 Penalty: 726.337708 Iteration 14Q: 3 clusters Score -168149.5 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2509 members Mstep: Class 2 contains 418 members Entering Unmasked Estep Score: -168172.703125 Penalty: 726.337708 Iteration 15Q: 3 clusters Score -168172.7 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2547 members Mstep: Class 2 contains 380 members Entering Unmasked Estep Score: -168197.968750 Penalty: 726.337708 Iteration 16Q: 3 clusters Score -168198 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2576 members Mstep: Class 2 contains 351 members Entering Unmasked Estep Score: -168214.015625 Penalty: 726.337708 Iteration 17Q: 3 clusters Score -168214 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2600 members Mstep: Class 2 contains 327 members Entering Unmasked Estep Score: -168224.828125 Penalty: 726.337708 Iteration 18Q: 3 clusters Score -168224.8 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2618 members Mstep: Class 2 contains 309 members Entering Unmasked Estep Score: -168231.875000 Penalty: 726.337708 Iteration 19Q: 3 clusters Score -168231.9 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2632 members Mstep: Class 2 contains 295 members Entering Unmasked Estep Score: -168236.484375 Penalty: 726.337708 Iteration 20F: 3 clusters Score -168236.5 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2643 members Mstep: Class 2 contains 284 members Entering Unmasked Estep Score: -168240.265625 Penalty: 726.337708 Iteration 21Q: 3 clusters Score -168240.3 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2652 members Mstep: Class 2 contains 275 members Entering Unmasked Estep Score: -168242.906250 Penalty: 726.337708 Iteration 22Q: 3 clusters Score -168242.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2661 members Mstep: Class 2 contains 266 members Entering Unmasked Estep Score: -168245.046875 Penalty: 726.337708 Iteration 23Q: 3 clusters Score -168245 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2664 members Mstep: Class 2 contains 263 members Entering Unmasked Estep Score: -168245.765625 Penalty: 726.337708 Iteration 24Q: 3 clusters Score -168245.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2665 members Mstep: Class 2 contains 262 members Entering Unmasked Estep Score: -168245.781250 Penalty: 726.337708 Iteration 25Q: 3 clusters Score -168245.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2665 members Mstep: Class 2 contains 262 members Entering Unmasked Estep Score: -168245.781250 Penalty: 726.337708 Iteration 26F: 3 clusters Score -168245.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (2199 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2199 members Entering Unmasked Estep Score: -123968.898438 Penalty: 350.156982 Iteration 0F: 2 clusters Score -123968.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1112 members Mstep: Class 2 contains 1087 members Entering Unmasked Estep Score: -122411.406250 Penalty: 700.313965 Iteration 0F: 3 clusters Score -122411.4 nChanged 907 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1165 members Mstep: Class 2 contains 1034 members Entering Unmasked Estep Score: -122912.906250 Penalty: 700.313965 Iteration 1F: 3 clusters Score -122912.9 nChanged 177 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1206 members Mstep: Class 2 contains 993 members Entering Unmasked Estep Score: -123039.070312 Penalty: 700.313965 Iteration 2F: 3 clusters Score -123039.1 nChanged 162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1244 members Mstep: Class 2 contains 955 members Entering Unmasked Estep Score: -123150.703125 Penalty: 700.313965 Iteration 3F: 3 clusters Score -123150.7 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1297 members Mstep: Class 2 contains 902 members Entering Unmasked Estep Score: -123233.390625 Penalty: 700.313965 Iteration 4F: 3 clusters Score -123233.4 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1342 members Mstep: Class 2 contains 857 members Entering Unmasked Estep Score: -123301.429688 Penalty: 700.313965 Iteration 5F: 3 clusters Score -123301.4 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1374 members Mstep: Class 2 contains 825 members Entering Unmasked Estep Score: -123343.601562 Penalty: 700.313965 Iteration 6Q: 3 clusters Score -123343.6 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1397 members Mstep: Class 2 contains 802 members Entering Unmasked Estep Score: -123366.718750 Penalty: 700.313965 Iteration 7Q: 3 clusters Score -123366.7 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1427 members Mstep: Class 2 contains 772 members Entering Unmasked Estep Score: -123391.164062 Penalty: 700.313965 Iteration 8Q: 3 clusters Score -123391.2 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1462 members Mstep: Class 2 contains 737 members Entering Unmasked Estep Score: -123420.742188 Penalty: 700.313965 Iteration 9Q: 3 clusters Score -123420.7 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1499 members Mstep: Class 2 contains 700 members Entering Unmasked Estep Score: -123444.500000 Penalty: 700.313965 Iteration 10Q: 3 clusters Score -123444.5 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1523 members Mstep: Class 2 contains 676 members Entering Unmasked Estep Score: -123463.328125 Penalty: 700.313965 Iteration 11Q: 3 clusters Score -123463.3 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1564 members Mstep: Class 2 contains 635 members Entering Unmasked Estep Score: -123486.640625 Penalty: 700.313965 Iteration 12Q: 3 clusters Score -123486.6 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1596 members Mstep: Class 2 contains 603 members Entering Unmasked Estep Score: -123508.914062 Penalty: 700.313965 Iteration 13Q: 3 clusters Score -123508.9 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1633 members Mstep: Class 2 contains 566 members Entering Unmasked Estep Score: -123533.140625 Penalty: 700.313965 Iteration 14Q: 3 clusters Score -123533.1 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1666 members Mstep: Class 2 contains 533 members Entering Unmasked Estep Score: -123554.468750 Penalty: 700.313965 Iteration 15Q: 3 clusters Score -123554.5 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1698 members Mstep: Class 2 contains 501 members Entering Unmasked Estep Score: -123570.101562 Penalty: 700.313965 Iteration 16Q: 3 clusters Score -123570.1 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1725 members Mstep: Class 2 contains 474 members Entering Unmasked Estep Score: -123581.046875 Penalty: 700.313965 Iteration 17Q: 3 clusters Score -123581 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1742 members Mstep: Class 2 contains 457 members Entering Unmasked Estep Score: -123585.890625 Penalty: 700.313965 Iteration 18Q: 3 clusters Score -123585.9 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1759 members Mstep: Class 2 contains 440 members Entering Unmasked Estep Score: -123592.164062 Penalty: 700.313965 Iteration 19Q: 3 clusters Score -123592.2 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1775 members Mstep: Class 2 contains 424 members Entering Unmasked Estep Score: -123597.992188 Penalty: 700.313965 Iteration 20F: 3 clusters Score -123598 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1785 members Mstep: Class 2 contains 414 members Entering Unmasked Estep Score: -123601.367188 Penalty: 700.313965 Iteration 21Q: 3 clusters Score -123601.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1794 members Mstep: Class 2 contains 405 members Entering Unmasked Estep Score: -123604.046875 Penalty: 700.313965 Iteration 22Q: 3 clusters Score -123604 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1802 members Mstep: Class 2 contains 397 members Entering Unmasked Estep Score: -123606.218750 Penalty: 700.313965 Iteration 23Q: 3 clusters Score -123606.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1810 members Mstep: Class 2 contains 389 members Entering Unmasked Estep Score: -123608.437500 Penalty: 700.313965 Iteration 24Q: 3 clusters Score -123608.4 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1819 members Mstep: Class 2 contains 380 members Entering Unmasked Estep Score: -123612.234375 Penalty: 700.313965 Iteration 25Q: 3 clusters Score -123612.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1829 members Mstep: Class 2 contains 370 members Entering Unmasked Estep Score: -123615.585938 Penalty: 700.313965 Iteration 26Q: 3 clusters Score -123615.6 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1841 members Mstep: Class 2 contains 358 members Entering Unmasked Estep Score: -123620.453125 Penalty: 700.313965 Iteration 27Q: 3 clusters Score -123620.5 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1851 members Mstep: Class 2 contains 348 members Entering Unmasked Estep Score: -123624.375000 Penalty: 700.313965 Iteration 28Q: 3 clusters Score -123624.4 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1863 members Mstep: Class 2 contains 336 members Entering Unmasked Estep Score: -123629.523438 Penalty: 700.313965 Iteration 29Q: 3 clusters Score -123629.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1871 members Mstep: Class 2 contains 328 members Entering Unmasked Estep Score: -123631.320312 Penalty: 700.313965 Iteration 30Q: 3 clusters Score -123631.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1875 members Mstep: Class 2 contains 324 members Entering Unmasked Estep Score: -123632.187500 Penalty: 700.313965 Iteration 31Q: 3 clusters Score -123632.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1879 members Mstep: Class 2 contains 320 members Entering Unmasked Estep Score: -123633.750000 Penalty: 700.313965 Iteration 32Q: 3 clusters Score -123633.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1887 members Mstep: Class 2 contains 312 members Entering Unmasked Estep Score: -123636.398438 Penalty: 700.313965 Iteration 33Q: 3 clusters Score -123636.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1892 members Mstep: Class 2 contains 307 members Entering Unmasked Estep Score: -123637.906250 Penalty: 700.313965 Iteration 34Q: 3 clusters Score -123637.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1899 members Mstep: Class 2 contains 300 members Entering Unmasked Estep Score: -123640.453125 Penalty: 700.313965 Iteration 35Q: 3 clusters Score -123640.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1907 members Mstep: Class 2 contains 292 members Entering Unmasked Estep Score: -123642.429688 Penalty: 700.313965 Iteration 36Q: 3 clusters Score -123642.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1911 members Mstep: Class 2 contains 288 members Entering Unmasked Estep Score: -123644.101562 Penalty: 700.313965 Iteration 37Q: 3 clusters Score -123644.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1916 members Mstep: Class 2 contains 283 members Entering Unmasked Estep Score: -123646.179688 Penalty: 700.313965 Iteration 38Q: 3 clusters Score -123646.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1918 members Mstep: Class 2 contains 281 members Entering Unmasked Estep Score: -123646.796875 Penalty: 700.313965 Iteration 39Q: 3 clusters Score -123646.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1918 members Mstep: Class 2 contains 281 members Entering Unmasked Estep Score: -123646.796875 Penalty: 700.313965 Iteration 40F: 3 clusters Score -123646.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (26676 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26676 members Entering Unmasked Estep Score: -1537279.500000 Penalty: 463.714142 Iteration 0F: 2 clusters Score -1537280 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13204 members Mstep: Class 2 contains 13472 members Entering Unmasked Estep Score: -1519532.625000 Penalty: 927.428284 Iteration 0F: 3 clusters Score -1519533 nChanged 12781 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11791 members Mstep: Class 2 contains 14885 members Entering Unmasked Estep Score: -1527775.625000 Penalty: 927.428284 Iteration 1F: 3 clusters Score -1527776 nChanged 1700 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11027 members Mstep: Class 2 contains 15649 members Entering Unmasked Estep Score: -1528658.875000 Penalty: 927.428284 Iteration 2F: 3 clusters Score -1528659 nChanged 1757 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10088 members Mstep: Class 2 contains 16588 members Entering Unmasked Estep Score: -1529677.875000 Penalty: 927.428284 Iteration 3F: 3 clusters Score -1529678 nChanged 1707 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9009 members Mstep: Class 2 contains 17667 members Entering Unmasked Estep Score: -1530857.375000 Penalty: 927.428284 Iteration 4F: 3 clusters Score -1530857 nChanged 1606 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7951 members Mstep: Class 2 contains 18725 members Entering Unmasked Estep Score: -1532035.000000 Penalty: 927.428284 Iteration 5F: 3 clusters Score -1532035 nChanged 1465 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7006 members Mstep: Class 2 contains 19670 members Entering Unmasked Estep Score: -1533123.250000 Penalty: 927.428284 Iteration 6F: 3 clusters Score -1533123 nChanged 1135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6227 members Mstep: Class 2 contains 20449 members Entering Unmasked Estep Score: -1533881.500000 Penalty: 927.428284 Iteration 7Q: 3 clusters Score -1533882 nChanged 902 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5555 members Mstep: Class 2 contains 21121 members Entering Unmasked Estep Score: -1534374.000000 Penalty: 927.428284 Iteration 8Q: 3 clusters Score -1534374 nChanged 671 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4962 members Mstep: Class 2 contains 21714 members Entering Unmasked Estep Score: -1534713.000000 Penalty: 927.428284 Iteration 9Q: 3 clusters Score -1534713 nChanged 550 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4420 members Mstep: Class 2 contains 22256 members Entering Unmasked Estep Score: -1534973.750000 Penalty: 927.428284 Iteration 10Q: 3 clusters Score -1534974 nChanged 489 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3935 members Mstep: Class 2 contains 22741 members Entering Unmasked Estep Score: -1535202.000000 Penalty: 927.428284 Iteration 11Q: 3 clusters Score -1535202 nChanged 474 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3461 members Mstep: Class 2 contains 23215 members Entering Unmasked Estep Score: -1535431.875000 Penalty: 927.428284 Iteration 12Q: 3 clusters Score -1535432 nChanged 426 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3035 members Mstep: Class 2 contains 23641 members Entering Unmasked Estep Score: -1535641.750000 Penalty: 927.428284 Iteration 13Q: 3 clusters Score -1535642 nChanged 365 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2670 members Mstep: Class 2 contains 24006 members Entering Unmasked Estep Score: -1535815.000000 Penalty: 927.428284 Iteration 14Q: 3 clusters Score -1535815 nChanged 336 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2334 members Mstep: Class 2 contains 24342 members Entering Unmasked Estep Score: -1535972.625000 Penalty: 927.428284 Iteration 15Q: 3 clusters Score -1535973 nChanged 298 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2036 members Mstep: Class 2 contains 24640 members Entering Unmasked Estep Score: -1536103.875000 Penalty: 927.428284 Iteration 16Q: 3 clusters Score -1536104 nChanged 268 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1768 members Mstep: Class 2 contains 24908 members Entering Unmasked Estep Score: -1536234.625000 Penalty: 927.428284 Iteration 17Q: 3 clusters Score -1536235 nChanged 223 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1545 members Mstep: Class 2 contains 25131 members Entering Unmasked Estep Score: -1536335.750000 Penalty: 927.428284 Iteration 18Q: 3 clusters Score -1536336 nChanged 206 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1339 members Mstep: Class 2 contains 25337 members Entering Unmasked Estep Score: -1536436.750000 Penalty: 927.428284 Iteration 19Q: 3 clusters Score -1536437 nChanged 174 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1165 members Mstep: Class 2 contains 25511 members Entering Unmasked Estep Score: -1536525.500000 Penalty: 927.428284 Iteration 20F: 3 clusters Score -1536526 nChanged 150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1017 members Mstep: Class 2 contains 25659 members Entering Unmasked Estep Score: -1536599.250000 Penalty: 927.428284 Iteration 21Q: 3 clusters Score -1536599 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 892 members Mstep: Class 2 contains 25784 members Entering Unmasked Estep Score: -1536654.375000 Penalty: 927.428284 Iteration 22Q: 3 clusters Score -1536654 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 799 members Mstep: Class 2 contains 25877 members Entering Unmasked Estep Score: -1536690.000000 Penalty: 927.428284 Iteration 23Q: 3 clusters Score -1536690 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 729 members Mstep: Class 2 contains 25947 members Entering Unmasked Estep Score: -1536714.500000 Penalty: 927.428284 Iteration 24Q: 3 clusters Score -1536714 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 667 members Mstep: Class 2 contains 26009 members Entering Unmasked Estep Score: -1536742.125000 Penalty: 927.428284 Iteration 25Q: 3 clusters Score -1536742 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 613 members Mstep: Class 2 contains 26063 members Entering Unmasked Estep Score: -1536770.125000 Penalty: 927.428284 Iteration 26Q: 3 clusters Score -1536770 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 566 members Mstep: Class 2 contains 26110 members Entering Unmasked Estep Score: -1536792.250000 Penalty: 927.428284 Iteration 27Q: 3 clusters Score -1536792 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 532 members Mstep: Class 2 contains 26144 members Entering Unmasked Estep Score: -1536802.500000 Penalty: 927.428284 Iteration 28Q: 3 clusters Score -1536802 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 499 members Mstep: Class 2 contains 26177 members Entering Unmasked Estep Score: -1536814.875000 Penalty: 927.428284 Iteration 29Q: 3 clusters Score -1536815 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 477 members Mstep: Class 2 contains 26199 members Entering Unmasked Estep Score: -1536818.500000 Penalty: 927.428284 Iteration 30Q: 3 clusters Score -1536818 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 461 members Mstep: Class 2 contains 26215 members Entering Unmasked Estep Score: -1536825.250000 Penalty: 927.428284 Iteration 31Q: 3 clusters Score -1536825 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 445 members Mstep: Class 2 contains 26231 members Entering Unmasked Estep Score: -1536831.125000 Penalty: 927.428284 Iteration 32Q: 3 clusters Score -1536831 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 433 members Mstep: Class 2 contains 26243 members Entering Unmasked Estep Score: -1536831.500000 Penalty: 927.428284 Iteration 33Q: 3 clusters Score -1536832 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 421 members Mstep: Class 2 contains 26255 members Entering Unmasked Estep Score: -1536834.500000 Penalty: 927.428284 Iteration 34Q: 3 clusters Score -1536834 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 407 members Mstep: Class 2 contains 26269 members Entering Unmasked Estep Score: -1536833.250000 Penalty: 927.428284 Iteration 35Q: 3 clusters Score -1536833 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 396 members Mstep: Class 2 contains 26280 members Entering Unmasked Estep Score: -1536839.250000 Penalty: 927.428284 Iteration 36Q: 3 clusters Score -1536839 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 388 members Mstep: Class 2 contains 26288 members Entering Unmasked Estep Score: -1536840.375000 Penalty: 927.428284 Iteration 37Q: 3 clusters Score -1536840 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 380 members Mstep: Class 2 contains 26296 members Entering Unmasked Estep Score: -1536844.250000 Penalty: 927.428284 Iteration 38Q: 3 clusters Score -1536844 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 370 members Mstep: Class 2 contains 26306 members Entering Unmasked Estep Score: -1536850.375000 Penalty: 927.428284 Iteration 39Q: 3 clusters Score -1536850 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 357 members Mstep: Class 2 contains 26319 members Entering Unmasked Estep Score: -1536852.125000 Penalty: 927.428284 Iteration 40F: 3 clusters Score -1536852 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 347 members Mstep: Class 2 contains 26329 members Entering Unmasked Estep Score: -1536858.625000 Penalty: 927.428284 Iteration 41Q: 3 clusters Score -1536859 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 337 members Mstep: Class 2 contains 26339 members Entering Unmasked Estep Score: -1536861.625000 Penalty: 927.428284 Iteration 42Q: 3 clusters Score -1536862 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 330 members Mstep: Class 2 contains 26346 members Entering Unmasked Estep Score: -1536864.125000 Penalty: 927.428284 Iteration 43Q: 3 clusters Score -1536864 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 323 members Mstep: Class 2 contains 26353 members Entering Unmasked Estep Score: -1536866.125000 Penalty: 927.428284 Iteration 44Q: 3 clusters Score -1536866 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 318 members Mstep: Class 2 contains 26358 members Entering Unmasked Estep Score: -1536871.375000 Penalty: 927.428284 Iteration 45Q: 3 clusters Score -1536871 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 315 members Mstep: Class 2 contains 26361 members Entering Unmasked Estep Score: -1536872.625000 Penalty: 927.428284 Iteration 46Q: 3 clusters Score -1536873 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 311 members Mstep: Class 2 contains 26365 members Entering Unmasked Estep Score: -1536873.250000 Penalty: 927.428284 Iteration 47Q: 3 clusters Score -1536873 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 309 members Mstep: Class 2 contains 26367 members Entering Unmasked Estep Score: -1536873.375000 Penalty: 927.428284 Iteration 48Q: 3 clusters Score -1536873 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 307 members Mstep: Class 2 contains 26369 members Entering Unmasked Estep Score: -1536873.375000 Penalty: 927.428284 Iteration 49Q: 3 clusters Score -1536873 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 306 members Mstep: Class 2 contains 26370 members Entering Unmasked Estep Score: -1536873.125000 Penalty: 927.428284 Iteration 50Q: 3 clusters Score -1536873 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 306 members Mstep: Class 2 contains 26370 members Entering Unmasked Estep Score: -1536873.125000 Penalty: 927.428284 Iteration 51F: 3 clusters Score -1536873 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (580 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 580 members Entering Unmasked Estep Score: -26394.498047 Penalty: 289.517761 Iteration 0F: 2 clusters Score -26394.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 292 members Mstep: Class 2 contains 288 members Entering Unmasked Estep Score: -25876.183594 Penalty: 579.035522 Iteration 0F: 3 clusters Score -25876.18 nChanged 197 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 253 members Mstep: Class 2 contains 327 members Entering Unmasked Estep Score: -26075.933594 Penalty: 579.035522 Iteration 1F: 3 clusters Score -26075.93 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 246 members Mstep: Class 2 contains 334 members Entering Unmasked Estep Score: -26142.181641 Penalty: 579.035522 Iteration 2F: 3 clusters Score -26142.18 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 239 members Mstep: Class 2 contains 341 members Entering Unmasked Estep Score: -26188.269531 Penalty: 579.035522 Iteration 3F: 3 clusters Score -26188.27 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 227 members Mstep: Class 2 contains 353 members Entering Unmasked Estep Score: -26222.935547 Penalty: 579.035522 Iteration 4F: 3 clusters Score -26222.94 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 225 members Mstep: Class 2 contains 355 members Entering Unmasked Estep Score: -26247.339844 Penalty: 579.035522 Iteration 5Q: 3 clusters Score -26247.34 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 221 members Mstep: Class 2 contains 359 members Entering Unmasked Estep Score: -26260.365234 Penalty: 579.035522 Iteration 6Q: 3 clusters Score -26260.37 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 211 members Mstep: Class 2 contains 369 members Entering Unmasked Estep Score: -26280.949219 Penalty: 579.035522 Iteration 7Q: 3 clusters Score -26280.95 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 206 members Mstep: Class 2 contains 374 members Entering Unmasked Estep Score: -26291.093750 Penalty: 579.035522 Iteration 8Q: 3 clusters Score -26291.09 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 199 members Mstep: Class 2 contains 381 members Entering Unmasked Estep Score: -26299.765625 Penalty: 579.035522 Iteration 9Q: 3 clusters Score -26299.77 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 196 members Mstep: Class 2 contains 384 members Entering Unmasked Estep Score: -26302.009766 Penalty: 579.035522 Iteration 10Q: 3 clusters Score -26302.01 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 196 members Mstep: Class 2 contains 384 members Entering Unmasked Estep Score: -26304.781250 Penalty: 579.035522 Iteration 11Q: 3 clusters Score -26304.78 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 194 members Mstep: Class 2 contains 386 members Entering Unmasked Estep Score: -26305.697266 Penalty: 579.035522 Iteration 12Q: 3 clusters Score -26305.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 194 members Mstep: Class 2 contains 386 members Entering Unmasked Estep Score: -26308.244141 Penalty: 579.035522 Iteration 13Q: 3 clusters Score -26308.24 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 196 members Mstep: Class 2 contains 384 members Entering Unmasked Estep Score: -26310.058594 Penalty: 579.035522 Iteration 14Q: 3 clusters Score -26310.06 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 199 members Mstep: Class 2 contains 381 members Entering Unmasked Estep Score: -26313.015625 Penalty: 579.035522 Iteration 15Q: 3 clusters Score -26313.02 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 198 members Mstep: Class 2 contains 382 members Entering Unmasked Estep Score: -26315.929688 Penalty: 579.035522 Iteration 16Q: 3 clusters Score -26315.93 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 193 members Mstep: Class 2 contains 387 members Entering Unmasked Estep Score: -26321.625000 Penalty: 579.035522 Iteration 17Q: 3 clusters Score -26321.62 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 189 members Mstep: Class 2 contains 391 members Entering Unmasked Estep Score: -26331.835938 Penalty: 579.035522 Iteration 18Q: 3 clusters Score -26331.84 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 183 members Mstep: Class 2 contains 397 members Entering Unmasked Estep Score: -26347.246094 Penalty: 579.035522 Iteration 19Q: 3 clusters Score -26347.25 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 179 members Mstep: Class 2 contains 401 members Entering Unmasked Estep Score: -26363.287109 Penalty: 579.035522 Iteration 20F: 3 clusters Score -26363.29 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 181 members Mstep: Class 2 contains 399 members Entering Unmasked Estep Score: -26369.437500 Penalty: 579.035522 Iteration 21Q: 3 clusters Score -26369.44 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 182 members Mstep: Class 2 contains 398 members Entering Unmasked Estep Score: -26378.880859 Penalty: 579.035522 Iteration 22Q: 3 clusters Score -26378.88 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 182 members Mstep: Class 2 contains 398 members Entering Unmasked Estep Score: -26380.261719 Penalty: 579.035522 Iteration 23Q: 3 clusters Score -26380.26 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 182 members Mstep: Class 2 contains 398 members Entering Unmasked Estep Score: -26381.099609 Penalty: 579.035522 Iteration 24Q: 3 clusters Score -26381.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 183 members Mstep: Class 2 contains 397 members Entering Unmasked Estep Score: -26381.236328 Penalty: 579.035522 Iteration 25Q: 3 clusters Score -26381.24 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 183 members Mstep: Class 2 contains 397 members Entering Unmasked Estep Score: -26381.236328 Penalty: 579.035522 Iteration 26F: 3 clusters Score -26381.24 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (19737 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19737 members Entering Unmasked Estep Score: -1122397.625000 Penalty: 450.006378 Iteration 0F: 2 clusters Score -1122398 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9871 members Mstep: Class 2 contains 9866 members Entering Unmasked Estep Score: -1109408.375000 Penalty: 900.012756 Iteration 0F: 3 clusters Score -1109408 nChanged 9276 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10357 members Mstep: Class 2 contains 9380 members Entering Unmasked Estep Score: -1115043.375000 Penalty: 900.012756 Iteration 1F: 3 clusters Score -1115043 nChanged 1040 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10671 members Mstep: Class 2 contains 9066 members Entering Unmasked Estep Score: -1115523.250000 Penalty: 900.012756 Iteration 2F: 3 clusters Score -1115523 nChanged 1122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11083 members Mstep: Class 2 contains 8654 members Entering Unmasked Estep Score: -1116190.125000 Penalty: 900.012756 Iteration 3F: 3 clusters Score -1116190 nChanged 1136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11513 members Mstep: Class 2 contains 8224 members Entering Unmasked Estep Score: -1117044.125000 Penalty: 900.012756 Iteration 4F: 3 clusters Score -1117044 nChanged 1163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11868 members Mstep: Class 2 contains 7869 members Entering Unmasked Estep Score: -1117992.500000 Penalty: 900.012756 Iteration 5F: 3 clusters Score -1117992 nChanged 1061 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12147 members Mstep: Class 2 contains 7590 members Entering Unmasked Estep Score: -1118699.500000 Penalty: 900.012756 Iteration 6F: 3 clusters Score -1118700 nChanged 777 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12386 members Mstep: Class 2 contains 7351 members Entering Unmasked Estep Score: -1119029.125000 Penalty: 900.012756 Iteration 7Q: 3 clusters Score -1119029 nChanged 453 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12597 members Mstep: Class 2 contains 7140 members Entering Unmasked Estep Score: -1119146.375000 Penalty: 900.012756 Iteration 8Q: 3 clusters Score -1119146 nChanged 300 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12819 members Mstep: Class 2 contains 6918 members Entering Unmasked Estep Score: -1119216.375000 Penalty: 900.012756 Iteration 9Q: 3 clusters Score -1119216 nChanged 268 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13053 members Mstep: Class 2 contains 6684 members Entering Unmasked Estep Score: -1119284.750000 Penalty: 900.012756 Iteration 10Q: 3 clusters Score -1119285 nChanged 260 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13281 members Mstep: Class 2 contains 6456 members Entering Unmasked Estep Score: -1119348.375000 Penalty: 900.012756 Iteration 11Q: 3 clusters Score -1119348 nChanged 302 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13549 members Mstep: Class 2 contains 6188 members Entering Unmasked Estep Score: -1119441.750000 Penalty: 900.012756 Iteration 12Q: 3 clusters Score -1119442 nChanged 312 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13833 members Mstep: Class 2 contains 5904 members Entering Unmasked Estep Score: -1119536.375000 Penalty: 900.012756 Iteration 13Q: 3 clusters Score -1119536 nChanged 332 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14139 members Mstep: Class 2 contains 5598 members Entering Unmasked Estep Score: -1119662.750000 Penalty: 900.012756 Iteration 14Q: 3 clusters Score -1119663 nChanged 361 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14470 members Mstep: Class 2 contains 5267 members Entering Unmasked Estep Score: -1119802.875000 Penalty: 900.012756 Iteration 15Q: 3 clusters Score -1119803 nChanged 363 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14805 members Mstep: Class 2 contains 4932 members Entering Unmasked Estep Score: -1119961.500000 Penalty: 900.012756 Iteration 16Q: 3 clusters Score -1119962 nChanged 366 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15145 members Mstep: Class 2 contains 4592 members Entering Unmasked Estep Score: -1120115.750000 Penalty: 900.012756 Iteration 17Q: 3 clusters Score -1120116 nChanged 371 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15490 members Mstep: Class 2 contains 4247 members Entering Unmasked Estep Score: -1120289.500000 Penalty: 900.012756 Iteration 18Q: 3 clusters Score -1120290 nChanged 372 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15826 members Mstep: Class 2 contains 3911 members Entering Unmasked Estep Score: -1120481.625000 Penalty: 900.012756 Iteration 19Q: 3 clusters Score -1120482 nChanged 366 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16166 members Mstep: Class 2 contains 3571 members Entering Unmasked Estep Score: -1120656.500000 Penalty: 900.012756 Iteration 20F: 3 clusters Score -1120656 nChanged 350 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16494 members Mstep: Class 2 contains 3243 members Entering Unmasked Estep Score: -1120815.250000 Penalty: 900.012756 Iteration 21Q: 3 clusters Score -1120815 nChanged 307 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16789 members Mstep: Class 2 contains 2948 members Entering Unmasked Estep Score: -1120953.875000 Penalty: 900.012756 Iteration 22Q: 3 clusters Score -1120954 nChanged 266 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17049 members Mstep: Class 2 contains 2688 members Entering Unmasked Estep Score: -1121077.125000 Penalty: 900.012756 Iteration 23Q: 3 clusters Score -1121077 nChanged 241 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17284 members Mstep: Class 2 contains 2453 members Entering Unmasked Estep Score: -1121180.875000 Penalty: 900.012756 Iteration 24Q: 3 clusters Score -1121181 nChanged 212 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17490 members Mstep: Class 2 contains 2247 members Entering Unmasked Estep Score: -1121258.000000 Penalty: 900.012756 Iteration 25Q: 3 clusters Score -1121258 nChanged 199 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17685 members Mstep: Class 2 contains 2052 members Entering Unmasked Estep Score: -1121342.125000 Penalty: 900.012756 Iteration 26Q: 3 clusters Score -1121342 nChanged 205 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17888 members Mstep: Class 2 contains 1849 members Entering Unmasked Estep Score: -1121431.375000 Penalty: 900.012756 Iteration 27Q: 3 clusters Score -1121431 nChanged 181 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18069 members Mstep: Class 2 contains 1668 members Entering Unmasked Estep Score: -1121506.375000 Penalty: 900.012756 Iteration 28Q: 3 clusters Score -1121506 nChanged 159 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18226 members Mstep: Class 2 contains 1511 members Entering Unmasked Estep Score: -1121564.375000 Penalty: 900.012756 Iteration 29Q: 3 clusters Score -1121564 nChanged 150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18376 members Mstep: Class 2 contains 1361 members Entering Unmasked Estep Score: -1121633.375000 Penalty: 900.012756 Iteration 30Q: 3 clusters Score -1121633 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18512 members Mstep: Class 2 contains 1225 members Entering Unmasked Estep Score: -1121695.000000 Penalty: 900.012756 Iteration 31Q: 3 clusters Score -1121695 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18637 members Mstep: Class 2 contains 1100 members Entering Unmasked Estep Score: -1121745.750000 Penalty: 900.012756 Iteration 32Q: 3 clusters Score -1121746 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18718 members Mstep: Class 2 contains 1019 members Entering Unmasked Estep Score: -1121778.250000 Penalty: 900.012756 Iteration 33Q: 3 clusters Score -1121778 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18784 members Mstep: Class 2 contains 953 members Entering Unmasked Estep Score: -1121801.875000 Penalty: 900.012756 Iteration 34Q: 3 clusters Score -1121802 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18842 members Mstep: Class 2 contains 895 members Entering Unmasked Estep Score: -1121822.875000 Penalty: 900.012756 Iteration 35Q: 3 clusters Score -1121823 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18895 members Mstep: Class 2 contains 842 members Entering Unmasked Estep Score: -1121830.500000 Penalty: 900.012756 Iteration 36Q: 3 clusters Score -1121830 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18930 members Mstep: Class 2 contains 807 members Entering Unmasked Estep Score: -1121837.625000 Penalty: 900.012756 Iteration 37Q: 3 clusters Score -1121838 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18957 members Mstep: Class 2 contains 780 members Entering Unmasked Estep Score: -1121843.125000 Penalty: 900.012756 Iteration 38Q: 3 clusters Score -1121843 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18980 members Mstep: Class 2 contains 757 members Entering Unmasked Estep Score: -1121847.375000 Penalty: 900.012756 Iteration 39Q: 3 clusters Score -1121847 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19002 members Mstep: Class 2 contains 735 members Entering Unmasked Estep Score: -1121855.250000 Penalty: 900.012756 Iteration 40F: 3 clusters Score -1121855 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19021 members Mstep: Class 2 contains 716 members Entering Unmasked Estep Score: -1121859.000000 Penalty: 900.012756 Iteration 41Q: 3 clusters Score -1121859 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19040 members Mstep: Class 2 contains 697 members Entering Unmasked Estep Score: -1121861.250000 Penalty: 900.012756 Iteration 42Q: 3 clusters Score -1121861 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19068 members Mstep: Class 2 contains 669 members Entering Unmasked Estep Score: -1121868.125000 Penalty: 900.012756 Iteration 43Q: 3 clusters Score -1121868 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19093 members Mstep: Class 2 contains 644 members Entering Unmasked Estep Score: -1121873.375000 Penalty: 900.012756 Iteration 44Q: 3 clusters Score -1121873 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19112 members Mstep: Class 2 contains 625 members Entering Unmasked Estep Score: -1121877.875000 Penalty: 900.012756 Iteration 45Q: 3 clusters Score -1121878 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19129 members Mstep: Class 2 contains 608 members Entering Unmasked Estep Score: -1121880.500000 Penalty: 900.012756 Iteration 46Q: 3 clusters Score -1121880 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19149 members Mstep: Class 2 contains 588 members Entering Unmasked Estep Score: -1121883.750000 Penalty: 900.012756 Iteration 47Q: 3 clusters Score -1121884 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19174 members Mstep: Class 2 contains 563 members Entering Unmasked Estep Score: -1121888.625000 Penalty: 900.012756 Iteration 48Q: 3 clusters Score -1121889 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19195 members Mstep: Class 2 contains 542 members Entering Unmasked Estep Score: -1121899.000000 Penalty: 900.012756 Iteration 49Q: 3 clusters Score -1121899 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19217 members Mstep: Class 2 contains 520 members Entering Unmasked Estep Score: -1121909.250000 Penalty: 900.012756 Iteration 50Q: 3 clusters Score -1121909 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19242 members Mstep: Class 2 contains 495 members Entering Unmasked Estep Score: -1121918.375000 Penalty: 900.012756 Iteration 51Q: 3 clusters Score -1121918 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19266 members Mstep: Class 2 contains 471 members Entering Unmasked Estep Score: -1121929.500000 Penalty: 900.012756 Iteration 52Q: 3 clusters Score -1121930 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19290 members Mstep: Class 2 contains 447 members Entering Unmasked Estep Score: -1121935.250000 Penalty: 900.012756 Iteration 53Q: 3 clusters Score -1121935 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19307 members Mstep: Class 2 contains 430 members Entering Unmasked Estep Score: -1121937.625000 Penalty: 900.012756 Iteration 54Q: 3 clusters Score -1121938 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19324 members Mstep: Class 2 contains 413 members Entering Unmasked Estep Score: -1121945.125000 Penalty: 900.012756 Iteration 55Q: 3 clusters Score -1121945 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19338 members Mstep: Class 2 contains 399 members Entering Unmasked Estep Score: -1121951.000000 Penalty: 900.012756 Iteration 56Q: 3 clusters Score -1121951 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19352 members Mstep: Class 2 contains 385 members Entering Unmasked Estep Score: -1121954.250000 Penalty: 900.012756 Iteration 57Q: 3 clusters Score -1121954 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19365 members Mstep: Class 2 contains 372 members Entering Unmasked Estep Score: -1121960.750000 Penalty: 900.012756 Iteration 58Q: 3 clusters Score -1121961 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19379 members Mstep: Class 2 contains 358 members Entering Unmasked Estep Score: -1121967.500000 Penalty: 900.012756 Iteration 59Q: 3 clusters Score -1121968 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19395 members Mstep: Class 2 contains 342 members Entering Unmasked Estep Score: -1121973.250000 Penalty: 900.012756 Iteration 60F: 3 clusters Score -1121973 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19406 members Mstep: Class 2 contains 331 members Entering Unmasked Estep Score: -1121978.125000 Penalty: 900.012756 Iteration 61Q: 3 clusters Score -1121978 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19416 members Mstep: Class 2 contains 321 members Entering Unmasked Estep Score: -1121981.750000 Penalty: 900.012756 Iteration 62Q: 3 clusters Score -1121982 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19427 members Mstep: Class 2 contains 310 members Entering Unmasked Estep Score: -1121988.125000 Penalty: 900.012756 Iteration 63Q: 3 clusters Score -1121988 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19437 members Mstep: Class 2 contains 300 members Entering Unmasked Estep Score: -1121991.500000 Penalty: 900.012756 Iteration 64Q: 3 clusters Score -1121992 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19441 members Mstep: Class 2 contains 296 members Entering Unmasked Estep Score: -1121992.500000 Penalty: 900.012756 Iteration 65Q: 3 clusters Score -1121992 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19445 members Mstep: Class 2 contains 292 members Entering Unmasked Estep Score: -1121994.125000 Penalty: 900.012756 Iteration 66Q: 3 clusters Score -1121994 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19452 members Mstep: Class 2 contains 285 members Entering Unmasked Estep Score: -1121999.125000 Penalty: 900.012756 Iteration 67Q: 3 clusters Score -1121999 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19457 members Mstep: Class 2 contains 280 members Entering Unmasked Estep Score: -1121999.125000 Penalty: 900.012756 Iteration 68Q: 3 clusters Score -1121999 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19464 members Mstep: Class 2 contains 273 members Entering Unmasked Estep Score: -1122005.000000 Penalty: 900.012756 Iteration 69Q: 3 clusters Score -1122005 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19469 members Mstep: Class 2 contains 268 members Entering Unmasked Estep Score: -1122008.250000 Penalty: 900.012756 Iteration 70Q: 3 clusters Score -1122008 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19477 members Mstep: Class 2 contains 260 members Entering Unmasked Estep Score: -1122013.625000 Penalty: 900.012756 Iteration 71Q: 3 clusters Score -1122014 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19485 members Mstep: Class 2 contains 252 members Entering Unmasked Estep Score: -1122017.250000 Penalty: 900.012756 Iteration 72Q: 3 clusters Score -1122017 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19492 members Mstep: Class 2 contains 245 members Entering Unmasked Estep Score: -1122024.125000 Penalty: 900.012756 Iteration 73Q: 3 clusters Score -1122024 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19496 members Mstep: Class 2 contains 241 members Entering Unmasked Estep Score: -1122025.375000 Penalty: 900.012756 Iteration 74Q: 3 clusters Score -1122025 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19498 members Mstep: Class 2 contains 239 members Entering Unmasked Estep Score: -1122030.875000 Penalty: 900.012756 Iteration 75Q: 3 clusters Score -1122031 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19499 members Mstep: Class 2 contains 238 members Entering Unmasked Estep Score: -1122031.375000 Penalty: 900.012756 Iteration 76Q: 3 clusters Score -1122031 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19501 members Mstep: Class 2 contains 236 members Entering Unmasked Estep Score: -1122031.875000 Penalty: 900.012756 Iteration 77Q: 3 clusters Score -1122032 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19501 members Mstep: Class 2 contains 236 members Entering Unmasked Estep Score: -1122031.875000 Penalty: 900.012756 Iteration 78F: 3 clusters Score -1122032 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (962 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 962 members Entering Unmasked Estep Score: -54457.351562 Penalty: 312.540161 Iteration 0F: 2 clusters Score -54457.35 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 472 members Mstep: Class 2 contains 490 members Entering Unmasked Estep Score: -53708.085938 Penalty: 625.080322 Iteration 0F: 3 clusters Score -53708.09 nChanged 365 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 467 members Mstep: Class 2 contains 495 members Entering Unmasked Estep Score: -53901.718750 Penalty: 625.080322 Iteration 1F: 3 clusters Score -53901.72 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 464 members Mstep: Class 2 contains 498 members Entering Unmasked Estep Score: -53933.378906 Penalty: 625.080322 Iteration 2F: 3 clusters Score -53933.38 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 466 members Mstep: Class 2 contains 496 members Entering Unmasked Estep Score: -53953.847656 Penalty: 625.080322 Iteration 3Q: 3 clusters Score -53953.85 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 468 members Mstep: Class 2 contains 494 members Entering Unmasked Estep Score: -53973.199219 Penalty: 625.080322 Iteration 4Q: 3 clusters Score -53973.2 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 461 members Mstep: Class 2 contains 501 members Entering Unmasked Estep Score: -53988.285156 Penalty: 625.080322 Iteration 5Q: 3 clusters Score -53988.29 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 460 members Mstep: Class 2 contains 502 members Entering Unmasked Estep Score: -54000.597656 Penalty: 625.080322 Iteration 6Q: 3 clusters Score -54000.6 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 458 members Mstep: Class 2 contains 504 members Entering Unmasked Estep Score: -54020.253906 Penalty: 625.080322 Iteration 7Q: 3 clusters Score -54020.25 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 450 members Mstep: Class 2 contains 512 members Entering Unmasked Estep Score: -54043.023438 Penalty: 625.080322 Iteration 8Q: 3 clusters Score -54043.02 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 443 members Mstep: Class 2 contains 519 members Entering Unmasked Estep Score: -54072.164062 Penalty: 625.080322 Iteration 9Q: 3 clusters Score -54072.16 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 437 members Mstep: Class 2 contains 525 members Entering Unmasked Estep Score: -54097.566406 Penalty: 625.080322 Iteration 10Q: 3 clusters Score -54097.57 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 424 members Mstep: Class 2 contains 538 members Entering Unmasked Estep Score: -54119.773438 Penalty: 625.080322 Iteration 11Q: 3 clusters Score -54119.77 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 414 members Mstep: Class 2 contains 548 members Entering Unmasked Estep Score: -54139.093750 Penalty: 625.080322 Iteration 12Q: 3 clusters Score -54139.09 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 410 members Mstep: Class 2 contains 552 members Entering Unmasked Estep Score: -54164.867188 Penalty: 625.080322 Iteration 13Q: 3 clusters Score -54164.87 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 417 members Mstep: Class 2 contains 545 members Entering Unmasked Estep Score: -54192.910156 Penalty: 625.080322 Iteration 14Q: 3 clusters Score -54192.91 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 423 members Mstep: Class 2 contains 539 members Entering Unmasked Estep Score: -54214.871094 Penalty: 625.080322 Iteration 15Q: 3 clusters Score -54214.87 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 421 members Mstep: Class 2 contains 541 members Entering Unmasked Estep Score: -54232.789062 Penalty: 625.080322 Iteration 16Q: 3 clusters Score -54232.79 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 426 members Mstep: Class 2 contains 536 members Entering Unmasked Estep Score: -54244.089844 Penalty: 625.080322 Iteration 17Q: 3 clusters Score -54244.09 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 432 members Mstep: Class 2 contains 530 members Entering Unmasked Estep Score: -54250.542969 Penalty: 625.080322 Iteration 18Q: 3 clusters Score -54250.54 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 444 members Mstep: Class 2 contains 518 members Entering Unmasked Estep Score: -54263.679688 Penalty: 625.080322 Iteration 19Q: 3 clusters Score -54263.68 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 454 members Mstep: Class 2 contains 508 members Entering Unmasked Estep Score: -54285.761719 Penalty: 625.080322 Iteration 20F: 3 clusters Score -54285.76 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 462 members Mstep: Class 2 contains 500 members Entering Unmasked Estep Score: -54315.125000 Penalty: 625.080322 Iteration 21Q: 3 clusters Score -54315.12 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 469 members Mstep: Class 2 contains 493 members Entering Unmasked Estep Score: -54337.996094 Penalty: 625.080322 Iteration 22Q: 3 clusters Score -54338 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 477 members Mstep: Class 2 contains 485 members Entering Unmasked Estep Score: -54355.113281 Penalty: 625.080322 Iteration 23Q: 3 clusters Score -54355.11 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 484 members Mstep: Class 2 contains 478 members Entering Unmasked Estep Score: -54362.925781 Penalty: 625.080322 Iteration 24Q: 3 clusters Score -54362.93 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 489 members Mstep: Class 2 contains 473 members Entering Unmasked Estep Score: -54366.632812 Penalty: 625.080322 Iteration 25Q: 3 clusters Score -54366.63 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 499 members Mstep: Class 2 contains 463 members Entering Unmasked Estep Score: -54371.050781 Penalty: 625.080322 Iteration 26Q: 3 clusters Score -54371.05 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 505 members Mstep: Class 2 contains 457 members Entering Unmasked Estep Score: -54372.671875 Penalty: 625.080322 Iteration 27Q: 3 clusters Score -54372.67 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 509 members Mstep: Class 2 contains 453 members Entering Unmasked Estep Score: -54373.910156 Penalty: 625.080322 Iteration 28Q: 3 clusters Score -54373.91 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 511 members Mstep: Class 2 contains 451 members Entering Unmasked Estep Score: -54374.644531 Penalty: 625.080322 Iteration 29Q: 3 clusters Score -54374.64 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 513 members Mstep: Class 2 contains 449 members Entering Unmasked Estep Score: -54375.476562 Penalty: 625.080322 Iteration 30Q: 3 clusters Score -54375.48 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 517 members Mstep: Class 2 contains 445 members Entering Unmasked Estep Score: -54377.148438 Penalty: 625.080322 Iteration 31Q: 3 clusters Score -54377.15 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 519 members Mstep: Class 2 contains 443 members Entering Unmasked Estep Score: -54377.417969 Penalty: 625.080322 Iteration 32Q: 3 clusters Score -54377.42 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 519 members Mstep: Class 2 contains 443 members Entering Unmasked Estep Score: -54377.417969 Penalty: 625.080322 Iteration 33F: 3 clusters Score -54377.42 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (9433 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9433 members Entering Unmasked Estep Score: -482231.593750 Penalty: 416.414642 Iteration 0F: 2 clusters Score -482231.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4770 members Mstep: Class 2 contains 4663 members Entering Unmasked Estep Score: -475870.906250 Penalty: 832.829285 Iteration 0F: 3 clusters Score -475870.9 nChanged 4473 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5451 members Mstep: Class 2 contains 3982 members Entering Unmasked Estep Score: -478634.625000 Penalty: 832.829285 Iteration 1F: 3 clusters Score -478634.6 nChanged 618 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5909 members Mstep: Class 2 contains 3524 members Entering Unmasked Estep Score: -479030.562500 Penalty: 832.829285 Iteration 2F: 3 clusters Score -479030.6 nChanged 642 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6429 members Mstep: Class 2 contains 3004 members Entering Unmasked Estep Score: -479467.968750 Penalty: 832.829285 Iteration 3F: 3 clusters Score -479468 nChanged 586 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6963 members Mstep: Class 2 contains 2470 members Entering Unmasked Estep Score: -479944.468750 Penalty: 832.829285 Iteration 4F: 3 clusters Score -479944.5 nChanged 572 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7489 members Mstep: Class 2 contains 1944 members Entering Unmasked Estep Score: -480416.968750 Penalty: 832.829285 Iteration 5F: 3 clusters Score -480417 nChanged 503 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7962 members Mstep: Class 2 contains 1471 members Entering Unmasked Estep Score: -480866.843750 Penalty: 832.829285 Iteration 6F: 3 clusters Score -480866.8 nChanged 425 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8367 members Mstep: Class 2 contains 1066 members Entering Unmasked Estep Score: -481226.968750 Penalty: 832.829285 Iteration 7Q: 3 clusters Score -481227 nChanged 284 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8639 members Mstep: Class 2 contains 794 members Entering Unmasked Estep Score: -481451.375000 Penalty: 832.829285 Iteration 8Q: 3 clusters Score -481451.4 nChanged 187 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8808 members Mstep: Class 2 contains 625 members Entering Unmasked Estep Score: -481596.718750 Penalty: 832.829285 Iteration 9Q: 3 clusters Score -481596.7 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8904 members Mstep: Class 2 contains 529 members Entering Unmasked Estep Score: -481682.843750 Penalty: 832.829285 Iteration 10Q: 3 clusters Score -481682.8 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8977 members Mstep: Class 2 contains 456 members Entering Unmasked Estep Score: -481759.343750 Penalty: 832.829285 Iteration 11Q: 3 clusters Score -481759.3 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9010 members Mstep: Class 2 contains 423 members Entering Unmasked Estep Score: -481785.562500 Penalty: 832.829285 Iteration 12Q: 3 clusters Score -481785.6 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9041 members Mstep: Class 2 contains 392 members Entering Unmasked Estep Score: -481804.843750 Penalty: 832.829285 Iteration 13Q: 3 clusters Score -481804.8 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9067 members Mstep: Class 2 contains 366 members Entering Unmasked Estep Score: -481822.312500 Penalty: 832.829285 Iteration 14Q: 3 clusters Score -481822.3 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9089 members Mstep: Class 2 contains 344 members Entering Unmasked Estep Score: -481838.343750 Penalty: 832.829285 Iteration 15Q: 3 clusters Score -481838.3 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9120 members Mstep: Class 2 contains 313 members Entering Unmasked Estep Score: -481852.218750 Penalty: 832.829285 Iteration 16Q: 3 clusters Score -481852.2 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9129 members Mstep: Class 2 contains 304 members Entering Unmasked Estep Score: -481855.968750 Penalty: 832.829285 Iteration 17Q: 3 clusters Score -481856 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9132 members Mstep: Class 2 contains 301 members Entering Unmasked Estep Score: -481859.875000 Penalty: 832.829285 Iteration 18Q: 3 clusters Score -481859.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9136 members Mstep: Class 2 contains 297 members Entering Unmasked Estep Score: -481865.218750 Penalty: 832.829285 Iteration 19Q: 3 clusters Score -481865.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9147 members Mstep: Class 2 contains 286 members Entering Unmasked Estep Score: -481869.562500 Penalty: 832.829285 Iteration 20F: 3 clusters Score -481869.6 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9157 members Mstep: Class 2 contains 276 members Entering Unmasked Estep Score: -481872.750000 Penalty: 832.829285 Iteration 21Q: 3 clusters Score -481872.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9159 members Mstep: Class 2 contains 274 members Entering Unmasked Estep Score: -481875.031250 Penalty: 832.829285 Iteration 22Q: 3 clusters Score -481875 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9164 members Mstep: Class 2 contains 269 members Entering Unmasked Estep Score: -481877.656250 Penalty: 832.829285 Iteration 23Q: 3 clusters Score -481877.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9168 members Mstep: Class 2 contains 265 members Entering Unmasked Estep Score: -481880.937500 Penalty: 832.829285 Iteration 24Q: 3 clusters Score -481880.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9173 members Mstep: Class 2 contains 260 members Entering Unmasked Estep Score: -481886.625000 Penalty: 832.829285 Iteration 25Q: 3 clusters Score -481886.6 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9178 members Mstep: Class 2 contains 255 members Entering Unmasked Estep Score: -481891.062500 Penalty: 832.829285 Iteration 26Q: 3 clusters Score -481891.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9182 members Mstep: Class 2 contains 251 members Entering Unmasked Estep Score: -481893.218750 Penalty: 832.829285 Iteration 27Q: 3 clusters Score -481893.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9188 members Mstep: Class 2 contains 245 members Entering Unmasked Estep Score: -481897.468750 Penalty: 832.829285 Iteration 28Q: 3 clusters Score -481897.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9190 members Mstep: Class 2 contains 243 members Entering Unmasked Estep Score: -481899.031250 Penalty: 832.829285 Iteration 29Q: 3 clusters Score -481899 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9192 members Mstep: Class 2 contains 241 members Entering Unmasked Estep Score: -481902.187500 Penalty: 832.829285 Iteration 30Q: 3 clusters Score -481902.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9196 members Mstep: Class 2 contains 237 members Entering Unmasked Estep Score: -481903.812500 Penalty: 832.829285 Iteration 31Q: 3 clusters Score -481903.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9200 members Mstep: Class 2 contains 233 members Entering Unmasked Estep Score: -481905.750000 Penalty: 832.829285 Iteration 32Q: 3 clusters Score -481905.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9206 members Mstep: Class 2 contains 227 members Entering Unmasked Estep Score: -481909.531250 Penalty: 832.829285 Iteration 33Q: 3 clusters Score -481909.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9211 members Mstep: Class 2 contains 222 members Entering Unmasked Estep Score: -481911.125000 Penalty: 832.829285 Iteration 34Q: 3 clusters Score -481911.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9215 members Mstep: Class 2 contains 218 members Entering Unmasked Estep Score: -481914.656250 Penalty: 832.829285 Iteration 35Q: 3 clusters Score -481914.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9217 members Mstep: Class 2 contains 216 members Entering Unmasked Estep Score: -481915.968750 Penalty: 832.829285 Iteration 36Q: 3 clusters Score -481916 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9218 members Mstep: Class 2 contains 215 members Entering Unmasked Estep Score: -481915.843750 Penalty: 832.829285 Iteration 37Q: 3 clusters Score -481915.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9218 members Mstep: Class 2 contains 215 members Entering Unmasked Estep Score: -481915.843750 Penalty: 832.829285 Iteration 38F: 3 clusters Score -481915.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (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: -67784.148438 Penalty: 323.980225 Iteration 0F: 2 clusters Score -67784.15 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 620 members Mstep: Class 2 contains 617 members Entering Unmasked Estep Score: -66839.250000 Penalty: 647.960449 Iteration 0F: 3 clusters Score -66839.25 nChanged 498 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 546 members Mstep: Class 2 contains 691 members Entering Unmasked Estep Score: -67143.484375 Penalty: 647.960449 Iteration 1F: 3 clusters Score -67143.48 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 510 members Mstep: Class 2 contains 727 members Entering Unmasked Estep Score: -67218.593750 Penalty: 647.960449 Iteration 2F: 3 clusters Score -67218.59 nChanged 86 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: -67282.421875 Penalty: 647.960449 Iteration 3F: 3 clusters Score -67282.42 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 433 members Mstep: Class 2 contains 804 members Entering Unmasked Estep Score: -67329.054688 Penalty: 647.960449 Iteration 4F: 3 clusters Score -67329.05 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 405 members Mstep: Class 2 contains 832 members Entering Unmasked Estep Score: -67367.335938 Penalty: 647.960449 Iteration 5Q: 3 clusters Score -67367.34 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 382 members Mstep: Class 2 contains 855 members Entering Unmasked Estep Score: -67393.906250 Penalty: 647.960449 Iteration 6Q: 3 clusters Score -67393.91 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 372 members Mstep: Class 2 contains 865 members Entering Unmasked Estep Score: -67412.929688 Penalty: 647.960449 Iteration 7Q: 3 clusters Score -67412.93 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 360 members Mstep: Class 2 contains 877 members Entering Unmasked Estep Score: -67426.710938 Penalty: 647.960449 Iteration 8Q: 3 clusters Score -67426.71 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 351 members Mstep: Class 2 contains 886 members Entering Unmasked Estep Score: -67442.757812 Penalty: 647.960449 Iteration 9Q: 3 clusters Score -67442.76 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 342 members Mstep: Class 2 contains 895 members Entering Unmasked Estep Score: -67456.656250 Penalty: 647.960449 Iteration 10Q: 3 clusters Score -67456.66 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 336 members Mstep: Class 2 contains 901 members Entering Unmasked Estep Score: -67464.546875 Penalty: 647.960449 Iteration 11Q: 3 clusters Score -67464.55 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 334 members Mstep: Class 2 contains 903 members Entering Unmasked Estep Score: -67467.718750 Penalty: 647.960449 Iteration 12Q: 3 clusters Score -67467.72 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 331 members Mstep: Class 2 contains 906 members Entering Unmasked Estep Score: -67471.648438 Penalty: 647.960449 Iteration 13Q: 3 clusters Score -67471.65 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 325 members Mstep: Class 2 contains 912 members Entering Unmasked Estep Score: -67474.835938 Penalty: 647.960449 Iteration 14Q: 3 clusters Score -67474.84 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 324 members Mstep: Class 2 contains 913 members Entering Unmasked Estep Score: -67477.156250 Penalty: 647.960449 Iteration 15Q: 3 clusters Score -67477.16 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 323 members Mstep: Class 2 contains 914 members Entering Unmasked Estep Score: -67479.625000 Penalty: 647.960449 Iteration 16Q: 3 clusters Score -67479.62 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 324 members Mstep: Class 2 contains 913 members Entering Unmasked Estep Score: -67480.867188 Penalty: 647.960449 Iteration 17Q: 3 clusters Score -67480.87 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 328 members Mstep: Class 2 contains 909 members Entering Unmasked Estep Score: -67481.906250 Penalty: 647.960449 Iteration 18Q: 3 clusters Score -67481.91 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 329 members Mstep: Class 2 contains 908 members Entering Unmasked Estep Score: -67482.960938 Penalty: 647.960449 Iteration 19Q: 3 clusters Score -67482.96 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 331 members Mstep: Class 2 contains 906 members Entering Unmasked Estep Score: -67485.359375 Penalty: 647.960449 Iteration 20F: 3 clusters Score -67485.36 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 333 members Mstep: Class 2 contains 904 members Entering Unmasked Estep Score: -67486.093750 Penalty: 647.960449 Iteration 21Q: 3 clusters Score -67486.09 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 334 members Mstep: Class 2 contains 903 members Entering Unmasked Estep Score: -67486.187500 Penalty: 647.960449 Iteration 22Q: 3 clusters Score -67486.19 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 334 members Mstep: Class 2 contains 903 members Entering Unmasked Estep Score: -67486.187500 Penalty: 647.960449 Iteration 23F: 3 clusters Score -67486.19 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (9455 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9455 members Entering Unmasked Estep Score: -502073.562500 Penalty: 416.520599 Iteration 0F: 2 clusters Score -502073.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4733 members Mstep: Class 2 contains 4722 members Entering Unmasked Estep Score: -495712.312500 Penalty: 833.041199 Iteration 0F: 3 clusters Score -495712.3 nChanged 4327 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4978 members Mstep: Class 2 contains 4477 members Entering Unmasked Estep Score: -498308.781250 Penalty: 833.041199 Iteration 1F: 3 clusters Score -498308.8 nChanged 552 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5228 members Mstep: Class 2 contains 4227 members Entering Unmasked Estep Score: -498577.218750 Penalty: 833.041199 Iteration 2F: 3 clusters Score -498577.2 nChanged 622 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5590 members Mstep: Class 2 contains 3865 members Entering Unmasked Estep Score: -498978.406250 Penalty: 833.041199 Iteration 3F: 3 clusters Score -498978.4 nChanged 690 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6050 members Mstep: Class 2 contains 3405 members Entering Unmasked Estep Score: -499545.343750 Penalty: 833.041199 Iteration 4F: 3 clusters Score -499545.3 nChanged 658 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6474 members Mstep: Class 2 contains 2981 members Entering Unmasked Estep Score: -500158.218750 Penalty: 833.041199 Iteration 5F: 3 clusters Score -500158.2 nChanged 517 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6787 members Mstep: Class 2 contains 2668 members Entering Unmasked Estep Score: -500651.750000 Penalty: 833.041199 Iteration 6F: 3 clusters Score -500651.8 nChanged 409 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7002 members Mstep: Class 2 contains 2453 members Entering Unmasked Estep Score: -500978.375000 Penalty: 833.041199 Iteration 7Q: 3 clusters Score -500978.4 nChanged 293 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7135 members Mstep: Class 2 contains 2320 members Entering Unmasked Estep Score: -501192.781250 Penalty: 833.041199 Iteration 8Q: 3 clusters Score -501192.8 nChanged 226 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7237 members Mstep: Class 2 contains 2218 members Entering Unmasked Estep Score: -501342.687500 Penalty: 833.041199 Iteration 9Q: 3 clusters Score -501342.7 nChanged 204 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7315 members Mstep: Class 2 contains 2140 members Entering Unmasked Estep Score: -501501.718750 Penalty: 833.041199 Iteration 10Q: 3 clusters Score -501501.7 nChanged 205 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7372 members Mstep: Class 2 contains 2083 members Entering Unmasked Estep Score: -501646.625000 Penalty: 833.041199 Iteration 11Q: 3 clusters Score -501646.6 nChanged 168 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7412 members Mstep: Class 2 contains 2043 members Entering Unmasked Estep Score: -501756.312500 Penalty: 833.041199 Iteration 12Q: 3 clusters Score -501756.3 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7427 members Mstep: Class 2 contains 2028 members Entering Unmasked Estep Score: -501833.218750 Penalty: 833.041199 Iteration 13Q: 3 clusters Score -501833.2 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7423 members Mstep: Class 2 contains 2032 members Entering Unmasked Estep Score: -501884.031250 Penalty: 833.041199 Iteration 14Q: 3 clusters Score -501884 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7425 members Mstep: Class 2 contains 2030 members Entering Unmasked Estep Score: -501921.000000 Penalty: 833.041199 Iteration 15Q: 3 clusters Score -501921 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7432 members Mstep: Class 2 contains 2023 members Entering Unmasked Estep Score: -501950.218750 Penalty: 833.041199 Iteration 16Q: 3 clusters Score -501950.2 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7432 members Mstep: Class 2 contains 2023 members Entering Unmasked Estep Score: -501967.156250 Penalty: 833.041199 Iteration 17Q: 3 clusters Score -501967.2 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7440 members Mstep: Class 2 contains 2015 members Entering Unmasked Estep Score: -501974.156250 Penalty: 833.041199 Iteration 18Q: 3 clusters Score -501974.2 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7448 members Mstep: Class 2 contains 2007 members Entering Unmasked Estep Score: -501979.312500 Penalty: 833.041199 Iteration 19Q: 3 clusters Score -501979.3 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7451 members Mstep: Class 2 contains 2004 members Entering Unmasked Estep Score: -501980.656250 Penalty: 833.041199 Iteration 20F: 3 clusters Score -501980.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7457 members Mstep: Class 2 contains 1998 members Entering Unmasked Estep Score: -501980.625000 Penalty: 833.041199 Iteration 21Q: 3 clusters Score -501980.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7462 members Mstep: Class 2 contains 1993 members Entering Unmasked Estep Score: -501980.093750 Penalty: 833.041199 Iteration 22Q: 3 clusters Score -501980.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7468 members Mstep: Class 2 contains 1987 members Entering Unmasked Estep Score: -501980.937500 Penalty: 833.041199 Iteration 23Q: 3 clusters Score -501980.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7474 members Mstep: Class 2 contains 1981 members Entering Unmasked Estep Score: -501981.937500 Penalty: 833.041199 Iteration 24Q: 3 clusters Score -501981.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7478 members Mstep: Class 2 contains 1977 members Entering Unmasked Estep Score: -501982.031250 Penalty: 833.041199 Iteration 25Q: 3 clusters Score -501982 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7480 members Mstep: Class 2 contains 1975 members Entering Unmasked Estep Score: -501982.156250 Penalty: 833.041199 Iteration 26Q: 3 clusters Score -501982.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7479 members Mstep: Class 2 contains 1976 members Entering Unmasked Estep Score: -501981.156250 Penalty: 833.041199 Iteration 27Q: 3 clusters Score -501981.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7479 members Mstep: Class 2 contains 1976 members Entering Unmasked Estep Score: -501981.625000 Penalty: 833.041199 Iteration 28Q: 3 clusters Score -501981.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7478 members Mstep: Class 2 contains 1977 members Entering Unmasked Estep Score: -501982.875000 Penalty: 833.041199 Iteration 29Q: 3 clusters Score -501982.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7478 members Mstep: Class 2 contains 1977 members Entering Unmasked Estep Score: -501982.875000 Penalty: 833.041199 Iteration 30F: 3 clusters Score -501982.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 21 (66180 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66180 members Entering Unmasked Estep Score: -3767307.750000 Penalty: 505.056091 Iteration 0F: 2 clusters Score -3767308 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32921 members Mstep: Class 2 contains 33259 members Entering Unmasked Estep Score: -3722721.250000 Penalty: 1010.112183 Iteration 0F: 3 clusters Score -3722721 nChanged 32236 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27971 members Mstep: Class 2 contains 38209 members Entering Unmasked Estep Score: -3742765.750000 Penalty: 1010.112183 Iteration 1F: 3 clusters Score -3742766 nChanged 3875 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24750 members Mstep: Class 2 contains 41430 members Entering Unmasked Estep Score: -3744763.250000 Penalty: 1010.112183 Iteration 2F: 3 clusters Score -3744763 nChanged 5018 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20136 members Mstep: Class 2 contains 46044 members Entering Unmasked Estep Score: -3748204.250000 Penalty: 1010.112183 Iteration 3F: 3 clusters Score -3748204 nChanged 5734 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14652 members Mstep: Class 2 contains 51528 members Entering Unmasked Estep Score: -3753083.750000 Penalty: 1010.112183 Iteration 4F: 3 clusters Score -3753084 nChanged 5671 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9069 members Mstep: Class 2 contains 57111 members Entering Unmasked Estep Score: -3758536.500000 Penalty: 1010.112183 Iteration 5F: 3 clusters Score -3758536 nChanged 4210 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4881 members Mstep: Class 2 contains 61299 members Entering Unmasked Estep Score: -3762683.250000 Penalty: 1010.112183 Iteration 6F: 3 clusters Score -3762683 nChanged 2481 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2406 members Mstep: Class 2 contains 63774 members Entering Unmasked Estep Score: -3765009.000000 Penalty: 1010.112183 Iteration 7Q: 3 clusters Score -3765009 nChanged 1234 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1172 members Mstep: Class 2 contains 65008 members Entering Unmasked Estep Score: -3766084.000000 Penalty: 1010.112183 Iteration 8Q: 3 clusters Score -3766084 nChanged 560 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 614 members Mstep: Class 2 contains 65566 members Entering Unmasked Estep Score: -3766515.250000 Penalty: 1010.112183 Iteration 9Q: 3 clusters Score -3766515 nChanged 229 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 387 members Mstep: Class 2 contains 65793 members Entering Unmasked Estep Score: -3766697.250000 Penalty: 1010.112183 Iteration 10Q: 3 clusters Score -3766697 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 291 members Mstep: Class 2 contains 65889 members Entering Unmasked Estep Score: -3766794.000000 Penalty: 1010.112183 Iteration 11Q: 3 clusters Score -3766794 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 246 members Mstep: Class 2 contains 65934 members Entering Unmasked Estep Score: -3766843.750000 Penalty: 1010.112183 Iteration 12Q: 3 clusters Score -3766844 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 231 members Mstep: Class 2 contains 65949 members Entering Unmasked Estep Score: -3766877.500000 Penalty: 1010.112183 Iteration 13Q: 3 clusters Score -3766878 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 227 members Mstep: Class 2 contains 65953 members Entering Unmasked Estep Score: -3766891.000000 Penalty: 1010.112183 Iteration 14Q: 3 clusters Score -3766891 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 225 members Mstep: Class 2 contains 65955 members Entering Unmasked Estep Score: -3766905.750000 Penalty: 1010.112183 Iteration 15Q: 3 clusters Score -3766906 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 221 members Mstep: Class 2 contains 65959 members Entering Unmasked Estep Score: -3766924.000000 Penalty: 1010.112183 Iteration 16Q: 3 clusters Score -3766924 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 224 members Mstep: Class 2 contains 65956 members Entering Unmasked Estep Score: -3766930.000000 Penalty: 1010.112183 Iteration 17Q: 3 clusters Score -3766930 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 221 members Mstep: Class 2 contains 65959 members Entering Unmasked Estep Score: -3766938.250000 Penalty: 1010.112183 Iteration 18Q: 3 clusters Score -3766938 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 220 members Mstep: Class 2 contains 65960 members Entering Unmasked Estep Score: -3766951.500000 Penalty: 1010.112183 Iteration 19Q: 3 clusters Score -3766952 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 221 members Mstep: Class 2 contains 65959 members Entering Unmasked Estep Score: -3766956.000000 Penalty: 1010.112183 Iteration 20F: 3 clusters Score -3766956 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 221 members Mstep: Class 2 contains 65959 members Entering Unmasked Estep Score: -3766962.250000 Penalty: 1010.112183 Iteration 21Q: 3 clusters Score -3766962 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 223 members Mstep: Class 2 contains 65957 members Entering Unmasked Estep Score: -3766968.750000 Penalty: 1010.112183 Iteration 22Q: 3 clusters Score -3766969 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 223 members Mstep: Class 2 contains 65957 members Entering Unmasked Estep Score: -3766969.000000 Penalty: 1010.112183 Iteration 23Q: 3 clusters Score -3766969 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 224 members Mstep: Class 2 contains 65956 members Entering Unmasked Estep Score: -3766969.750000 Penalty: 1010.112183 Iteration 24Q: 3 clusters Score -3766970 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 226 members Mstep: Class 2 contains 65954 members Entering Unmasked Estep Score: -3766971.250000 Penalty: 1010.112183 Iteration 25Q: 3 clusters Score -3766971 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 226 members Mstep: Class 2 contains 65954 members Entering Unmasked Estep Score: -3766971.250000 Penalty: 1010.112183 Iteration 26F: 3 clusters Score -3766971 nChanged 0 Entering ConstructFrom: Trying to split cluster 22 (1182 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1182 members Entering Unmasked Estep Score: -61987.433594 Penalty: 321.910828 Iteration 0F: 2 clusters Score -61987.43 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 581 members Mstep: Class 2 contains 601 members Entering Unmasked Estep Score: -61050.417969 Penalty: 643.821655 Iteration 0F: 3 clusters Score -61050.42 nChanged 480 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 529 members Mstep: Class 2 contains 653 members Entering Unmasked Estep Score: -61330.925781 Penalty: 643.821655 Iteration 1F: 3 clusters Score -61330.93 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 491 members Mstep: Class 2 contains 691 members Entering Unmasked Estep Score: -61387.117188 Penalty: 643.821655 Iteration 2F: 3 clusters Score -61387.12 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 454 members Mstep: Class 2 contains 728 members Entering Unmasked Estep Score: -61419.816406 Penalty: 643.821655 Iteration 3Q: 3 clusters Score -61419.82 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 431 members Mstep: Class 2 contains 751 members Entering Unmasked Estep Score: -61445.667969 Penalty: 643.821655 Iteration 4Q: 3 clusters Score -61445.67 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 412 members Mstep: Class 2 contains 770 members Entering Unmasked Estep Score: -61469.109375 Penalty: 643.821655 Iteration 5Q: 3 clusters Score -61469.11 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 394 members Mstep: Class 2 contains 788 members Entering Unmasked Estep Score: -61498.910156 Penalty: 643.821655 Iteration 6Q: 3 clusters Score -61498.91 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 381 members Mstep: Class 2 contains 801 members Entering Unmasked Estep Score: -61524.851562 Penalty: 643.821655 Iteration 7Q: 3 clusters Score -61524.85 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 377 members Mstep: Class 2 contains 805 members Entering Unmasked Estep Score: -61548.378906 Penalty: 643.821655 Iteration 8Q: 3 clusters Score -61548.38 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 374 members Mstep: Class 2 contains 808 members Entering Unmasked Estep Score: -61567.347656 Penalty: 643.821655 Iteration 9Q: 3 clusters Score -61567.35 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 369 members Mstep: Class 2 contains 813 members Entering Unmasked Estep Score: -61583.324219 Penalty: 643.821655 Iteration 10Q: 3 clusters Score -61583.32 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 362 members Mstep: Class 2 contains 820 members Entering Unmasked Estep Score: -61598.441406 Penalty: 643.821655 Iteration 11Q: 3 clusters Score -61598.44 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 352 members Mstep: Class 2 contains 830 members Entering Unmasked Estep Score: -61611.691406 Penalty: 643.821655 Iteration 12Q: 3 clusters Score -61611.69 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 345 members Mstep: Class 2 contains 837 members Entering Unmasked Estep Score: -61622.300781 Penalty: 643.821655 Iteration 13Q: 3 clusters Score -61622.3 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 337 members Mstep: Class 2 contains 845 members Entering Unmasked Estep Score: -61638.765625 Penalty: 643.821655 Iteration 14Q: 3 clusters Score -61638.77 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 332 members Mstep: Class 2 contains 850 members Entering Unmasked Estep Score: -61652.167969 Penalty: 643.821655 Iteration 15Q: 3 clusters Score -61652.17 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 328 members Mstep: Class 2 contains 854 members Entering Unmasked Estep Score: -61661.785156 Penalty: 643.821655 Iteration 16Q: 3 clusters Score -61661.79 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 319 members Mstep: Class 2 contains 863 members Entering Unmasked Estep Score: -61673.695312 Penalty: 643.821655 Iteration 17Q: 3 clusters Score -61673.7 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 311 members Mstep: Class 2 contains 871 members Entering Unmasked Estep Score: -61684.800781 Penalty: 643.821655 Iteration 18Q: 3 clusters Score -61684.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 307 members Mstep: Class 2 contains 875 members Entering Unmasked Estep Score: -61689.121094 Penalty: 643.821655 Iteration 19Q: 3 clusters Score -61689.12 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 302 members Mstep: Class 2 contains 880 members Entering Unmasked Estep Score: -61694.539062 Penalty: 643.821655 Iteration 20F: 3 clusters Score -61694.54 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 298 members Mstep: Class 2 contains 884 members Entering Unmasked Estep Score: -61700.355469 Penalty: 643.821655 Iteration 21Q: 3 clusters Score -61700.36 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 294 members Mstep: Class 2 contains 888 members Entering Unmasked Estep Score: -61707.421875 Penalty: 643.821655 Iteration 22Q: 3 clusters Score -61707.42 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 289 members Mstep: Class 2 contains 893 members Entering Unmasked Estep Score: -61713.476562 Penalty: 643.821655 Iteration 23Q: 3 clusters Score -61713.48 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 282 members Mstep: Class 2 contains 900 members Entering Unmasked Estep Score: -61718.132812 Penalty: 643.821655 Iteration 24Q: 3 clusters Score -61718.13 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 277 members Mstep: Class 2 contains 905 members Entering Unmasked Estep Score: -61722.445312 Penalty: 643.821655 Iteration 25Q: 3 clusters Score -61722.45 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 273 members Mstep: Class 2 contains 909 members Entering Unmasked Estep Score: -61729.550781 Penalty: 643.821655 Iteration 26Q: 3 clusters Score -61729.55 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 266 members Mstep: Class 2 contains 916 members Entering Unmasked Estep Score: -61732.238281 Penalty: 643.821655 Iteration 27Q: 3 clusters Score -61732.24 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 260 members Mstep: Class 2 contains 922 members Entering Unmasked Estep Score: -61737.246094 Penalty: 643.821655 Iteration 28Q: 3 clusters Score -61737.25 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 252 members Mstep: Class 2 contains 930 members Entering Unmasked Estep Score: -61745.597656 Penalty: 643.821655 Iteration 29Q: 3 clusters Score -61745.6 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 244 members Mstep: Class 2 contains 938 members Entering Unmasked Estep Score: -61754.671875 Penalty: 643.821655 Iteration 30Q: 3 clusters Score -61754.67 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 237 members Mstep: Class 2 contains 945 members Entering Unmasked Estep Score: -61761.242188 Penalty: 643.821655 Iteration 31Q: 3 clusters Score -61761.24 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 233 members Mstep: Class 2 contains 949 members Entering Unmasked Estep Score: -61765.769531 Penalty: 643.821655 Iteration 32Q: 3 clusters Score -61765.77 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 233 members Mstep: Class 2 contains 949 members Entering Unmasked Estep Score: -61769.218750 Penalty: 643.821655 Iteration 33Q: 3 clusters Score -61769.22 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 235 members Mstep: Class 2 contains 947 members Entering Unmasked Estep Score: -61777.992188 Penalty: 643.821655 Iteration 34Q: 3 clusters Score -61777.99 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 236 members Mstep: Class 2 contains 946 members Entering Unmasked Estep Score: -61784.347656 Penalty: 643.821655 Iteration 35Q: 3 clusters Score -61784.35 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 236 members Mstep: Class 2 contains 946 members Entering Unmasked Estep Score: -61788.121094 Penalty: 643.821655 Iteration 36Q: 3 clusters Score -61788.12 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 235 members Mstep: Class 2 contains 947 members Entering Unmasked Estep Score: -61790.140625 Penalty: 643.821655 Iteration 37Q: 3 clusters Score -61790.14 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 236 members Mstep: Class 2 contains 946 members Entering Unmasked Estep Score: -61791.320312 Penalty: 643.821655 Iteration 38Q: 3 clusters Score -61791.32 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 238 members Mstep: Class 2 contains 944 members Entering Unmasked Estep Score: -61791.878906 Penalty: 643.821655 Iteration 39Q: 3 clusters Score -61791.88 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 241 members Mstep: Class 2 contains 941 members Entering Unmasked Estep Score: -61793.203125 Penalty: 643.821655 Iteration 40F: 3 clusters Score -61793.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 245 members Mstep: Class 2 contains 937 members Entering Unmasked Estep Score: -61795.382812 Penalty: 643.821655 Iteration 41Q: 3 clusters Score -61795.38 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 249 members Mstep: Class 2 contains 933 members Entering Unmasked Estep Score: -61797.535156 Penalty: 643.821655 Iteration 42Q: 3 clusters Score -61797.54 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 250 members Mstep: Class 2 contains 932 members Entering Unmasked Estep Score: -61799.062500 Penalty: 643.821655 Iteration 43Q: 3 clusters Score -61799.06 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 253 members Mstep: Class 2 contains 929 members Entering Unmasked Estep Score: -61801.296875 Penalty: 643.821655 Iteration 44Q: 3 clusters Score -61801.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 256 members Mstep: Class 2 contains 926 members Entering Unmasked Estep Score: -61802.699219 Penalty: 643.821655 Iteration 45Q: 3 clusters Score -61802.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 258 members Mstep: Class 2 contains 924 members Entering Unmasked Estep Score: -61803.734375 Penalty: 643.821655 Iteration 46Q: 3 clusters Score -61803.73 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 260 members Mstep: Class 2 contains 922 members Entering Unmasked Estep Score: -61806.187500 Penalty: 643.821655 Iteration 47Q: 3 clusters Score -61806.19 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 264 members Mstep: Class 2 contains 918 members Entering Unmasked Estep Score: -61808.246094 Penalty: 643.821655 Iteration 48Q: 3 clusters Score -61808.25 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 266 members Mstep: Class 2 contains 916 members Entering Unmasked Estep Score: -61809.585938 Penalty: 643.821655 Iteration 49Q: 3 clusters Score -61809.59 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 269 members Mstep: Class 2 contains 913 members Entering Unmasked Estep Score: -61810.812500 Penalty: 643.821655 Iteration 50Q: 3 clusters Score -61810.81 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 271 members Mstep: Class 2 contains 911 members Entering Unmasked Estep Score: -61811.289062 Penalty: 643.821655 Iteration 51Q: 3 clusters Score -61811.29 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 272 members Mstep: Class 2 contains 910 members Entering Unmasked Estep Score: -61811.714844 Penalty: 643.821655 Iteration 52Q: 3 clusters Score -61811.71 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 276 members Mstep: Class 2 contains 906 members Entering Unmasked Estep Score: -61813.464844 Penalty: 643.821655 Iteration 53Q: 3 clusters Score -61813.46 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 277 members Mstep: Class 2 contains 905 members Entering Unmasked Estep Score: -61813.593750 Penalty: 643.821655 Iteration 54Q: 3 clusters Score -61813.59 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 277 members Mstep: Class 2 contains 905 members Entering Unmasked Estep Score: -61813.593750 Penalty: 643.821655 Iteration 55F: 3 clusters Score -61813.59 nChanged 0 Entering ConstructFrom: Trying to split cluster 23 (40427 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40427 members Entering Unmasked Estep Score: -2294437.000000 Penalty: 482.630005 Iteration 0F: 2 clusters Score -2294437 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20222 members Mstep: Class 2 contains 20205 members Entering Unmasked Estep Score: -2267234.000000 Penalty: 965.260010 Iteration 0F: 3 clusters Score -2267234 nChanged 19608 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20568 members Mstep: Class 2 contains 19859 members Entering Unmasked Estep Score: -2279141.500000 Penalty: 965.260010 Iteration 1F: 3 clusters Score -2279142 nChanged 1891 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20411 members Mstep: Class 2 contains 20016 members Entering Unmasked Estep Score: -2279776.750000 Penalty: 965.260010 Iteration 2Q: 3 clusters Score -2279777 nChanged 1945 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20152 members Mstep: Class 2 contains 20275 members Entering Unmasked Estep Score: -2280534.250000 Penalty: 965.260010 Iteration 3Q: 3 clusters Score -2280534 nChanged 2073 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19857 members Mstep: Class 2 contains 20570 members Entering Unmasked Estep Score: -2281462.000000 Penalty: 965.260010 Iteration 4F: 3 clusters Score -2281462 nChanged 2199 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19478 members Mstep: Class 2 contains 20949 members Entering Unmasked Estep Score: -2282619.250000 Penalty: 965.260010 Iteration 5F: 3 clusters Score -2282619 nChanged 2197 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19099 members Mstep: Class 2 contains 21328 members Entering Unmasked Estep Score: -2283984.750000 Penalty: 965.260010 Iteration 6F: 3 clusters Score -2283985 nChanged 2143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18710 members Mstep: Class 2 contains 21717 members Entering Unmasked Estep Score: -2285482.000000 Penalty: 965.260010 Iteration 7F: 3 clusters Score -2285482 nChanged 2025 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18365 members Mstep: Class 2 contains 22062 members Entering Unmasked Estep Score: -2286642.500000 Penalty: 965.260010 Iteration 8F: 3 clusters Score -2286642 nChanged 1485 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18078 members Mstep: Class 2 contains 22349 members Entering Unmasked Estep Score: -2287172.750000 Penalty: 965.260010 Iteration 9Q: 3 clusters Score -2287173 nChanged 873 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17835 members Mstep: Class 2 contains 22592 members Entering Unmasked Estep Score: -2287348.250000 Penalty: 965.260010 Iteration 10Q: 3 clusters Score -2287348 nChanged 531 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17592 members Mstep: Class 2 contains 22835 members Entering Unmasked Estep Score: -2287432.750000 Penalty: 965.260010 Iteration 11Q: 3 clusters Score -2287433 nChanged 407 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17323 members Mstep: Class 2 contains 23104 members Entering Unmasked Estep Score: -2287482.000000 Penalty: 965.260010 Iteration 12Q: 3 clusters Score -2287482 nChanged 361 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17038 members Mstep: Class 2 contains 23389 members Entering Unmasked Estep Score: -2287548.250000 Penalty: 965.260010 Iteration 13Q: 3 clusters Score -2287548 nChanged 331 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16751 members Mstep: Class 2 contains 23676 members Entering Unmasked Estep Score: -2287594.000000 Penalty: 965.260010 Iteration 14Q: 3 clusters Score -2287594 nChanged 362 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16441 members Mstep: Class 2 contains 23986 members Entering Unmasked Estep Score: -2287641.500000 Penalty: 965.260010 Iteration 15Q: 3 clusters Score -2287642 nChanged 354 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16117 members Mstep: Class 2 contains 24310 members Entering Unmasked Estep Score: -2287685.500000 Penalty: 965.260010 Iteration 16Q: 3 clusters Score -2287686 nChanged 358 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15787 members Mstep: Class 2 contains 24640 members Entering Unmasked Estep Score: -2287736.000000 Penalty: 965.260010 Iteration 17Q: 3 clusters Score -2287736 nChanged 376 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15427 members Mstep: Class 2 contains 25000 members Entering Unmasked Estep Score: -2287802.000000 Penalty: 965.260010 Iteration 18Q: 3 clusters Score -2287802 nChanged 427 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15010 members Mstep: Class 2 contains 25417 members Entering Unmasked Estep Score: -2287876.250000 Penalty: 965.260010 Iteration 19Q: 3 clusters Score -2287876 nChanged 470 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14552 members Mstep: Class 2 contains 25875 members Entering Unmasked Estep Score: -2287964.000000 Penalty: 965.260010 Iteration 20F: 3 clusters Score -2287964 nChanged 506 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14052 members Mstep: Class 2 contains 26375 members Entering Unmasked Estep Score: -2288073.750000 Penalty: 965.260010 Iteration 21Q: 3 clusters Score -2288074 nChanged 524 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13532 members Mstep: Class 2 contains 26895 members Entering Unmasked Estep Score: -2288189.500000 Penalty: 965.260010 Iteration 22Q: 3 clusters Score -2288190 nChanged 551 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12987 members Mstep: Class 2 contains 27440 members Entering Unmasked Estep Score: -2288298.250000 Penalty: 965.260010 Iteration 23Q: 3 clusters Score -2288298 nChanged 607 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12382 members Mstep: Class 2 contains 28045 members Entering Unmasked Estep Score: -2288442.000000 Penalty: 965.260010 Iteration 24Q: 3 clusters Score -2288442 nChanged 628 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11754 members Mstep: Class 2 contains 28673 members Entering Unmasked Estep Score: -2288605.750000 Penalty: 965.260010 Iteration 25Q: 3 clusters Score -2288606 nChanged 676 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11078 members Mstep: Class 2 contains 29349 members Entering Unmasked Estep Score: -2288795.250000 Penalty: 965.260010 Iteration 26Q: 3 clusters Score -2288795 nChanged 741 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10337 members Mstep: Class 2 contains 30090 members Entering Unmasked Estep Score: -2289032.250000 Penalty: 965.260010 Iteration 27Q: 3 clusters Score -2289032 nChanged 786 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9551 members Mstep: Class 2 contains 30876 members Entering Unmasked Estep Score: -2289291.500000 Penalty: 965.260010 Iteration 28Q: 3 clusters Score -2289292 nChanged 800 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8751 members Mstep: Class 2 contains 31676 members Entering Unmasked Estep Score: -2289599.000000 Penalty: 965.260010 Iteration 29Q: 3 clusters Score -2289599 nChanged 832 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7919 members Mstep: Class 2 contains 32508 members Entering Unmasked Estep Score: -2289920.750000 Penalty: 965.260010 Iteration 30Q: 3 clusters Score -2289921 nChanged 834 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7087 members Mstep: Class 2 contains 33340 members Entering Unmasked Estep Score: -2290249.000000 Penalty: 965.260010 Iteration 31Q: 3 clusters Score -2290249 nChanged 844 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6243 members Mstep: Class 2 contains 34184 members Entering Unmasked Estep Score: -2290609.500000 Penalty: 965.260010 Iteration 32Q: 3 clusters Score -2290610 nChanged 839 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5404 members Mstep: Class 2 contains 35023 members Entering Unmasked Estep Score: -2290994.750000 Penalty: 965.260010 Iteration 33Q: 3 clusters Score -2290995 nChanged 820 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4584 members Mstep: Class 2 contains 35843 members Entering Unmasked Estep Score: -2291409.250000 Penalty: 965.260010 Iteration 34Q: 3 clusters Score -2291409 nChanged 815 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3769 members Mstep: Class 2 contains 36658 members Entering Unmasked Estep Score: -2291869.750000 Penalty: 965.260010 Iteration 35Q: 3 clusters Score -2291870 nChanged 795 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2974 members Mstep: Class 2 contains 37453 members Entering Unmasked Estep Score: -2292391.500000 Penalty: 965.260010 Iteration 36Q: 3 clusters Score -2292392 nChanged 696 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2278 members Mstep: Class 2 contains 38149 members Entering Unmasked Estep Score: -2292834.500000 Penalty: 965.260010 Iteration 37Q: 3 clusters Score -2292834 nChanged 542 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1736 members Mstep: Class 2 contains 38691 members Entering Unmasked Estep Score: -2293174.250000 Penalty: 965.260010 Iteration 38Q: 3 clusters Score -2293174 nChanged 432 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1304 members Mstep: Class 2 contains 39123 members Entering Unmasked Estep Score: -2293446.000000 Penalty: 965.260010 Iteration 39Q: 3 clusters Score -2293446 nChanged 284 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1020 members Mstep: Class 2 contains 39407 members Entering Unmasked Estep Score: -2293632.250000 Penalty: 965.260010 Iteration 40F: 3 clusters Score -2293632 nChanged 255 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 767 members Mstep: Class 2 contains 39660 members Entering Unmasked Estep Score: -2293799.750000 Penalty: 965.260010 Iteration 41Q: 3 clusters Score -2293800 nChanged 176 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 593 members Mstep: Class 2 contains 39834 members Entering Unmasked Estep Score: -2293912.750000 Penalty: 965.260010 Iteration 42Q: 3 clusters Score -2293913 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 467 members Mstep: Class 2 contains 39960 members Entering Unmasked Estep Score: -2293983.750000 Penalty: 965.260010 Iteration 43Q: 3 clusters Score -2293984 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 391 members Mstep: Class 2 contains 40036 members Entering Unmasked Estep Score: -2294037.250000 Penalty: 965.260010 Iteration 44Q: 3 clusters Score -2294037 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 332 members Mstep: Class 2 contains 40095 members Entering Unmasked Estep Score: -2294068.750000 Penalty: 965.260010 Iteration 45Q: 3 clusters Score -2294069 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 285 members Mstep: Class 2 contains 40142 members Entering Unmasked Estep Score: -2294085.750000 Penalty: 965.260010 Iteration 46Q: 3 clusters Score -2294086 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 262 members Mstep: Class 2 contains 40165 members Entering Unmasked Estep Score: -2294096.000000 Penalty: 965.260010 Iteration 47Q: 3 clusters Score -2294096 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 244 members Mstep: Class 2 contains 40183 members Entering Unmasked Estep Score: -2294104.250000 Penalty: 965.260010 Iteration 48Q: 3 clusters Score -2294104 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 236 members Mstep: Class 2 contains 40191 members Entering Unmasked Estep Score: -2294107.000000 Penalty: 965.260010 Iteration 49Q: 3 clusters Score -2294107 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 229 members Mstep: Class 2 contains 40198 members Entering Unmasked Estep Score: -2294112.250000 Penalty: 965.260010 Iteration 50Q: 3 clusters Score -2294112 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 220 members Mstep: Class 2 contains 40207 members Entering Unmasked Estep Score: -2294116.750000 Penalty: 965.260010 Iteration 51Q: 3 clusters Score -2294117 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 214 members Mstep: Class 2 contains 40213 members Entering Unmasked Estep Score: -2294126.000000 Penalty: 965.260010 Iteration 52Q: 3 clusters Score -2294126 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 209 members Mstep: Class 2 contains 40218 members Entering Unmasked Estep Score: -2294131.250000 Penalty: 965.260010 Iteration 53Q: 3 clusters Score -2294131 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 203 members Mstep: Class 2 contains 40224 members Entering Unmasked Estep Score: -2294136.000000 Penalty: 965.260010 Iteration 54Q: 3 clusters Score -2294136 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 198 members Mstep: Class 2 contains 40229 members Entering Unmasked Estep Score: -2294140.000000 Penalty: 965.260010 Iteration 55Q: 3 clusters Score -2294140 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 195 members Mstep: Class 2 contains 40232 members Entering Unmasked Estep Score: -2294142.750000 Penalty: 965.260010 Iteration 56Q: 3 clusters Score -2294143 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 194 members Mstep: Class 2 contains 40233 members Entering Unmasked Estep Score: -2294142.000000 Penalty: 965.260010 Iteration 57Q: 3 clusters Score -2294142 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 194 members Mstep: Class 2 contains 40233 members Entering Unmasked Estep Score: -2294142.000000 Penalty: 965.260010 Iteration 58F: 3 clusters Score -2294142 nChanged 0 Entering ConstructFrom: Trying to split cluster 24 (359 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 359 members Entering Unmasked Estep Score: -13923.216797 Penalty: 267.691162 Iteration 0F: 2 clusters Score -13923.22 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 190 members Mstep: Class 2 contains 169 members Entering Unmasked Estep Score: -13541.644531 Penalty: 535.382324 Iteration 0F: 3 clusters Score -13541.64 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 207 members Mstep: Class 2 contains 152 members Entering Unmasked Estep Score: -13626.579102 Penalty: 535.382324 Iteration 1F: 3 clusters Score -13626.58 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 222 members Mstep: Class 2 contains 137 members Entering Unmasked Estep Score: -13672.171875 Penalty: 535.382324 Iteration 2F: 3 clusters Score -13672.17 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 230 members Mstep: Class 2 contains 129 members Entering Unmasked Estep Score: -13698.018555 Penalty: 535.382324 Iteration 3F: 3 clusters Score -13698.02 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 241 members Mstep: Class 2 contains 118 members Entering Unmasked Estep Score: -13720.392578 Penalty: 535.382324 Iteration 4Q: 3 clusters Score -13720.39 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 252 members Mstep: Class 2 contains 107 members Entering Unmasked Estep Score: -13732.936523 Penalty: 535.382324 Iteration 5Q: 3 clusters Score -13732.94 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 260 members Mstep: Class 2 contains 99 members Entering Unmasked Estep Score: -13742.207031 Penalty: 535.382324 Iteration 6Q: 3 clusters Score -13742.21 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 264 members Mstep: Class 2 contains 95 members Entering Unmasked Estep Score: -13747.469727 Penalty: 535.382324 Iteration 7Q: 3 clusters Score -13747.47 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 262 members Mstep: Class 2 contains 97 members Entering Unmasked Estep Score: -13748.267578 Penalty: 535.382324 Iteration 8Q: 3 clusters Score -13748.27 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 262 members Mstep: Class 2 contains 97 members Entering Unmasked Estep Score: -13748.267578 Penalty: 535.382324 Iteration 9F: 3 clusters Score -13748.27 nChanged 0 Entering ConstructFrom: Trying to split cluster 25 (16114 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16114 members Entering Unmasked Estep Score: -901698.062500 Penalty: 440.778687 Iteration 0F: 2 clusters Score -901698.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8098 members Mstep: Class 2 contains 8016 members Entering Unmasked Estep Score: -891005.562500 Penalty: 881.557373 Iteration 0F: 3 clusters Score -891005.6 nChanged 7602 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8774 members Mstep: Class 2 contains 7340 members Entering Unmasked Estep Score: -895472.875000 Penalty: 881.557373 Iteration 1F: 3 clusters Score -895472.9 nChanged 965 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9263 members Mstep: Class 2 contains 6851 members Entering Unmasked Estep Score: -895918.500000 Penalty: 881.557373 Iteration 2F: 3 clusters Score -895918.5 nChanged 1045 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9882 members Mstep: Class 2 contains 6232 members Entering Unmasked Estep Score: -896494.062500 Penalty: 881.557373 Iteration 3F: 3 clusters Score -896494.1 nChanged 1116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10628 members Mstep: Class 2 contains 5486 members Entering Unmasked Estep Score: -897218.375000 Penalty: 881.557373 Iteration 4F: 3 clusters Score -897218.4 nChanged 1156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11500 members Mstep: Class 2 contains 4614 members Entering Unmasked Estep Score: -898076.937500 Penalty: 881.557373 Iteration 5F: 3 clusters Score -898076.9 nChanged 1092 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12318 members Mstep: Class 2 contains 3796 members Entering Unmasked Estep Score: -898971.812500 Penalty: 881.557373 Iteration 6F: 3 clusters Score -898971.8 nChanged 879 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12965 members Mstep: Class 2 contains 3149 members Entering Unmasked Estep Score: -899768.875000 Penalty: 881.557373 Iteration 7F: 3 clusters Score -899768.9 nChanged 699 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13438 members Mstep: Class 2 contains 2676 members Entering Unmasked Estep Score: -900353.687500 Penalty: 881.557373 Iteration 8Q: 3 clusters Score -900353.7 nChanged 436 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13728 members Mstep: Class 2 contains 2386 members Entering Unmasked Estep Score: -900658.000000 Penalty: 881.557373 Iteration 9Q: 3 clusters Score -900658 nChanged 311 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13929 members Mstep: Class 2 contains 2185 members Entering Unmasked Estep Score: -900854.375000 Penalty: 881.557373 Iteration 10Q: 3 clusters Score -900854.4 nChanged 213 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14062 members Mstep: Class 2 contains 2052 members Entering Unmasked Estep Score: -900971.625000 Penalty: 881.557373 Iteration 11Q: 3 clusters Score -900971.6 nChanged 194 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14166 members Mstep: Class 2 contains 1948 members Entering Unmasked Estep Score: -901072.437500 Penalty: 881.557373 Iteration 12Q: 3 clusters Score -901072.4 nChanged 161 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14245 members Mstep: Class 2 contains 1869 members Entering Unmasked Estep Score: -901137.562500 Penalty: 881.557373 Iteration 13Q: 3 clusters Score -901137.6 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14306 members Mstep: Class 2 contains 1808 members Entering Unmasked Estep Score: -901171.250000 Penalty: 881.557373 Iteration 14Q: 3 clusters Score -901171.2 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14363 members Mstep: Class 2 contains 1751 members Entering Unmasked Estep Score: -901206.062500 Penalty: 881.557373 Iteration 15Q: 3 clusters Score -901206.1 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14416 members Mstep: Class 2 contains 1698 members Entering Unmasked Estep Score: -901232.437500 Penalty: 881.557373 Iteration 16Q: 3 clusters Score -901232.4 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14467 members Mstep: Class 2 contains 1647 members Entering Unmasked Estep Score: -901254.937500 Penalty: 881.557373 Iteration 17Q: 3 clusters Score -901254.9 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14509 members Mstep: Class 2 contains 1605 members Entering Unmasked Estep Score: -901269.937500 Penalty: 881.557373 Iteration 18Q: 3 clusters Score -901269.9 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14548 members Mstep: Class 2 contains 1566 members Entering Unmasked Estep Score: -901280.437500 Penalty: 881.557373 Iteration 19Q: 3 clusters Score -901280.4 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14591 members Mstep: Class 2 contains 1523 members Entering Unmasked Estep Score: -901295.250000 Penalty: 881.557373 Iteration 20F: 3 clusters Score -901295.2 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14635 members Mstep: Class 2 contains 1479 members Entering Unmasked Estep Score: -901309.500000 Penalty: 881.557373 Iteration 21Q: 3 clusters Score -901309.5 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14682 members Mstep: Class 2 contains 1432 members Entering Unmasked Estep Score: -901327.937500 Penalty: 881.557373 Iteration 22Q: 3 clusters Score -901327.9 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14723 members Mstep: Class 2 contains 1391 members Entering Unmasked Estep Score: -901346.750000 Penalty: 881.557373 Iteration 23Q: 3 clusters Score -901346.8 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14762 members Mstep: Class 2 contains 1352 members Entering Unmasked Estep Score: -901363.312500 Penalty: 881.557373 Iteration 24Q: 3 clusters Score -901363.3 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14794 members Mstep: Class 2 contains 1320 members Entering Unmasked Estep Score: -901373.062500 Penalty: 881.557373 Iteration 25Q: 3 clusters Score -901373.1 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14828 members Mstep: Class 2 contains 1286 members Entering Unmasked Estep Score: -901388.500000 Penalty: 881.557373 Iteration 26Q: 3 clusters Score -901388.5 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14846 members Mstep: Class 2 contains 1268 members Entering Unmasked Estep Score: -901396.375000 Penalty: 881.557373 Iteration 27Q: 3 clusters Score -901396.4 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14868 members Mstep: Class 2 contains 1246 members Entering Unmasked Estep Score: -901410.000000 Penalty: 881.557373 Iteration 28Q: 3 clusters Score -901410 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14897 members Mstep: Class 2 contains 1217 members Entering Unmasked Estep Score: -901426.250000 Penalty: 881.557373 Iteration 29Q: 3 clusters Score -901426.2 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14921 members Mstep: Class 2 contains 1193 members Entering Unmasked Estep Score: -901440.625000 Penalty: 881.557373 Iteration 30Q: 3 clusters Score -901440.6 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14939 members Mstep: Class 2 contains 1175 members Entering Unmasked Estep Score: -901451.187500 Penalty: 881.557373 Iteration 31Q: 3 clusters Score -901451.2 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14955 members Mstep: Class 2 contains 1159 members Entering Unmasked Estep Score: -901460.937500 Penalty: 881.557373 Iteration 32Q: 3 clusters Score -901460.9 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14972 members Mstep: Class 2 contains 1142 members Entering Unmasked Estep Score: -901466.562500 Penalty: 881.557373 Iteration 33Q: 3 clusters Score -901466.6 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14984 members Mstep: Class 2 contains 1130 members Entering Unmasked Estep Score: -901471.062500 Penalty: 881.557373 Iteration 34Q: 3 clusters Score -901471.1 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14995 members Mstep: Class 2 contains 1119 members Entering Unmasked Estep Score: -901473.437500 Penalty: 881.557373 Iteration 35Q: 3 clusters Score -901473.4 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15009 members Mstep: Class 2 contains 1105 members Entering Unmasked Estep Score: -901475.500000 Penalty: 881.557373 Iteration 36Q: 3 clusters Score -901475.5 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15019 members Mstep: Class 2 contains 1095 members Entering Unmasked Estep Score: -901477.187500 Penalty: 881.557373 Iteration 37Q: 3 clusters Score -901477.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15031 members Mstep: Class 2 contains 1083 members Entering Unmasked Estep Score: -901481.562500 Penalty: 881.557373 Iteration 38Q: 3 clusters Score -901481.6 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15042 members Mstep: Class 2 contains 1072 members Entering Unmasked Estep Score: -901484.250000 Penalty: 881.557373 Iteration 39Q: 3 clusters Score -901484.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15049 members Mstep: Class 2 contains 1065 members Entering Unmasked Estep Score: -901483.875000 Penalty: 881.557373 Iteration 40F: 3 clusters Score -901483.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15056 members Mstep: Class 2 contains 1058 members Entering Unmasked Estep Score: -901484.437500 Penalty: 881.557373 Iteration 41Q: 3 clusters Score -901484.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15059 members Mstep: Class 2 contains 1055 members Entering Unmasked Estep Score: -901483.312500 Penalty: 881.557373 Iteration 42Q: 3 clusters Score -901483.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15063 members Mstep: Class 2 contains 1051 members Entering Unmasked Estep Score: -901483.500000 Penalty: 881.557373 Iteration 43Q: 3 clusters Score -901483.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15065 members Mstep: Class 2 contains 1049 members Entering Unmasked Estep Score: -901484.250000 Penalty: 881.557373 Iteration 44Q: 3 clusters Score -901484.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15069 members Mstep: Class 2 contains 1045 members Entering Unmasked Estep Score: -901485.625000 Penalty: 881.557373 Iteration 45Q: 3 clusters Score -901485.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15073 members Mstep: Class 2 contains 1041 members Entering Unmasked Estep Score: -901486.500000 Penalty: 881.557373 Iteration 46Q: 3 clusters Score -901486.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15075 members Mstep: Class 2 contains 1039 members Entering Unmasked Estep Score: -901484.562500 Penalty: 881.557373 Iteration 47Q: 3 clusters Score -901484.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15076 members Mstep: Class 2 contains 1038 members Entering Unmasked Estep Score: -901485.562500 Penalty: 881.557373 Iteration 48Q: 3 clusters Score -901485.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15077 members Mstep: Class 2 contains 1037 members Entering Unmasked Estep Score: -901485.812500 Penalty: 881.557373 Iteration 49Q: 3 clusters Score -901485.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15079 members Mstep: Class 2 contains 1035 members Entering Unmasked Estep Score: -901485.062500 Penalty: 881.557373 Iteration 50Q: 3 clusters Score -901485.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15080 members Mstep: Class 2 contains 1034 members Entering Unmasked Estep Score: -901486.500000 Penalty: 881.557373 Iteration 51Q: 3 clusters Score -901486.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15080 members Mstep: Class 2 contains 1034 members Entering Unmasked Estep Score: -901486.500000 Penalty: 881.557373 Iteration 52F: 3 clusters Score -901486.5 nChanged 0 Entering ConstructFrom: Trying to split cluster 26 (113 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 113 members Entering Unmasked Estep Score: -4529.832031 Penalty: 215.096146 Iteration 0F: 2 clusters Score -4529.832 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 51 members Entering Unmasked Estep Score: -4353.124512 Penalty: 430.192291 Iteration 0F: 3 clusters Score -4353.125 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 83 members Mstep: Class 2 contains 30 members Entering Unmasked Estep Score: -4435.511230 Penalty: 430.192291 Iteration 1F: 3 clusters Score -4435.511 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 84 members Mstep: Class 2 contains 29 members Entering Unmasked Estep Score: -4449.091797 Penalty: 430.192291 Iteration 2Q: 3 clusters Score -4449.092 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 85 members Mstep: Class 2 contains 28 members Entering Unmasked Estep Score: -4455.258301 Penalty: 430.192291 Iteration 3Q: 3 clusters Score -4455.258 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 86 members Mstep: Class 2 contains 27 members Entering Unmasked Estep Score: -4455.971680 Penalty: 430.192291 Iteration 4Q: 3 clusters Score -4455.972 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 86 members Mstep: Class 2 contains 27 members Entering Unmasked Estep Score: -4455.971680 Penalty: 430.192291 Iteration 5F: 3 clusters Score -4455.972 nChanged 0 Entering ConstructFrom: Trying to split cluster 27 (23337 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23337 members Entering Unmasked Estep Score: -1268105.875000 Penalty: 457.629700 Iteration 0F: 2 clusters Score -1268106 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11699 members Mstep: Class 2 contains 11638 members Entering Unmasked Estep Score: -1252487.000000 Penalty: 915.259399 Iteration 0F: 3 clusters Score -1252487 nChanged 11155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12180 members Mstep: Class 2 contains 11157 members Entering Unmasked Estep Score: -1259280.750000 Penalty: 915.259399 Iteration 1F: 3 clusters Score -1259281 nChanged 1173 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12533 members Mstep: Class 2 contains 10804 members Entering Unmasked Estep Score: -1259822.875000 Penalty: 915.259399 Iteration 2F: 3 clusters Score -1259823 nChanged 1292 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12939 members Mstep: Class 2 contains 10398 members Entering Unmasked Estep Score: -1260504.875000 Penalty: 915.259399 Iteration 3F: 3 clusters Score -1260505 nChanged 1368 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13335 members Mstep: Class 2 contains 10002 members Entering Unmasked Estep Score: -1261325.125000 Penalty: 915.259399 Iteration 4F: 3 clusters Score -1261325 nChanged 1396 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13767 members Mstep: Class 2 contains 9570 members Entering Unmasked Estep Score: -1262294.500000 Penalty: 915.259399 Iteration 5F: 3 clusters Score -1262294 nChanged 1369 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14164 members Mstep: Class 2 contains 9173 members Entering Unmasked Estep Score: -1263186.500000 Penalty: 915.259399 Iteration 6F: 3 clusters Score -1263186 nChanged 1160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14468 members Mstep: Class 2 contains 8869 members Entering Unmasked Estep Score: -1263756.625000 Penalty: 915.259399 Iteration 7Q: 3 clusters Score -1263757 nChanged 779 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14751 members Mstep: Class 2 contains 8586 members Entering Unmasked Estep Score: -1264057.750000 Penalty: 915.259399 Iteration 8Q: 3 clusters Score -1264058 nChanged 564 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15061 members Mstep: Class 2 contains 8276 members Entering Unmasked Estep Score: -1264223.375000 Penalty: 915.259399 Iteration 9Q: 3 clusters Score -1264223 nChanged 388 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15379 members Mstep: Class 2 contains 7958 members Entering Unmasked Estep Score: -1264322.500000 Penalty: 915.259399 Iteration 10Q: 3 clusters Score -1264322 nChanged 369 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15724 members Mstep: Class 2 contains 7613 members Entering Unmasked Estep Score: -1264425.375000 Penalty: 915.259399 Iteration 11Q: 3 clusters Score -1264425 nChanged 370 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16084 members Mstep: Class 2 contains 7253 members Entering Unmasked Estep Score: -1264533.500000 Penalty: 915.259399 Iteration 12Q: 3 clusters Score -1264534 nChanged 408 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16482 members Mstep: Class 2 contains 6855 members Entering Unmasked Estep Score: -1264655.875000 Penalty: 915.259399 Iteration 13Q: 3 clusters Score -1264656 nChanged 386 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16860 members Mstep: Class 2 contains 6477 members Entering Unmasked Estep Score: -1264765.750000 Penalty: 915.259399 Iteration 14Q: 3 clusters Score -1264766 nChanged 376 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17236 members Mstep: Class 2 contains 6101 members Entering Unmasked Estep Score: -1264880.750000 Penalty: 915.259399 Iteration 15Q: 3 clusters Score -1264881 nChanged 396 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17628 members Mstep: Class 2 contains 5709 members Entering Unmasked Estep Score: -1265015.500000 Penalty: 915.259399 Iteration 16Q: 3 clusters Score -1265016 nChanged 405 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18031 members Mstep: Class 2 contains 5306 members Entering Unmasked Estep Score: -1265161.125000 Penalty: 915.259399 Iteration 17Q: 3 clusters Score -1265161 nChanged 409 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18440 members Mstep: Class 2 contains 4897 members Entering Unmasked Estep Score: -1265308.500000 Penalty: 915.259399 Iteration 18Q: 3 clusters Score -1265308 nChanged 421 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18859 members Mstep: Class 2 contains 4478 members Entering Unmasked Estep Score: -1265462.125000 Penalty: 915.259399 Iteration 19Q: 3 clusters Score -1265462 nChanged 422 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19281 members Mstep: Class 2 contains 4056 members Entering Unmasked Estep Score: -1265632.375000 Penalty: 915.259399 Iteration 20F: 3 clusters Score -1265632 nChanged 406 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19687 members Mstep: Class 2 contains 3650 members Entering Unmasked Estep Score: -1265806.375000 Penalty: 915.259399 Iteration 21Q: 3 clusters Score -1265806 nChanged 410 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20097 members Mstep: Class 2 contains 3240 members Entering Unmasked Estep Score: -1265977.125000 Penalty: 915.259399 Iteration 22Q: 3 clusters Score -1265977 nChanged 380 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20477 members Mstep: Class 2 contains 2860 members Entering Unmasked Estep Score: -1266151.875000 Penalty: 915.259399 Iteration 23Q: 3 clusters Score -1266152 nChanged 388 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20865 members Mstep: Class 2 contains 2472 members Entering Unmasked Estep Score: -1266342.250000 Penalty: 915.259399 Iteration 24Q: 3 clusters Score -1266342 nChanged 370 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21235 members Mstep: Class 2 contains 2102 members Entering Unmasked Estep Score: -1266519.125000 Penalty: 915.259399 Iteration 25Q: 3 clusters Score -1266519 nChanged 356 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21591 members Mstep: Class 2 contains 1746 members Entering Unmasked Estep Score: -1266717.000000 Penalty: 915.259399 Iteration 26Q: 3 clusters Score -1266717 nChanged 333 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21924 members Mstep: Class 2 contains 1413 members Entering Unmasked Estep Score: -1266916.000000 Penalty: 915.259399 Iteration 27Q: 3 clusters Score -1266916 nChanged 312 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22236 members Mstep: Class 2 contains 1101 members Entering Unmasked Estep Score: -1267117.125000 Penalty: 915.259399 Iteration 28Q: 3 clusters Score -1267117 nChanged 261 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22495 members Mstep: Class 2 contains 842 members Entering Unmasked Estep Score: -1267283.750000 Penalty: 915.259399 Iteration 29Q: 3 clusters Score -1267284 nChanged 224 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22719 members Mstep: Class 2 contains 618 members Entering Unmasked Estep Score: -1267441.375000 Penalty: 915.259399 Iteration 30Q: 3 clusters Score -1267441 nChanged 155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22868 members Mstep: Class 2 contains 469 members Entering Unmasked Estep Score: -1267551.125000 Penalty: 915.259399 Iteration 31Q: 3 clusters Score -1267551 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22966 members Mstep: Class 2 contains 371 members Entering Unmasked Estep Score: -1267622.625000 Penalty: 915.259399 Iteration 32Q: 3 clusters Score -1267623 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23031 members Mstep: Class 2 contains 306 members Entering Unmasked Estep Score: -1267667.125000 Penalty: 915.259399 Iteration 33Q: 3 clusters Score -1267667 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23070 members Mstep: Class 2 contains 267 members Entering Unmasked Estep Score: -1267706.875000 Penalty: 915.259399 Iteration 34Q: 3 clusters Score -1267707 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23097 members Mstep: Class 2 contains 240 members Entering Unmasked Estep Score: -1267726.125000 Penalty: 915.259399 Iteration 35Q: 3 clusters Score -1267726 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23112 members Mstep: Class 2 contains 225 members Entering Unmasked Estep Score: -1267745.875000 Penalty: 915.259399 Iteration 36Q: 3 clusters Score -1267746 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23128 members Mstep: Class 2 contains 209 members Entering Unmasked Estep Score: -1267767.125000 Penalty: 915.259399 Iteration 37Q: 3 clusters Score -1267767 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23124 members Mstep: Class 2 contains 213 members Entering Unmasked Estep Score: -1267772.125000 Penalty: 915.259399 Iteration 38Q: 3 clusters Score -1267772 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23125 members Mstep: Class 2 contains 212 members Entering Unmasked Estep Score: -1267773.125000 Penalty: 915.259399 Iteration 39Q: 3 clusters Score -1267773 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23126 members Mstep: Class 2 contains 211 members Entering Unmasked Estep Score: -1267774.375000 Penalty: 915.259399 Iteration 40F: 3 clusters Score -1267774 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23124 members Mstep: Class 2 contains 213 members Entering Unmasked Estep Score: -1267774.625000 Penalty: 915.259399 Iteration 41Q: 3 clusters Score -1267775 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23124 members Mstep: Class 2 contains 213 members Entering Unmasked Estep Score: -1267774.625000 Penalty: 915.259399 Iteration 42F: 3 clusters Score -1267775 nChanged 0 Entering ConstructFrom: Trying to split cluster 28 (3332 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3332 members Entering Unmasked Estep Score: -179208.546875 Penalty: 369.065430 Iteration 0F: 2 clusters Score -179208.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1643 members Mstep: Class 2 contains 1689 members Entering Unmasked Estep Score: -176948.609375 Penalty: 738.130859 Iteration 0F: 3 clusters Score -176948.6 nChanged 1487 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1654 members Mstep: Class 2 contains 1678 members Entering Unmasked Estep Score: -177937.750000 Penalty: 738.130859 Iteration 1F: 3 clusters Score -177937.8 nChanged 251 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1689 members Mstep: Class 2 contains 1643 members Entering Unmasked Estep Score: -178115.015625 Penalty: 738.130859 Iteration 2F: 3 clusters Score -178115 nChanged 225 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1712 members Mstep: Class 2 contains 1620 members Entering Unmasked Estep Score: -178264.640625 Penalty: 738.130859 Iteration 3F: 3 clusters Score -178264.6 nChanged 176 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1728 members Mstep: Class 2 contains 1604 members Entering Unmasked Estep Score: -178366.593750 Penalty: 738.130859 Iteration 4F: 3 clusters Score -178366.6 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1744 members Mstep: Class 2 contains 1588 members Entering Unmasked Estep Score: -178446.218750 Penalty: 738.130859 Iteration 5Q: 3 clusters Score -178446.2 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1749 members Mstep: Class 2 contains 1583 members Entering Unmasked Estep Score: -178502.875000 Penalty: 738.130859 Iteration 6Q: 3 clusters Score -178502.9 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1764 members Mstep: Class 2 contains 1568 members Entering Unmasked Estep Score: -178539.703125 Penalty: 738.130859 Iteration 7Q: 3 clusters Score -178539.7 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1784 members Mstep: Class 2 contains 1548 members Entering Unmasked Estep Score: -178557.859375 Penalty: 738.130859 Iteration 8Q: 3 clusters Score -178557.9 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1806 members Mstep: Class 2 contains 1526 members Entering Unmasked Estep Score: -178569.390625 Penalty: 738.130859 Iteration 9Q: 3 clusters Score -178569.4 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1824 members Mstep: Class 2 contains 1508 members Entering Unmasked Estep Score: -178576.828125 Penalty: 738.130859 Iteration 10Q: 3 clusters Score -178576.8 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1841 members Mstep: Class 2 contains 1491 members Entering Unmasked Estep Score: -178583.000000 Penalty: 738.130859 Iteration 11Q: 3 clusters Score -178583 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1856 members Mstep: Class 2 contains 1476 members Entering Unmasked Estep Score: -178586.375000 Penalty: 738.130859 Iteration 12Q: 3 clusters Score -178586.4 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1875 members Mstep: Class 2 contains 1457 members Entering Unmasked Estep Score: -178592.375000 Penalty: 738.130859 Iteration 13Q: 3 clusters Score -178592.4 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1895 members Mstep: Class 2 contains 1437 members Entering Unmasked Estep Score: -178600.046875 Penalty: 738.130859 Iteration 14Q: 3 clusters Score -178600 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1924 members Mstep: Class 2 contains 1408 members Entering Unmasked Estep Score: -178610.781250 Penalty: 738.130859 Iteration 15Q: 3 clusters Score -178610.8 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1955 members Mstep: Class 2 contains 1377 members Entering Unmasked Estep Score: -178621.140625 Penalty: 738.130859 Iteration 16Q: 3 clusters Score -178621.1 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1982 members Mstep: Class 2 contains 1350 members Entering Unmasked Estep Score: -178629.578125 Penalty: 738.130859 Iteration 17Q: 3 clusters Score -178629.6 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2011 members Mstep: Class 2 contains 1321 members Entering Unmasked Estep Score: -178639.703125 Penalty: 738.130859 Iteration 18Q: 3 clusters Score -178639.7 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2043 members Mstep: Class 2 contains 1289 members Entering Unmasked Estep Score: -178651.031250 Penalty: 738.130859 Iteration 19Q: 3 clusters Score -178651 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2080 members Mstep: Class 2 contains 1252 members Entering Unmasked Estep Score: -178666.140625 Penalty: 738.130859 Iteration 20F: 3 clusters Score -178666.1 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2117 members Mstep: Class 2 contains 1215 members Entering Unmasked Estep Score: -178685.609375 Penalty: 738.130859 Iteration 21Q: 3 clusters Score -178685.6 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2150 members Mstep: Class 2 contains 1182 members Entering Unmasked Estep Score: -178707.640625 Penalty: 738.130859 Iteration 22Q: 3 clusters Score -178707.6 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2189 members Mstep: Class 2 contains 1143 members Entering Unmasked Estep Score: -178730.234375 Penalty: 738.130859 Iteration 23Q: 3 clusters Score -178730.2 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2217 members Mstep: Class 2 contains 1115 members Entering Unmasked Estep Score: -178748.500000 Penalty: 738.130859 Iteration 24Q: 3 clusters Score -178748.5 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2241 members Mstep: Class 2 contains 1091 members Entering Unmasked Estep Score: -178762.859375 Penalty: 738.130859 Iteration 25Q: 3 clusters Score -178762.9 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2262 members Mstep: Class 2 contains 1070 members Entering Unmasked Estep Score: -178774.609375 Penalty: 738.130859 Iteration 26Q: 3 clusters Score -178774.6 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2286 members Mstep: Class 2 contains 1046 members Entering Unmasked Estep Score: -178786.546875 Penalty: 738.130859 Iteration 27Q: 3 clusters Score -178786.5 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2306 members Mstep: Class 2 contains 1026 members Entering Unmasked Estep Score: -178797.984375 Penalty: 738.130859 Iteration 28Q: 3 clusters Score -178798 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2324 members Mstep: Class 2 contains 1008 members Entering Unmasked Estep Score: -178805.781250 Penalty: 738.130859 Iteration 29Q: 3 clusters Score -178805.8 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2338 members Mstep: Class 2 contains 994 members Entering Unmasked Estep Score: -178814.156250 Penalty: 738.130859 Iteration 30Q: 3 clusters Score -178814.2 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2353 members Mstep: Class 2 contains 979 members Entering Unmasked Estep Score: -178822.625000 Penalty: 738.130859 Iteration 31Q: 3 clusters Score -178822.6 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2366 members Mstep: Class 2 contains 966 members Entering Unmasked Estep Score: -178830.156250 Penalty: 738.130859 Iteration 32Q: 3 clusters Score -178830.2 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2370 members Mstep: Class 2 contains 962 members Entering Unmasked Estep Score: -178834.703125 Penalty: 738.130859 Iteration 33Q: 3 clusters Score -178834.7 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2375 members Mstep: Class 2 contains 957 members Entering Unmasked Estep Score: -178838.750000 Penalty: 738.130859 Iteration 34Q: 3 clusters Score -178838.8 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2380 members Mstep: Class 2 contains 952 members Entering Unmasked Estep Score: -178840.906250 Penalty: 738.130859 Iteration 35Q: 3 clusters Score -178840.9 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2383 members Mstep: Class 2 contains 949 members Entering Unmasked Estep Score: -178843.109375 Penalty: 738.130859 Iteration 36Q: 3 clusters Score -178843.1 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2388 members Mstep: Class 2 contains 944 members Entering Unmasked Estep Score: -178844.890625 Penalty: 738.130859 Iteration 37Q: 3 clusters Score -178844.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2387 members Mstep: Class 2 contains 945 members Entering Unmasked Estep Score: -178846.718750 Penalty: 738.130859 Iteration 38Q: 3 clusters Score -178846.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2389 members Mstep: Class 2 contains 943 members Entering Unmasked Estep Score: -178847.531250 Penalty: 738.130859 Iteration 39Q: 3 clusters Score -178847.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2389 members Mstep: Class 2 contains 943 members Entering Unmasked Estep Score: -178848.828125 Penalty: 738.130859 Iteration 40F: 3 clusters Score -178848.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2391 members Mstep: Class 2 contains 941 members Entering Unmasked Estep Score: -178849.265625 Penalty: 738.130859 Iteration 41Q: 3 clusters Score -178849.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2396 members Mstep: Class 2 contains 936 members Entering Unmasked Estep Score: -178850.343750 Penalty: 738.130859 Iteration 42Q: 3 clusters Score -178850.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2395 members Mstep: Class 2 contains 937 members Entering Unmasked Estep Score: -178850.125000 Penalty: 738.130859 Iteration 43Q: 3 clusters Score -178850.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2394 members Mstep: Class 2 contains 938 members Entering Unmasked Estep Score: -178850.593750 Penalty: 738.130859 Iteration 44Q: 3 clusters Score -178850.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2393 members Mstep: Class 2 contains 939 members Entering Unmasked Estep Score: -178850.562500 Penalty: 738.130859 Iteration 45Q: 3 clusters Score -178850.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2393 members Mstep: Class 2 contains 939 members Entering Unmasked Estep Score: -178850.562500 Penalty: 738.130859 Iteration 46F: 3 clusters Score -178850.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 29 (11064 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11064 members Entering Unmasked Estep Score: -631411.250000 Penalty: 423.671051 Iteration 0F: 2 clusters Score -631411.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5517 members Mstep: Class 2 contains 5547 members Entering Unmasked Estep Score: -624061.062500 Penalty: 847.342102 Iteration 0F: 3 clusters Score -624061.1 nChanged 5139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5524 members Mstep: Class 2 contains 5540 members Entering Unmasked Estep Score: -626875.750000 Penalty: 847.342102 Iteration 1F: 3 clusters Score -626875.8 nChanged 453 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5499 members Mstep: Class 2 contains 5565 members Entering Unmasked Estep Score: -627019.437500 Penalty: 847.342102 Iteration 2Q: 3 clusters Score -627019.4 nChanged 461 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5388 members Mstep: Class 2 contains 5676 members Entering Unmasked Estep Score: -627179.500000 Penalty: 847.342102 Iteration 3Q: 3 clusters Score -627179.5 nChanged 528 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5150 members Mstep: Class 2 contains 5914 members Entering Unmasked Estep Score: -627403.250000 Penalty: 847.342102 Iteration 4Q: 3 clusters Score -627403.2 nChanged 627 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4795 members Mstep: Class 2 contains 6269 members Entering Unmasked Estep Score: -627738.312500 Penalty: 847.342102 Iteration 5F: 3 clusters Score -627738.3 nChanged 761 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4338 members Mstep: Class 2 contains 6726 members Entering Unmasked Estep Score: -628225.437500 Penalty: 847.342102 Iteration 6F: 3 clusters Score -628225.4 nChanged 803 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3839 members Mstep: Class 2 contains 7225 members Entering Unmasked Estep Score: -628772.812500 Penalty: 847.342102 Iteration 7F: 3 clusters Score -628772.8 nChanged 717 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3390 members Mstep: Class 2 contains 7674 members Entering Unmasked Estep Score: -629310.812500 Penalty: 847.342102 Iteration 8F: 3 clusters Score -629310.8 nChanged 610 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3040 members Mstep: Class 2 contains 8024 members Entering Unmasked Estep Score: -629855.187500 Penalty: 847.342102 Iteration 9F: 3 clusters Score -629855.2 nChanged 480 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2796 members Mstep: Class 2 contains 8268 members Entering Unmasked Estep Score: -630351.187500 Penalty: 847.342102 Iteration 10Q: 3 clusters Score -630351.2 nChanged 356 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2654 members Mstep: Class 2 contains 8410 members Entering Unmasked Estep Score: -630595.437500 Penalty: 847.342102 Iteration 11Q: 3 clusters Score -630595.4 nChanged 182 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2566 members Mstep: Class 2 contains 8498 members Entering Unmasked Estep Score: -630671.500000 Penalty: 847.342102 Iteration 12Q: 3 clusters Score -630671.5 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2485 members Mstep: Class 2 contains 8579 members Entering Unmasked Estep Score: -630722.437500 Penalty: 847.342102 Iteration 13Q: 3 clusters Score -630722.4 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2417 members Mstep: Class 2 contains 8647 members Entering Unmasked Estep Score: -630763.812500 Penalty: 847.342102 Iteration 14Q: 3 clusters Score -630763.8 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2362 members Mstep: Class 2 contains 8702 members Entering Unmasked Estep Score: -630797.750000 Penalty: 847.342102 Iteration 15Q: 3 clusters Score -630797.8 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2304 members Mstep: Class 2 contains 8760 members Entering Unmasked Estep Score: -630824.750000 Penalty: 847.342102 Iteration 16Q: 3 clusters Score -630824.8 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2246 members Mstep: Class 2 contains 8818 members Entering Unmasked Estep Score: -630853.500000 Penalty: 847.342102 Iteration 17Q: 3 clusters Score -630853.5 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2184 members Mstep: Class 2 contains 8880 members Entering Unmasked Estep Score: -630884.937500 Penalty: 847.342102 Iteration 18Q: 3 clusters Score -630884.9 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2140 members Mstep: Class 2 contains 8924 members Entering Unmasked Estep Score: -630907.937500 Penalty: 847.342102 Iteration 19Q: 3 clusters Score -630907.9 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2113 members Mstep: Class 2 contains 8951 members Entering Unmasked Estep Score: -630917.375000 Penalty: 847.342102 Iteration 20F: 3 clusters Score -630917.4 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2090 members Mstep: Class 2 contains 8974 members Entering Unmasked Estep Score: -630923.687500 Penalty: 847.342102 Iteration 21Q: 3 clusters Score -630923.7 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2072 members Mstep: Class 2 contains 8992 members Entering Unmasked Estep Score: -630929.375000 Penalty: 847.342102 Iteration 22Q: 3 clusters Score -630929.4 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2055 members Mstep: Class 2 contains 9009 members Entering Unmasked Estep Score: -630935.937500 Penalty: 847.342102 Iteration 23Q: 3 clusters Score -630935.9 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2041 members Mstep: Class 2 contains 9023 members Entering Unmasked Estep Score: -630939.687500 Penalty: 847.342102 Iteration 24Q: 3 clusters Score -630939.7 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2031 members Mstep: Class 2 contains 9033 members Entering Unmasked Estep Score: -630941.187500 Penalty: 847.342102 Iteration 25Q: 3 clusters Score -630941.2 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2017 members Mstep: Class 2 contains 9047 members Entering Unmasked Estep Score: -630943.312500 Penalty: 847.342102 Iteration 26Q: 3 clusters Score -630943.3 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2008 members Mstep: Class 2 contains 9056 members Entering Unmasked Estep Score: -630944.687500 Penalty: 847.342102 Iteration 27Q: 3 clusters Score -630944.7 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1995 members Mstep: Class 2 contains 9069 members Entering Unmasked Estep Score: -630946.250000 Penalty: 847.342102 Iteration 28Q: 3 clusters Score -630946.2 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1980 members Mstep: Class 2 contains 9084 members Entering Unmasked Estep Score: -630948.312500 Penalty: 847.342102 Iteration 29Q: 3 clusters Score -630948.3 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1969 members Mstep: Class 2 contains 9095 members Entering Unmasked Estep Score: -630948.375000 Penalty: 847.342102 Iteration 30Q: 3 clusters Score -630948.4 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1953 members Mstep: Class 2 contains 9111 members Entering Unmasked Estep Score: -630949.375000 Penalty: 847.342102 Iteration 31Q: 3 clusters Score -630949.4 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1939 members Mstep: Class 2 contains 9125 members Entering Unmasked Estep Score: -630952.125000 Penalty: 847.342102 Iteration 32Q: 3 clusters Score -630952.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1932 members Mstep: Class 2 contains 9132 members Entering Unmasked Estep Score: -630952.437500 Penalty: 847.342102 Iteration 33Q: 3 clusters Score -630952.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1925 members Mstep: Class 2 contains 9139 members Entering Unmasked Estep Score: -630952.687500 Penalty: 847.342102 Iteration 34Q: 3 clusters Score -630952.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1918 members Mstep: Class 2 contains 9146 members Entering Unmasked Estep Score: -630953.187500 Penalty: 847.342102 Iteration 35Q: 3 clusters Score -630953.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1910 members Mstep: Class 2 contains 9154 members Entering Unmasked Estep Score: -630955.125000 Penalty: 847.342102 Iteration 36Q: 3 clusters Score -630955.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1906 members Mstep: Class 2 contains 9158 members Entering Unmasked Estep Score: -630954.875000 Penalty: 847.342102 Iteration 37Q: 3 clusters Score -630954.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1899 members Mstep: Class 2 contains 9165 members Entering Unmasked Estep Score: -630954.750000 Penalty: 847.342102 Iteration 38Q: 3 clusters Score -630954.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1895 members Mstep: Class 2 contains 9169 members Entering Unmasked Estep Score: -630954.500000 Penalty: 847.342102 Iteration 39Q: 3 clusters Score -630954.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1891 members Mstep: Class 2 contains 9173 members Entering Unmasked Estep Score: -630953.812500 Penalty: 847.342102 Iteration 40F: 3 clusters Score -630953.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1886 members Mstep: Class 2 contains 9178 members Entering Unmasked Estep Score: -630954.625000 Penalty: 847.342102 Iteration 41Q: 3 clusters Score -630954.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1880 members Mstep: Class 2 contains 9184 members Entering Unmasked Estep Score: -630954.375000 Penalty: 847.342102 Iteration 42Q: 3 clusters Score -630954.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1877 members Mstep: Class 2 contains 9187 members Entering Unmasked Estep Score: -630955.187500 Penalty: 847.342102 Iteration 43Q: 3 clusters Score -630955.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1870 members Mstep: Class 2 contains 9194 members Entering Unmasked Estep Score: -630956.437500 Penalty: 847.342102 Iteration 44Q: 3 clusters Score -630956.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1865 members Mstep: Class 2 contains 9199 members Entering Unmasked Estep Score: -630957.312500 Penalty: 847.342102 Iteration 45Q: 3 clusters Score -630957.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1858 members Mstep: Class 2 contains 9206 members Entering Unmasked Estep Score: -630957.937500 Penalty: 847.342102 Iteration 46Q: 3 clusters Score -630957.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1854 members Mstep: Class 2 contains 9210 members Entering Unmasked Estep Score: -630957.562500 Penalty: 847.342102 Iteration 47Q: 3 clusters Score -630957.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1851 members Mstep: Class 2 contains 9213 members Entering Unmasked Estep Score: -630957.187500 Penalty: 847.342102 Iteration 48Q: 3 clusters Score -630957.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1851 members Mstep: Class 2 contains 9213 members Entering Unmasked Estep Score: -630957.187500 Penalty: 847.342102 Iteration 49F: 3 clusters Score -630957.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 30 (3628 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3628 members Entering Unmasked Estep Score: -180149.765625 Penalty: 372.937866 Iteration 0F: 2 clusters Score -180149.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1823 members Mstep: Class 2 contains 1805 members Entering Unmasked Estep Score: -177630.281250 Penalty: 745.875732 Iteration 0F: 3 clusters Score -177630.3 nChanged 1616 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1955 members Mstep: Class 2 contains 1673 members Entering Unmasked Estep Score: -178648.015625 Penalty: 745.875732 Iteration 1F: 3 clusters Score -178648 nChanged 301 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2046 members Mstep: Class 2 contains 1582 members Entering Unmasked Estep Score: -178883.015625 Penalty: 745.875732 Iteration 2F: 3 clusters Score -178883 nChanged 274 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2116 members Mstep: Class 2 contains 1512 members Entering Unmasked Estep Score: -179114.671875 Penalty: 745.875732 Iteration 3F: 3 clusters Score -179114.7 nChanged 224 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2104 members Mstep: Class 2 contains 1524 members Entering Unmasked Estep Score: -179311.156250 Penalty: 745.875732 Iteration 4F: 3 clusters Score -179311.2 nChanged 198 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2100 members Mstep: Class 2 contains 1528 members Entering Unmasked Estep Score: -179476.140625 Penalty: 745.875732 Iteration 5F: 3 clusters Score -179476.1 nChanged 165 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2079 members Mstep: Class 2 contains 1549 members Entering Unmasked Estep Score: -179576.062500 Penalty: 745.875732 Iteration 6Q: 3 clusters Score -179576.1 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2068 members Mstep: Class 2 contains 1560 members Entering Unmasked Estep Score: -179607.031250 Penalty: 745.875732 Iteration 7Q: 3 clusters Score -179607 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2056 members Mstep: Class 2 contains 1572 members Entering Unmasked Estep Score: -179631.921875 Penalty: 745.875732 Iteration 8Q: 3 clusters Score -179631.9 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2051 members Mstep: Class 2 contains 1577 members Entering Unmasked Estep Score: -179644.765625 Penalty: 745.875732 Iteration 9Q: 3 clusters Score -179644.8 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2047 members Mstep: Class 2 contains 1581 members Entering Unmasked Estep Score: -179649.531250 Penalty: 745.875732 Iteration 10Q: 3 clusters Score -179649.5 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2052 members Mstep: Class 2 contains 1576 members Entering Unmasked Estep Score: -179653.562500 Penalty: 745.875732 Iteration 11Q: 3 clusters Score -179653.6 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2046 members Mstep: Class 2 contains 1582 members Entering Unmasked Estep Score: -179656.812500 Penalty: 745.875732 Iteration 12Q: 3 clusters Score -179656.8 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2037 members Mstep: Class 2 contains 1591 members Entering Unmasked Estep Score: -179659.828125 Penalty: 745.875732 Iteration 13Q: 3 clusters Score -179659.8 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2032 members Mstep: Class 2 contains 1596 members Entering Unmasked Estep Score: -179661.593750 Penalty: 745.875732 Iteration 14Q: 3 clusters Score -179661.6 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2023 members Mstep: Class 2 contains 1605 members Entering Unmasked Estep Score: -179663.812500 Penalty: 745.875732 Iteration 15Q: 3 clusters Score -179663.8 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2008 members Mstep: Class 2 contains 1620 members Entering Unmasked Estep Score: -179666.062500 Penalty: 745.875732 Iteration 16Q: 3 clusters Score -179666.1 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1996 members Mstep: Class 2 contains 1632 members Entering Unmasked Estep Score: -179667.703125 Penalty: 745.875732 Iteration 17Q: 3 clusters Score -179667.7 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1989 members Mstep: Class 2 contains 1639 members Entering Unmasked Estep Score: -179670.203125 Penalty: 745.875732 Iteration 18Q: 3 clusters Score -179670.2 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1988 members Mstep: Class 2 contains 1640 members Entering Unmasked Estep Score: -179674.031250 Penalty: 745.875732 Iteration 19Q: 3 clusters Score -179674 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1988 members Mstep: Class 2 contains 1640 members Entering Unmasked Estep Score: -179678.109375 Penalty: 745.875732 Iteration 20F: 3 clusters Score -179678.1 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1984 members Mstep: Class 2 contains 1644 members Entering Unmasked Estep Score: -179680.671875 Penalty: 745.875732 Iteration 21Q: 3 clusters Score -179680.7 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1980 members Mstep: Class 2 contains 1648 members Entering Unmasked Estep Score: -179682.406250 Penalty: 745.875732 Iteration 22Q: 3 clusters Score -179682.4 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1975 members Mstep: Class 2 contains 1653 members Entering Unmasked Estep Score: -179684.343750 Penalty: 745.875732 Iteration 23Q: 3 clusters Score -179684.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1976 members Mstep: Class 2 contains 1652 members Entering Unmasked Estep Score: -179686.109375 Penalty: 745.875732 Iteration 24Q: 3 clusters Score -179686.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1975 members Mstep: Class 2 contains 1653 members Entering Unmasked Estep Score: -179686.796875 Penalty: 745.875732 Iteration 25Q: 3 clusters Score -179686.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1972 members Mstep: Class 2 contains 1656 members Entering Unmasked Estep Score: -179686.953125 Penalty: 745.875732 Iteration 26Q: 3 clusters Score -179687 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1969 members Mstep: Class 2 contains 1659 members Entering Unmasked Estep Score: -179687.406250 Penalty: 745.875732 Iteration 27Q: 3 clusters Score -179687.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1967 members Mstep: Class 2 contains 1661 members Entering Unmasked Estep Score: -179687.218750 Penalty: 745.875732 Iteration 28Q: 3 clusters Score -179687.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1966 members Mstep: Class 2 contains 1662 members Entering Unmasked Estep Score: -179687.625000 Penalty: 745.875732 Iteration 29Q: 3 clusters Score -179687.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1965 members Mstep: Class 2 contains 1663 members Entering Unmasked Estep Score: -179687.359375 Penalty: 745.875732 Iteration 30Q: 3 clusters Score -179687.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1963 members Mstep: Class 2 contains 1665 members Entering Unmasked Estep Score: -179687.625000 Penalty: 745.875732 Iteration 31Q: 3 clusters Score -179687.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1961 members Mstep: Class 2 contains 1667 members Entering Unmasked Estep Score: -179687.937500 Penalty: 745.875732 Iteration 32Q: 3 clusters Score -179687.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1959 members Mstep: Class 2 contains 1669 members Entering Unmasked Estep Score: -179688.062500 Penalty: 745.875732 Iteration 33Q: 3 clusters Score -179688.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1957 members Mstep: Class 2 contains 1671 members Entering Unmasked Estep Score: -179687.953125 Penalty: 745.875732 Iteration 34Q: 3 clusters Score -179688 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1958 members Mstep: Class 2 contains 1670 members Entering Unmasked Estep Score: -179687.875000 Penalty: 745.875732 Iteration 35Q: 3 clusters Score -179687.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1959 members Mstep: Class 2 contains 1669 members Entering Unmasked Estep Score: -179688.265625 Penalty: 745.875732 Iteration 36Q: 3 clusters Score -179688.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1961 members Mstep: Class 2 contains 1667 members Entering Unmasked Estep Score: -179688.718750 Penalty: 745.875732 Iteration 37Q: 3 clusters Score -179688.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1962 members Mstep: Class 2 contains 1666 members Entering Unmasked Estep Score: -179688.859375 Penalty: 745.875732 Iteration 38Q: 3 clusters Score -179688.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1964 members Mstep: Class 2 contains 1664 members Entering Unmasked Estep Score: -179689.484375 Penalty: 745.875732 Iteration 39Q: 3 clusters Score -179689.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1965 members Mstep: Class 2 contains 1663 members Entering Unmasked Estep Score: -179689.234375 Penalty: 745.875732 Iteration 40F: 3 clusters Score -179689.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 31 (5237 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5237 members Entering Unmasked Estep Score: -283345.937500 Penalty: 389.639435 Iteration 0F: 2 clusters Score -283345.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2619 members Mstep: Class 2 contains 2618 members Entering Unmasked Estep Score: -279820.156250 Penalty: 779.278870 Iteration 0F: 3 clusters Score -279820.2 nChanged 2392 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2603 members Mstep: Class 2 contains 2634 members Entering Unmasked Estep Score: -281192.281250 Penalty: 779.278870 Iteration 1F: 3 clusters Score -281192.3 nChanged 347 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2658 members Mstep: Class 2 contains 2579 members Entering Unmasked Estep Score: -281373.343750 Penalty: 779.278870 Iteration 2F: 3 clusters Score -281373.3 nChanged 331 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2749 members Mstep: Class 2 contains 2488 members Entering Unmasked Estep Score: -281551.812500 Penalty: 779.278870 Iteration 3F: 3 clusters Score -281551.8 nChanged 314 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2865 members Mstep: Class 2 contains 2372 members Entering Unmasked Estep Score: -281750.656250 Penalty: 779.278870 Iteration 4F: 3 clusters Score -281750.7 nChanged 311 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2984 members Mstep: Class 2 contains 2253 members Entering Unmasked Estep Score: -281986.593750 Penalty: 779.278870 Iteration 5F: 3 clusters Score -281986.6 nChanged 279 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3073 members Mstep: Class 2 contains 2164 members Entering Unmasked Estep Score: -282210.031250 Penalty: 779.278870 Iteration 6F: 3 clusters Score -282210 nChanged 275 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3148 members Mstep: Class 2 contains 2089 members Entering Unmasked Estep Score: -282439.593750 Penalty: 779.278870 Iteration 7F: 3 clusters Score -282439.6 nChanged 228 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3196 members Mstep: Class 2 contains 2041 members Entering Unmasked Estep Score: -282599.062500 Penalty: 779.278870 Iteration 8Q: 3 clusters Score -282599.1 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3236 members Mstep: Class 2 contains 2001 members Entering Unmasked Estep Score: -282676.093750 Penalty: 779.278870 Iteration 9Q: 3 clusters Score -282676.1 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3286 members Mstep: Class 2 contains 1951 members Entering Unmasked Estep Score: -282736.093750 Penalty: 779.278870 Iteration 10Q: 3 clusters Score -282736.1 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3330 members Mstep: Class 2 contains 1907 members Entering Unmasked Estep Score: -282803.656250 Penalty: 779.278870 Iteration 11Q: 3 clusters Score -282803.7 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3359 members Mstep: Class 2 contains 1878 members Entering Unmasked Estep Score: -282866.281250 Penalty: 779.278870 Iteration 12Q: 3 clusters Score -282866.3 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3388 members Mstep: Class 2 contains 1849 members Entering Unmasked Estep Score: -282940.812500 Penalty: 779.278870 Iteration 13Q: 3 clusters Score -282940.8 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3408 members Mstep: Class 2 contains 1829 members Entering Unmasked Estep Score: -283041.437500 Penalty: 779.278870 Iteration 14Q: 3 clusters Score -283041.4 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3439 members Mstep: Class 2 contains 1798 members Entering Unmasked Estep Score: -283148.812500 Penalty: 779.278870 Iteration 15Q: 3 clusters Score -283148.8 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3446 members Mstep: Class 2 contains 1791 members Entering Unmasked Estep Score: -283233.343750 Penalty: 779.278870 Iteration 16Q: 3 clusters Score -283233.3 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3448 members Mstep: Class 2 contains 1789 members Entering Unmasked Estep Score: -283270.062500 Penalty: 779.278870 Iteration 17Q: 3 clusters Score -283270.1 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3463 members Mstep: Class 2 contains 1774 members Entering Unmasked Estep Score: -283288.843750 Penalty: 779.278870 Iteration 18Q: 3 clusters Score -283288.8 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3474 members Mstep: Class 2 contains 1763 members Entering Unmasked Estep Score: -283297.000000 Penalty: 779.278870 Iteration 19Q: 3 clusters Score -283297 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3480 members Mstep: Class 2 contains 1757 members Entering Unmasked Estep Score: -283300.406250 Penalty: 779.278870 Iteration 20F: 3 clusters Score -283300.4 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3483 members Mstep: Class 2 contains 1754 members Entering Unmasked Estep Score: -283302.031250 Penalty: 779.278870 Iteration 21Q: 3 clusters Score -283302 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3483 members Mstep: Class 2 contains 1754 members Entering Unmasked Estep Score: -283302.718750 Penalty: 779.278870 Iteration 22Q: 3 clusters Score -283302.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3486 members Mstep: Class 2 contains 1751 members Entering Unmasked Estep Score: -283303.812500 Penalty: 779.278870 Iteration 23Q: 3 clusters Score -283303.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3486 members Mstep: Class 2 contains 1751 members Entering Unmasked Estep Score: -283303.656250 Penalty: 779.278870 Iteration 24Q: 3 clusters Score -283303.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3484 members Mstep: Class 2 contains 1753 members Entering Unmasked Estep Score: -283303.875000 Penalty: 779.278870 Iteration 25Q: 3 clusters Score -283303.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3484 members Mstep: Class 2 contains 1753 members Entering Unmasked Estep Score: -283304.156250 Penalty: 779.278870 Iteration 26Q: 3 clusters Score -283304.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3483 members Mstep: Class 2 contains 1754 members Entering Unmasked Estep Score: -283304.625000 Penalty: 779.278870 Iteration 27Q: 3 clusters Score -283304.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3481 members Mstep: Class 2 contains 1756 members Entering Unmasked Estep Score: -283304.875000 Penalty: 779.278870 Iteration 28Q: 3 clusters Score -283304.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3482 members Mstep: Class 2 contains 1755 members Entering Unmasked Estep Score: -283304.281250 Penalty: 779.278870 Iteration 29Q: 3 clusters Score -283304.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3480 members Mstep: Class 2 contains 1757 members Entering Unmasked Estep Score: -283305.656250 Penalty: 779.278870 Iteration 30Q: 3 clusters Score -283305.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3475 members Mstep: Class 2 contains 1762 members Entering Unmasked Estep Score: -283305.843750 Penalty: 779.278870 Iteration 31Q: 3 clusters Score -283305.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3473 members Mstep: Class 2 contains 1764 members Entering Unmasked Estep Score: -283306.187500 Penalty: 779.278870 Iteration 32Q: 3 clusters Score -283306.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3470 members Mstep: Class 2 contains 1767 members Entering Unmasked Estep Score: -283306.906250 Penalty: 779.278870 Iteration 33Q: 3 clusters Score -283306.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3467 members Mstep: Class 2 contains 1770 members Entering Unmasked Estep Score: -283307.000000 Penalty: 779.278870 Iteration 34Q: 3 clusters Score -283307 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3465 members Mstep: Class 2 contains 1772 members Entering Unmasked Estep Score: -283307.531250 Penalty: 779.278870 Iteration 35Q: 3 clusters Score -283307.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3463 members Mstep: Class 2 contains 1774 members Entering Unmasked Estep Score: -283307.531250 Penalty: 779.278870 Iteration 36Q: 3 clusters Score -283307.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3461 members Mstep: Class 2 contains 1776 members Entering Unmasked Estep Score: -283307.625000 Penalty: 779.278870 Iteration 37Q: 3 clusters Score -283307.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3461 members Mstep: Class 2 contains 1776 members Entering Unmasked Estep Score: -283307.625000 Penalty: 779.278870 Iteration 38F: 3 clusters Score -283307.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 32 (108 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 108 members Entering Unmasked Estep Score: -5716.261230 Penalty: 213.036972 Iteration 0F: 2 clusters Score -5716.261 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57 members Mstep: Class 2 contains 51 members Entering Unmasked Estep Score: -5494.313965 Penalty: 426.073944 Iteration 0F: 3 clusters Score -5494.314 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58 members Mstep: Class 2 contains 50 members Entering Unmasked Estep Score: -5527.715332 Penalty: 426.073944 Iteration 1F: 3 clusters Score -5527.715 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58 members Mstep: Class 2 contains 50 members Entering Unmasked Estep Score: -5549.717773 Penalty: 426.073944 Iteration 2F: 3 clusters Score -5549.718 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57 members Mstep: Class 2 contains 51 members Entering Unmasked Estep Score: -5551.945801 Penalty: 426.073944 Iteration 3Q: 3 clusters Score -5551.946 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56 members Mstep: Class 2 contains 52 members Entering Unmasked Estep Score: -5552.737305 Penalty: 426.073944 Iteration 4Q: 3 clusters Score -5552.737 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56 members Mstep: Class 2 contains 52 members Entering Unmasked Estep Score: -5552.737305 Penalty: 426.073944 Iteration 5F: 3 clusters Score -5552.737 nChanged 0 Entering ConstructFrom: Trying to split cluster 33 (1541 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1541 members Entering Unmasked Estep Score: -71791.804688 Penalty: 333.978516 Iteration 0F: 2 clusters Score -71791.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 791 members Mstep: Class 2 contains 750 members Entering Unmasked Estep Score: -70641.195312 Penalty: 667.957031 Iteration 0F: 3 clusters Score -70641.2 nChanged 619 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 856 members Mstep: Class 2 contains 685 members Entering Unmasked Estep Score: -71075.851562 Penalty: 667.957031 Iteration 1F: 3 clusters Score -71075.85 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 865 members Mstep: Class 2 contains 676 members Entering Unmasked Estep Score: -71175.234375 Penalty: 667.957031 Iteration 2F: 3 clusters Score -71175.23 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 868 members Mstep: Class 2 contains 673 members Entering Unmasked Estep Score: -71262.273438 Penalty: 667.957031 Iteration 3F: 3 clusters Score -71262.27 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 883 members Mstep: Class 2 contains 658 members Entering Unmasked Estep Score: -71355.062500 Penalty: 667.957031 Iteration 4F: 3 clusters Score -71355.06 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 901 members Mstep: Class 2 contains 640 members Entering Unmasked Estep Score: -71434.296875 Penalty: 667.957031 Iteration 5F: 3 clusters Score -71434.3 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 908 members Mstep: Class 2 contains 633 members Entering Unmasked Estep Score: -71507.765625 Penalty: 667.957031 Iteration 6F: 3 clusters Score -71507.77 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 903 members Mstep: Class 2 contains 638 members Entering Unmasked Estep Score: -71552.390625 Penalty: 667.957031 Iteration 7Q: 3 clusters Score -71552.39 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 887 members Mstep: Class 2 contains 654 members Entering Unmasked Estep Score: -71573.359375 Penalty: 667.957031 Iteration 8Q: 3 clusters Score -71573.36 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 875 members Mstep: Class 2 contains 666 members Entering Unmasked Estep Score: -71594.468750 Penalty: 667.957031 Iteration 9Q: 3 clusters Score -71594.47 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 875 members Mstep: Class 2 contains 666 members Entering Unmasked Estep Score: -71611.585938 Penalty: 667.957031 Iteration 10Q: 3 clusters Score -71611.59 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 871 members Mstep: Class 2 contains 670 members Entering Unmasked Estep Score: -71634.703125 Penalty: 667.957031 Iteration 11Q: 3 clusters Score -71634.7 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 865 members Mstep: Class 2 contains 676 members Entering Unmasked Estep Score: -71648.007812 Penalty: 667.957031 Iteration 12Q: 3 clusters Score -71648.01 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 860 members Mstep: Class 2 contains 681 members Entering Unmasked Estep Score: -71656.593750 Penalty: 667.957031 Iteration 13Q: 3 clusters Score -71656.59 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 852 members Mstep: Class 2 contains 689 members Entering Unmasked Estep Score: -71666.203125 Penalty: 667.957031 Iteration 14Q: 3 clusters Score -71666.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 846 members Mstep: Class 2 contains 695 members Entering Unmasked Estep Score: -71674.023438 Penalty: 667.957031 Iteration 15Q: 3 clusters Score -71674.02 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 840 members Mstep: Class 2 contains 701 members Entering Unmasked Estep Score: -71682.812500 Penalty: 667.957031 Iteration 16Q: 3 clusters Score -71682.81 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 836 members Mstep: Class 2 contains 705 members Entering Unmasked Estep Score: -71689.859375 Penalty: 667.957031 Iteration 17Q: 3 clusters Score -71689.86 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 831 members Mstep: Class 2 contains 710 members Entering Unmasked Estep Score: -71696.164062 Penalty: 667.957031 Iteration 18Q: 3 clusters Score -71696.16 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 825 members Mstep: Class 2 contains 716 members Entering Unmasked Estep Score: -71700.585938 Penalty: 667.957031 Iteration 19Q: 3 clusters Score -71700.59 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 823 members Mstep: Class 2 contains 718 members Entering Unmasked Estep Score: -71701.085938 Penalty: 667.957031 Iteration 20F: 3 clusters Score -71701.09 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 822 members Mstep: Class 2 contains 719 members Entering Unmasked Estep Score: -71701.085938 Penalty: 667.957031 Iteration 21Q: 3 clusters Score -71701.09 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 822 members Mstep: Class 2 contains 719 members Entering Unmasked Estep Score: -71701.085938 Penalty: 667.957031 Iteration 22F: 3 clusters Score -71701.09 nChanged 0 Entering ConstructFrom: Trying to split cluster 34 (11497 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11497 members Entering Unmasked Estep Score: -671036.250000 Penalty: 425.417786 Iteration 0F: 2 clusters Score -671036.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5759 members Mstep: Class 2 contains 5738 members Entering Unmasked Estep Score: -663372.062500 Penalty: 850.835571 Iteration 0F: 3 clusters Score -663372.1 nChanged 5358 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6169 members Mstep: Class 2 contains 5328 members Entering Unmasked Estep Score: -666489.187500 Penalty: 850.835571 Iteration 1F: 3 clusters Score -666489.2 nChanged 720 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6467 members Mstep: Class 2 contains 5030 members Entering Unmasked Estep Score: -666879.375000 Penalty: 850.835571 Iteration 2F: 3 clusters Score -666879.4 nChanged 715 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6786 members Mstep: Class 2 contains 4711 members Entering Unmasked Estep Score: -667266.875000 Penalty: 850.835571 Iteration 3F: 3 clusters Score -667266.9 nChanged 674 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7126 members Mstep: Class 2 contains 4371 members Entering Unmasked Estep Score: -667648.562500 Penalty: 850.835571 Iteration 4F: 3 clusters Score -667648.6 nChanged 661 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7517 members Mstep: Class 2 contains 3980 members Entering Unmasked Estep Score: -668022.500000 Penalty: 850.835571 Iteration 5F: 3 clusters Score -668022.5 nChanged 561 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7920 members Mstep: Class 2 contains 3577 members Entering Unmasked Estep Score: -668363.437500 Penalty: 850.835571 Iteration 6Q: 3 clusters Score -668363.4 nChanged 529 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8349 members Mstep: Class 2 contains 3148 members Entering Unmasked Estep Score: -668731.375000 Penalty: 850.835571 Iteration 7Q: 3 clusters Score -668731.4 nChanged 466 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8737 members Mstep: Class 2 contains 2760 members Entering Unmasked Estep Score: -669051.125000 Penalty: 850.835571 Iteration 8Q: 3 clusters Score -669051.1 nChanged 449 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9110 members Mstep: Class 2 contains 2387 members Entering Unmasked Estep Score: -669364.250000 Penalty: 850.835571 Iteration 9Q: 3 clusters Score -669364.2 nChanged 362 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9428 members Mstep: Class 2 contains 2069 members Entering Unmasked Estep Score: -669600.562500 Penalty: 850.835571 Iteration 10Q: 3 clusters Score -669600.6 nChanged 281 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9687 members Mstep: Class 2 contains 1810 members Entering Unmasked Estep Score: -669758.312500 Penalty: 850.835571 Iteration 11Q: 3 clusters Score -669758.3 nChanged 232 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9915 members Mstep: Class 2 contains 1582 members Entering Unmasked Estep Score: -669883.250000 Penalty: 850.835571 Iteration 12Q: 3 clusters Score -669883.2 nChanged 234 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10147 members Mstep: Class 2 contains 1350 members Entering Unmasked Estep Score: -670002.437500 Penalty: 850.835571 Iteration 13Q: 3 clusters Score -670002.4 nChanged 218 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10363 members Mstep: Class 2 contains 1134 members Entering Unmasked Estep Score: -670106.437500 Penalty: 850.835571 Iteration 14Q: 3 clusters Score -670106.4 nChanged 185 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10548 members Mstep: Class 2 contains 949 members Entering Unmasked Estep Score: -670200.312500 Penalty: 850.835571 Iteration 15Q: 3 clusters Score -670200.3 nChanged 176 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10724 members Mstep: Class 2 contains 773 members Entering Unmasked Estep Score: -670287.250000 Penalty: 850.835571 Iteration 16Q: 3 clusters Score -670287.2 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10876 members Mstep: Class 2 contains 621 members Entering Unmasked Estep Score: -670373.750000 Penalty: 850.835571 Iteration 17Q: 3 clusters Score -670373.8 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10983 members Mstep: Class 2 contains 514 members Entering Unmasked Estep Score: -670430.750000 Penalty: 850.835571 Iteration 18Q: 3 clusters Score -670430.8 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11068 members Mstep: Class 2 contains 429 members Entering Unmasked Estep Score: -670478.562500 Penalty: 850.835571 Iteration 19Q: 3 clusters Score -670478.6 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11136 members Mstep: Class 2 contains 361 members Entering Unmasked Estep Score: -670509.875000 Penalty: 850.835571 Iteration 20F: 3 clusters Score -670509.9 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11181 members Mstep: Class 2 contains 316 members Entering Unmasked Estep Score: -670533.437500 Penalty: 850.835571 Iteration 21Q: 3 clusters Score -670533.4 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11224 members Mstep: Class 2 contains 273 members Entering Unmasked Estep Score: -670558.375000 Penalty: 850.835571 Iteration 22Q: 3 clusters Score -670558.4 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11263 members Mstep: Class 2 contains 234 members Entering Unmasked Estep Score: -670578.625000 Penalty: 850.835571 Iteration 23Q: 3 clusters Score -670578.6 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11298 members Mstep: Class 2 contains 199 members Entering Unmasked Estep Score: -670602.312500 Penalty: 850.835571 Iteration 24Q: 3 clusters Score -670602.3 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11324 members Mstep: Class 2 contains 173 members Entering Unmasked Estep Score: -670620.562500 Penalty: 850.835571 Iteration 25Q: 3 clusters Score -670620.6 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11346 members Mstep: Class 2 contains 151 members Entering Unmasked Estep Score: -670637.500000 Penalty: 850.835571 Iteration 26Q: 3 clusters Score -670637.5 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11357 members Mstep: Class 2 contains 140 members Entering Unmasked Estep Score: -670643.687500 Penalty: 850.835571 Iteration 27Q: 3 clusters Score -670643.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11367 members Mstep: Class 2 contains 130 members Entering Unmasked Estep Score: -670654.625000 Penalty: 850.835571 Iteration 28Q: 3 clusters Score -670654.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11374 members Mstep: Class 2 contains 123 members Entering Unmasked Estep Score: -670658.875000 Penalty: 850.835571 Iteration 29Q: 3 clusters Score -670658.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11380 members Mstep: Class 2 contains 117 members Entering Unmasked Estep Score: -670666.062500 Penalty: 850.835571 Iteration 30Q: 3 clusters Score -670666.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11385 members Mstep: Class 2 contains 112 members Entering Unmasked Estep Score: -670669.937500 Penalty: 850.835571 Iteration 31Q: 3 clusters Score -670669.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11388 members Mstep: Class 2 contains 109 members Entering Unmasked Estep Score: -670673.000000 Penalty: 850.835571 Iteration 32Q: 3 clusters Score -670673 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11393 members Mstep: Class 2 contains 104 members Entering Unmasked Estep Score: -670676.812500 Penalty: 850.835571 Iteration 33Q: 3 clusters Score -670676.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11396 members Mstep: Class 2 contains 101 members Entering Unmasked Estep Score: -670681.312500 Penalty: 850.835571 Iteration 34Q: 3 clusters Score -670681.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11400 members Mstep: Class 2 contains 97 members Entering Unmasked Estep Score: -670685.500000 Penalty: 850.835571 Iteration 35Q: 3 clusters Score -670685.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11401 members Mstep: Class 2 contains 96 members Entering Unmasked Estep Score: -670686.000000 Penalty: 850.835571 Iteration 36Q: 3 clusters Score -670686 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11401 members Mstep: Class 2 contains 96 members Entering Unmasked Estep Score: -670686.000000 Penalty: 850.835571 Iteration 37F: 3 clusters Score -670686 nChanged 0 Entering ConstructFrom: Trying to split cluster 35 (1878 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1878 members Entering Unmasked Estep Score: -86916.476562 Penalty: 342.977295 Iteration 0F: 2 clusters Score -86916.48 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 929 members Mstep: Class 2 contains 949 members Entering Unmasked Estep Score: -85560.507812 Penalty: 685.954590 Iteration 0F: 3 clusters Score -85560.51 nChanged 793 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 932 members Mstep: Class 2 contains 946 members Entering Unmasked Estep Score: -86138.187500 Penalty: 685.954590 Iteration 1F: 3 clusters Score -86138.19 nChanged 166 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 938 members Mstep: Class 2 contains 940 members Entering Unmasked Estep Score: -86276.359375 Penalty: 685.954590 Iteration 2F: 3 clusters Score -86276.36 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 944 members Mstep: Class 2 contains 934 members Entering Unmasked Estep Score: -86374.914062 Penalty: 685.954590 Iteration 3F: 3 clusters Score -86374.91 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 941 members Mstep: Class 2 contains 937 members Entering Unmasked Estep Score: -86436.765625 Penalty: 685.954590 Iteration 4F: 3 clusters Score -86436.77 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 929 members Mstep: Class 2 contains 949 members Entering Unmasked Estep Score: -86473.625000 Penalty: 685.954590 Iteration 5Q: 3 clusters Score -86473.62 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 904 members Mstep: Class 2 contains 974 members Entering Unmasked Estep Score: -86513.007812 Penalty: 685.954590 Iteration 6Q: 3 clusters Score -86513.01 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 872 members Mstep: Class 2 contains 1006 members Entering Unmasked Estep Score: -86550.046875 Penalty: 685.954590 Iteration 7Q: 3 clusters Score -86550.05 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 829 members Mstep: Class 2 contains 1049 members Entering Unmasked Estep Score: -86579.843750 Penalty: 685.954590 Iteration 8Q: 3 clusters Score -86579.84 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 796 members Mstep: Class 2 contains 1082 members Entering Unmasked Estep Score: -86598.875000 Penalty: 685.954590 Iteration 9Q: 3 clusters Score -86598.88 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 760 members Mstep: Class 2 contains 1118 members Entering Unmasked Estep Score: -86618.726562 Penalty: 685.954590 Iteration 10Q: 3 clusters Score -86618.73 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 723 members Mstep: Class 2 contains 1155 members Entering Unmasked Estep Score: -86645.093750 Penalty: 685.954590 Iteration 11Q: 3 clusters Score -86645.09 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 697 members Mstep: Class 2 contains 1181 members Entering Unmasked Estep Score: -86659.289062 Penalty: 685.954590 Iteration 12Q: 3 clusters Score -86659.29 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 675 members Mstep: Class 2 contains 1203 members Entering Unmasked Estep Score: -86670.453125 Penalty: 685.954590 Iteration 13Q: 3 clusters Score -86670.45 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 659 members Mstep: Class 2 contains 1219 members Entering Unmasked Estep Score: -86681.164062 Penalty: 685.954590 Iteration 14Q: 3 clusters Score -86681.16 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 644 members Mstep: Class 2 contains 1234 members Entering Unmasked Estep Score: -86694.093750 Penalty: 685.954590 Iteration 15Q: 3 clusters Score -86694.09 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 624 members Mstep: Class 2 contains 1254 members Entering Unmasked Estep Score: -86718.789062 Penalty: 685.954590 Iteration 16Q: 3 clusters Score -86718.79 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 613 members Mstep: Class 2 contains 1265 members Entering Unmasked Estep Score: -86758.093750 Penalty: 685.954590 Iteration 17Q: 3 clusters Score -86758.09 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 596 members Mstep: Class 2 contains 1282 members Entering Unmasked Estep Score: -86872.351562 Penalty: 685.954590 Iteration 18Q: 3 clusters Score -86872.35 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 596 members Mstep: Class 2 contains 1282 members Entering Unmasked Estep Score: -86986.250000 Penalty: 685.954590 Iteration 19Q: 3 clusters Score -86986.25 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 617 members Mstep: Class 2 contains 1261 members Entering Unmasked Estep Score: -87026.328125 Penalty: 685.954590 Iteration 20F: 3 clusters Score -87026.33 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 638 members Mstep: Class 2 contains 1240 members Entering Unmasked Estep Score: -87044.632812 Penalty: 685.954590 Iteration 21Q: 3 clusters Score -87044.63 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 654 members Mstep: Class 2 contains 1224 members Entering Unmasked Estep Score: -87050.531250 Penalty: 685.954590 Iteration 22Q: 3 clusters Score -87050.53 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 660 members Mstep: Class 2 contains 1218 members Entering Unmasked Estep Score: -87051.804688 Penalty: 685.954590 Iteration 23Q: 3 clusters Score -87051.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 661 members Mstep: Class 2 contains 1217 members Entering Unmasked Estep Score: -87052.210938 Penalty: 685.954590 Iteration 24Q: 3 clusters Score -87052.21 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 661 members Mstep: Class 2 contains 1217 members Entering Unmasked Estep Score: -87052.210938 Penalty: 685.954590 Iteration 25F: 3 clusters Score -87052.21 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 11667 members Mstep: Class 2 contains 35026 members Mstep: Class 3 contains 9164 members Mstep: Class 4 contains 3293 members Mstep: Class 5 contains 7862 members Mstep: Class 6 contains 4020 members Mstep: Class 7 contains 12851 members Mstep: Class 8 contains 1995 members Mstep: Class 9 contains 3957 members Mstep: Class 10 contains 79661 members Mstep: Class 11 contains 3291 members Mstep: Class 12 contains 2927 members Mstep: Class 13 contains 2199 members Mstep: Class 14 contains 26676 members Mstep: Class 15 contains 580 members Mstep: Class 16 contains 19737 members Mstep: Class 17 contains 962 members Mstep: Class 18 contains 9433 members Mstep: Class 19 contains 1237 members Mstep: Class 20 contains 9455 members Mstep: Class 21 contains 66180 members Mstep: Class 22 contains 1182 members Mstep: Class 23 contains 40427 members Mstep: Class 24 contains 359 members Mstep: Class 25 contains 16114 members Mstep: Class 26 contains 113 members Mstep: Class 27 contains 23337 members Mstep: Class 28 contains 3332 members Mstep: Class 29 contains 11064 members Mstep: Class 30 contains 3628 members Mstep: Class 31 contains 5237 members Mstep: Class 32 contains 108 members Mstep: Class 33 contains 1541 members Mstep: Class 34 contains 11497 members Mstep: Class 35 contains 661 members Mstep: Class 36 contains 244 members Mstep: Class 37 contains 1217 members Entering Unmasked Estep Score: -22984284.000000 Penalty: 21846.408203 Splitting cluster 35 changes total score from -22984342.000000 to -22984284.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 36 (244 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 244 members Entering Unmasked Estep Score: -13961.332031 Penalty: 250.121140 Iteration 0F: 2 clusters Score -13961.33 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 114 members Entering Unmasked Estep Score: -13634.494141 Penalty: 500.242279 Iteration 0F: 3 clusters Score -13634.49 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 138 members Mstep: Class 2 contains 106 members Entering Unmasked Estep Score: -13712.451172 Penalty: 500.242279 Iteration 1F: 3 clusters Score -13712.45 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 138 members Mstep: Class 2 contains 106 members Entering Unmasked Estep Score: -13724.924805 Penalty: 500.242279 Iteration 2Q: 3 clusters Score -13724.92 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 138 members Mstep: Class 2 contains 106 members Entering Unmasked Estep Score: -13729.231445 Penalty: 500.242279 Iteration 3Q: 3 clusters Score -13729.23 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 138 members Mstep: Class 2 contains 106 members Entering Unmasked Estep Score: -13733.971680 Penalty: 500.242279 Iteration 4Q: 3 clusters Score -13733.97 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 136 members Mstep: Class 2 contains 108 members Entering Unmasked Estep Score: -13742.457031 Penalty: 500.242279 Iteration 5Q: 3 clusters Score -13742.46 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 136 members Mstep: Class 2 contains 108 members Entering Unmasked Estep Score: -13750.675781 Penalty: 500.242279 Iteration 6Q: 3 clusters Score -13750.68 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 137 members Mstep: Class 2 contains 107 members Entering Unmasked Estep Score: -13754.913086 Penalty: 500.242279 Iteration 7Q: 3 clusters Score -13754.91 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139 members Mstep: Class 2 contains 105 members Entering Unmasked Estep Score: -13757.180664 Penalty: 500.242279 Iteration 8Q: 3 clusters Score -13757.18 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 140 members Mstep: Class 2 contains 104 members Entering Unmasked Estep Score: -13760.620117 Penalty: 500.242279 Iteration 9Q: 3 clusters Score -13760.62 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143 members Mstep: Class 2 contains 101 members Entering Unmasked Estep Score: -13770.877930 Penalty: 500.242279 Iteration 10Q: 3 clusters Score -13770.88 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143 members Mstep: Class 2 contains 101 members Entering Unmasked Estep Score: -13774.401367 Penalty: 500.242279 Iteration 11Q: 3 clusters Score -13774.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 142 members Mstep: Class 2 contains 102 members Entering Unmasked Estep Score: -13783.150391 Penalty: 500.242279 Iteration 12Q: 3 clusters Score -13783.15 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141 members Mstep: Class 2 contains 103 members Entering Unmasked Estep Score: -13790.352539 Penalty: 500.242279 Iteration 13Q: 3 clusters Score -13790.35 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139 members Mstep: Class 2 contains 105 members Entering Unmasked Estep Score: -13791.188477 Penalty: 500.242279 Iteration 14Q: 3 clusters Score -13791.19 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139 members Mstep: Class 2 contains 105 members Entering Unmasked Estep Score: -13791.188477 Penalty: 500.242279 Iteration 15F: 3 clusters Score -13791.19 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 11667 members Mstep: Class 2 contains 35026 members Mstep: Class 3 contains 9164 members Mstep: Class 4 contains 3293 members Mstep: Class 5 contains 7862 members Mstep: Class 6 contains 4020 members Mstep: Class 7 contains 12851 members Mstep: Class 8 contains 1995 members Mstep: Class 9 contains 3957 members Mstep: Class 10 contains 79661 members Mstep: Class 11 contains 3291 members Mstep: Class 12 contains 2927 members Mstep: Class 13 contains 2199 members Mstep: Class 14 contains 26676 members Mstep: Class 15 contains 580 members Mstep: Class 16 contains 19737 members Mstep: Class 17 contains 962 members Mstep: Class 18 contains 9433 members Mstep: Class 19 contains 1237 members Mstep: Class 20 contains 9455 members Mstep: Class 21 contains 66180 members Mstep: Class 22 contains 1182 members Mstep: Class 23 contains 40427 members Mstep: Class 24 contains 359 members Mstep: Class 25 contains 16114 members Mstep: Class 26 contains 113 members Mstep: Class 27 contains 23337 members Mstep: Class 28 contains 3332 members Mstep: Class 29 contains 11064 members Mstep: Class 30 contains 3628 members Mstep: Class 31 contains 5237 members Mstep: Class 32 contains 108 members Mstep: Class 33 contains 1541 members Mstep: Class 34 contains 11497 members Mstep: Class 35 contains 1878 members Mstep: Class 36 contains 244 members Entering Unmasked Estep ConsiderDeletion Score: -22984370.000000 Penalty: 21255.964844 Iteration 319Q: 37 clusters Score -2.298437e+07 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 11667 members Mstep: Class 2 contains 34995 members Mstep: Class 3 contains 9159 members Mstep: Class 4 contains 3293 members Mstep: Class 5 contains 7854 members Mstep: Class 6 contains 4018 members Mstep: Class 7 contains 12851 members Mstep: Class 8 contains 1995 members Mstep: Class 9 contains 3957 members Mstep: Class 10 contains 79682 members Mstep: Class 11 contains 3290 members Mstep: Class 12 contains 2927 members Mstep: Class 13 contains 2199 members Mstep: Class 14 contains 26673 members Mstep: Class 15 contains 580 members Mstep: Class 16 contains 19735 members Mstep: Class 17 contains 962 members Mstep: Class 18 contains 9435 members Mstep: Class 19 contains 1237 members Mstep: Class 20 contains 9457 members Mstep: Class 21 contains 66180 members Mstep: Class 22 contains 1182 members Mstep: Class 23 contains 40427 members Mstep: Class 24 contains 359 members Mstep: Class 25 contains 16118 members Mstep: Class 26 contains 113 members Mstep: Class 27 contains 23360 members Mstep: Class 28 contains 3332 members Mstep: Class 29 contains 11063 members Mstep: Class 30 contains 3629 members Mstep: Class 31 contains 5237 members Mstep: Class 32 contains 108 members Mstep: Class 33 contains 1541 members Mstep: Class 34 contains 11497 members Mstep: Class 35 contains 1878 members Mstep: Class 36 contains 244 members Entering Unmasked Estep ConsiderDeletion Score: -22984338.000000 Penalty: 21255.964844 Iteration 320F: 37 clusters Score -2.298434e+07 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 11666 members Mstep: Class 2 contains 34975 members Mstep: Class 3 contains 9159 members Mstep: Class 4 contains 3294 members Mstep: Class 5 contains 7846 members Mstep: Class 6 contains 4017 members Mstep: Class 7 contains 12851 members Mstep: Class 8 contains 1995 members Mstep: Class 9 contains 3957 members Mstep: Class 10 contains 79695 members Mstep: Class 11 contains 3291 members Mstep: Class 12 contains 2927 members Mstep: Class 13 contains 2199 members Mstep: Class 14 contains 26664 members Mstep: Class 15 contains 580 members Mstep: Class 16 contains 19737 members Mstep: Class 17 contains 962 members Mstep: Class 18 contains 9438 members Mstep: Class 19 contains 1237 members Mstep: Class 20 contains 9453 members Mstep: Class 21 contains 66179 members Mstep: Class 22 contains 1182 members Mstep: Class 23 contains 40427 members Mstep: Class 24 contains 359 members Mstep: Class 25 contains 16123 members Mstep: Class 26 contains 113 members Mstep: Class 27 contains 23381 members Mstep: Class 28 contains 3332 members Mstep: Class 29 contains 11064 members Mstep: Class 30 contains 3628 members Mstep: Class 31 contains 5237 members Mstep: Class 32 contains 108 members Mstep: Class 33 contains 1540 members Mstep: Class 34 contains 11497 members Mstep: Class 35 contains 1877 members Mstep: Class 36 contains 244 members Entering Unmasked Estep ConsiderDeletion Score: -22984368.000000 Penalty: 21255.964844 Iteration 321Q: 37 clusters Score -2.298437e+07 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 11667 members Mstep: Class 2 contains 34958 members Mstep: Class 3 contains 9153 members Mstep: Class 4 contains 3295 members Mstep: Class 5 contains 7842 members Mstep: Class 6 contains 4014 members Mstep: Class 7 contains 12851 members Mstep: Class 8 contains 1995 members Mstep: Class 9 contains 3957 members Mstep: Class 10 contains 79703 members Mstep: Class 11 contains 3292 members Mstep: Class 12 contains 2927 members Mstep: Class 13 contains 2199 members Mstep: Class 14 contains 26651 members Mstep: Class 15 contains 580 members Mstep: Class 16 contains 19739 members Mstep: Class 17 contains 962 members Mstep: Class 18 contains 9440 members Mstep: Class 19 contains 1237 members Mstep: Class 20 contains 9457 members Mstep: Class 21 contains 66175 members Mstep: Class 22 contains 1182 members Mstep: Class 23 contains 40427 members Mstep: Class 24 contains 359 members Mstep: Class 25 contains 16133 members Mstep: Class 26 contains 113 members Mstep: Class 27 contains 23399 members Mstep: Class 28 contains 3331 members Mstep: Class 29 contains 11063 members Mstep: Class 30 contains 3630 members Mstep: Class 31 contains 5237 members Mstep: Class 32 contains 108 members Mstep: Class 33 contains 1540 members Mstep: Class 34 contains 11497 members Mstep: Class 35 contains 1877 members Mstep: Class 36 contains 244 members Entering Unmasked Estep ConsiderDeletion Score: -22984348.000000 Penalty: 21255.964844 Iteration 322Q: 37 clusters Score -2.298435e+07 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 11669 members Mstep: Class 2 contains 34938 members Mstep: Class 3 contains 9150 members Mstep: Class 4 contains 3296 members Mstep: Class 5 contains 7841 members Mstep: Class 6 contains 4010 members Mstep: Class 7 contains 12851 members Mstep: Class 8 contains 1995 members Mstep: Class 9 contains 3957 members Mstep: Class 10 contains 79715 members Mstep: Class 11 contains 3292 members Mstep: Class 12 contains 2927 members Mstep: Class 13 contains 2199 members Mstep: Class 14 contains 26643 members Mstep: Class 15 contains 580 members Mstep: Class 16 contains 19739 members Mstep: Class 17 contains 962 members Mstep: Class 18 contains 9444 members Mstep: Class 19 contains 1237 members Mstep: Class 20 contains 9459 members Mstep: Class 21 contains 66167 members Mstep: Class 22 contains 1182 members Mstep: Class 23 contains 40427 members Mstep: Class 24 contains 359 members Mstep: Class 25 contains 16145 members Mstep: Class 26 contains 113 members Mstep: Class 27 contains 23414 members Mstep: Class 28 contains 3329 members Mstep: Class 29 contains 11063 members Mstep: Class 30 contains 3628 members Mstep: Class 31 contains 5237 members Mstep: Class 32 contains 108 members Mstep: Class 33 contains 1540 members Mstep: Class 34 contains 11497 members Mstep: Class 35 contains 1877 members Mstep: Class 36 contains 244 members Entering Unmasked Estep ConsiderDeletion Score: -22984354.000000 Penalty: 21255.964844 Iteration 323Q: 37 clusters Score -2.298435e+07 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 11670 members Mstep: Class 2 contains 34920 members Mstep: Class 3 contains 9148 members Mstep: Class 4 contains 3296 members Mstep: Class 5 contains 7840 members Mstep: Class 6 contains 4005 members Mstep: Class 7 contains 12851 members Mstep: Class 8 contains 1995 members Mstep: Class 9 contains 3957 members Mstep: Class 10 contains 79727 members Mstep: Class 11 contains 3293 members Mstep: Class 12 contains 2927 members Mstep: Class 13 contains 2199 members Mstep: Class 14 contains 26626 members Mstep: Class 15 contains 580 members Mstep: Class 16 contains 19739 members Mstep: Class 17 contains 962 members Mstep: Class 18 contains 9449 members Mstep: Class 19 contains 1237 members Mstep: Class 20 contains 9458 members Mstep: Class 21 contains 66162 members Mstep: Class 22 contains 1182 members Mstep: Class 23 contains 40427 members Mstep: Class 24 contains 359 members Mstep: Class 25 contains 16162 members Mstep: Class 26 contains 113 members Mstep: Class 27 contains 23429 members Mstep: Class 28 contains 3327 members Mstep: Class 29 contains 11064 members Mstep: Class 30 contains 3627 members Mstep: Class 31 contains 5237 members Mstep: Class 32 contains 108 members Mstep: Class 33 contains 1540 members Mstep: Class 34 contains 11497 members Mstep: Class 35 contains 1877 members Mstep: Class 36 contains 244 members Entering Unmasked Estep ConsiderDeletion Score: -22984342.000000 Penalty: 21255.964844 Iteration 324Q: 37 clusters Score -2.298434e+07 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 11673 members Mstep: Class 2 contains 34897 members Mstep: Class 3 contains 9149 members Mstep: Class 4 contains 3295 members Mstep: Class 5 contains 7838 members Mstep: Class 6 contains 4003 members Mstep: Class 7 contains 12851 members Mstep: Class 8 contains 1995 members Mstep: Class 9 contains 3957 members Mstep: Class 10 contains 79739 members Mstep: Class 11 contains 3293 members Mstep: Class 12 contains 2927 members Mstep: Class 13 contains 2199 members Mstep: Class 14 contains 26616 members Mstep: Class 15 contains 580 members Mstep: Class 16 contains 19740 members Mstep: Class 17 contains 962 members Mstep: Class 18 contains 9456 members Mstep: Class 19 contains 1237 members Mstep: Class 20 contains 9460 members Mstep: Class 21 contains 66152 members Mstep: Class 22 contains 1182 members Mstep: Class 23 contains 40427 members Mstep: Class 24 contains 359 members Mstep: Class 25 contains 16175 members Mstep: Class 26 contains 113 members Mstep: Class 27 contains 23437 members Mstep: Class 28 contains 3325 members Mstep: Class 29 contains 11064 members Mstep: Class 30 contains 3630 members Mstep: Class 31 contains 5237 members Mstep: Class 32 contains 108 members Mstep: Class 33 contains 1540 members Mstep: Class 34 contains 11497 members Mstep: Class 35 contains 1877 members Mstep: Class 36 contains 244 members Entering Unmasked Estep ConsiderDeletion Score: -22984334.000000 Penalty: 21255.964844 Iteration 325Q: 37 clusters Score -2.298433e+07 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 11675 members Mstep: Class 2 contains 34884 members Mstep: Class 3 contains 9149 members Mstep: Class 4 contains 3294 members Mstep: Class 5 contains 7837 members Mstep: Class 6 contains 4002 members Mstep: Class 7 contains 12851 members Mstep: Class 8 contains 1995 members Mstep: Class 9 contains 3957 members Mstep: Class 10 contains 79739 members Mstep: Class 11 contains 3293 members Mstep: Class 12 contains 2926 members Mstep: Class 13 contains 2199 members Mstep: Class 14 contains 26614 members Mstep: Class 15 contains 580 members Mstep: Class 16 contains 19739 members Mstep: Class 17 contains 962 members Mstep: Class 18 contains 9460 members Mstep: Class 19 contains 1237 members Mstep: Class 20 contains 9469 members Mstep: Class 21 contains 66145 members Mstep: Class 22 contains 1182 members Mstep: Class 23 contains 40427 members Mstep: Class 24 contains 359 members Mstep: Class 25 contains 16187 members Mstep: Class 26 contains 113 members Mstep: Class 27 contains 23439 members Mstep: Class 28 contains 3325 members Mstep: Class 29 contains 11063 members Mstep: Class 30 contains 3629 members Mstep: Class 31 contains 5237 members Mstep: Class 32 contains 108 members Mstep: Class 33 contains 1540 members Mstep: Class 34 contains 11497 members Mstep: Class 35 contains 1877 members Mstep: Class 36 contains 244 members Entering Unmasked Estep ConsiderDeletion Score: -22984332.000000 Penalty: 21255.964844 Iteration 326Q: 37 clusters Score -2.298433e+07 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 11682 members Mstep: Class 2 contains 34870 members Mstep: Class 3 contains 9148 members Mstep: Class 4 contains 3293 members Mstep: Class 5 contains 7833 members Mstep: Class 6 contains 4000 members Mstep: Class 7 contains 12851 members Mstep: Class 8 contains 1995 members Mstep: Class 9 contains 3957 members Mstep: Class 10 contains 79745 members Mstep: Class 11 contains 3293 members Mstep: Class 12 contains 2924 members Mstep: Class 13 contains 2199 members Mstep: Class 14 contains 26605 members Mstep: Class 15 contains 580 members Mstep: Class 16 contains 19739 members Mstep: Class 17 contains 962 members Mstep: Class 18 contains 9466 members Mstep: Class 19 contains 1237 members Mstep: Class 20 contains 9475 members Mstep: Class 21 contains 66140 members Mstep: Class 22 contains 1182 members Mstep: Class 23 contains 40427 members Mstep: Class 24 contains 359 members Mstep: Class 25 contains 16199 members Mstep: Class 26 contains 113 members Mstep: Class 27 contains 23444 members Mstep: Class 28 contains 3320 members Mstep: Class 29 contains 11063 members Mstep: Class 30 contains 3630 members Mstep: Class 31 contains 5237 members Mstep: Class 32 contains 108 members Mstep: Class 33 contains 1540 members Mstep: Class 34 contains 11497 members Mstep: Class 35 contains 1877 members Mstep: Class 36 contains 244 members Entering Unmasked Estep ConsiderDeletion Score: -22984358.000000 Penalty: 21255.964844 Iteration 327Q: 37 clusters Score -2.298436e+07 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 11688 members Mstep: Class 2 contains 34862 members Mstep: Class 3 contains 9149 members Mstep: Class 4 contains 3291 members Mstep: Class 5 contains 7827 members Mstep: Class 6 contains 3999 members Mstep: Class 7 contains 12851 members Mstep: Class 8 contains 1995 members Mstep: Class 9 contains 3956 members Mstep: Class 10 contains 79747 members Mstep: Class 11 contains 3293 members Mstep: Class 12 contains 2923 members Mstep: Class 13 contains 2199 members Mstep: Class 14 contains 26603 members Mstep: Class 15 contains 580 members Mstep: Class 16 contains 19738 members Mstep: Class 17 contains 962 members Mstep: Class 18 contains 9471 members Mstep: Class 19 contains 1237 members Mstep: Class 20 contains 9483 members Mstep: Class 21 contains 66134 members Mstep: Class 22 contains 1182 members Mstep: Class 23 contains 40427 members Mstep: Class 24 contains 359 members Mstep: Class 25 contains 16211 members Mstep: Class 26 contains 113 members Mstep: Class 27 contains 23440 members Mstep: Class 28 contains 3317 members Mstep: Class 29 contains 11062 members Mstep: Class 30 contains 3631 members Mstep: Class 31 contains 5237 members Mstep: Class 32 contains 108 members Mstep: Class 33 contains 1542 members Mstep: Class 34 contains 11497 members Mstep: Class 35 contains 1876 members Mstep: Class 36 contains 244 members Entering Unmasked Estep ConsiderDeletion Score: -22984382.000000 Penalty: 21255.964844 Iteration 328Q: 37 clusters Score -2.298438e+07 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 11689 members Mstep: Class 2 contains 34846 members Mstep: Class 3 contains 9147 members Mstep: Class 4 contains 3289 members Mstep: Class 5 contains 7826 members Mstep: Class 6 contains 3994 members Mstep: Class 7 contains 12851 members Mstep: Class 8 contains 1995 members Mstep: Class 9 contains 3956 members Mstep: Class 10 contains 79746 members Mstep: Class 11 contains 3293 members Mstep: Class 12 contains 2923 members Mstep: Class 13 contains 2199 members Mstep: Class 14 contains 26604 members Mstep: Class 15 contains 580 members Mstep: Class 16 contains 19740 members Mstep: Class 17 contains 962 members Mstep: Class 18 contains 9475 members Mstep: Class 19 contains 1237 members Mstep: Class 20 contains 9492 members Mstep: Class 21 contains 66135 members Mstep: Class 22 contains 1182 members Mstep: Class 23 contains 40427 members Mstep: Class 24 contains 359 members Mstep: Class 25 contains 16217 members Mstep: Class 26 contains 113 members Mstep: Class 27 contains 23441 members Mstep: Class 28 contains 3318 members Mstep: Class 29 contains 11063 members Mstep: Class 30 contains 3631 members Mstep: Class 31 contains 5237 members Mstep: Class 32 contains 108 members Mstep: Class 33 contains 1542 members Mstep: Class 34 contains 11497 members Mstep: Class 35 contains 1876 members Mstep: Class 36 contains 244 members Entering Unmasked Estep ConsiderDeletion Score: -22984380.000000 Penalty: 21255.964844 Iteration 329Q: 37 clusters Score -2.298438e+07 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 11689 members Mstep: Class 2 contains 34829 members Mstep: Class 3 contains 9147 members Mstep: Class 4 contains 3287 members Mstep: Class 5 contains 7826 members Mstep: Class 6 contains 3989 members Mstep: Class 7 contains 12851 members Mstep: Class 8 contains 1995 members Mstep: Class 9 contains 3956 members Mstep: Class 10 contains 79756 members Mstep: Class 11 contains 3293 members Mstep: Class 12 contains 2922 members Mstep: Class 13 contains 2199 members Mstep: Class 14 contains 26604 members Mstep: Class 15 contains 580 members Mstep: Class 16 contains 19740 members Mstep: Class 17 contains 962 members Mstep: Class 18 contains 9477 members Mstep: Class 19 contains 1237 members Mstep: Class 20 contains 9499 members Mstep: Class 21 contains 66135 members Mstep: Class 22 contains 1182 members Mstep: Class 23 contains 40427 members Mstep: Class 24 contains 359 members Mstep: Class 25 contains 16221 members Mstep: Class 26 contains 113 members Mstep: Class 27 contains 23441 members Mstep: Class 28 contains 3320 members Mstep: Class 29 contains 11063 members Mstep: Class 30 contains 3631 members Mstep: Class 31 contains 5237 members Mstep: Class 32 contains 108 members Mstep: Class 33 contains 1542 members Mstep: Class 34 contains 11497 members Mstep: Class 35 contains 1876 members Mstep: Class 36 contains 244 members Entering Unmasked Estep ConsiderDeletion Score: -22984384.000000 Penalty: 21255.964844 Iteration 330Q: 37 clusters Score -2.298438e+07 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 11689 members Mstep: Class 2 contains 34817 members Mstep: Class 3 contains 9147 members Mstep: Class 4 contains 3286 members Mstep: Class 5 contains 7826 members Mstep: Class 6 contains 3985 members Mstep: Class 7 contains 12851 members Mstep: Class 8 contains 1995 members Mstep: Class 9 contains 3956 members Mstep: Class 10 contains 79765 members Mstep: Class 11 contains 3293 members Mstep: Class 12 contains 2921 members Mstep: Class 13 contains 2199 members Mstep: Class 14 contains 26604 members Mstep: Class 15 contains 580 members Mstep: Class 16 contains 19740 members Mstep: Class 17 contains 962 members Mstep: Class 18 contains 9478 members Mstep: Class 19 contains 1237 members Mstep: Class 20 contains 9507 members Mstep: Class 21 contains 66136 members Mstep: Class 22 contains 1182 members Mstep: Class 23 contains 40427 members Mstep: Class 24 contains 359 members Mstep: Class 25 contains 16224 members Mstep: Class 26 contains 113 members Mstep: Class 27 contains 23436 members Mstep: Class 28 contains 3321 members Mstep: Class 29 contains 11063 members Mstep: Class 30 contains 3631 members Mstep: Class 31 contains 5237 members Mstep: Class 32 contains 108 members Mstep: Class 33 contains 1542 members Mstep: Class 34 contains 11497 members Mstep: Class 35 contains 1876 members Mstep: Class 36 contains 244 members Entering Unmasked Estep ConsiderDeletion Score: -22984378.000000 Penalty: 21255.964844 Iteration 331Q: 37 clusters Score -2.298438e+07 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 11690 members Mstep: Class 2 contains 34814 members Mstep: Class 3 contains 9146 members Mstep: Class 4 contains 3286 members Mstep: Class 5 contains 7824 members Mstep: Class 6 contains 3979 members Mstep: Class 7 contains 12851 members Mstep: Class 8 contains 1995 members Mstep: Class 9 contains 3956 members Mstep: Class 10 contains 79767 members Mstep: Class 11 contains 3293 members Mstep: Class 12 contains 2921 members Mstep: Class 13 contains 2199 members Mstep: Class 14 contains 26601 members Mstep: Class 15 contains 580 members Mstep: Class 16 contains 19740 members Mstep: Class 17 contains 962 members Mstep: Class 18 contains 9478 members Mstep: Class 19 contains 1237 members Mstep: Class 20 contains 9513 members Mstep: Class 21 contains 66139 members Mstep: Class 22 contains 1182 members Mstep: Class 23 contains 40427 members Mstep: Class 24 contains 359 members Mstep: Class 25 contains 16228 members Mstep: Class 26 contains 113 members Mstep: Class 27 contains 23434 members Mstep: Class 28 contains 3322 members Mstep: Class 29 contains 11063 members Mstep: Class 30 contains 3631 members Mstep: Class 31 contains 5237 members Mstep: Class 32 contains 108 members Mstep: Class 33 contains 1542 members Mstep: Class 34 contains 11497 members Mstep: Class 35 contains 1876 members Mstep: Class 36 contains 244 members Entering Unmasked Estep ConsiderDeletion Score: -22984422.000000 Penalty: 21255.964844 Iteration 332Q: 37 clusters Score -2.298442e+07 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 11693 members Mstep: Class 2 contains 34811 members Mstep: Class 3 contains 9146 members Mstep: Class 4 contains 3286 members Mstep: Class 5 contains 7823 members Mstep: Class 6 contains 3974 members Mstep: Class 7 contains 12851 members Mstep: Class 8 contains 1995 members Mstep: Class 9 contains 3956 members Mstep: Class 10 contains 79769 members Mstep: Class 11 contains 3293 members Mstep: Class 12 contains 2921 members Mstep: Class 13 contains 2199 members Mstep: Class 14 contains 26598 members Mstep: Class 15 contains 580 members Mstep: Class 16 contains 19739 members Mstep: Class 17 contains 962 members Mstep: Class 18 contains 9479 members Mstep: Class 19 contains 1237 members Mstep: Class 20 contains 9516 members Mstep: Class 21 contains 66138 members Mstep: Class 22 contains 1182 members Mstep: Class 23 contains 40427 members Mstep: Class 24 contains 359 members Mstep: Class 25 contains 16237 members Mstep: Class 26 contains 113 members Mstep: Class 27 contains 23431 members Mstep: Class 28 contains 3321 members Mstep: Class 29 contains 11063 members Mstep: Class 30 contains 3631 members Mstep: Class 31 contains 5237 members Mstep: Class 32 contains 108 members Mstep: Class 33 contains 1542 members Mstep: Class 34 contains 11497 members Mstep: Class 35 contains 1876 members Mstep: Class 36 contains 244 members Entering Unmasked Estep ConsiderDeletion Score: -22984394.000000 Penalty: 21255.964844 Iteration 333Q: 37 clusters Score -2.298439e+07 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 11698 members Mstep: Class 2 contains 34811 members Mstep: Class 3 contains 9146 members Mstep: Class 4 contains 3286 members Mstep: Class 5 contains 7819 members Mstep: Class 6 contains 3973 members Mstep: Class 7 contains 12851 members Mstep: Class 8 contains 1995 members Mstep: Class 9 contains 3956 members Mstep: Class 10 contains 79769 members Mstep: Class 11 contains 3293 members Mstep: Class 12 contains 2921 members Mstep: Class 13 contains 2199 members Mstep: Class 14 contains 26591 members Mstep: Class 15 contains 580 members Mstep: Class 16 contains 19740 members Mstep: Class 17 contains 962 members Mstep: Class 18 contains 9481 members Mstep: Class 19 contains 1237 members Mstep: Class 20 contains 9515 members Mstep: Class 21 contains 66136 members Mstep: Class 22 contains 1182 members Mstep: Class 23 contains 40427 members Mstep: Class 24 contains 359 members Mstep: Class 25 contains 16248 members Mstep: Class 26 contains 113 members Mstep: Class 27 contains 23432 members Mstep: Class 28 contains 3317 members Mstep: Class 29 contains 11063 members Mstep: Class 30 contains 3630 members Mstep: Class 31 contains 5237 members Mstep: Class 32 contains 108 members Mstep: Class 33 contains 1542 members Mstep: Class 34 contains 11497 members Mstep: Class 35 contains 1876 members Mstep: Class 36 contains 244 members Entering Unmasked Estep ConsiderDeletion Score: -22984374.000000 Penalty: 21255.964844 Iteration 334Q: 37 clusters Score -2.298437e+07 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 11700 members Mstep: Class 2 contains 34809 members Mstep: Class 3 contains 9144 members Mstep: Class 4 contains 3286 members Mstep: Class 5 contains 7815 members Mstep: Class 6 contains 3975 members Mstep: Class 7 contains 12851 members Mstep: Class 8 contains 1995 members Mstep: Class 9 contains 3956 members Mstep: Class 10 contains 79774 members Mstep: Class 11 contains 3293 members Mstep: Class 12 contains 2921 members Mstep: Class 13 contains 2199 members Mstep: Class 14 contains 26584 members Mstep: Class 15 contains 580 members Mstep: Class 16 contains 19739 members Mstep: Class 17 contains 962 members Mstep: Class 18 contains 9482 members Mstep: Class 19 contains 1237 members Mstep: Class 20 contains 9516 members Mstep: Class 21 contains 66137 members Mstep: Class 22 contains 1182 members Mstep: Class 23 contains 40427 members Mstep: Class 24 contains 359 members Mstep: Class 25 contains 16254 members Mstep: Class 26 contains 113 members Mstep: Class 27 contains 23431 members Mstep: Class 28 contains 3316 members Mstep: Class 29 contains 11062 members Mstep: Class 30 contains 3631 members Mstep: Class 31 contains 5237 members Mstep: Class 32 contains 108 members Mstep: Class 33 contains 1542 members Mstep: Class 34 contains 11497 members Mstep: Class 35 contains 1876 members Mstep: Class 36 contains 244 members Entering Unmasked Estep ConsiderDeletion Score: -22984402.000000 Penalty: 21255.964844 Iteration 335Q: 37 clusters Score -2.29844e+07 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 11704 members Mstep: Class 2 contains 34810 members Mstep: Class 3 contains 9143 members Mstep: Class 4 contains 3286 members Mstep: Class 5 contains 7812 members Mstep: Class 6 contains 3972 members Mstep: Class 7 contains 12851 members Mstep: Class 8 contains 1995 members Mstep: Class 9 contains 3956 members Mstep: Class 10 contains 79778 members Mstep: Class 11 contains 3293 members Mstep: Class 12 contains 2921 members Mstep: Class 13 contains 2199 members Mstep: Class 14 contains 26586 members Mstep: Class 15 contains 580 members Mstep: Class 16 contains 19738 members Mstep: Class 17 contains 962 members Mstep: Class 18 contains 9484 members Mstep: Class 19 contains 1237 members Mstep: Class 20 contains 9517 members Mstep: Class 21 contains 66138 members Mstep: Class 22 contains 1182 members Mstep: Class 23 contains 40427 members Mstep: Class 24 contains 359 members Mstep: Class 25 contains 16254 members Mstep: Class 26 contains 113 members Mstep: Class 27 contains 23427 members Mstep: Class 28 contains 3312 members Mstep: Class 29 contains 11062 members Mstep: Class 30 contains 3632 members Mstep: Class 31 contains 5237 members Mstep: Class 32 contains 108 members Mstep: Class 33 contains 1542 members Mstep: Class 34 contains 11497 members Mstep: Class 35 contains 1876 members Mstep: Class 36 contains 244 members Entering Unmasked Estep ConsiderDeletion Score: -22984404.000000 Penalty: 21255.964844 Iteration 336Q: 37 clusters Score -2.29844e+07 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 11708 members Mstep: Class 2 contains 34806 members Mstep: Class 3 contains 9144 members Mstep: Class 4 contains 3286 members Mstep: Class 5 contains 7809 members Mstep: Class 6 contains 3968 members Mstep: Class 7 contains 12851 members Mstep: Class 8 contains 1995 members Mstep: Class 9 contains 3956 members Mstep: Class 10 contains 79779 members Mstep: Class 11 contains 3293 members Mstep: Class 12 contains 2921 members Mstep: Class 13 contains 2199 members Mstep: Class 14 contains 26588 members Mstep: Class 15 contains 580 members Mstep: Class 16 contains 19738 members Mstep: Class 17 contains 962 members Mstep: Class 18 contains 9484 members Mstep: Class 19 contains 1237 members Mstep: Class 20 contains 9518 members Mstep: Class 21 contains 66144 members Mstep: Class 22 contains 1182 members Mstep: Class 23 contains 40427 members Mstep: Class 24 contains 359 members Mstep: Class 25 contains 16253 members Mstep: Class 26 contains 113 members Mstep: Class 27 contains 23426 members Mstep: Class 28 contains 3310 members Mstep: Class 29 contains 11062 members Mstep: Class 30 contains 3632 members Mstep: Class 31 contains 5237 members Mstep: Class 32 contains 108 members Mstep: Class 33 contains 1542 members Mstep: Class 34 contains 11497 members Mstep: Class 35 contains 1876 members Mstep: Class 36 contains 244 members Entering Unmasked Estep ConsiderDeletion Score: -22984404.000000 Penalty: 21255.964844 Iteration 337Q: 37 clusters Score -2.29844e+07 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 11709 members Mstep: Class 2 contains 34801 members Mstep: Class 3 contains 9144 members Mstep: Class 4 contains 3286 members Mstep: Class 5 contains 7809 members Mstep: Class 6 contains 3964 members Mstep: Class 7 contains 12851 members Mstep: Class 8 contains 1995 members Mstep: Class 9 contains 3956 members Mstep: Class 10 contains 79781 members Mstep: Class 11 contains 3293 members Mstep: Class 12 contains 2921 members Mstep: Class 13 contains 2199 members Mstep: Class 14 contains 26587 members Mstep: Class 15 contains 580 members Mstep: Class 16 contains 19738 members Mstep: Class 17 contains 962 members Mstep: Class 18 contains 9486 members Mstep: Class 19 contains 1237 members Mstep: Class 20 contains 9515 members Mstep: Class 21 contains 66148 members Mstep: Class 22 contains 1182 members Mstep: Class 23 contains 40427 members Mstep: Class 24 contains 359 members Mstep: Class 25 contains 16255 members Mstep: Class 26 contains 113 members Mstep: Class 27 contains 23426 members Mstep: Class 28 contains 3311 members Mstep: Class 29 contains 11062 members Mstep: Class 30 contains 3632 members Mstep: Class 31 contains 5237 members Mstep: Class 32 contains 108 members Mstep: Class 33 contains 1543 members Mstep: Class 34 contains 11497 members Mstep: Class 35 contains 1876 members Mstep: Class 36 contains 244 members Entering Unmasked Estep ConsiderDeletion Score: -22984400.000000 Penalty: 21255.964844 Iteration 338Q: 37 clusters Score -2.29844e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 11710 members Mstep: Class 2 contains 34797 members Mstep: Class 3 contains 9144 members Mstep: Class 4 contains 3286 members Mstep: Class 5 contains 7808 members Mstep: Class 6 contains 3964 members Mstep: Class 7 contains 12851 members Mstep: Class 8 contains 1995 members Mstep: Class 9 contains 3956 members Mstep: Class 10 contains 79781 members Mstep: Class 11 contains 3293 members Mstep: Class 12 contains 2921 members Mstep: Class 13 contains 2199 members Mstep: Class 14 contains 26589 members Mstep: Class 15 contains 580 members Mstep: Class 16 contains 19738 members Mstep: Class 17 contains 962 members Mstep: Class 18 contains 9488 members Mstep: Class 19 contains 1237 members Mstep: Class 20 contains 9514 members Mstep: Class 21 contains 66149 members Mstep: Class 22 contains 1182 members Mstep: Class 23 contains 40427 members Mstep: Class 24 contains 359 members Mstep: Class 25 contains 16254 members Mstep: Class 26 contains 113 members Mstep: Class 27 contains 23427 members Mstep: Class 28 contains 3311 members Mstep: Class 29 contains 11062 members Mstep: Class 30 contains 3632 members Mstep: Class 31 contains 5237 members Mstep: Class 32 contains 108 members Mstep: Class 33 contains 1543 members Mstep: Class 34 contains 11497 members Mstep: Class 35 contains 1876 members Mstep: Class 36 contains 244 members Entering Unmasked Estep ConsiderDeletion Score: -22984412.000000 Penalty: 21255.964844 Iteration 339Q: 37 clusters Score -2.298441e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 11710 members Mstep: Class 2 contains 34791 members Mstep: Class 3 contains 9144 members Mstep: Class 4 contains 3286 members Mstep: Class 5 contains 7808 members Mstep: Class 6 contains 3963 members Mstep: Class 7 contains 12851 members Mstep: Class 8 contains 1995 members Mstep: Class 9 contains 3956 members Mstep: Class 10 contains 79784 members Mstep: Class 11 contains 3293 members Mstep: Class 12 contains 2921 members Mstep: Class 13 contains 2199 members Mstep: Class 14 contains 26589 members Mstep: Class 15 contains 580 members Mstep: Class 16 contains 19738 members Mstep: Class 17 contains 962 members Mstep: Class 18 contains 9488 members Mstep: Class 19 contains 1237 members Mstep: Class 20 contains 9515 members Mstep: Class 21 contains 66149 members Mstep: Class 22 contains 1182 members Mstep: Class 23 contains 40427 members Mstep: Class 24 contains 359 members Mstep: Class 25 contains 16254 members Mstep: Class 26 contains 113 members Mstep: Class 27 contains 23430 members Mstep: Class 28 contains 3311 members Mstep: Class 29 contains 11062 members Mstep: Class 30 contains 3632 members Mstep: Class 31 contains 5237 members Mstep: Class 32 contains 108 members Mstep: Class 33 contains 1543 members Mstep: Class 34 contains 11497 members Mstep: Class 35 contains 1876 members Mstep: Class 36 contains 244 members Entering Unmasked Estep ConsiderDeletion Score: -22984420.000000 Penalty: 21255.964844 Iteration 340F: 37 clusters Score -2.298442e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 11710 members Mstep: Class 2 contains 34786 members Mstep: Class 3 contains 9145 members Mstep: Class 4 contains 3286 members Mstep: Class 5 contains 7808 members Mstep: Class 6 contains 3963 members Mstep: Class 7 contains 12851 members Mstep: Class 8 contains 1995 members Mstep: Class 9 contains 3956 members Mstep: Class 10 contains 79788 members Mstep: Class 11 contains 3293 members Mstep: Class 12 contains 2921 members Mstep: Class 13 contains 2199 members Mstep: Class 14 contains 26589 members Mstep: Class 15 contains 580 members Mstep: Class 16 contains 19738 members Mstep: Class 17 contains 962 members Mstep: Class 18 contains 9488 members Mstep: Class 19 contains 1237 members Mstep: Class 20 contains 9516 members Mstep: Class 21 contains 66148 members Mstep: Class 22 contains 1182 members Mstep: Class 23 contains 40427 members Mstep: Class 24 contains 359 members Mstep: Class 25 contains 16254 members Mstep: Class 26 contains 113 members Mstep: Class 27 contains 23431 members Mstep: Class 28 contains 3311 members Mstep: Class 29 contains 11062 members Mstep: Class 30 contains 3632 members Mstep: Class 31 contains 5237 members Mstep: Class 32 contains 108 members Mstep: Class 33 contains 1542 members Mstep: Class 34 contains 11497 members Mstep: Class 35 contains 1876 members Mstep: Class 36 contains 244 members Entering Unmasked Estep ConsiderDeletion Score: -22984424.000000 Penalty: 21255.964844 Iteration 341Q: 37 clusters Score -2.298442e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 11710 members Mstep: Class 2 contains 34786 members Mstep: Class 3 contains 9145 members Mstep: Class 4 contains 3286 members Mstep: Class 5 contains 7808 members Mstep: Class 6 contains 3963 members Mstep: Class 7 contains 12851 members Mstep: Class 8 contains 1995 members Mstep: Class 9 contains 3956 members Mstep: Class 10 contains 79789 members Mstep: Class 11 contains 3293 members Mstep: Class 12 contains 2921 members Mstep: Class 13 contains 2199 members Mstep: Class 14 contains 26589 members Mstep: Class 15 contains 580 members Mstep: Class 16 contains 19738 members Mstep: Class 17 contains 962 members Mstep: Class 18 contains 9487 members Mstep: Class 19 contains 1237 members Mstep: Class 20 contains 9516 members Mstep: Class 21 contains 66144 members Mstep: Class 22 contains 1182 members Mstep: Class 23 contains 40427 members Mstep: Class 24 contains 359 members Mstep: Class 25 contains 16254 members Mstep: Class 26 contains 113 members Mstep: Class 27 contains 23433 members Mstep: Class 28 contains 3312 members Mstep: Class 29 contains 11062 members Mstep: Class 30 contains 3632 members Mstep: Class 31 contains 5237 members Mstep: Class 32 contains 108 members Mstep: Class 33 contains 1543 members Mstep: Class 34 contains 11497 members Mstep: Class 35 contains 1876 members Mstep: Class 36 contains 244 members Entering Unmasked Estep ConsiderDeletion Score: -22984416.000000 Penalty: 21255.964844 Iteration 342Q: 37 clusters Score -2.298442e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 11710 members Mstep: Class 2 contains 34786 members Mstep: Class 3 contains 9145 members Mstep: Class 4 contains 3286 members Mstep: Class 5 contains 7808 members Mstep: Class 6 contains 3963 members Mstep: Class 7 contains 12851 members Mstep: Class 8 contains 1995 members Mstep: Class 9 contains 3956 members Mstep: Class 10 contains 79787 members Mstep: Class 11 contains 3293 members Mstep: Class 12 contains 2921 members Mstep: Class 13 contains 2199 members Mstep: Class 14 contains 26590 members Mstep: Class 15 contains 580 members Mstep: Class 16 contains 19738 members Mstep: Class 17 contains 962 members Mstep: Class 18 contains 9487 members Mstep: Class 19 contains 1237 members Mstep: Class 20 contains 9516 members Mstep: Class 21 contains 66141 members Mstep: Class 22 contains 1182 members Mstep: Class 23 contains 40427 members Mstep: Class 24 contains 359 members Mstep: Class 25 contains 16254 members Mstep: Class 26 contains 113 members Mstep: Class 27 contains 23434 members Mstep: Class 28 contains 3314 members Mstep: Class 29 contains 11063 members Mstep: Class 30 contains 3632 members Mstep: Class 31 contains 5237 members Mstep: Class 32 contains 108 members Mstep: Class 33 contains 1543 members Mstep: Class 34 contains 11497 members Mstep: Class 35 contains 1876 members Mstep: Class 36 contains 244 members Entering Unmasked Estep ConsiderDeletion Score: -22984426.000000 Penalty: 21255.964844 Iteration 343Q: 37 clusters Score -2.298443e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 11710 members Mstep: Class 2 contains 34785 members Mstep: Class 3 contains 9145 members Mstep: Class 4 contains 3286 members Mstep: Class 5 contains 7808 members Mstep: Class 6 contains 3964 members Mstep: Class 7 contains 12851 members Mstep: Class 8 contains 1995 members Mstep: Class 9 contains 3956 members Mstep: Class 10 contains 79790 members Mstep: Class 11 contains 3293 members Mstep: Class 12 contains 2920 members Mstep: Class 13 contains 2199 members Mstep: Class 14 contains 26592 members Mstep: Class 15 contains 580 members Mstep: Class 16 contains 19738 members Mstep: Class 17 contains 962 members Mstep: Class 18 contains 9487 members Mstep: Class 19 contains 1237 members Mstep: Class 20 contains 9516 members Mstep: Class 21 contains 66137 members Mstep: Class 22 contains 1182 members Mstep: Class 23 contains 40427 members Mstep: Class 24 contains 359 members Mstep: Class 25 contains 16254 members Mstep: Class 26 contains 113 members Mstep: Class 27 contains 23434 members Mstep: Class 28 contains 3314 members Mstep: Class 29 contains 11063 members Mstep: Class 30 contains 3632 members Mstep: Class 31 contains 5237 members Mstep: Class 32 contains 108 members Mstep: Class 33 contains 1543 members Mstep: Class 34 contains 11497 members Mstep: Class 35 contains 1876 members Mstep: Class 36 contains 244 members Entering Unmasked Estep ConsiderDeletion Score: -22984426.000000 Penalty: 21255.964844 Iteration 344Q: 37 clusters Score -2.298443e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 11711 members Mstep: Class 2 contains 34784 members Mstep: Class 3 contains 9145 members Mstep: Class 4 contains 3286 members Mstep: Class 5 contains 7808 members Mstep: Class 6 contains 3964 members Mstep: Class 7 contains 12851 members Mstep: Class 8 contains 1995 members Mstep: Class 9 contains 3956 members Mstep: Class 10 contains 79794 members Mstep: Class 11 contains 3293 members Mstep: Class 12 contains 2919 members Mstep: Class 13 contains 2199 members Mstep: Class 14 contains 26594 members Mstep: Class 15 contains 580 members Mstep: Class 16 contains 19738 members Mstep: Class 17 contains 962 members Mstep: Class 18 contains 9487 members Mstep: Class 19 contains 1237 members Mstep: Class 20 contains 9516 members Mstep: Class 21 contains 66132 members Mstep: Class 22 contains 1182 members Mstep: Class 23 contains 40427 members Mstep: Class 24 contains 359 members Mstep: Class 25 contains 16254 members Mstep: Class 26 contains 113 members Mstep: Class 27 contains 23434 members Mstep: Class 28 contains 3314 members Mstep: Class 29 contains 11063 members Mstep: Class 30 contains 3632 members Mstep: Class 31 contains 5237 members Mstep: Class 32 contains 108 members Mstep: Class 33 contains 1543 members Mstep: Class 34 contains 11497 members Mstep: Class 35 contains 1876 members Mstep: Class 36 contains 244 members Entering Unmasked Estep ConsiderDeletion Score: -22984434.000000 Penalty: 21255.964844 Iteration 345Q: 37 clusters Score -2.298443e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 11712 members Mstep: Class 2 contains 34782 members Mstep: Class 3 contains 9145 members Mstep: Class 4 contains 3286 members Mstep: Class 5 contains 7808 members Mstep: Class 6 contains 3964 members Mstep: Class 7 contains 12851 members Mstep: Class 8 contains 1995 members Mstep: Class 9 contains 3956 members Mstep: Class 10 contains 79800 members Mstep: Class 11 contains 3293 members Mstep: Class 12 contains 2918 members Mstep: Class 13 contains 2199 members Mstep: Class 14 contains 26595 members Mstep: Class 15 contains 580 members Mstep: Class 16 contains 19738 members Mstep: Class 17 contains 962 members Mstep: Class 18 contains 9487 members Mstep: Class 19 contains 1237 members Mstep: Class 20 contains 9516 members Mstep: Class 21 contains 66128 members Mstep: Class 22 contains 1182 members Mstep: Class 23 contains 40427 members Mstep: Class 24 contains 359 members Mstep: Class 25 contains 16254 members Mstep: Class 26 contains 113 members Mstep: Class 27 contains 23434 members Mstep: Class 28 contains 3314 members Mstep: Class 29 contains 11063 members Mstep: Class 30 contains 3631 members Mstep: Class 31 contains 5237 members Mstep: Class 32 contains 108 members Mstep: Class 33 contains 1543 members Mstep: Class 34 contains 11497 members Mstep: Class 35 contains 1876 members Mstep: Class 36 contains 244 members Entering Unmasked Estep ConsiderDeletion Score: -22984412.000000 Penalty: 21255.964844 Iteration 346Q: 37 clusters Score -2.298441e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 11713 members Mstep: Class 2 contains 34780 members Mstep: Class 3 contains 9145 members Mstep: Class 4 contains 3286 members Mstep: Class 5 contains 7808 members Mstep: Class 6 contains 3964 members Mstep: Class 7 contains 12851 members Mstep: Class 8 contains 1995 members Mstep: Class 9 contains 3956 members Mstep: Class 10 contains 79807 members Mstep: Class 11 contains 3293 members Mstep: Class 12 contains 2917 members Mstep: Class 13 contains 2199 members Mstep: Class 14 contains 26595 members Mstep: Class 15 contains 580 members Mstep: Class 16 contains 19738 members Mstep: Class 17 contains 962 members Mstep: Class 18 contains 9487 members Mstep: Class 19 contains 1237 members Mstep: Class 20 contains 9516 members Mstep: Class 21 contains 66124 members Mstep: Class 22 contains 1182 members Mstep: Class 23 contains 40427 members Mstep: Class 24 contains 359 members Mstep: Class 25 contains 16254 members Mstep: Class 26 contains 113 members Mstep: Class 27 contains 23434 members Mstep: Class 28 contains 3314 members Mstep: Class 29 contains 11062 members Mstep: Class 30 contains 3631 members Mstep: Class 31 contains 5237 members Mstep: Class 32 contains 108 members Mstep: Class 33 contains 1543 members Mstep: Class 34 contains 11497 members Mstep: Class 35 contains 1876 members Mstep: Class 36 contains 244 members Entering Unmasked Estep ConsiderDeletion Score: -22984402.000000 Penalty: 21255.964844 Iteration 347Q: 37 clusters Score -2.29844e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 11713 members Mstep: Class 2 contains 34777 members Mstep: Class 3 contains 9146 members Mstep: Class 4 contains 3286 members Mstep: Class 5 contains 7807 members Mstep: Class 6 contains 3964 members Mstep: Class 7 contains 12851 members Mstep: Class 8 contains 1995 members Mstep: Class 9 contains 3956 members Mstep: Class 10 contains 79813 members Mstep: Class 11 contains 3293 members Mstep: Class 12 contains 2917 members Mstep: Class 13 contains 2199 members Mstep: Class 14 contains 26595 members Mstep: Class 15 contains 580 members Mstep: Class 16 contains 19738 members Mstep: Class 17 contains 962 members Mstep: Class 18 contains 9487 members Mstep: Class 19 contains 1237 members Mstep: Class 20 contains 9516 members Mstep: Class 21 contains 66121 members Mstep: Class 22 contains 1182 members Mstep: Class 23 contains 40427 members Mstep: Class 24 contains 359 members Mstep: Class 25 contains 16254 members Mstep: Class 26 contains 113 members Mstep: Class 27 contains 23434 members Mstep: Class 28 contains 3314 members Mstep: Class 29 contains 11062 members Mstep: Class 30 contains 3631 members Mstep: Class 31 contains 5237 members Mstep: Class 32 contains 108 members Mstep: Class 33 contains 1543 members Mstep: Class 34 contains 11497 members Mstep: Class 35 contains 1876 members Mstep: Class 36 contains 244 members Entering Unmasked Estep ConsiderDeletion Score: -22984400.000000 Penalty: 21255.964844 Iteration 348Q: 37 clusters Score -2.29844e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 11713 members Mstep: Class 2 contains 34776 members Mstep: Class 3 contains 9146 members Mstep: Class 4 contains 3286 members Mstep: Class 5 contains 7807 members Mstep: Class 6 contains 3964 members Mstep: Class 7 contains 12851 members Mstep: Class 8 contains 1995 members Mstep: Class 9 contains 3956 members Mstep: Class 10 contains 79816 members Mstep: Class 11 contains 3293 members Mstep: Class 12 contains 2917 members Mstep: Class 13 contains 2199 members Mstep: Class 14 contains 26595 members Mstep: Class 15 contains 580 members Mstep: Class 16 contains 19738 members Mstep: Class 17 contains 962 members Mstep: Class 18 contains 9487 members Mstep: Class 19 contains 1237 members Mstep: Class 20 contains 9516 members Mstep: Class 21 contains 66119 members Mstep: Class 22 contains 1182 members Mstep: Class 23 contains 40427 members Mstep: Class 24 contains 359 members Mstep: Class 25 contains 16254 members Mstep: Class 26 contains 113 members Mstep: Class 27 contains 23434 members Mstep: Class 28 contains 3314 members Mstep: Class 29 contains 11062 members Mstep: Class 30 contains 3631 members Mstep: Class 31 contains 5237 members Mstep: Class 32 contains 108 members Mstep: Class 33 contains 1543 members Mstep: Class 34 contains 11497 members Mstep: Class 35 contains 1876 members Mstep: Class 36 contains 244 members Entering Unmasked Estep ConsiderDeletion Score: -22984400.000000 Penalty: 21255.964844 Iteration 349Q: 37 clusters Score -2.29844e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 11713 members Mstep: Class 2 contains 34776 members Mstep: Class 3 contains 9146 members Mstep: Class 4 contains 3286 members Mstep: Class 5 contains 7807 members Mstep: Class 6 contains 3964 members Mstep: Class 7 contains 12851 members Mstep: Class 8 contains 1995 members Mstep: Class 9 contains 3956 members Mstep: Class 10 contains 79817 members Mstep: Class 11 contains 3293 members Mstep: Class 12 contains 2917 members Mstep: Class 13 contains 2199 members Mstep: Class 14 contains 26595 members Mstep: Class 15 contains 580 members Mstep: Class 16 contains 19738 members Mstep: Class 17 contains 962 members Mstep: Class 18 contains 9487 members Mstep: Class 19 contains 1237 members Mstep: Class 20 contains 9516 members Mstep: Class 21 contains 66118 members Mstep: Class 22 contains 1182 members Mstep: Class 23 contains 40427 members Mstep: Class 24 contains 359 members Mstep: Class 25 contains 16254 members Mstep: Class 26 contains 113 members Mstep: Class 27 contains 23434 members Mstep: Class 28 contains 3314 members Mstep: Class 29 contains 11062 members Mstep: Class 30 contains 3631 members Mstep: Class 31 contains 5237 members Mstep: Class 32 contains 108 members Mstep: Class 33 contains 1543 members Mstep: Class 34 contains 11497 members Mstep: Class 35 contains 1876 members Mstep: Class 36 contains 244 members Entering Unmasked Estep ConsiderDeletion Score: -22984396.000000 Penalty: 21255.964844 Iteration 350Q: 37 clusters Score -2.29844e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 11713 members Mstep: Class 2 contains 34776 members Mstep: Class 3 contains 9146 members Mstep: Class 4 contains 3286 members Mstep: Class 5 contains 7807 members Mstep: Class 6 contains 3964 members Mstep: Class 7 contains 12851 members Mstep: Class 8 contains 1995 members Mstep: Class 9 contains 3956 members Mstep: Class 10 contains 79817 members Mstep: Class 11 contains 3293 members Mstep: Class 12 contains 2917 members Mstep: Class 13 contains 2199 members Mstep: Class 14 contains 26595 members Mstep: Class 15 contains 580 members Mstep: Class 16 contains 19738 members Mstep: Class 17 contains 962 members Mstep: Class 18 contains 9487 members Mstep: Class 19 contains 1237 members Mstep: Class 20 contains 9516 members Mstep: Class 21 contains 66118 members Mstep: Class 22 contains 1182 members Mstep: Class 23 contains 40427 members Mstep: Class 24 contains 359 members Mstep: Class 25 contains 16254 members Mstep: Class 26 contains 113 members Mstep: Class 27 contains 23434 members Mstep: Class 28 contains 3314 members Mstep: Class 29 contains 11062 members Mstep: Class 30 contains 3631 members Mstep: Class 31 contains 5237 members Mstep: Class 32 contains 108 members Mstep: Class 33 contains 1543 members Mstep: Class 34 contains 11497 members Mstep: Class 35 contains 1876 members Mstep: Class 36 contains 244 members Entering Unmasked Estep ConsiderDeletion Score: -22984396.000000 Penalty: 21255.964844 Iteration 351F: 37 clusters Score -2.29844e+07 nChanged 0 Entering ConstructFrom: Score: -22984396.000000 Penalty: 21255.964844 Entering ConstructFrom: Trying to split cluster 1 (11713 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11713 members Entering Unmasked Estep Score: -658096.562500 Penalty: 426.264709 Iteration 0F: 2 clusters Score -658096.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5774 members Mstep: Class 2 contains 5939 members Entering Unmasked Estep Score: -650397.062500 Penalty: 852.529419 Iteration 0F: 3 clusters Score -650397.1 nChanged 5421 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4951 members Mstep: Class 2 contains 6762 members Entering Unmasked Estep Score: -653732.812500 Penalty: 852.529419 Iteration 1F: 3 clusters Score -653732.8 nChanged 752 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4527 members Mstep: Class 2 contains 7186 members Entering Unmasked Estep Score: -654162.000000 Penalty: 852.529419 Iteration 2F: 3 clusters Score -654162 nChanged 775 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4016 members Mstep: Class 2 contains 7697 members Entering Unmasked Estep Score: -654721.500000 Penalty: 852.529419 Iteration 3F: 3 clusters Score -654721.5 nChanged 739 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3487 members Mstep: Class 2 contains 8226 members Entering Unmasked Estep Score: -655295.937500 Penalty: 852.529419 Iteration 4F: 3 clusters Score -655295.9 nChanged 662 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3017 members Mstep: Class 2 contains 8696 members Entering Unmasked Estep Score: -655864.500000 Penalty: 852.529419 Iteration 5F: 3 clusters Score -655864.5 nChanged 547 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2688 members Mstep: Class 2 contains 9025 members Entering Unmasked Estep Score: -656311.625000 Penalty: 852.529419 Iteration 6Q: 3 clusters Score -656311.6 nChanged 432 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2474 members Mstep: Class 2 contains 9239 members Entering Unmasked Estep Score: -656630.750000 Penalty: 852.529419 Iteration 7Q: 3 clusters Score -656630.8 nChanged 325 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2309 members Mstep: Class 2 contains 9404 members Entering Unmasked Estep Score: -656814.250000 Penalty: 852.529419 Iteration 8Q: 3 clusters Score -656814.2 nChanged 218 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2195 members Mstep: Class 2 contains 9518 members Entering Unmasked Estep Score: -656915.875000 Penalty: 852.529419 Iteration 9Q: 3 clusters Score -656915.9 nChanged 179 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2086 members Mstep: Class 2 contains 9627 members Entering Unmasked Estep Score: -656997.875000 Penalty: 852.529419 Iteration 10Q: 3 clusters Score -656997.9 nChanged 174 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2002 members Mstep: Class 2 contains 9711 members Entering Unmasked Estep Score: -657056.562500 Penalty: 852.529419 Iteration 11Q: 3 clusters Score -657056.6 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1927 members Mstep: Class 2 contains 9786 members Entering Unmasked Estep Score: -657105.187500 Penalty: 852.529419 Iteration 12Q: 3 clusters Score -657105.2 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1847 members Mstep: Class 2 contains 9866 members Entering Unmasked Estep Score: -657148.562500 Penalty: 852.529419 Iteration 13Q: 3 clusters Score -657148.6 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1780 members Mstep: Class 2 contains 9933 members Entering Unmasked Estep Score: -657182.750000 Penalty: 852.529419 Iteration 14Q: 3 clusters Score -657182.8 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1712 members Mstep: Class 2 contains 10001 members Entering Unmasked Estep Score: -657220.625000 Penalty: 852.529419 Iteration 15Q: 3 clusters Score -657220.6 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1653 members Mstep: Class 2 contains 10060 members Entering Unmasked Estep Score: -657257.375000 Penalty: 852.529419 Iteration 16Q: 3 clusters Score -657257.4 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1584 members Mstep: Class 2 contains 10129 members Entering Unmasked Estep Score: -657298.562500 Penalty: 852.529419 Iteration 17Q: 3 clusters Score -657298.6 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1509 members Mstep: Class 2 contains 10204 members Entering Unmasked Estep Score: -657347.437500 Penalty: 852.529419 Iteration 18Q: 3 clusters Score -657347.4 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1440 members Mstep: Class 2 contains 10273 members Entering Unmasked Estep Score: -657399.812500 Penalty: 852.529419 Iteration 19Q: 3 clusters Score -657399.8 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1374 members Mstep: Class 2 contains 10339 members Entering Unmasked Estep Score: -657459.875000 Penalty: 852.529419 Iteration 20F: 3 clusters Score -657459.9 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1320 members Mstep: Class 2 contains 10393 members Entering Unmasked Estep Score: -657539.000000 Penalty: 852.529419 Iteration 21Q: 3 clusters Score -657539 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1288 members Mstep: Class 2 contains 10425 members Entering Unmasked Estep Score: -657632.187500 Penalty: 852.529419 Iteration 22Q: 3 clusters Score -657632.2 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1272 members Mstep: Class 2 contains 10441 members Entering Unmasked Estep Score: -657752.437500 Penalty: 852.529419 Iteration 23Q: 3 clusters Score -657752.4 nChanged 178 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1264 members Mstep: Class 2 contains 10449 members Entering Unmasked Estep Score: -657885.812500 Penalty: 852.529419 Iteration 24Q: 3 clusters Score -657885.8 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1297 members Mstep: Class 2 contains 10416 members Entering Unmasked Estep Score: -657965.562500 Penalty: 852.529419 Iteration 25Q: 3 clusters Score -657965.6 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1339 members Mstep: Class 2 contains 10374 members Entering Unmasked Estep Score: -658023.687500 Penalty: 852.529419 Iteration 26Q: 3 clusters Score -658023.7 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1382 members Mstep: Class 2 contains 10331 members Entering Unmasked Estep Score: -658064.062500 Penalty: 852.529419 Iteration 27Q: 3 clusters Score -658064.1 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1416 members Mstep: Class 2 contains 10297 members Entering Unmasked Estep Score: -658090.000000 Penalty: 852.529419 Iteration 28Q: 3 clusters Score -658090 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1425 members Mstep: Class 2 contains 10288 members Entering Unmasked Estep Score: -658108.312500 Penalty: 852.529419 Iteration 29Q: 3 clusters Score -658108.3 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1436 members Mstep: Class 2 contains 10277 members Entering Unmasked Estep Score: -658118.687500 Penalty: 852.529419 Iteration 30Q: 3 clusters Score -658118.7 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1449 members Mstep: Class 2 contains 10264 members Entering Unmasked Estep Score: -658123.375000 Penalty: 852.529419 Iteration 31Q: 3 clusters Score -658123.4 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1455 members Mstep: Class 2 contains 10258 members Entering Unmasked Estep Score: -658126.437500 Penalty: 852.529419 Iteration 32Q: 3 clusters Score -658126.4 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1454 members Mstep: Class 2 contains 10259 members Entering Unmasked Estep Score: -658133.375000 Penalty: 852.529419 Iteration 33Q: 3 clusters Score -658133.4 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1464 members Mstep: Class 2 contains 10249 members Entering Unmasked Estep Score: -658135.562500 Penalty: 852.529419 Iteration 34Q: 3 clusters Score -658135.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1463 members Mstep: Class 2 contains 10250 members Entering Unmasked Estep Score: -658136.125000 Penalty: 852.529419 Iteration 35Q: 3 clusters Score -658136.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1469 members Mstep: Class 2 contains 10244 members Entering Unmasked Estep Score: -658135.937500 Penalty: 852.529419 Iteration 36Q: 3 clusters Score -658135.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1471 members Mstep: Class 2 contains 10242 members Entering Unmasked Estep Score: -658137.062500 Penalty: 852.529419 Iteration 37Q: 3 clusters Score -658137.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1472 members Mstep: Class 2 contains 10241 members Entering Unmasked Estep Score: -658135.875000 Penalty: 852.529419 Iteration 38Q: 3 clusters Score -658135.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1473 members Mstep: Class 2 contains 10240 members Entering Unmasked Estep Score: -658137.062500 Penalty: 852.529419 Iteration 39Q: 3 clusters Score -658137.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1473 members Mstep: Class 2 contains 10240 members Entering Unmasked Estep Score: -658151.062500 Penalty: 852.529419 Iteration 40F: 3 clusters Score -658151.1 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1490 members Mstep: Class 2 contains 10223 members Entering Unmasked Estep Score: -658153.875000 Penalty: 852.529419 Iteration 41Q: 3 clusters Score -658153.9 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1507 members Mstep: Class 2 contains 10206 members Entering Unmasked Estep Score: -658157.187500 Penalty: 852.529419 Iteration 42Q: 3 clusters Score -658157.2 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1517 members Mstep: Class 2 contains 10196 members Entering Unmasked Estep Score: -658157.500000 Penalty: 852.529419 Iteration 43Q: 3 clusters Score -658157.5 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1523 members Mstep: Class 2 contains 10190 members Entering Unmasked Estep Score: -658160.125000 Penalty: 852.529419 Iteration 44Q: 3 clusters Score -658160.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1533 members Mstep: Class 2 contains 10180 members Entering Unmasked Estep Score: -658163.062500 Penalty: 852.529419 Iteration 45Q: 3 clusters Score -658163.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1542 members Mstep: Class 2 contains 10171 members Entering Unmasked Estep Score: -658163.937500 Penalty: 852.529419 Iteration 46Q: 3 clusters Score -658163.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1546 members Mstep: Class 2 contains 10167 members Entering Unmasked Estep Score: -658164.000000 Penalty: 852.529419 Iteration 47Q: 3 clusters Score -658164 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1549 members Mstep: Class 2 contains 10164 members Entering Unmasked Estep Score: -658165.000000 Penalty: 852.529419 Iteration 48Q: 3 clusters Score -658165 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1556 members Mstep: Class 2 contains 10157 members Entering Unmasked Estep Score: -658164.562500 Penalty: 852.529419 Iteration 49Q: 3 clusters Score -658164.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1560 members Mstep: Class 2 contains 10153 members Entering Unmasked Estep Score: -658166.437500 Penalty: 852.529419 Iteration 50Q: 3 clusters Score -658166.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1564 members Mstep: Class 2 contains 10149 members Entering Unmasked Estep Score: -658166.500000 Penalty: 852.529419 Iteration 51Q: 3 clusters Score -658166.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1567 members Mstep: Class 2 contains 10146 members Entering Unmasked Estep Score: -658167.562500 Penalty: 852.529419 Iteration 52Q: 3 clusters Score -658167.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1569 members Mstep: Class 2 contains 10144 members Entering Unmasked Estep Score: -658167.125000 Penalty: 852.529419 Iteration 53Q: 3 clusters Score -658167.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1570 members Mstep: Class 2 contains 10143 members Entering Unmasked Estep Score: -658166.812500 Penalty: 852.529419 Iteration 54Q: 3 clusters Score -658166.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1571 members Mstep: Class 2 contains 10142 members Entering Unmasked Estep Score: -658167.000000 Penalty: 852.529419 Iteration 55Q: 3 clusters Score -658167 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1571 members Mstep: Class 2 contains 10142 members Entering Unmasked Estep Score: -658167.000000 Penalty: 852.529419 Iteration 56F: 3 clusters Score -658167 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 1571 members Mstep: Class 2 contains 34776 members Mstep: Class 3 contains 9146 members Mstep: Class 4 contains 3286 members Mstep: Class 5 contains 7807 members Mstep: Class 6 contains 3964 members Mstep: Class 7 contains 12851 members Mstep: Class 8 contains 1995 members Mstep: Class 9 contains 3956 members Mstep: Class 10 contains 79817 members Mstep: Class 11 contains 3293 members Mstep: Class 12 contains 2917 members Mstep: Class 13 contains 2199 members Mstep: Class 14 contains 26595 members Mstep: Class 15 contains 580 members Mstep: Class 16 contains 19738 members Mstep: Class 17 contains 962 members Mstep: Class 18 contains 9487 members Mstep: Class 19 contains 1237 members Mstep: Class 20 contains 9516 members Mstep: Class 21 contains 66118 members Mstep: Class 22 contains 1182 members Mstep: Class 23 contains 40427 members Mstep: Class 24 contains 359 members Mstep: Class 25 contains 16254 members Mstep: Class 26 contains 113 members Mstep: Class 27 contains 23434 members Mstep: Class 28 contains 3314 members Mstep: Class 29 contains 11062 members Mstep: Class 30 contains 3631 members Mstep: Class 31 contains 5237 members Mstep: Class 32 contains 108 members Mstep: Class 33 contains 1543 members Mstep: Class 34 contains 11497 members Mstep: Class 35 contains 1876 members Mstep: Class 36 contains 244 members Mstep: Class 37 contains 10142 members Entering Unmasked Estep Score: -22984292.000000 Penalty: 21846.408203 Splitting cluster 1 changes total score from -22984396.000000 to -22984292.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 2 (34776 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34776 members Entering Unmasked Estep Score: -1935419.000000 Penalty: 475.779083 Iteration 0F: 2 clusters Score -1935419 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17386 members Mstep: Class 2 contains 17390 members Entering Unmasked Estep Score: -1912131.750000 Penalty: 951.558167 Iteration 0F: 3 clusters Score -1912132 nChanged 16678 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18212 members Mstep: Class 2 contains 16564 members Entering Unmasked Estep Score: -1922059.250000 Penalty: 951.558167 Iteration 1F: 3 clusters Score -1922059 nChanged 1638 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18782 members Mstep: Class 2 contains 15994 members Entering Unmasked Estep Score: -1922675.375000 Penalty: 951.558167 Iteration 2Q: 3 clusters Score -1922675 nChanged 1798 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19524 members Mstep: Class 2 contains 15252 members Entering Unmasked Estep Score: -1923505.750000 Penalty: 951.558167 Iteration 3F: 3 clusters Score -1923506 nChanged 1891 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20417 members Mstep: Class 2 contains 14359 members Entering Unmasked Estep Score: -1924505.750000 Penalty: 951.558167 Iteration 4F: 3 clusters Score -1924506 nChanged 2026 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21399 members Mstep: Class 2 contains 13377 members Entering Unmasked Estep Score: -1925845.625000 Penalty: 951.558167 Iteration 5F: 3 clusters Score -1925846 nChanged 2064 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22331 members Mstep: Class 2 contains 12445 members Entering Unmasked Estep Score: -1927473.500000 Penalty: 951.558167 Iteration 6F: 3 clusters Score -1927474 nChanged 1984 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23033 members Mstep: Class 2 contains 11743 members Entering Unmasked Estep Score: -1929134.000000 Penalty: 951.558167 Iteration 7F: 3 clusters Score -1929134 nChanged 1654 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23507 members Mstep: Class 2 contains 11269 members Entering Unmasked Estep Score: -1930079.875000 Penalty: 951.558167 Iteration 8Q: 3 clusters Score -1930080 nChanged 1060 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23945 members Mstep: Class 2 contains 10831 members Entering Unmasked Estep Score: -1930495.625000 Penalty: 951.558167 Iteration 9Q: 3 clusters Score -1930496 nChanged 669 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24380 members Mstep: Class 2 contains 10396 members Entering Unmasked Estep Score: -1930736.875000 Penalty: 951.558167 Iteration 10Q: 3 clusters Score -1930737 nChanged 607 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24841 members Mstep: Class 2 contains 9935 members Entering Unmasked Estep Score: -1930960.625000 Penalty: 951.558167 Iteration 11Q: 3 clusters Score -1930961 nChanged 561 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25322 members Mstep: Class 2 contains 9454 members Entering Unmasked Estep Score: -1931171.625000 Penalty: 951.558167 Iteration 12Q: 3 clusters Score -1931172 nChanged 558 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25808 members Mstep: Class 2 contains 8968 members Entering Unmasked Estep Score: -1931418.125000 Penalty: 951.558167 Iteration 13Q: 3 clusters Score -1931418 nChanged 584 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26318 members Mstep: Class 2 contains 8458 members Entering Unmasked Estep Score: -1931730.625000 Penalty: 951.558167 Iteration 14Q: 3 clusters Score -1931731 nChanged 634 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26852 members Mstep: Class 2 contains 7924 members Entering Unmasked Estep Score: -1932108.125000 Penalty: 951.558167 Iteration 15Q: 3 clusters Score -1932108 nChanged 635 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27373 members Mstep: Class 2 contains 7403 members Entering Unmasked Estep Score: -1932515.125000 Penalty: 951.558167 Iteration 16Q: 3 clusters Score -1932515 nChanged 611 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27852 members Mstep: Class 2 contains 6924 members Entering Unmasked Estep Score: -1932935.750000 Penalty: 951.558167 Iteration 17Q: 3 clusters Score -1932936 nChanged 552 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28260 members Mstep: Class 2 contains 6516 members Entering Unmasked Estep Score: -1933313.000000 Penalty: 951.558167 Iteration 18Q: 3 clusters Score -1933313 nChanged 502 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28580 members Mstep: Class 2 contains 6196 members Entering Unmasked Estep Score: -1933636.000000 Penalty: 951.558167 Iteration 19Q: 3 clusters Score -1933636 nChanged 439 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28871 members Mstep: Class 2 contains 5905 members Entering Unmasked Estep Score: -1933897.625000 Penalty: 951.558167 Iteration 20F: 3 clusters Score -1933898 nChanged 356 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29087 members Mstep: Class 2 contains 5689 members Entering Unmasked Estep Score: -1934057.875000 Penalty: 951.558167 Iteration 21Q: 3 clusters Score -1934058 nChanged 323 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29280 members Mstep: Class 2 contains 5496 members Entering Unmasked Estep Score: -1934179.625000 Penalty: 951.558167 Iteration 22Q: 3 clusters Score -1934180 nChanged 265 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29459 members Mstep: Class 2 contains 5317 members Entering Unmasked Estep Score: -1934269.125000 Penalty: 951.558167 Iteration 23Q: 3 clusters Score -1934269 nChanged 252 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29623 members Mstep: Class 2 contains 5153 members Entering Unmasked Estep Score: -1934351.750000 Penalty: 951.558167 Iteration 24Q: 3 clusters Score -1934352 nChanged 225 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29766 members Mstep: Class 2 contains 5010 members Entering Unmasked Estep Score: -1934418.625000 Penalty: 951.558167 Iteration 25Q: 3 clusters Score -1934419 nChanged 175 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29869 members Mstep: Class 2 contains 4907 members Entering Unmasked Estep Score: -1934455.000000 Penalty: 951.558167 Iteration 26Q: 3 clusters Score -1934455 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29948 members Mstep: Class 2 contains 4828 members Entering Unmasked Estep Score: -1934491.125000 Penalty: 951.558167 Iteration 27Q: 3 clusters Score -1934491 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30034 members Mstep: Class 2 contains 4742 members Entering Unmasked Estep Score: -1934518.875000 Penalty: 951.558167 Iteration 28Q: 3 clusters Score -1934519 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30126 members Mstep: Class 2 contains 4650 members Entering Unmasked Estep Score: -1934537.000000 Penalty: 951.558167 Iteration 29Q: 3 clusters Score -1934537 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30216 members Mstep: Class 2 contains 4560 members Entering Unmasked Estep Score: -1934559.875000 Penalty: 951.558167 Iteration 30Q: 3 clusters Score -1934560 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30304 members Mstep: Class 2 contains 4472 members Entering Unmasked Estep Score: -1934574.875000 Penalty: 951.558167 Iteration 31Q: 3 clusters Score -1934575 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30375 members Mstep: Class 2 contains 4401 members Entering Unmasked Estep Score: -1934586.750000 Penalty: 951.558167 Iteration 32Q: 3 clusters Score -1934587 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30457 members Mstep: Class 2 contains 4319 members Entering Unmasked Estep Score: -1934601.625000 Penalty: 951.558167 Iteration 33Q: 3 clusters Score -1934602 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30535 members Mstep: Class 2 contains 4241 members Entering Unmasked Estep Score: -1934614.500000 Penalty: 951.558167 Iteration 34Q: 3 clusters Score -1934614 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30596 members Mstep: Class 2 contains 4180 members Entering Unmasked Estep Score: -1934625.250000 Penalty: 951.558167 Iteration 35Q: 3 clusters Score -1934625 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30663 members Mstep: Class 2 contains 4113 members Entering Unmasked Estep Score: -1934628.375000 Penalty: 951.558167 Iteration 36Q: 3 clusters Score -1934628 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30723 members Mstep: Class 2 contains 4053 members Entering Unmasked Estep Score: -1934631.125000 Penalty: 951.558167 Iteration 37Q: 3 clusters Score -1934631 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30783 members Mstep: Class 2 contains 3993 members Entering Unmasked Estep Score: -1934637.875000 Penalty: 951.558167 Iteration 38Q: 3 clusters Score -1934638 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30841 members Mstep: Class 2 contains 3935 members Entering Unmasked Estep Score: -1934646.625000 Penalty: 951.558167 Iteration 39Q: 3 clusters Score -1934647 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30888 members Mstep: Class 2 contains 3888 members Entering Unmasked Estep Score: -1934643.250000 Penalty: 951.558167 Iteration 40F: 3 clusters Score -1934643 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30937 members Mstep: Class 2 contains 3839 members Entering Unmasked Estep Score: -1934652.250000 Penalty: 951.558167 Iteration 41Q: 3 clusters Score -1934652 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30988 members Mstep: Class 2 contains 3788 members Entering Unmasked Estep Score: -1934655.875000 Penalty: 951.558167 Iteration 42Q: 3 clusters Score -1934656 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31029 members Mstep: Class 2 contains 3747 members Entering Unmasked Estep Score: -1934658.625000 Penalty: 951.558167 Iteration 43Q: 3 clusters Score -1934659 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31071 members Mstep: Class 2 contains 3705 members Entering Unmasked Estep Score: -1934663.000000 Penalty: 951.558167 Iteration 44Q: 3 clusters Score -1934663 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31117 members Mstep: Class 2 contains 3659 members Entering Unmasked Estep Score: -1934668.125000 Penalty: 951.558167 Iteration 45Q: 3 clusters Score -1934668 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31158 members Mstep: Class 2 contains 3618 members Entering Unmasked Estep Score: -1934677.250000 Penalty: 951.558167 Iteration 46Q: 3 clusters Score -1934677 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31214 members Mstep: Class 2 contains 3562 members Entering Unmasked Estep Score: -1934684.000000 Penalty: 951.558167 Iteration 47Q: 3 clusters Score -1934684 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31260 members Mstep: Class 2 contains 3516 members Entering Unmasked Estep Score: -1934690.375000 Penalty: 951.558167 Iteration 48Q: 3 clusters Score -1934690 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31307 members Mstep: Class 2 contains 3469 members Entering Unmasked Estep Score: -1934698.375000 Penalty: 951.558167 Iteration 49Q: 3 clusters Score -1934698 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31353 members Mstep: Class 2 contains 3423 members Entering Unmasked Estep Score: -1934705.750000 Penalty: 951.558167 Iteration 50Q: 3 clusters Score -1934706 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31399 members Mstep: Class 2 contains 3377 members Entering Unmasked Estep Score: -1934711.250000 Penalty: 951.558167 Iteration 51Q: 3 clusters Score -1934711 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31446 members Mstep: Class 2 contains 3330 members Entering Unmasked Estep Score: -1934716.125000 Penalty: 951.558167 Iteration 52Q: 3 clusters Score -1934716 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31506 members Mstep: Class 2 contains 3270 members Entering Unmasked Estep Score: -1934728.750000 Penalty: 951.558167 Iteration 53Q: 3 clusters Score -1934729 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31563 members Mstep: Class 2 contains 3213 members Entering Unmasked Estep Score: -1934734.000000 Penalty: 951.558167 Iteration 54Q: 3 clusters Score -1934734 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31621 members Mstep: Class 2 contains 3155 members Entering Unmasked Estep Score: -1934739.875000 Penalty: 951.558167 Iteration 55Q: 3 clusters Score -1934740 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31686 members Mstep: Class 2 contains 3090 members Entering Unmasked Estep Score: -1934747.750000 Penalty: 951.558167 Iteration 56Q: 3 clusters Score -1934748 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31746 members Mstep: Class 2 contains 3030 members Entering Unmasked Estep Score: -1934763.500000 Penalty: 951.558167 Iteration 57Q: 3 clusters Score -1934764 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31797 members Mstep: Class 2 contains 2979 members Entering Unmasked Estep Score: -1934769.750000 Penalty: 951.558167 Iteration 58Q: 3 clusters Score -1934770 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31858 members Mstep: Class 2 contains 2918 members Entering Unmasked Estep Score: -1934778.375000 Penalty: 951.558167 Iteration 59Q: 3 clusters Score -1934778 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31917 members Mstep: Class 2 contains 2859 members Entering Unmasked Estep Score: -1934784.250000 Penalty: 951.558167 Iteration 60F: 3 clusters Score -1934784 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31971 members Mstep: Class 2 contains 2805 members Entering Unmasked Estep Score: -1934792.875000 Penalty: 951.558167 Iteration 61Q: 3 clusters Score -1934793 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32013 members Mstep: Class 2 contains 2763 members Entering Unmasked Estep Score: -1934801.000000 Penalty: 951.558167 Iteration 62Q: 3 clusters Score -1934801 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32055 members Mstep: Class 2 contains 2721 members Entering Unmasked Estep Score: -1934805.375000 Penalty: 951.558167 Iteration 63Q: 3 clusters Score -1934805 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32097 members Mstep: Class 2 contains 2679 members Entering Unmasked Estep Score: -1934812.500000 Penalty: 951.558167 Iteration 64Q: 3 clusters Score -1934812 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32144 members Mstep: Class 2 contains 2632 members Entering Unmasked Estep Score: -1934818.750000 Penalty: 951.558167 Iteration 65Q: 3 clusters Score -1934819 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32190 members Mstep: Class 2 contains 2586 members Entering Unmasked Estep Score: -1934825.625000 Penalty: 951.558167 Iteration 66Q: 3 clusters Score -1934826 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32233 members Mstep: Class 2 contains 2543 members Entering Unmasked Estep Score: -1934833.250000 Penalty: 951.558167 Iteration 67Q: 3 clusters Score -1934833 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32268 members Mstep: Class 2 contains 2508 members Entering Unmasked Estep Score: -1934845.250000 Penalty: 951.558167 Iteration 68Q: 3 clusters Score -1934845 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32298 members Mstep: Class 2 contains 2478 members Entering Unmasked Estep Score: -1934839.250000 Penalty: 951.558167 Iteration 69Q: 3 clusters Score -1934839 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32328 members Mstep: Class 2 contains 2448 members Entering Unmasked Estep Score: -1934845.125000 Penalty: 951.558167 Iteration 70Q: 3 clusters Score -1934845 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32356 members Mstep: Class 2 contains 2420 members Entering Unmasked Estep Score: -1934846.500000 Penalty: 951.558167 Iteration 71Q: 3 clusters Score -1934846 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32376 members Mstep: Class 2 contains 2400 members Entering Unmasked Estep Score: -1934841.750000 Penalty: 951.558167 Iteration 72Q: 3 clusters Score -1934842 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32397 members Mstep: Class 2 contains 2379 members Entering Unmasked Estep Score: -1934843.875000 Penalty: 951.558167 Iteration 73Q: 3 clusters Score -1934844 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32417 members Mstep: Class 2 contains 2359 members Entering Unmasked Estep Score: -1934845.125000 Penalty: 951.558167 Iteration 74Q: 3 clusters Score -1934845 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32440 members Mstep: Class 2 contains 2336 members Entering Unmasked Estep Score: -1934843.125000 Penalty: 951.558167 Iteration 75Q: 3 clusters Score -1934843 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32464 members Mstep: Class 2 contains 2312 members Entering Unmasked Estep Score: -1934845.125000 Penalty: 951.558167 Iteration 76Q: 3 clusters Score -1934845 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32485 members Mstep: Class 2 contains 2291 members Entering Unmasked Estep Score: -1934847.625000 Penalty: 951.558167 Iteration 77Q: 3 clusters Score -1934848 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32506 members Mstep: Class 2 contains 2270 members Entering Unmasked Estep Score: -1934849.000000 Penalty: 951.558167 Iteration 78Q: 3 clusters Score -1934849 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32527 members Mstep: Class 2 contains 2249 members Entering Unmasked Estep Score: -1934854.375000 Penalty: 951.558167 Iteration 79Q: 3 clusters Score -1934854 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32560 members Mstep: Class 2 contains 2216 members Entering Unmasked Estep Score: -1934859.000000 Penalty: 951.558167 Iteration 80F: 3 clusters Score -1934859 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32594 members Mstep: Class 2 contains 2182 members Entering Unmasked Estep Score: -1934869.500000 Penalty: 951.558167 Iteration 81Q: 3 clusters Score -1934870 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32623 members Mstep: Class 2 contains 2153 members Entering Unmasked Estep Score: -1934872.000000 Penalty: 951.558167 Iteration 82Q: 3 clusters Score -1934872 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32641 members Mstep: Class 2 contains 2135 members Entering Unmasked Estep Score: -1934869.250000 Penalty: 951.558167 Iteration 83Q: 3 clusters Score -1934869 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32656 members Mstep: Class 2 contains 2120 members Entering Unmasked Estep Score: -1934871.750000 Penalty: 951.558167 Iteration 84Q: 3 clusters Score -1934872 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32674 members Mstep: Class 2 contains 2102 members Entering Unmasked Estep Score: -1934873.375000 Penalty: 951.558167 Iteration 85Q: 3 clusters Score -1934873 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32690 members Mstep: Class 2 contains 2086 members Entering Unmasked Estep Score: -1934874.250000 Penalty: 951.558167 Iteration 86Q: 3 clusters Score -1934874 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32706 members Mstep: Class 2 contains 2070 members Entering Unmasked Estep Score: -1934875.375000 Penalty: 951.558167 Iteration 87Q: 3 clusters Score -1934875 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32722 members Mstep: Class 2 contains 2054 members Entering Unmasked Estep Score: -1934880.000000 Penalty: 951.558167 Iteration 88Q: 3 clusters Score -1934880 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32730 members Mstep: Class 2 contains 2046 members Entering Unmasked Estep Score: -1934882.375000 Penalty: 951.558167 Iteration 89Q: 3 clusters Score -1934882 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32740 members Mstep: Class 2 contains 2036 members Entering Unmasked Estep Score: -1934881.250000 Penalty: 951.558167 Iteration 90Q: 3 clusters Score -1934881 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32756 members Mstep: Class 2 contains 2020 members Entering Unmasked Estep Score: -1934882.750000 Penalty: 951.558167 Iteration 91Q: 3 clusters Score -1934883 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32773 members Mstep: Class 2 contains 2003 members Entering Unmasked Estep Score: -1934890.875000 Penalty: 951.558167 Iteration 92Q: 3 clusters Score -1934891 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32792 members Mstep: Class 2 contains 1984 members Entering Unmasked Estep Score: -1934893.625000 Penalty: 951.558167 Iteration 93Q: 3 clusters Score -1934894 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32810 members Mstep: Class 2 contains 1966 members Entering Unmasked Estep Score: -1934891.625000 Penalty: 951.558167 Iteration 94Q: 3 clusters Score -1934892 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32822 members Mstep: Class 2 contains 1954 members Entering Unmasked Estep Score: -1934892.500000 Penalty: 951.558167 Iteration 95Q: 3 clusters Score -1934892 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32834 members Mstep: Class 2 contains 1942 members Entering Unmasked Estep Score: -1934891.500000 Penalty: 951.558167 Iteration 96Q: 3 clusters Score -1934892 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32845 members Mstep: Class 2 contains 1931 members Entering Unmasked Estep Score: -1934892.375000 Penalty: 951.558167 Iteration 97Q: 3 clusters Score -1934892 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32857 members Mstep: Class 2 contains 1919 members Entering Unmasked Estep Score: -1934894.750000 Penalty: 951.558167 Iteration 98Q: 3 clusters Score -1934895 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32867 members Mstep: Class 2 contains 1909 members Entering Unmasked Estep Score: -1934894.625000 Penalty: 951.558167 Iteration 99Q: 3 clusters Score -1934895 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32883 members Mstep: Class 2 contains 1893 members Entering Unmasked Estep Score: -1934895.750000 Penalty: 951.558167 Iteration 100F: 3 clusters Score -1934896 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32900 members Mstep: Class 2 contains 1876 members Entering Unmasked Estep Score: -1934896.000000 Penalty: 951.558167 Iteration 101Q: 3 clusters Score -1934896 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32917 members Mstep: Class 2 contains 1859 members Entering Unmasked Estep Score: -1934899.625000 Penalty: 951.558167 Iteration 102Q: 3 clusters Score -1934900 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32930 members Mstep: Class 2 contains 1846 members Entering Unmasked Estep Score: -1934900.375000 Penalty: 951.558167 Iteration 103Q: 3 clusters Score -1934900 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32943 members Mstep: Class 2 contains 1833 members Entering Unmasked Estep Score: -1934899.875000 Penalty: 951.558167 Iteration 104Q: 3 clusters Score -1934900 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32957 members Mstep: Class 2 contains 1819 members Entering Unmasked Estep Score: -1934896.000000 Penalty: 951.558167 Iteration 105Q: 3 clusters Score -1934896 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32968 members Mstep: Class 2 contains 1808 members Entering Unmasked Estep Score: -1934898.750000 Penalty: 951.558167 Iteration 106Q: 3 clusters Score -1934899 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32977 members Mstep: Class 2 contains 1799 members Entering Unmasked Estep Score: -1934900.875000 Penalty: 951.558167 Iteration 107Q: 3 clusters Score -1934901 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32984 members Mstep: Class 2 contains 1792 members Entering Unmasked Estep Score: -1934900.500000 Penalty: 951.558167 Iteration 108Q: 3 clusters Score -1934900 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32996 members Mstep: Class 2 contains 1780 members Entering Unmasked Estep Score: -1934901.125000 Penalty: 951.558167 Iteration 109Q: 3 clusters Score -1934901 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33008 members Mstep: Class 2 contains 1768 members Entering Unmasked Estep Score: -1934906.375000 Penalty: 951.558167 Iteration 110Q: 3 clusters Score -1934906 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33024 members Mstep: Class 2 contains 1752 members Entering Unmasked Estep Score: -1934908.375000 Penalty: 951.558167 Iteration 111Q: 3 clusters Score -1934908 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33037 members Mstep: Class 2 contains 1739 members Entering Unmasked Estep Score: -1934906.500000 Penalty: 951.558167 Iteration 112Q: 3 clusters Score -1934906 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33052 members Mstep: Class 2 contains 1724 members Entering Unmasked Estep Score: -1934907.750000 Penalty: 951.558167 Iteration 113Q: 3 clusters Score -1934908 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33064 members Mstep: Class 2 contains 1712 members Entering Unmasked Estep Score: -1934908.875000 Penalty: 951.558167 Iteration 114Q: 3 clusters Score -1934909 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33071 members Mstep: Class 2 contains 1705 members Entering Unmasked Estep Score: -1934911.625000 Penalty: 951.558167 Iteration 115Q: 3 clusters Score -1934912 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33077 members Mstep: Class 2 contains 1699 members Entering Unmasked Estep Score: -1934910.875000 Penalty: 951.558167 Iteration 116Q: 3 clusters Score -1934911 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33079 members Mstep: Class 2 contains 1697 members Entering Unmasked Estep Score: -1934910.500000 Penalty: 951.558167 Iteration 117Q: 3 clusters Score -1934910 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33085 members Mstep: Class 2 contains 1691 members Entering Unmasked Estep Score: -1934910.000000 Penalty: 951.558167 Iteration 118Q: 3 clusters Score -1934910 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33095 members Mstep: Class 2 contains 1681 members Entering Unmasked Estep Score: -1934912.750000 Penalty: 951.558167 Iteration 119Q: 3 clusters Score -1934913 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33100 members Mstep: Class 2 contains 1676 members Entering Unmasked Estep Score: -1934911.000000 Penalty: 951.558167 Iteration 120F: 3 clusters Score -1934911 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33101 members Mstep: Class 2 contains 1675 members Entering Unmasked Estep Score: -1934911.625000 Penalty: 951.558167 Iteration 121Q: 3 clusters Score -1934912 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33102 members Mstep: Class 2 contains 1674 members Entering Unmasked Estep Score: -1934911.625000 Penalty: 951.558167 Iteration 122Q: 3 clusters Score -1934912 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33104 members Mstep: Class 2 contains 1672 members Entering Unmasked Estep Score: -1934911.250000 Penalty: 951.558167 Iteration 123Q: 3 clusters Score -1934911 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33106 members Mstep: Class 2 contains 1670 members Entering Unmasked Estep Score: -1934911.750000 Penalty: 951.558167 Iteration 124Q: 3 clusters Score -1934912 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33109 members Mstep: Class 2 contains 1667 members Entering Unmasked Estep Score: -1934912.500000 Penalty: 951.558167 Iteration 125Q: 3 clusters Score -1934912 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33111 members Mstep: Class 2 contains 1665 members Entering Unmasked Estep Score: -1934911.750000 Penalty: 951.558167 Iteration 126Q: 3 clusters Score -1934912 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33112 members Mstep: Class 2 contains 1664 members Entering Unmasked Estep Score: -1934913.500000 Penalty: 951.558167 Iteration 127Q: 3 clusters Score -1934914 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33113 members Mstep: Class 2 contains 1663 members Entering Unmasked Estep Score: -1934914.625000 Penalty: 951.558167 Iteration 128Q: 3 clusters Score -1934915 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33114 members Mstep: Class 2 contains 1662 members Entering Unmasked Estep Score: -1934912.375000 Penalty: 951.558167 Iteration 129Q: 3 clusters Score -1934912 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33114 members Mstep: Class 2 contains 1662 members Entering Unmasked Estep Score: -1934912.375000 Penalty: 951.558167 Iteration 130F: 3 clusters Score -1934912 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (9146 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9146 members Entering Unmasked Estep Score: -502858.562500 Penalty: 415.008759 Iteration 0F: 2 clusters Score -502858.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4553 members Mstep: Class 2 contains 4593 members Entering Unmasked Estep Score: -496711.468750 Penalty: 830.017517 Iteration 0F: 3 clusters Score -496711.5 nChanged 4279 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4510 members Mstep: Class 2 contains 4636 members Entering Unmasked Estep Score: -499095.156250 Penalty: 830.017517 Iteration 1F: 3 clusters Score -499095.2 nChanged 568 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4654 members Mstep: Class 2 contains 4492 members Entering Unmasked Estep Score: -499364.281250 Penalty: 830.017517 Iteration 2F: 3 clusters Score -499364.3 nChanged 607 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4885 members Mstep: Class 2 contains 4261 members Entering Unmasked Estep Score: -499723.781250 Penalty: 830.017517 Iteration 3F: 3 clusters Score -499723.8 nChanged 667 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5174 members Mstep: Class 2 contains 3972 members Entering Unmasked Estep Score: -500179.968750 Penalty: 830.017517 Iteration 4F: 3 clusters Score -500180 nChanged 643 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5445 members Mstep: Class 2 contains 3701 members Entering Unmasked Estep Score: -500603.937500 Penalty: 830.017517 Iteration 5F: 3 clusters Score -500603.9 nChanged 577 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5694 members Mstep: Class 2 contains 3452 members Entering Unmasked Estep Score: -500983.468750 Penalty: 830.017517 Iteration 6F: 3 clusters Score -500983.5 nChanged 470 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5928 members Mstep: Class 2 contains 3218 members Entering Unmasked Estep Score: -501319.156250 Penalty: 830.017517 Iteration 7F: 3 clusters Score -501319.2 nChanged 355 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6143 members Mstep: Class 2 contains 3003 members Entering Unmasked Estep Score: -501622.625000 Penalty: 830.017517 Iteration 8Q: 3 clusters Score -501622.6 nChanged 252 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6313 members Mstep: Class 2 contains 2833 members Entering Unmasked Estep Score: -501775.625000 Penalty: 830.017517 Iteration 9Q: 3 clusters Score -501775.6 nChanged 187 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6472 members Mstep: Class 2 contains 2674 members Entering Unmasked Estep Score: -501877.125000 Penalty: 830.017517 Iteration 10Q: 3 clusters Score -501877.1 nChanged 178 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6640 members Mstep: Class 2 contains 2506 members Entering Unmasked Estep Score: -501964.750000 Penalty: 830.017517 Iteration 11Q: 3 clusters Score -501964.8 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6783 members Mstep: Class 2 contains 2363 members Entering Unmasked Estep Score: -502034.125000 Penalty: 830.017517 Iteration 12Q: 3 clusters Score -502034.1 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6916 members Mstep: Class 2 contains 2230 members Entering Unmasked Estep Score: -502096.468750 Penalty: 830.017517 Iteration 13Q: 3 clusters Score -502096.5 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7043 members Mstep: Class 2 contains 2103 members Entering Unmasked Estep Score: -502149.812500 Penalty: 830.017517 Iteration 14Q: 3 clusters Score -502149.8 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7163 members Mstep: Class 2 contains 1983 members Entering Unmasked Estep Score: -502204.468750 Penalty: 830.017517 Iteration 15Q: 3 clusters Score -502204.5 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7288 members Mstep: Class 2 contains 1858 members Entering Unmasked Estep Score: -502279.906250 Penalty: 830.017517 Iteration 16Q: 3 clusters Score -502279.9 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7410 members Mstep: Class 2 contains 1736 members Entering Unmasked Estep Score: -502344.843750 Penalty: 830.017517 Iteration 17Q: 3 clusters Score -502344.8 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7519 members Mstep: Class 2 contains 1627 members Entering Unmasked Estep Score: -502399.125000 Penalty: 830.017517 Iteration 18Q: 3 clusters Score -502399.1 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7627 members Mstep: Class 2 contains 1519 members Entering Unmasked Estep Score: -502449.843750 Penalty: 830.017517 Iteration 19Q: 3 clusters Score -502449.8 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7706 members Mstep: Class 2 contains 1440 members Entering Unmasked Estep Score: -502484.562500 Penalty: 830.017517 Iteration 20F: 3 clusters Score -502484.6 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7780 members Mstep: Class 2 contains 1366 members Entering Unmasked Estep Score: -502516.250000 Penalty: 830.017517 Iteration 21Q: 3 clusters Score -502516.2 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7851 members Mstep: Class 2 contains 1295 members Entering Unmasked Estep Score: -502547.562500 Penalty: 830.017517 Iteration 22Q: 3 clusters Score -502547.6 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7923 members Mstep: Class 2 contains 1223 members Entering Unmasked Estep Score: -502572.031250 Penalty: 830.017517 Iteration 23Q: 3 clusters Score -502572 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7971 members Mstep: Class 2 contains 1175 members Entering Unmasked Estep Score: -502584.750000 Penalty: 830.017517 Iteration 24Q: 3 clusters Score -502584.8 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8016 members Mstep: Class 2 contains 1130 members Entering Unmasked Estep Score: -502597.468750 Penalty: 830.017517 Iteration 25Q: 3 clusters Score -502597.5 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8058 members Mstep: Class 2 contains 1088 members Entering Unmasked Estep Score: -502609.406250 Penalty: 830.017517 Iteration 26Q: 3 clusters Score -502609.4 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8095 members Mstep: Class 2 contains 1051 members Entering Unmasked Estep Score: -502619.593750 Penalty: 830.017517 Iteration 27Q: 3 clusters Score -502619.6 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8127 members Mstep: Class 2 contains 1019 members Entering Unmasked Estep Score: -502629.718750 Penalty: 830.017517 Iteration 28Q: 3 clusters Score -502629.7 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8149 members Mstep: Class 2 contains 997 members Entering Unmasked Estep Score: -502631.500000 Penalty: 830.017517 Iteration 29Q: 3 clusters Score -502631.5 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8168 members Mstep: Class 2 contains 978 members Entering Unmasked Estep Score: -502635.593750 Penalty: 830.017517 Iteration 30Q: 3 clusters Score -502635.6 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8181 members Mstep: Class 2 contains 965 members Entering Unmasked Estep Score: -502639.218750 Penalty: 830.017517 Iteration 31Q: 3 clusters Score -502639.2 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8201 members Mstep: Class 2 contains 945 members Entering Unmasked Estep Score: -502643.687500 Penalty: 830.017517 Iteration 32Q: 3 clusters Score -502643.7 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8213 members Mstep: Class 2 contains 933 members Entering Unmasked Estep Score: -502646.625000 Penalty: 830.017517 Iteration 33Q: 3 clusters Score -502646.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8223 members Mstep: Class 2 contains 923 members Entering Unmasked Estep Score: -502648.812500 Penalty: 830.017517 Iteration 34Q: 3 clusters Score -502648.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8233 members Mstep: Class 2 contains 913 members Entering Unmasked Estep Score: -502649.687500 Penalty: 830.017517 Iteration 35Q: 3 clusters Score -502649.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8241 members Mstep: Class 2 contains 905 members Entering Unmasked Estep Score: -502650.187500 Penalty: 830.017517 Iteration 36Q: 3 clusters Score -502650.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8249 members Mstep: Class 2 contains 897 members Entering Unmasked Estep Score: -502652.500000 Penalty: 830.017517 Iteration 37Q: 3 clusters Score -502652.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8252 members Mstep: Class 2 contains 894 members Entering Unmasked Estep Score: -502652.062500 Penalty: 830.017517 Iteration 38Q: 3 clusters Score -502652.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8257 members Mstep: Class 2 contains 889 members Entering Unmasked Estep Score: -502653.281250 Penalty: 830.017517 Iteration 39Q: 3 clusters Score -502653.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8264 members Mstep: Class 2 contains 882 members Entering Unmasked Estep Score: -502654.750000 Penalty: 830.017517 Iteration 40F: 3 clusters Score -502654.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8268 members Mstep: Class 2 contains 878 members Entering Unmasked Estep Score: -502654.062500 Penalty: 830.017517 Iteration 41Q: 3 clusters Score -502654.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8271 members Mstep: Class 2 contains 875 members Entering Unmasked Estep Score: -502653.000000 Penalty: 830.017517 Iteration 42Q: 3 clusters Score -502653 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8277 members Mstep: Class 2 contains 869 members Entering Unmasked Estep Score: -502654.531250 Penalty: 830.017517 Iteration 43Q: 3 clusters Score -502654.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8281 members Mstep: Class 2 contains 865 members Entering Unmasked Estep Score: -502654.437500 Penalty: 830.017517 Iteration 44Q: 3 clusters Score -502654.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8283 members Mstep: Class 2 contains 863 members Entering Unmasked Estep Score: -502654.843750 Penalty: 830.017517 Iteration 45Q: 3 clusters Score -502654.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8285 members Mstep: Class 2 contains 861 members Entering Unmasked Estep Score: -502654.531250 Penalty: 830.017517 Iteration 46Q: 3 clusters Score -502654.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8286 members Mstep: Class 2 contains 860 members Entering Unmasked Estep Score: -502655.125000 Penalty: 830.017517 Iteration 47Q: 3 clusters Score -502655.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8286 members Mstep: Class 2 contains 860 members Entering Unmasked Estep Score: -502655.125000 Penalty: 830.017517 Iteration 48F: 3 clusters Score -502655.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (3286 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3286 members Entering Unmasked Estep Score: -184504.203125 Penalty: 368.432892 Iteration 0F: 2 clusters Score -184504.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1616 members Mstep: Class 2 contains 1670 members Entering Unmasked Estep Score: -182225.875000 Penalty: 736.865784 Iteration 0F: 3 clusters Score -182225.9 nChanged 1456 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1396 members Mstep: Class 2 contains 1890 members Entering Unmasked Estep Score: -183133.437500 Penalty: 736.865784 Iteration 1F: 3 clusters Score -183133.4 nChanged 321 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1209 members Mstep: Class 2 contains 2077 members Entering Unmasked Estep Score: -183377.015625 Penalty: 736.865784 Iteration 2F: 3 clusters Score -183377 nChanged 272 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1019 members Mstep: Class 2 contains 2267 members Entering Unmasked Estep Score: -183590.937500 Penalty: 736.865784 Iteration 3F: 3 clusters Score -183590.9 nChanged 211 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 862 members Mstep: Class 2 contains 2424 members Entering Unmasked Estep Score: -183750.156250 Penalty: 736.865784 Iteration 4F: 3 clusters Score -183750.2 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 755 members Mstep: Class 2 contains 2531 members Entering Unmasked Estep Score: -183861.234375 Penalty: 736.865784 Iteration 5Q: 3 clusters Score -183861.2 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 677 members Mstep: Class 2 contains 2609 members Entering Unmasked Estep Score: -183951.765625 Penalty: 736.865784 Iteration 6Q: 3 clusters Score -183951.8 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 622 members Mstep: Class 2 contains 2664 members Entering Unmasked Estep Score: -184034.625000 Penalty: 736.865784 Iteration 7Q: 3 clusters Score -184034.6 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 585 members Mstep: Class 2 contains 2701 members Entering Unmasked Estep Score: -184081.906250 Penalty: 736.865784 Iteration 8Q: 3 clusters Score -184081.9 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 559 members Mstep: Class 2 contains 2727 members Entering Unmasked Estep Score: -184108.468750 Penalty: 736.865784 Iteration 9Q: 3 clusters Score -184108.5 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 542 members Mstep: Class 2 contains 2744 members Entering Unmasked Estep Score: -184129.640625 Penalty: 736.865784 Iteration 10Q: 3 clusters Score -184129.6 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 520 members Mstep: Class 2 contains 2766 members Entering Unmasked Estep Score: -184145.765625 Penalty: 736.865784 Iteration 11Q: 3 clusters Score -184145.8 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 499 members Mstep: Class 2 contains 2787 members Entering Unmasked Estep Score: -184157.203125 Penalty: 736.865784 Iteration 12Q: 3 clusters Score -184157.2 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 480 members Mstep: Class 2 contains 2806 members Entering Unmasked Estep Score: -184165.890625 Penalty: 736.865784 Iteration 13Q: 3 clusters Score -184165.9 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 461 members Mstep: Class 2 contains 2825 members Entering Unmasked Estep Score: -184174.421875 Penalty: 736.865784 Iteration 14Q: 3 clusters Score -184174.4 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 444 members Mstep: Class 2 contains 2842 members Entering Unmasked Estep Score: -184180.281250 Penalty: 736.865784 Iteration 15Q: 3 clusters Score -184180.3 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 430 members Mstep: Class 2 contains 2856 members Entering Unmasked Estep Score: -184187.187500 Penalty: 736.865784 Iteration 16Q: 3 clusters Score -184187.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 420 members Mstep: Class 2 contains 2866 members Entering Unmasked Estep Score: -184193.609375 Penalty: 736.865784 Iteration 17Q: 3 clusters Score -184193.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 413 members Mstep: Class 2 contains 2873 members Entering Unmasked Estep Score: -184196.328125 Penalty: 736.865784 Iteration 18Q: 3 clusters Score -184196.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 408 members Mstep: Class 2 contains 2878 members Entering Unmasked Estep Score: -184197.000000 Penalty: 736.865784 Iteration 19Q: 3 clusters Score -184197 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 404 members Mstep: Class 2 contains 2882 members Entering Unmasked Estep Score: -184198.609375 Penalty: 736.865784 Iteration 20F: 3 clusters Score -184198.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 400 members Mstep: Class 2 contains 2886 members Entering Unmasked Estep Score: -184200.140625 Penalty: 736.865784 Iteration 21Q: 3 clusters Score -184200.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 398 members Mstep: Class 2 contains 2888 members Entering Unmasked Estep Score: -184200.203125 Penalty: 736.865784 Iteration 22Q: 3 clusters Score -184200.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 398 members Mstep: Class 2 contains 2888 members Entering Unmasked Estep Score: -184200.203125 Penalty: 736.865784 Iteration 23F: 3 clusters Score -184200.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (7807 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7807 members Entering Unmasked Estep Score: -407353.843750 Penalty: 407.806305 Iteration 0F: 2 clusters Score -407353.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3935 members Mstep: Class 2 contains 3872 members Entering Unmasked Estep Score: -402088.375000 Penalty: 815.612610 Iteration 0F: 3 clusters Score -402088.4 nChanged 3672 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4419 members Mstep: Class 2 contains 3388 members Entering Unmasked Estep Score: -404472.187500 Penalty: 815.612610 Iteration 1F: 3 clusters Score -404472.2 nChanged 641 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4748 members Mstep: Class 2 contains 3059 members Entering Unmasked Estep Score: -404821.937500 Penalty: 815.612610 Iteration 2F: 3 clusters Score -404821.9 nChanged 556 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5118 members Mstep: Class 2 contains 2689 members Entering Unmasked Estep Score: -405164.187500 Penalty: 815.612610 Iteration 3F: 3 clusters Score -405164.2 nChanged 506 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5504 members Mstep: Class 2 contains 2303 members Entering Unmasked Estep Score: -405479.906250 Penalty: 815.612610 Iteration 4F: 3 clusters Score -405479.9 nChanged 409 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5839 members Mstep: Class 2 contains 1968 members Entering Unmasked Estep Score: -405730.937500 Penalty: 815.612610 Iteration 5F: 3 clusters Score -405730.9 nChanged 331 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6150 members Mstep: Class 2 contains 1657 members Entering Unmasked Estep Score: -405938.656250 Penalty: 815.612610 Iteration 6Q: 3 clusters Score -405938.7 nChanged 305 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6447 members Mstep: Class 2 contains 1360 members Entering Unmasked Estep Score: -406141.718750 Penalty: 815.612610 Iteration 7Q: 3 clusters Score -406141.7 nChanged 265 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6706 members Mstep: Class 2 contains 1101 members Entering Unmasked Estep Score: -406347.250000 Penalty: 815.612610 Iteration 8Q: 3 clusters Score -406347.2 nChanged 213 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6919 members Mstep: Class 2 contains 888 members Entering Unmasked Estep Score: -406510.406250 Penalty: 815.612610 Iteration 9Q: 3 clusters Score -406510.4 nChanged 170 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7089 members Mstep: Class 2 contains 718 members Entering Unmasked Estep Score: -406635.218750 Penalty: 815.612610 Iteration 10Q: 3 clusters Score -406635.2 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7223 members Mstep: Class 2 contains 584 members Entering Unmasked Estep Score: -406734.437500 Penalty: 815.612610 Iteration 11Q: 3 clusters Score -406734.4 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7319 members Mstep: Class 2 contains 488 members Entering Unmasked Estep Score: -406805.937500 Penalty: 815.612610 Iteration 12Q: 3 clusters Score -406805.9 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7390 members Mstep: Class 2 contains 417 members Entering Unmasked Estep Score: -406850.781250 Penalty: 815.612610 Iteration 13Q: 3 clusters Score -406850.8 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7438 members Mstep: Class 2 contains 369 members Entering Unmasked Estep Score: -406880.843750 Penalty: 815.612610 Iteration 14Q: 3 clusters Score -406880.8 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7483 members Mstep: Class 2 contains 324 members Entering Unmasked Estep Score: -406909.281250 Penalty: 815.612610 Iteration 15Q: 3 clusters Score -406909.3 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7517 members Mstep: Class 2 contains 290 members Entering Unmasked Estep Score: -406929.718750 Penalty: 815.612610 Iteration 16Q: 3 clusters Score -406929.7 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7544 members Mstep: Class 2 contains 263 members Entering Unmasked Estep Score: -406962.125000 Penalty: 815.612610 Iteration 17Q: 3 clusters Score -406962.1 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7572 members Mstep: Class 2 contains 235 members Entering Unmasked Estep Score: -406994.312500 Penalty: 815.612610 Iteration 18Q: 3 clusters Score -406994.3 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7586 members Mstep: Class 2 contains 221 members Entering Unmasked Estep Score: -407008.750000 Penalty: 815.612610 Iteration 19Q: 3 clusters Score -407008.8 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7593 members Mstep: Class 2 contains 214 members Entering Unmasked Estep Score: -407016.406250 Penalty: 815.612610 Iteration 20F: 3 clusters Score -407016.4 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7599 members Mstep: Class 2 contains 208 members Entering Unmasked Estep Score: -407021.281250 Penalty: 815.612610 Iteration 21Q: 3 clusters Score -407021.3 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7607 members Mstep: Class 2 contains 200 members Entering Unmasked Estep Score: -407028.281250 Penalty: 815.612610 Iteration 22Q: 3 clusters Score -407028.3 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7613 members Mstep: Class 2 contains 194 members Entering Unmasked Estep Score: -407032.281250 Penalty: 815.612610 Iteration 23Q: 3 clusters Score -407032.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7614 members Mstep: Class 2 contains 193 members Entering Unmasked Estep Score: -407033.531250 Penalty: 815.612610 Iteration 24Q: 3 clusters Score -407033.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7613 members Mstep: Class 2 contains 194 members Entering Unmasked Estep Score: -407033.531250 Penalty: 815.612610 Iteration 25Q: 3 clusters Score -407033.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7613 members Mstep: Class 2 contains 194 members Entering Unmasked Estep Score: -407034.343750 Penalty: 815.612610 Iteration 26Q: 3 clusters Score -407034.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7613 members Mstep: Class 2 contains 194 members Entering Unmasked Estep Score: -407035.156250 Penalty: 815.612610 Iteration 27Q: 3 clusters Score -407035.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7613 members Mstep: Class 2 contains 194 members Entering Unmasked Estep Score: -407035.156250 Penalty: 815.612610 Iteration 28F: 3 clusters Score -407035.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (3964 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3964 members Entering Unmasked Estep Score: -228162.156250 Penalty: 376.967896 Iteration 0F: 2 clusters Score -228162.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1999 members Mstep: Class 2 contains 1965 members Entering Unmasked Estep Score: -225461.593750 Penalty: 753.935791 Iteration 0F: 3 clusters Score -225461.6 nChanged 1717 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2060 members Mstep: Class 2 contains 1904 members Entering Unmasked Estep Score: -226429.578125 Penalty: 753.935791 Iteration 1F: 3 clusters Score -226429.6 nChanged 278 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2042 members Mstep: Class 2 contains 1922 members Entering Unmasked Estep Score: -226577.546875 Penalty: 753.935791 Iteration 2F: 3 clusters Score -226577.5 nChanged 258 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2034 members Mstep: Class 2 contains 1930 members Entering Unmasked Estep Score: -226716.484375 Penalty: 753.935791 Iteration 3F: 3 clusters Score -226716.5 nChanged 216 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2034 members Mstep: Class 2 contains 1930 members Entering Unmasked Estep Score: -226838.406250 Penalty: 753.935791 Iteration 4F: 3 clusters Score -226838.4 nChanged 214 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2060 members Mstep: Class 2 contains 1904 members Entering Unmasked Estep Score: -226987.234375 Penalty: 753.935791 Iteration 5F: 3 clusters Score -226987.2 nChanged 194 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2074 members Mstep: Class 2 contains 1890 members Entering Unmasked Estep Score: -227113.031250 Penalty: 753.935791 Iteration 6Q: 3 clusters Score -227113 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2094 members Mstep: Class 2 contains 1870 members Entering Unmasked Estep Score: -227207.343750 Penalty: 753.935791 Iteration 7Q: 3 clusters Score -227207.3 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2104 members Mstep: Class 2 contains 1860 members Entering Unmasked Estep Score: -227266.531250 Penalty: 753.935791 Iteration 8Q: 3 clusters Score -227266.5 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2109 members Mstep: Class 2 contains 1855 members Entering Unmasked Estep Score: -227297.750000 Penalty: 753.935791 Iteration 9Q: 3 clusters Score -227297.8 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2120 members Mstep: Class 2 contains 1844 members Entering Unmasked Estep Score: -227321.609375 Penalty: 753.935791 Iteration 10Q: 3 clusters Score -227321.6 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2124 members Mstep: Class 2 contains 1840 members Entering Unmasked Estep Score: -227338.515625 Penalty: 753.935791 Iteration 11Q: 3 clusters Score -227338.5 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2136 members Mstep: Class 2 contains 1828 members Entering Unmasked Estep Score: -227350.843750 Penalty: 753.935791 Iteration 12Q: 3 clusters Score -227350.8 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2148 members Mstep: Class 2 contains 1816 members Entering Unmasked Estep Score: -227366.093750 Penalty: 753.935791 Iteration 13Q: 3 clusters Score -227366.1 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2159 members Mstep: Class 2 contains 1805 members Entering Unmasked Estep Score: -227386.953125 Penalty: 753.935791 Iteration 14Q: 3 clusters Score -227387 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2166 members Mstep: Class 2 contains 1798 members Entering Unmasked Estep Score: -227406.625000 Penalty: 753.935791 Iteration 15Q: 3 clusters Score -227406.6 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2186 members Mstep: Class 2 contains 1778 members Entering Unmasked Estep Score: -227433.828125 Penalty: 753.935791 Iteration 16Q: 3 clusters Score -227433.8 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2211 members Mstep: Class 2 contains 1753 members Entering Unmasked Estep Score: -227460.437500 Penalty: 753.935791 Iteration 17Q: 3 clusters Score -227460.4 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2233 members Mstep: Class 2 contains 1731 members Entering Unmasked Estep Score: -227481.234375 Penalty: 753.935791 Iteration 18Q: 3 clusters Score -227481.2 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2261 members Mstep: Class 2 contains 1703 members Entering Unmasked Estep Score: -227512.390625 Penalty: 753.935791 Iteration 19Q: 3 clusters Score -227512.4 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2274 members Mstep: Class 2 contains 1690 members Entering Unmasked Estep Score: -227534.640625 Penalty: 753.935791 Iteration 20F: 3 clusters Score -227534.6 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2288 members Mstep: Class 2 contains 1676 members Entering Unmasked Estep Score: -227553.859375 Penalty: 753.935791 Iteration 21Q: 3 clusters Score -227553.9 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2295 members Mstep: Class 2 contains 1669 members Entering Unmasked Estep Score: -227568.203125 Penalty: 753.935791 Iteration 22Q: 3 clusters Score -227568.2 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2302 members Mstep: Class 2 contains 1662 members Entering Unmasked Estep Score: -227583.187500 Penalty: 753.935791 Iteration 23Q: 3 clusters Score -227583.2 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2306 members Mstep: Class 2 contains 1658 members Entering Unmasked Estep Score: -227594.156250 Penalty: 753.935791 Iteration 24Q: 3 clusters Score -227594.2 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2304 members Mstep: Class 2 contains 1660 members Entering Unmasked Estep Score: -227605.625000 Penalty: 753.935791 Iteration 25Q: 3 clusters Score -227605.6 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2318 members Mstep: Class 2 contains 1646 members Entering Unmasked Estep Score: -227616.796875 Penalty: 753.935791 Iteration 26Q: 3 clusters Score -227616.8 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2329 members Mstep: Class 2 contains 1635 members Entering Unmasked Estep Score: -227628.468750 Penalty: 753.935791 Iteration 27Q: 3 clusters Score -227628.5 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2329 members Mstep: Class 2 contains 1635 members Entering Unmasked Estep Score: -227642.062500 Penalty: 753.935791 Iteration 28Q: 3 clusters Score -227642.1 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2326 members Mstep: Class 2 contains 1638 members Entering Unmasked Estep Score: -227652.531250 Penalty: 753.935791 Iteration 29Q: 3 clusters Score -227652.5 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2322 members Mstep: Class 2 contains 1642 members Entering Unmasked Estep Score: -227659.015625 Penalty: 753.935791 Iteration 30Q: 3 clusters Score -227659 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2317 members Mstep: Class 2 contains 1647 members Entering Unmasked Estep Score: -227664.468750 Penalty: 753.935791 Iteration 31Q: 3 clusters Score -227664.5 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2306 members Mstep: Class 2 contains 1658 members Entering Unmasked Estep Score: -227669.140625 Penalty: 753.935791 Iteration 32Q: 3 clusters Score -227669.1 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2298 members Mstep: Class 2 contains 1666 members Entering Unmasked Estep Score: -227676.125000 Penalty: 753.935791 Iteration 33Q: 3 clusters Score -227676.1 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2295 members Mstep: Class 2 contains 1669 members Entering Unmasked Estep Score: -227681.171875 Penalty: 753.935791 Iteration 34Q: 3 clusters Score -227681.2 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2291 members Mstep: Class 2 contains 1673 members Entering Unmasked Estep Score: -227686.484375 Penalty: 753.935791 Iteration 35Q: 3 clusters Score -227686.5 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2285 members Mstep: Class 2 contains 1679 members Entering Unmasked Estep Score: -227693.140625 Penalty: 753.935791 Iteration 36Q: 3 clusters Score -227693.1 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2277 members Mstep: Class 2 contains 1687 members Entering Unmasked Estep Score: -227700.921875 Penalty: 753.935791 Iteration 37Q: 3 clusters Score -227700.9 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2278 members Mstep: Class 2 contains 1686 members Entering Unmasked Estep Score: -227706.406250 Penalty: 753.935791 Iteration 38Q: 3 clusters Score -227706.4 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2280 members Mstep: Class 2 contains 1684 members Entering Unmasked Estep Score: -227711.187500 Penalty: 753.935791 Iteration 39Q: 3 clusters Score -227711.2 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2280 members Mstep: Class 2 contains 1684 members Entering Unmasked Estep Score: -227716.437500 Penalty: 753.935791 Iteration 40F: 3 clusters Score -227716.4 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2281 members Mstep: Class 2 contains 1683 members Entering Unmasked Estep Score: -227721.859375 Penalty: 753.935791 Iteration 41Q: 3 clusters Score -227721.9 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2275 members Mstep: Class 2 contains 1689 members Entering Unmasked Estep Score: -227726.156250 Penalty: 753.935791 Iteration 42Q: 3 clusters Score -227726.2 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2266 members Mstep: Class 2 contains 1698 members Entering Unmasked Estep Score: -227731.156250 Penalty: 753.935791 Iteration 43Q: 3 clusters Score -227731.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2259 members Mstep: Class 2 contains 1705 members Entering Unmasked Estep Score: -227732.515625 Penalty: 753.935791 Iteration 44Q: 3 clusters Score -227732.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2258 members Mstep: Class 2 contains 1706 members Entering Unmasked Estep Score: -227732.968750 Penalty: 753.935791 Iteration 45Q: 3 clusters Score -227733 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2255 members Mstep: Class 2 contains 1709 members Entering Unmasked Estep Score: -227733.859375 Penalty: 753.935791 Iteration 46Q: 3 clusters Score -227733.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2256 members Mstep: Class 2 contains 1708 members Entering Unmasked Estep Score: -227733.828125 Penalty: 753.935791 Iteration 47Q: 3 clusters Score -227733.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2256 members Mstep: Class 2 contains 1708 members Entering Unmasked Estep Score: -227734.453125 Penalty: 753.935791 Iteration 48Q: 3 clusters Score -227734.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2259 members Mstep: Class 2 contains 1705 members Entering Unmasked Estep Score: -227734.875000 Penalty: 753.935791 Iteration 49Q: 3 clusters Score -227734.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2261 members Mstep: Class 2 contains 1703 members Entering Unmasked Estep Score: -227735.156250 Penalty: 753.935791 Iteration 50Q: 3 clusters Score -227735.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2264 members Mstep: Class 2 contains 1700 members Entering Unmasked Estep Score: -227735.593750 Penalty: 753.935791 Iteration 51Q: 3 clusters Score -227735.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2267 members Mstep: Class 2 contains 1697 members Entering Unmasked Estep Score: -227736.265625 Penalty: 753.935791 Iteration 52Q: 3 clusters Score -227736.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2268 members Mstep: Class 2 contains 1696 members Entering Unmasked Estep Score: -227736.781250 Penalty: 753.935791 Iteration 53Q: 3 clusters Score -227736.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2271 members Mstep: Class 2 contains 1693 members Entering Unmasked Estep Score: -227737.078125 Penalty: 753.935791 Iteration 54Q: 3 clusters Score -227737.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2272 members Mstep: Class 2 contains 1692 members Entering Unmasked Estep Score: -227736.734375 Penalty: 753.935791 Iteration 55Q: 3 clusters Score -227736.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2273 members Mstep: Class 2 contains 1691 members Entering Unmasked Estep Score: -227737.140625 Penalty: 753.935791 Iteration 56Q: 3 clusters Score -227737.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2274 members Mstep: Class 2 contains 1690 members Entering Unmasked Estep Score: -227737.375000 Penalty: 753.935791 Iteration 57Q: 3 clusters Score -227737.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2275 members Mstep: Class 2 contains 1689 members Entering Unmasked Estep Score: -227737.812500 Penalty: 753.935791 Iteration 58Q: 3 clusters Score -227737.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2275 members Mstep: Class 2 contains 1689 members Entering Unmasked Estep Score: -227737.812500 Penalty: 753.935791 Iteration 59F: 3 clusters Score -227737.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (12851 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12851 members Entering Unmasked Estep Score: -715315.125000 Penalty: 430.483551 Iteration 0F: 2 clusters Score -715315.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6399 members Mstep: Class 2 contains 6452 members Entering Unmasked Estep Score: -706667.500000 Penalty: 860.967102 Iteration 0F: 3 clusters Score -706667.5 nChanged 6005 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5718 members Mstep: Class 2 contains 7133 members Entering Unmasked Estep Score: -710338.687500 Penalty: 860.967102 Iteration 1F: 3 clusters Score -710338.7 nChanged 808 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5306 members Mstep: Class 2 contains 7545 members Entering Unmasked Estep Score: -710732.437500 Penalty: 860.967102 Iteration 2F: 3 clusters Score -710732.4 nChanged 836 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4778 members Mstep: Class 2 contains 8073 members Entering Unmasked Estep Score: -711173.500000 Penalty: 860.967102 Iteration 3F: 3 clusters Score -711173.5 nChanged 885 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4159 members Mstep: Class 2 contains 8692 members Entering Unmasked Estep Score: -711662.875000 Penalty: 860.967102 Iteration 4F: 3 clusters Score -711662.9 nChanged 837 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3512 members Mstep: Class 2 contains 9339 members Entering Unmasked Estep Score: -712175.062500 Penalty: 860.967102 Iteration 5F: 3 clusters Score -712175.1 nChanged 728 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2894 members Mstep: Class 2 contains 9957 members Entering Unmasked Estep Score: -712642.437500 Penalty: 860.967102 Iteration 6F: 3 clusters Score -712642.4 nChanged 626 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2310 members Mstep: Class 2 contains 10541 members Entering Unmasked Estep Score: -713069.937500 Penalty: 860.967102 Iteration 7Q: 3 clusters Score -713069.9 nChanged 556 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1770 members Mstep: Class 2 contains 11081 members Entering Unmasked Estep Score: -713506.937500 Penalty: 860.967102 Iteration 8Q: 3 clusters Score -713506.9 nChanged 497 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1277 members Mstep: Class 2 contains 11574 members Entering Unmasked Estep Score: -713921.312500 Penalty: 860.967102 Iteration 9Q: 3 clusters Score -713921.3 nChanged 433 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 846 members Mstep: Class 2 contains 12005 members Entering Unmasked Estep Score: -714317.937500 Penalty: 860.967102 Iteration 10Q: 3 clusters Score -714317.9 nChanged 301 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 547 members Mstep: Class 2 contains 12304 members Entering Unmasked Estep Score: -714591.187500 Penalty: 860.967102 Iteration 11Q: 3 clusters Score -714591.2 nChanged 191 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 356 members Mstep: Class 2 contains 12495 members Entering Unmasked Estep Score: -714749.000000 Penalty: 860.967102 Iteration 12Q: 3 clusters Score -714749 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 251 members Mstep: Class 2 contains 12600 members Entering Unmasked Estep Score: -714832.125000 Penalty: 860.967102 Iteration 13Q: 3 clusters Score -714832.1 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 203 members Mstep: Class 2 contains 12648 members Entering Unmasked Estep Score: -714875.187500 Penalty: 860.967102 Iteration 14Q: 3 clusters Score -714875.2 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 176 members Mstep: Class 2 contains 12675 members Entering Unmasked Estep Score: -714894.875000 Penalty: 860.967102 Iteration 15Q: 3 clusters Score -714894.9 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 162 members Mstep: Class 2 contains 12689 members Entering Unmasked Estep Score: -714915.500000 Penalty: 860.967102 Iteration 16Q: 3 clusters Score -714915.5 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141 members Mstep: Class 2 contains 12710 members Entering Unmasked Estep Score: -714940.312500 Penalty: 860.967102 Iteration 17Q: 3 clusters Score -714940.3 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 131 members Mstep: Class 2 contains 12720 members Entering Unmasked Estep Score: -714953.437500 Penalty: 860.967102 Iteration 18Q: 3 clusters Score -714953.4 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 126 members Mstep: Class 2 contains 12725 members Entering Unmasked Estep Score: -714963.875000 Penalty: 860.967102 Iteration 19Q: 3 clusters Score -714963.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 127 members Mstep: Class 2 contains 12724 members Entering Unmasked Estep Score: -714967.937500 Penalty: 860.967102 Iteration 20F: 3 clusters Score -714967.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 127 members Mstep: Class 2 contains 12724 members Entering Unmasked Estep Score: -714970.312500 Penalty: 860.967102 Iteration 21Q: 3 clusters Score -714970.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 124 members Mstep: Class 2 contains 12727 members Entering Unmasked Estep Score: -714972.375000 Penalty: 860.967102 Iteration 22Q: 3 clusters Score -714972.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 121 members Mstep: Class 2 contains 12730 members Entering Unmasked Estep Score: -714974.312500 Penalty: 860.967102 Iteration 23Q: 3 clusters Score -714974.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 117 members Mstep: Class 2 contains 12734 members Entering Unmasked Estep Score: -714980.125000 Penalty: 860.967102 Iteration 24Q: 3 clusters Score -714980.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 115 members Mstep: Class 2 contains 12736 members Entering Unmasked Estep Score: -714984.687500 Penalty: 860.967102 Iteration 25Q: 3 clusters Score -714984.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 114 members Mstep: Class 2 contains 12737 members Entering Unmasked Estep Score: -714986.750000 Penalty: 860.967102 Iteration 26Q: 3 clusters Score -714986.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 114 members Mstep: Class 2 contains 12737 members Entering Unmasked Estep Score: -714989.937500 Penalty: 860.967102 Iteration 27Q: 3 clusters Score -714989.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 116 members Mstep: Class 2 contains 12735 members Entering Unmasked Estep Score: -714990.500000 Penalty: 860.967102 Iteration 28Q: 3 clusters Score -714990.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 115 members Mstep: Class 2 contains 12736 members Entering Unmasked Estep Score: -714990.750000 Penalty: 860.967102 Iteration 29Q: 3 clusters Score -714990.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 115 members Mstep: Class 2 contains 12736 members Entering Unmasked Estep Score: -714990.750000 Penalty: 860.967102 Iteration 30F: 3 clusters Score -714990.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (1995 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1995 members Entering Unmasked Estep Score: -111368.726562 Penalty: 345.727173 Iteration 0F: 2 clusters Score -111368.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1066 members Mstep: Class 2 contains 929 members Entering Unmasked Estep Score: -109985.984375 Penalty: 691.454346 Iteration 0F: 3 clusters Score -109986 nChanged 817 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1329 members Mstep: Class 2 contains 666 members Entering Unmasked Estep Score: -110658.648438 Penalty: 691.454346 Iteration 1F: 3 clusters Score -110658.6 nChanged 190 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1411 members Mstep: Class 2 contains 584 members Entering Unmasked Estep Score: -110821.960938 Penalty: 691.454346 Iteration 2F: 3 clusters Score -110822 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1471 members Mstep: Class 2 contains 524 members Entering Unmasked Estep Score: -110902.335938 Penalty: 691.454346 Iteration 3F: 3 clusters Score -110902.3 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1507 members Mstep: Class 2 contains 488 members Entering Unmasked Estep Score: -110943.320312 Penalty: 691.454346 Iteration 4Q: 3 clusters Score -110943.3 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1543 members Mstep: Class 2 contains 452 members Entering Unmasked Estep Score: -110969.382812 Penalty: 691.454346 Iteration 5Q: 3 clusters Score -110969.4 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1576 members Mstep: Class 2 contains 419 members Entering Unmasked Estep Score: -110998.679688 Penalty: 691.454346 Iteration 6Q: 3 clusters Score -110998.7 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1603 members Mstep: Class 2 contains 392 members Entering Unmasked Estep Score: -111022.585938 Penalty: 691.454346 Iteration 7Q: 3 clusters Score -111022.6 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1623 members Mstep: Class 2 contains 372 members Entering Unmasked Estep Score: -111042.718750 Penalty: 691.454346 Iteration 8Q: 3 clusters Score -111042.7 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1637 members Mstep: Class 2 contains 358 members Entering Unmasked Estep Score: -111052.546875 Penalty: 691.454346 Iteration 9Q: 3 clusters Score -111052.5 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1647 members Mstep: Class 2 contains 348 members Entering Unmasked Estep Score: -111059.554688 Penalty: 691.454346 Iteration 10Q: 3 clusters Score -111059.6 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1663 members Mstep: Class 2 contains 332 members Entering Unmasked Estep Score: -111073.187500 Penalty: 691.454346 Iteration 11Q: 3 clusters Score -111073.2 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1676 members Mstep: Class 2 contains 319 members Entering Unmasked Estep Score: -111083.703125 Penalty: 691.454346 Iteration 12Q: 3 clusters Score -111083.7 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1688 members Mstep: Class 2 contains 307 members Entering Unmasked Estep Score: -111094.390625 Penalty: 691.454346 Iteration 13Q: 3 clusters Score -111094.4 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1695 members Mstep: Class 2 contains 300 members Entering Unmasked Estep Score: -111097.875000 Penalty: 691.454346 Iteration 14Q: 3 clusters Score -111097.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1701 members Mstep: Class 2 contains 294 members Entering Unmasked Estep Score: -111100.000000 Penalty: 691.454346 Iteration 15Q: 3 clusters Score -111100 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1702 members Mstep: Class 2 contains 293 members Entering Unmasked Estep Score: -111100.281250 Penalty: 691.454346 Iteration 16Q: 3 clusters Score -111100.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1703 members Mstep: Class 2 contains 292 members Entering Unmasked Estep Score: -111100.648438 Penalty: 691.454346 Iteration 17Q: 3 clusters Score -111100.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1703 members Mstep: Class 2 contains 292 members Entering Unmasked Estep Score: -111100.648438 Penalty: 691.454346 Iteration 18F: 3 clusters Score -111100.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (3956 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3956 members Entering Unmasked Estep Score: -235618.781250 Penalty: 376.875977 Iteration 0F: 2 clusters Score -235618.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1930 members Mstep: Class 2 contains 2026 members Entering Unmasked Estep Score: -232947.921875 Penalty: 753.751953 Iteration 0F: 3 clusters Score -232947.9 nChanged 1745 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1799 members Mstep: Class 2 contains 2157 members Entering Unmasked Estep Score: -233930.500000 Penalty: 753.751953 Iteration 1F: 3 clusters Score -233930.5 nChanged 300 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1687 members Mstep: Class 2 contains 2269 members Entering Unmasked Estep Score: -234164.093750 Penalty: 753.751953 Iteration 2F: 3 clusters Score -234164.1 nChanged 332 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1561 members Mstep: Class 2 contains 2395 members Entering Unmasked Estep Score: -234435.656250 Penalty: 753.751953 Iteration 3F: 3 clusters Score -234435.7 nChanged 284 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1449 members Mstep: Class 2 contains 2507 members Entering Unmasked Estep Score: -234670.828125 Penalty: 753.751953 Iteration 4F: 3 clusters Score -234670.8 nChanged 266 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1371 members Mstep: Class 2 contains 2585 members Entering Unmasked Estep Score: -234839.765625 Penalty: 753.751953 Iteration 5F: 3 clusters Score -234839.8 nChanged 176 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1327 members Mstep: Class 2 contains 2629 members Entering Unmasked Estep Score: -234945.000000 Penalty: 753.751953 Iteration 6Q: 3 clusters Score -234945 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1298 members Mstep: Class 2 contains 2658 members Entering Unmasked Estep Score: -235007.125000 Penalty: 753.751953 Iteration 7Q: 3 clusters Score -235007.1 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1260 members Mstep: Class 2 contains 2696 members Entering Unmasked Estep Score: -235051.734375 Penalty: 753.751953 Iteration 8Q: 3 clusters Score -235051.7 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1231 members Mstep: Class 2 contains 2725 members Entering Unmasked Estep Score: -235084.906250 Penalty: 753.751953 Iteration 9Q: 3 clusters Score -235084.9 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1190 members Mstep: Class 2 contains 2766 members Entering Unmasked Estep Score: -235121.015625 Penalty: 753.751953 Iteration 10Q: 3 clusters Score -235121 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1137 members Mstep: Class 2 contains 2819 members Entering Unmasked Estep Score: -235163.812500 Penalty: 753.751953 Iteration 11Q: 3 clusters Score -235163.8 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1077 members Mstep: Class 2 contains 2879 members Entering Unmasked Estep Score: -235205.640625 Penalty: 753.751953 Iteration 12Q: 3 clusters Score -235205.6 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1021 members Mstep: Class 2 contains 2935 members Entering Unmasked Estep Score: -235247.343750 Penalty: 753.751953 Iteration 13Q: 3 clusters Score -235247.3 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 968 members Mstep: Class 2 contains 2988 members Entering Unmasked Estep Score: -235291.734375 Penalty: 753.751953 Iteration 14Q: 3 clusters Score -235291.7 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 913 members Mstep: Class 2 contains 3043 members Entering Unmasked Estep Score: -235336.234375 Penalty: 753.751953 Iteration 15Q: 3 clusters Score -235336.2 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 864 members Mstep: Class 2 contains 3092 members Entering Unmasked Estep Score: -235363.578125 Penalty: 753.751953 Iteration 16Q: 3 clusters Score -235363.6 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 827 members Mstep: Class 2 contains 3129 members Entering Unmasked Estep Score: -235382.359375 Penalty: 753.751953 Iteration 17Q: 3 clusters Score -235382.4 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 797 members Mstep: Class 2 contains 3159 members Entering Unmasked Estep Score: -235393.875000 Penalty: 753.751953 Iteration 18Q: 3 clusters Score -235393.9 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 777 members Mstep: Class 2 contains 3179 members Entering Unmasked Estep Score: -235399.109375 Penalty: 753.751953 Iteration 19Q: 3 clusters Score -235399.1 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 760 members Mstep: Class 2 contains 3196 members Entering Unmasked Estep Score: -235402.296875 Penalty: 753.751953 Iteration 20F: 3 clusters Score -235402.3 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 742 members Mstep: Class 2 contains 3214 members Entering Unmasked Estep Score: -235407.890625 Penalty: 753.751953 Iteration 21Q: 3 clusters Score -235407.9 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 727 members Mstep: Class 2 contains 3229 members Entering Unmasked Estep Score: -235413.156250 Penalty: 753.751953 Iteration 22Q: 3 clusters Score -235413.2 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 710 members Mstep: Class 2 contains 3246 members Entering Unmasked Estep Score: -235416.984375 Penalty: 753.751953 Iteration 23Q: 3 clusters Score -235417 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 695 members Mstep: Class 2 contains 3261 members Entering Unmasked Estep Score: -235419.906250 Penalty: 753.751953 Iteration 24Q: 3 clusters Score -235419.9 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 683 members Mstep: Class 2 contains 3273 members Entering Unmasked Estep Score: -235423.171875 Penalty: 753.751953 Iteration 25Q: 3 clusters Score -235423.2 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 670 members Mstep: Class 2 contains 3286 members Entering Unmasked Estep Score: -235424.625000 Penalty: 753.751953 Iteration 26Q: 3 clusters Score -235424.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 661 members Mstep: Class 2 contains 3295 members Entering Unmasked Estep Score: -235427.328125 Penalty: 753.751953 Iteration 27Q: 3 clusters Score -235427.3 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 652 members Mstep: Class 2 contains 3304 members Entering Unmasked Estep Score: -235429.062500 Penalty: 753.751953 Iteration 28Q: 3 clusters Score -235429.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 645 members Mstep: Class 2 contains 3311 members Entering Unmasked Estep Score: -235429.750000 Penalty: 753.751953 Iteration 29Q: 3 clusters Score -235429.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 639 members Mstep: Class 2 contains 3317 members Entering Unmasked Estep Score: -235431.312500 Penalty: 753.751953 Iteration 30Q: 3 clusters Score -235431.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 633 members Mstep: Class 2 contains 3323 members Entering Unmasked Estep Score: -235431.984375 Penalty: 753.751953 Iteration 31Q: 3 clusters Score -235432 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 627 members Mstep: Class 2 contains 3329 members Entering Unmasked Estep Score: -235432.921875 Penalty: 753.751953 Iteration 32Q: 3 clusters Score -235432.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 622 members Mstep: Class 2 contains 3334 members Entering Unmasked Estep Score: -235433.640625 Penalty: 753.751953 Iteration 33Q: 3 clusters Score -235433.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 617 members Mstep: Class 2 contains 3339 members Entering Unmasked Estep Score: -235434.703125 Penalty: 753.751953 Iteration 34Q: 3 clusters Score -235434.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 611 members Mstep: Class 2 contains 3345 members Entering Unmasked Estep Score: -235435.750000 Penalty: 753.751953 Iteration 35Q: 3 clusters Score -235435.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 607 members Mstep: Class 2 contains 3349 members Entering Unmasked Estep Score: -235436.609375 Penalty: 753.751953 Iteration 36Q: 3 clusters Score -235436.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 602 members Mstep: Class 2 contains 3354 members Entering Unmasked Estep Score: -235437.656250 Penalty: 753.751953 Iteration 37Q: 3 clusters Score -235437.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 601 members Mstep: Class 2 contains 3355 members Entering Unmasked Estep Score: -235437.296875 Penalty: 753.751953 Iteration 38Q: 3 clusters Score -235437.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 601 members Mstep: Class 2 contains 3355 members Entering Unmasked Estep Score: -235437.296875 Penalty: 753.751953 Iteration 39F: 3 clusters Score -235437.3 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (79817 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 79817 members Entering Unmasked Estep Score: -4518681.000000 Penalty: 513.580872 Iteration 0F: 2 clusters Score -4518681 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39666 members Mstep: Class 2 contains 40151 members Entering Unmasked Estep Score: -4465008.500000 Penalty: 1027.161743 Iteration 0F: 3 clusters Score -4465008 nChanged 38871 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31705 members Mstep: Class 2 contains 48112 members Entering Unmasked Estep Score: -4490090.000000 Penalty: 1027.161743 Iteration 1F: 3 clusters Score -4490090 nChanged 5417 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26830 members Mstep: Class 2 contains 52987 members Entering Unmasked Estep Score: -4493173.000000 Penalty: 1027.161743 Iteration 2F: 3 clusters Score -4493173 nChanged 6486 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20542 members Mstep: Class 2 contains 59275 members Entering Unmasked Estep Score: -4498090.500000 Penalty: 1027.161743 Iteration 3F: 3 clusters Score -4498090 nChanged 7101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13495 members Mstep: Class 2 contains 66322 members Entering Unmasked Estep Score: -4504627.000000 Penalty: 1027.161743 Iteration 4F: 3 clusters Score -4504627 nChanged 6457 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7042 members Mstep: Class 2 contains 72775 members Entering Unmasked Estep Score: -4511343.500000 Penalty: 1027.161743 Iteration 5F: 3 clusters Score -4511344 nChanged 4279 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2763 members Mstep: Class 2 contains 77054 members Entering Unmasked Estep Score: -4515767.500000 Penalty: 1027.161743 Iteration 6F: 3 clusters Score -4515768 nChanged 1849 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 916 members Mstep: Class 2 contains 78901 members Entering Unmasked Estep Score: -4517460.500000 Penalty: 1027.161743 Iteration 7Q: 3 clusters Score -4517460 nChanged 593 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 323 members Mstep: Class 2 contains 79494 members Entering Unmasked Estep Score: -4517996.000000 Penalty: 1027.161743 Iteration 8Q: 3 clusters Score -4517996 nChanged 179 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 146 members Mstep: Class 2 contains 79671 members Entering Unmasked Estep Score: -4518141.000000 Penalty: 1027.161743 Iteration 9Q: 3 clusters Score -4518141 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 93 members Mstep: Class 2 contains 79724 members Entering Unmasked Estep Score: -4518194.500000 Penalty: 1027.161743 Iteration 10Q: 3 clusters Score -4518194 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 86 members Mstep: Class 2 contains 79731 members Entering Unmasked Estep Score: -4518237.500000 Penalty: 1027.161743 Iteration 11Q: 3 clusters Score -4518238 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 92 members Mstep: Class 2 contains 79725 members Entering Unmasked Estep Score: -4518250.000000 Penalty: 1027.161743 Iteration 12Q: 3 clusters Score -4518250 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97 members Mstep: Class 2 contains 79720 members Entering Unmasked Estep Score: -4518262.500000 Penalty: 1027.161743 Iteration 13Q: 3 clusters Score -4518262 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99 members Mstep: Class 2 contains 79718 members Entering Unmasked Estep Score: -4518273.500000 Penalty: 1027.161743 Iteration 14Q: 3 clusters Score -4518274 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 105 members Mstep: Class 2 contains 79712 members Entering Unmasked Estep Score: -4518282.500000 Penalty: 1027.161743 Iteration 15Q: 3 clusters Score -4518282 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 110 members Mstep: Class 2 contains 79707 members Entering Unmasked Estep Score: -4518287.000000 Penalty: 1027.161743 Iteration 16Q: 3 clusters Score -4518287 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 110 members Mstep: Class 2 contains 79707 members Entering Unmasked Estep Score: -4518293.000000 Penalty: 1027.161743 Iteration 17Q: 3 clusters Score -4518293 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 110 members Mstep: Class 2 contains 79707 members Entering Unmasked Estep Score: -4518293.000000 Penalty: 1027.161743 Iteration 18F: 3 clusters Score -4518293 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (3293 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3293 members Entering Unmasked Estep Score: -184103.203125 Penalty: 368.529724 Iteration 0F: 2 clusters Score -184103.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1624 members Mstep: Class 2 contains 1669 members Entering Unmasked Estep Score: -181821.484375 Penalty: 737.059448 Iteration 0F: 3 clusters Score -181821.5 nChanged 1442 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1650 members Mstep: Class 2 contains 1643 members Entering Unmasked Estep Score: -182759.093750 Penalty: 737.059448 Iteration 1F: 3 clusters Score -182759.1 nChanged 244 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1716 members Mstep: Class 2 contains 1577 members Entering Unmasked Estep Score: -182898.000000 Penalty: 737.059448 Iteration 2F: 3 clusters Score -182898 nChanged 223 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1779 members Mstep: Class 2 contains 1514 members Entering Unmasked Estep Score: -183020.187500 Penalty: 737.059448 Iteration 3F: 3 clusters Score -183020.2 nChanged 183 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1830 members Mstep: Class 2 contains 1463 members Entering Unmasked Estep Score: -183133.750000 Penalty: 737.059448 Iteration 4F: 3 clusters Score -183133.8 nChanged 174 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1868 members Mstep: Class 2 contains 1425 members Entering Unmasked Estep Score: -183247.984375 Penalty: 737.059448 Iteration 5F: 3 clusters Score -183248 nChanged 157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1897 members Mstep: Class 2 contains 1396 members Entering Unmasked Estep Score: -183333.750000 Penalty: 737.059448 Iteration 6Q: 3 clusters Score -183333.8 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1917 members Mstep: Class 2 contains 1376 members Entering Unmasked Estep Score: -183404.812500 Penalty: 737.059448 Iteration 7Q: 3 clusters Score -183404.8 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1941 members Mstep: Class 2 contains 1352 members Entering Unmasked Estep Score: -183464.468750 Penalty: 737.059448 Iteration 8Q: 3 clusters Score -183464.5 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1956 members Mstep: Class 2 contains 1337 members Entering Unmasked Estep Score: -183508.046875 Penalty: 737.059448 Iteration 9Q: 3 clusters Score -183508 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1969 members Mstep: Class 2 contains 1324 members Entering Unmasked Estep Score: -183551.000000 Penalty: 737.059448 Iteration 10Q: 3 clusters Score -183551 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1964 members Mstep: Class 2 contains 1329 members Entering Unmasked Estep Score: -183577.968750 Penalty: 737.059448 Iteration 11Q: 3 clusters Score -183578 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1969 members Mstep: Class 2 contains 1324 members Entering Unmasked Estep Score: -183592.843750 Penalty: 737.059448 Iteration 12Q: 3 clusters Score -183592.8 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1986 members Mstep: Class 2 contains 1307 members Entering Unmasked Estep Score: -183605.078125 Penalty: 737.059448 Iteration 13Q: 3 clusters Score -183605.1 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2006 members Mstep: Class 2 contains 1287 members Entering Unmasked Estep Score: -183617.718750 Penalty: 737.059448 Iteration 14Q: 3 clusters Score -183617.7 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2018 members Mstep: Class 2 contains 1275 members Entering Unmasked Estep Score: -183626.125000 Penalty: 737.059448 Iteration 15Q: 3 clusters Score -183626.1 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2028 members Mstep: Class 2 contains 1265 members Entering Unmasked Estep Score: -183631.875000 Penalty: 737.059448 Iteration 16Q: 3 clusters Score -183631.9 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2040 members Mstep: Class 2 contains 1253 members Entering Unmasked Estep Score: -183638.968750 Penalty: 737.059448 Iteration 17Q: 3 clusters Score -183639 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2048 members Mstep: Class 2 contains 1245 members Entering Unmasked Estep Score: -183645.140625 Penalty: 737.059448 Iteration 18Q: 3 clusters Score -183645.1 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2058 members Mstep: Class 2 contains 1235 members Entering Unmasked Estep Score: -183650.015625 Penalty: 737.059448 Iteration 19Q: 3 clusters Score -183650 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2070 members Mstep: Class 2 contains 1223 members Entering Unmasked Estep Score: -183654.359375 Penalty: 737.059448 Iteration 20F: 3 clusters Score -183654.4 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2088 members Mstep: Class 2 contains 1205 members Entering Unmasked Estep Score: -183660.859375 Penalty: 737.059448 Iteration 21Q: 3 clusters Score -183660.9 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2114 members Mstep: Class 2 contains 1179 members Entering Unmasked Estep Score: -183671.875000 Penalty: 737.059448 Iteration 22Q: 3 clusters Score -183671.9 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2136 members Mstep: Class 2 contains 1157 members Entering Unmasked Estep Score: -183679.984375 Penalty: 737.059448 Iteration 23Q: 3 clusters Score -183680 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2156 members Mstep: Class 2 contains 1137 members Entering Unmasked Estep Score: -183687.421875 Penalty: 737.059448 Iteration 24Q: 3 clusters Score -183687.4 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2174 members Mstep: Class 2 contains 1119 members Entering Unmasked Estep Score: -183694.171875 Penalty: 737.059448 Iteration 25Q: 3 clusters Score -183694.2 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2195 members Mstep: Class 2 contains 1098 members Entering Unmasked Estep Score: -183702.453125 Penalty: 737.059448 Iteration 26Q: 3 clusters Score -183702.5 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2208 members Mstep: Class 2 contains 1085 members Entering Unmasked Estep Score: -183706.546875 Penalty: 737.059448 Iteration 27Q: 3 clusters Score -183706.5 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2221 members Mstep: Class 2 contains 1072 members Entering Unmasked Estep Score: -183709.484375 Penalty: 737.059448 Iteration 28Q: 3 clusters Score -183709.5 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2231 members Mstep: Class 2 contains 1062 members Entering Unmasked Estep Score: -183711.796875 Penalty: 737.059448 Iteration 29Q: 3 clusters Score -183711.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2237 members Mstep: Class 2 contains 1056 members Entering Unmasked Estep Score: -183714.484375 Penalty: 737.059448 Iteration 30Q: 3 clusters Score -183714.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2243 members Mstep: Class 2 contains 1050 members Entering Unmasked Estep Score: -183716.843750 Penalty: 737.059448 Iteration 31Q: 3 clusters Score -183716.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2251 members Mstep: Class 2 contains 1042 members Entering Unmasked Estep Score: -183719.671875 Penalty: 737.059448 Iteration 32Q: 3 clusters Score -183719.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2255 members Mstep: Class 2 contains 1038 members Entering Unmasked Estep Score: -183720.625000 Penalty: 737.059448 Iteration 33Q: 3 clusters Score -183720.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2258 members Mstep: Class 2 contains 1035 members Entering Unmasked Estep Score: -183721.296875 Penalty: 737.059448 Iteration 34Q: 3 clusters Score -183721.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2261 members Mstep: Class 2 contains 1032 members Entering Unmasked Estep Score: -183721.593750 Penalty: 737.059448 Iteration 35Q: 3 clusters Score -183721.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2260 members Mstep: Class 2 contains 1033 members Entering Unmasked Estep Score: -183721.671875 Penalty: 737.059448 Iteration 36Q: 3 clusters Score -183721.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2259 members Mstep: Class 2 contains 1034 members Entering Unmasked Estep Score: -183722.062500 Penalty: 737.059448 Iteration 37Q: 3 clusters Score -183722.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2258 members Mstep: Class 2 contains 1035 members Entering Unmasked Estep Score: -183722.265625 Penalty: 737.059448 Iteration 38Q: 3 clusters Score -183722.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2259 members Mstep: Class 2 contains 1034 members Entering Unmasked Estep Score: -183722.234375 Penalty: 737.059448 Iteration 39Q: 3 clusters Score -183722.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2260 members Mstep: Class 2 contains 1033 members Entering Unmasked Estep Score: -183722.453125 Penalty: 737.059448 Iteration 40F: 3 clusters Score -183722.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2261 members Mstep: Class 2 contains 1032 members Entering Unmasked Estep Score: -183722.703125 Penalty: 737.059448 Iteration 41Q: 3 clusters Score -183722.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2262 members Mstep: Class 2 contains 1031 members Entering Unmasked Estep Score: -183722.750000 Penalty: 737.059448 Iteration 42Q: 3 clusters Score -183722.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2264 members Mstep: Class 2 contains 1029 members Entering Unmasked Estep Score: -183723.375000 Penalty: 737.059448 Iteration 43Q: 3 clusters Score -183723.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2268 members Mstep: Class 2 contains 1025 members Entering Unmasked Estep Score: -183725.156250 Penalty: 737.059448 Iteration 44Q: 3 clusters Score -183725.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2275 members Mstep: Class 2 contains 1018 members Entering Unmasked Estep Score: -183726.875000 Penalty: 737.059448 Iteration 45Q: 3 clusters Score -183726.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2279 members Mstep: Class 2 contains 1014 members Entering Unmasked Estep Score: -183728.187500 Penalty: 737.059448 Iteration 46Q: 3 clusters Score -183728.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2285 members Mstep: Class 2 contains 1008 members Entering Unmasked Estep Score: -183729.859375 Penalty: 737.059448 Iteration 47Q: 3 clusters Score -183729.9 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2294 members Mstep: Class 2 contains 999 members Entering Unmasked Estep Score: -183731.406250 Penalty: 737.059448 Iteration 48Q: 3 clusters Score -183731.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2301 members Mstep: Class 2 contains 992 members Entering Unmasked Estep Score: -183733.000000 Penalty: 737.059448 Iteration 49Q: 3 clusters Score -183733 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2306 members Mstep: Class 2 contains 987 members Entering Unmasked Estep Score: -183734.421875 Penalty: 737.059448 Iteration 50Q: 3 clusters Score -183734.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2312 members Mstep: Class 2 contains 981 members Entering Unmasked Estep Score: -183735.703125 Penalty: 737.059448 Iteration 51Q: 3 clusters Score -183735.7 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2320 members Mstep: Class 2 contains 973 members Entering Unmasked Estep Score: -183738.125000 Penalty: 737.059448 Iteration 52Q: 3 clusters Score -183738.1 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2331 members Mstep: Class 2 contains 962 members Entering Unmasked Estep Score: -183740.625000 Penalty: 737.059448 Iteration 53Q: 3 clusters Score -183740.6 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2341 members Mstep: Class 2 contains 952 members Entering Unmasked Estep Score: -183742.890625 Penalty: 737.059448 Iteration 54Q: 3 clusters Score -183742.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2346 members Mstep: Class 2 contains 947 members Entering Unmasked Estep Score: -183744.125000 Penalty: 737.059448 Iteration 55Q: 3 clusters Score -183744.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2352 members Mstep: Class 2 contains 941 members Entering Unmasked Estep Score: -183745.000000 Penalty: 737.059448 Iteration 56Q: 3 clusters Score -183745 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2358 members Mstep: Class 2 contains 935 members Entering Unmasked Estep Score: -183746.187500 Penalty: 737.059448 Iteration 57Q: 3 clusters Score -183746.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2365 members Mstep: Class 2 contains 928 members Entering Unmasked Estep Score: -183747.421875 Penalty: 737.059448 Iteration 58Q: 3 clusters Score -183747.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2371 members Mstep: Class 2 contains 922 members Entering Unmasked Estep Score: -183747.765625 Penalty: 737.059448 Iteration 59Q: 3 clusters Score -183747.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2373 members Mstep: Class 2 contains 920 members Entering Unmasked Estep Score: -183748.562500 Penalty: 737.059448 Iteration 60F: 3 clusters Score -183748.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2378 members Mstep: Class 2 contains 915 members Entering Unmasked Estep Score: -183749.328125 Penalty: 737.059448 Iteration 61Q: 3 clusters Score -183749.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2381 members Mstep: Class 2 contains 912 members Entering Unmasked Estep Score: -183749.296875 Penalty: 737.059448 Iteration 62Q: 3 clusters Score -183749.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2383 members Mstep: Class 2 contains 910 members Entering Unmasked Estep Score: -183749.703125 Penalty: 737.059448 Iteration 63Q: 3 clusters Score -183749.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2386 members Mstep: Class 2 contains 907 members Entering Unmasked Estep Score: -183750.078125 Penalty: 737.059448 Iteration 64Q: 3 clusters Score -183750.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2388 members Mstep: Class 2 contains 905 members Entering Unmasked Estep Score: -183750.359375 Penalty: 737.059448 Iteration 65Q: 3 clusters Score -183750.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2390 members Mstep: Class 2 contains 903 members Entering Unmasked Estep Score: -183750.828125 Penalty: 737.059448 Iteration 66Q: 3 clusters Score -183750.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2391 members Mstep: Class 2 contains 902 members Entering Unmasked Estep Score: -183750.921875 Penalty: 737.059448 Iteration 67Q: 3 clusters Score -183750.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2391 members Mstep: Class 2 contains 902 members Entering Unmasked Estep Score: -183750.921875 Penalty: 737.059448 Iteration 68F: 3 clusters Score -183750.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (2917 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2917 members Entering Unmasked Estep Score: -168010.671875 Penalty: 363.013153 Iteration 0F: 2 clusters Score -168010.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1445 members Mstep: Class 2 contains 1472 members Entering Unmasked Estep Score: -166009.328125 Penalty: 726.026306 Iteration 0F: 3 clusters Score -166009.3 nChanged 1284 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1439 members Mstep: Class 2 contains 1478 members Entering Unmasked Estep Score: -166692.890625 Penalty: 726.026306 Iteration 1F: 3 clusters Score -166692.9 nChanged 174 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1431 members Mstep: Class 2 contains 1486 members Entering Unmasked Estep Score: -166771.421875 Penalty: 726.026306 Iteration 2F: 3 clusters Score -166771.4 nChanged 165 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1408 members Mstep: Class 2 contains 1509 members Entering Unmasked Estep Score: -166874.171875 Penalty: 726.026306 Iteration 3F: 3 clusters Score -166874.2 nChanged 191 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1353 members Mstep: Class 2 contains 1564 members Entering Unmasked Estep Score: -166990.937500 Penalty: 726.026306 Iteration 4F: 3 clusters Score -166990.9 nChanged 165 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1284 members Mstep: Class 2 contains 1633 members Entering Unmasked Estep Score: -167099.781250 Penalty: 726.026306 Iteration 5F: 3 clusters Score -167099.8 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1224 members Mstep: Class 2 contains 1693 members Entering Unmasked Estep Score: -167197.890625 Penalty: 726.026306 Iteration 6Q: 3 clusters Score -167197.9 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1176 members Mstep: Class 2 contains 1741 members Entering Unmasked Estep Score: -167287.031250 Penalty: 726.026306 Iteration 7Q: 3 clusters Score -167287 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1131 members Mstep: Class 2 contains 1786 members Entering Unmasked Estep Score: -167347.171875 Penalty: 726.026306 Iteration 8Q: 3 clusters Score -167347.2 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1099 members Mstep: Class 2 contains 1818 members Entering Unmasked Estep Score: -167378.218750 Penalty: 726.026306 Iteration 9Q: 3 clusters Score -167378.2 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1065 members Mstep: Class 2 contains 1852 members Entering Unmasked Estep Score: -167396.828125 Penalty: 726.026306 Iteration 10Q: 3 clusters Score -167396.8 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1036 members Mstep: Class 2 contains 1881 members Entering Unmasked Estep Score: -167407.578125 Penalty: 726.026306 Iteration 11Q: 3 clusters Score -167407.6 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1002 members Mstep: Class 2 contains 1915 members Entering Unmasked Estep Score: -167418.625000 Penalty: 726.026306 Iteration 12Q: 3 clusters Score -167418.6 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 970 members Mstep: Class 2 contains 1947 members Entering Unmasked Estep Score: -167428.234375 Penalty: 726.026306 Iteration 13Q: 3 clusters Score -167428.2 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 945 members Mstep: Class 2 contains 1972 members Entering Unmasked Estep Score: -167436.234375 Penalty: 726.026306 Iteration 14Q: 3 clusters Score -167436.2 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 921 members Mstep: Class 2 contains 1996 members Entering Unmasked Estep Score: -167442.343750 Penalty: 726.026306 Iteration 15Q: 3 clusters Score -167442.3 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 899 members Mstep: Class 2 contains 2018 members Entering Unmasked Estep Score: -167450.343750 Penalty: 726.026306 Iteration 16Q: 3 clusters Score -167450.3 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 881 members Mstep: Class 2 contains 2036 members Entering Unmasked Estep Score: -167457.921875 Penalty: 726.026306 Iteration 17Q: 3 clusters Score -167457.9 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 860 members Mstep: Class 2 contains 2057 members Entering Unmasked Estep Score: -167466.218750 Penalty: 726.026306 Iteration 18Q: 3 clusters Score -167466.2 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 839 members Mstep: Class 2 contains 2078 members Entering Unmasked Estep Score: -167477.937500 Penalty: 726.026306 Iteration 19Q: 3 clusters Score -167477.9 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 814 members Mstep: Class 2 contains 2103 members Entering Unmasked Estep Score: -167488.671875 Penalty: 726.026306 Iteration 20F: 3 clusters Score -167488.7 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 801 members Mstep: Class 2 contains 2116 members Entering Unmasked Estep Score: -167494.796875 Penalty: 726.026306 Iteration 21Q: 3 clusters Score -167494.8 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 785 members Mstep: Class 2 contains 2132 members Entering Unmasked Estep Score: -167500.515625 Penalty: 726.026306 Iteration 22Q: 3 clusters Score -167500.5 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 769 members Mstep: Class 2 contains 2148 members Entering Unmasked Estep Score: -167504.640625 Penalty: 726.026306 Iteration 23Q: 3 clusters Score -167504.6 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 755 members Mstep: Class 2 contains 2162 members Entering Unmasked Estep Score: -167509.187500 Penalty: 726.026306 Iteration 24Q: 3 clusters Score -167509.2 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 740 members Mstep: Class 2 contains 2177 members Entering Unmasked Estep Score: -167516.500000 Penalty: 726.026306 Iteration 25Q: 3 clusters Score -167516.5 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 723 members Mstep: Class 2 contains 2194 members Entering Unmasked Estep Score: -167521.421875 Penalty: 726.026306 Iteration 26Q: 3 clusters Score -167521.4 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 706 members Mstep: Class 2 contains 2211 members Entering Unmasked Estep Score: -167528.781250 Penalty: 726.026306 Iteration 27Q: 3 clusters Score -167528.8 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 688 members Mstep: Class 2 contains 2229 members Entering Unmasked Estep Score: -167536.031250 Penalty: 726.026306 Iteration 28Q: 3 clusters Score -167536 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 674 members Mstep: Class 2 contains 2243 members Entering Unmasked Estep Score: -167540.968750 Penalty: 726.026306 Iteration 29Q: 3 clusters Score -167541 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 664 members Mstep: Class 2 contains 2253 members Entering Unmasked Estep Score: -167543.765625 Penalty: 726.026306 Iteration 30Q: 3 clusters Score -167543.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 655 members Mstep: Class 2 contains 2262 members Entering Unmasked Estep Score: -167545.656250 Penalty: 726.026306 Iteration 31Q: 3 clusters Score -167545.7 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 648 members Mstep: Class 2 contains 2269 members Entering Unmasked Estep Score: -167548.125000 Penalty: 726.026306 Iteration 32Q: 3 clusters Score -167548.1 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 634 members Mstep: Class 2 contains 2283 members Entering Unmasked Estep Score: -167552.218750 Penalty: 726.026306 Iteration 33Q: 3 clusters Score -167552.2 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 619 members Mstep: Class 2 contains 2298 members Entering Unmasked Estep Score: -167558.109375 Penalty: 726.026306 Iteration 34Q: 3 clusters Score -167558.1 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 603 members Mstep: Class 2 contains 2314 members Entering Unmasked Estep Score: -167563.968750 Penalty: 726.026306 Iteration 35Q: 3 clusters Score -167564 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 590 members Mstep: Class 2 contains 2327 members Entering Unmasked Estep Score: -167572.359375 Penalty: 726.026306 Iteration 36Q: 3 clusters Score -167572.4 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 576 members Mstep: Class 2 contains 2341 members Entering Unmasked Estep Score: -167577.937500 Penalty: 726.026306 Iteration 37Q: 3 clusters Score -167577.9 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 559 members Mstep: Class 2 contains 2358 members Entering Unmasked Estep Score: -167584.078125 Penalty: 726.026306 Iteration 38Q: 3 clusters Score -167584.1 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 546 members Mstep: Class 2 contains 2371 members Entering Unmasked Estep Score: -167587.171875 Penalty: 726.026306 Iteration 39Q: 3 clusters Score -167587.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 534 members Mstep: Class 2 contains 2383 members Entering Unmasked Estep Score: -167591.875000 Penalty: 726.026306 Iteration 40F: 3 clusters Score -167591.9 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 526 members Mstep: Class 2 contains 2391 members Entering Unmasked Estep Score: -167594.515625 Penalty: 726.026306 Iteration 41Q: 3 clusters Score -167594.5 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 516 members Mstep: Class 2 contains 2401 members Entering Unmasked Estep Score: -167596.828125 Penalty: 726.026306 Iteration 42Q: 3 clusters Score -167596.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 509 members Mstep: Class 2 contains 2408 members Entering Unmasked Estep Score: -167598.234375 Penalty: 726.026306 Iteration 43Q: 3 clusters Score -167598.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 500 members Mstep: Class 2 contains 2417 members Entering Unmasked Estep Score: -167599.953125 Penalty: 726.026306 Iteration 44Q: 3 clusters Score -167600 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 491 members Mstep: Class 2 contains 2426 members Entering Unmasked Estep Score: -167602.812500 Penalty: 726.026306 Iteration 45Q: 3 clusters Score -167602.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 484 members Mstep: Class 2 contains 2433 members Entering Unmasked Estep Score: -167604.781250 Penalty: 726.026306 Iteration 46Q: 3 clusters Score -167604.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 477 members Mstep: Class 2 contains 2440 members Entering Unmasked Estep Score: -167605.968750 Penalty: 726.026306 Iteration 47Q: 3 clusters Score -167606 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 473 members Mstep: Class 2 contains 2444 members Entering Unmasked Estep Score: -167607.171875 Penalty: 726.026306 Iteration 48Q: 3 clusters Score -167607.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 468 members Mstep: Class 2 contains 2449 members Entering Unmasked Estep Score: -167609.640625 Penalty: 726.026306 Iteration 49Q: 3 clusters Score -167609.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 462 members Mstep: Class 2 contains 2455 members Entering Unmasked Estep Score: -167610.359375 Penalty: 726.026306 Iteration 50Q: 3 clusters Score -167610.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 459 members Mstep: Class 2 contains 2458 members Entering Unmasked Estep Score: -167611.953125 Penalty: 726.026306 Iteration 51Q: 3 clusters Score -167612 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 458 members Mstep: Class 2 contains 2459 members Entering Unmasked Estep Score: -167612.140625 Penalty: 726.026306 Iteration 52Q: 3 clusters Score -167612.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 457 members Mstep: Class 2 contains 2460 members Entering Unmasked Estep Score: -167612.015625 Penalty: 726.026306 Iteration 53Q: 3 clusters Score -167612 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 455 members Mstep: Class 2 contains 2462 members Entering Unmasked Estep Score: -167613.203125 Penalty: 726.026306 Iteration 54Q: 3 clusters Score -167613.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 450 members Mstep: Class 2 contains 2467 members Entering Unmasked Estep Score: -167613.968750 Penalty: 726.026306 Iteration 55Q: 3 clusters Score -167614 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 447 members Mstep: Class 2 contains 2470 members Entering Unmasked Estep Score: -167615.000000 Penalty: 726.026306 Iteration 56Q: 3 clusters Score -167615 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 440 members Mstep: Class 2 contains 2477 members Entering Unmasked Estep Score: -167616.515625 Penalty: 726.026306 Iteration 57Q: 3 clusters Score -167616.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 436 members Mstep: Class 2 contains 2481 members Entering Unmasked Estep Score: -167617.359375 Penalty: 726.026306 Iteration 58Q: 3 clusters Score -167617.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 433 members Mstep: Class 2 contains 2484 members Entering Unmasked Estep Score: -167618.140625 Penalty: 726.026306 Iteration 59Q: 3 clusters Score -167618.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 428 members Mstep: Class 2 contains 2489 members Entering Unmasked Estep Score: -167620.921875 Penalty: 726.026306 Iteration 60F: 3 clusters Score -167620.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 420 members Mstep: Class 2 contains 2497 members Entering Unmasked Estep Score: -167622.703125 Penalty: 726.026306 Iteration 61Q: 3 clusters Score -167622.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 417 members Mstep: Class 2 contains 2500 members Entering Unmasked Estep Score: -167623.375000 Penalty: 726.026306 Iteration 62Q: 3 clusters Score -167623.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 413 members Mstep: Class 2 contains 2504 members Entering Unmasked Estep Score: -167623.828125 Penalty: 726.026306 Iteration 63Q: 3 clusters Score -167623.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 410 members Mstep: Class 2 contains 2507 members Entering Unmasked Estep Score: -167625.078125 Penalty: 726.026306 Iteration 64Q: 3 clusters Score -167625.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 405 members Mstep: Class 2 contains 2512 members Entering Unmasked Estep Score: -167626.437500 Penalty: 726.026306 Iteration 65Q: 3 clusters Score -167626.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 399 members Mstep: Class 2 contains 2518 members Entering Unmasked Estep Score: -167627.875000 Penalty: 726.026306 Iteration 66Q: 3 clusters Score -167627.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 393 members Mstep: Class 2 contains 2524 members Entering Unmasked Estep Score: -167629.046875 Penalty: 726.026306 Iteration 67Q: 3 clusters Score -167629 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 387 members Mstep: Class 2 contains 2530 members Entering Unmasked Estep Score: -167630.718750 Penalty: 726.026306 Iteration 68Q: 3 clusters Score -167630.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 380 members Mstep: Class 2 contains 2537 members Entering Unmasked Estep Score: -167632.968750 Penalty: 726.026306 Iteration 69Q: 3 clusters Score -167633 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 374 members Mstep: Class 2 contains 2543 members Entering Unmasked Estep Score: -167636.734375 Penalty: 726.026306 Iteration 70Q: 3 clusters Score -167636.7 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 362 members Mstep: Class 2 contains 2555 members Entering Unmasked Estep Score: -167641.875000 Penalty: 726.026306 Iteration 71Q: 3 clusters Score -167641.9 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 349 members Mstep: Class 2 contains 2568 members Entering Unmasked Estep Score: -167644.953125 Penalty: 726.026306 Iteration 72Q: 3 clusters Score -167645 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 341 members Mstep: Class 2 contains 2576 members Entering Unmasked Estep Score: -167647.546875 Penalty: 726.026306 Iteration 73Q: 3 clusters Score -167647.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 337 members Mstep: Class 2 contains 2580 members Entering Unmasked Estep Score: -167648.468750 Penalty: 726.026306 Iteration 74Q: 3 clusters Score -167648.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 330 members Mstep: Class 2 contains 2587 members Entering Unmasked Estep Score: -167651.812500 Penalty: 726.026306 Iteration 75Q: 3 clusters Score -167651.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 325 members Mstep: Class 2 contains 2592 members Entering Unmasked Estep Score: -167654.234375 Penalty: 726.026306 Iteration 76Q: 3 clusters Score -167654.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 322 members Mstep: Class 2 contains 2595 members Entering Unmasked Estep Score: -167655.718750 Penalty: 726.026306 Iteration 77Q: 3 clusters Score -167655.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 316 members Mstep: Class 2 contains 2601 members Entering Unmasked Estep Score: -167658.093750 Penalty: 726.026306 Iteration 78Q: 3 clusters Score -167658.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 307 members Mstep: Class 2 contains 2610 members Entering Unmasked Estep Score: -167661.937500 Penalty: 726.026306 Iteration 79Q: 3 clusters Score -167661.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 301 members Mstep: Class 2 contains 2616 members Entering Unmasked Estep Score: -167663.703125 Penalty: 726.026306 Iteration 80F: 3 clusters Score -167663.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 299 members Mstep: Class 2 contains 2618 members Entering Unmasked Estep Score: -167664.015625 Penalty: 726.026306 Iteration 81Q: 3 clusters Score -167664 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 298 members Mstep: Class 2 contains 2619 members Entering Unmasked Estep Score: -167664.390625 Penalty: 726.026306 Iteration 82Q: 3 clusters Score -167664.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 298 members Mstep: Class 2 contains 2619 members Entering Unmasked Estep Score: -167664.390625 Penalty: 726.026306 Iteration 83F: 3 clusters Score -167664.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (2199 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2199 members Entering Unmasked Estep Score: -123968.898438 Penalty: 350.156982 Iteration 0F: 2 clusters Score -123968.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1106 members Mstep: Class 2 contains 1093 members Entering Unmasked Estep Score: -122396.429688 Penalty: 700.313965 Iteration 0F: 3 clusters Score -122396.4 nChanged 953 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1187 members Mstep: Class 2 contains 1012 members Entering Unmasked Estep Score: -122987.804688 Penalty: 700.313965 Iteration 1F: 3 clusters Score -122987.8 nChanged 184 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1227 members Mstep: Class 2 contains 972 members Entering Unmasked Estep Score: -123107.890625 Penalty: 700.313965 Iteration 2F: 3 clusters Score -123107.9 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1246 members Mstep: Class 2 contains 953 members Entering Unmasked Estep Score: -123197.703125 Penalty: 700.313965 Iteration 3F: 3 clusters Score -123197.7 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1252 members Mstep: Class 2 contains 947 members Entering Unmasked Estep Score: -123270.257812 Penalty: 700.313965 Iteration 4F: 3 clusters Score -123270.3 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1249 members Mstep: Class 2 contains 950 members Entering Unmasked Estep Score: -123319.367188 Penalty: 700.313965 Iteration 5Q: 3 clusters Score -123319.4 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1241 members Mstep: Class 2 contains 958 members Entering Unmasked Estep Score: -123350.179688 Penalty: 700.313965 Iteration 6Q: 3 clusters Score -123350.2 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1236 members Mstep: Class 2 contains 963 members Entering Unmasked Estep Score: -123381.617188 Penalty: 700.313965 Iteration 7Q: 3 clusters Score -123381.6 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1238 members Mstep: Class 2 contains 961 members Entering Unmasked Estep Score: -123395.500000 Penalty: 700.313965 Iteration 8Q: 3 clusters Score -123395.5 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1244 members Mstep: Class 2 contains 955 members Entering Unmasked Estep Score: -123406.468750 Penalty: 700.313965 Iteration 9Q: 3 clusters Score -123406.5 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1246 members Mstep: Class 2 contains 953 members Entering Unmasked Estep Score: -123418.351562 Penalty: 700.313965 Iteration 10Q: 3 clusters Score -123418.4 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1240 members Mstep: Class 2 contains 959 members Entering Unmasked Estep Score: -123424.742188 Penalty: 700.313965 Iteration 11Q: 3 clusters Score -123424.7 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1243 members Mstep: Class 2 contains 956 members Entering Unmasked Estep Score: -123428.328125 Penalty: 700.313965 Iteration 12Q: 3 clusters Score -123428.3 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1241 members Mstep: Class 2 contains 958 members Entering Unmasked Estep Score: -123432.843750 Penalty: 700.313965 Iteration 13Q: 3 clusters Score -123432.8 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1235 members Mstep: Class 2 contains 964 members Entering Unmasked Estep Score: -123437.539062 Penalty: 700.313965 Iteration 14Q: 3 clusters Score -123437.5 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1228 members Mstep: Class 2 contains 971 members Entering Unmasked Estep Score: -123446.070312 Penalty: 700.313965 Iteration 15Q: 3 clusters Score -123446.1 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1219 members Mstep: Class 2 contains 980 members Entering Unmasked Estep Score: -123452.437500 Penalty: 700.313965 Iteration 16Q: 3 clusters Score -123452.4 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1208 members Mstep: Class 2 contains 991 members Entering Unmasked Estep Score: -123456.031250 Penalty: 700.313965 Iteration 17Q: 3 clusters Score -123456 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1200 members Mstep: Class 2 contains 999 members Entering Unmasked Estep Score: -123458.898438 Penalty: 700.313965 Iteration 18Q: 3 clusters Score -123458.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1192 members Mstep: Class 2 contains 1007 members Entering Unmasked Estep Score: -123461.078125 Penalty: 700.313965 Iteration 19Q: 3 clusters Score -123461.1 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1182 members Mstep: Class 2 contains 1017 members Entering Unmasked Estep Score: -123465.835938 Penalty: 700.313965 Iteration 20F: 3 clusters Score -123465.8 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1175 members Mstep: Class 2 contains 1024 members Entering Unmasked Estep Score: -123468.367188 Penalty: 700.313965 Iteration 21Q: 3 clusters Score -123468.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1173 members Mstep: Class 2 contains 1026 members Entering Unmasked Estep Score: -123468.937500 Penalty: 700.313965 Iteration 22Q: 3 clusters Score -123468.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1171 members Mstep: Class 2 contains 1028 members Entering Unmasked Estep Score: -123469.187500 Penalty: 700.313965 Iteration 23Q: 3 clusters Score -123469.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1170 members Mstep: Class 2 contains 1029 members Entering Unmasked Estep Score: -123469.718750 Penalty: 700.313965 Iteration 24Q: 3 clusters Score -123469.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1170 members Mstep: Class 2 contains 1029 members Entering Unmasked Estep Score: -123469.882812 Penalty: 700.313965 Iteration 25Q: 3 clusters Score -123469.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1167 members Mstep: Class 2 contains 1032 members Entering Unmasked Estep Score: -123470.695312 Penalty: 700.313965 Iteration 26Q: 3 clusters Score -123470.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1163 members Mstep: Class 2 contains 1036 members Entering Unmasked Estep Score: -123471.757812 Penalty: 700.313965 Iteration 27Q: 3 clusters Score -123471.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1160 members Mstep: Class 2 contains 1039 members Entering Unmasked Estep Score: -123472.492188 Penalty: 700.313965 Iteration 28Q: 3 clusters Score -123472.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1160 members Mstep: Class 2 contains 1039 members Entering Unmasked Estep Score: -123473.828125 Penalty: 700.313965 Iteration 29Q: 3 clusters Score -123473.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1156 members Mstep: Class 2 contains 1043 members Entering Unmasked Estep Score: -123474.375000 Penalty: 700.313965 Iteration 30Q: 3 clusters Score -123474.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1154 members Mstep: Class 2 contains 1045 members Entering Unmasked Estep Score: -123474.687500 Penalty: 700.313965 Iteration 31Q: 3 clusters Score -123474.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1155 members Mstep: Class 2 contains 1044 members Entering Unmasked Estep Score: -123474.875000 Penalty: 700.313965 Iteration 32Q: 3 clusters Score -123474.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1156 members Mstep: Class 2 contains 1043 members Entering Unmasked Estep Score: -123474.968750 Penalty: 700.313965 Iteration 33Q: 3 clusters Score -123475 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1156 members Mstep: Class 2 contains 1043 members Entering Unmasked Estep Score: -123474.968750 Penalty: 700.313965 Iteration 34F: 3 clusters Score -123475 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (26595 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26595 members Entering Unmasked Estep Score: -1532882.875000 Penalty: 463.575775 Iteration 0F: 2 clusters Score -1532883 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13181 members Mstep: Class 2 contains 13414 members Entering Unmasked Estep Score: -1515082.750000 Penalty: 927.151550 Iteration 0F: 3 clusters Score -1515083 nChanged 12724 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11625 members Mstep: Class 2 contains 14970 members Entering Unmasked Estep Score: -1522946.125000 Penalty: 927.151550 Iteration 1F: 3 clusters Score -1522946 nChanged 1694 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10519 members Mstep: Class 2 contains 16076 members Entering Unmasked Estep Score: -1523854.375000 Penalty: 927.151550 Iteration 2F: 3 clusters Score -1523854 nChanged 1939 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9114 members Mstep: Class 2 contains 17481 members Entering Unmasked Estep Score: -1525151.125000 Penalty: 927.151550 Iteration 3F: 3 clusters Score -1525151 nChanged 2157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7365 members Mstep: Class 2 contains 19230 members Entering Unmasked Estep Score: -1526924.125000 Penalty: 927.151550 Iteration 4F: 3 clusters Score -1526924 nChanged 1888 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5845 members Mstep: Class 2 contains 20750 members Entering Unmasked Estep Score: -1528648.375000 Penalty: 927.151550 Iteration 5F: 3 clusters Score -1528648 nChanged 1420 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4769 members Mstep: Class 2 contains 21826 members Entering Unmasked Estep Score: -1529925.125000 Penalty: 927.151550 Iteration 6F: 3 clusters Score -1529925 nChanged 918 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4099 members Mstep: Class 2 contains 22496 members Entering Unmasked Estep Score: -1530595.625000 Penalty: 927.151550 Iteration 7Q: 3 clusters Score -1530596 nChanged 637 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3602 members Mstep: Class 2 contains 22993 members Entering Unmasked Estep Score: -1530945.375000 Penalty: 927.151550 Iteration 8Q: 3 clusters Score -1530945 nChanged 420 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3210 members Mstep: Class 2 contains 23385 members Entering Unmasked Estep Score: -1531175.125000 Penalty: 927.151550 Iteration 9Q: 3 clusters Score -1531175 nChanged 350 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2870 members Mstep: Class 2 contains 23725 members Entering Unmasked Estep Score: -1531331.750000 Penalty: 927.151550 Iteration 10Q: 3 clusters Score -1531332 nChanged 313 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2557 members Mstep: Class 2 contains 24038 members Entering Unmasked Estep Score: -1531483.375000 Penalty: 927.151550 Iteration 11Q: 3 clusters Score -1531483 nChanged 278 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2279 members Mstep: Class 2 contains 24316 members Entering Unmasked Estep Score: -1531618.250000 Penalty: 927.151550 Iteration 12Q: 3 clusters Score -1531618 nChanged 258 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2023 members Mstep: Class 2 contains 24572 members Entering Unmasked Estep Score: -1531746.750000 Penalty: 927.151550 Iteration 13Q: 3 clusters Score -1531747 nChanged 231 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1792 members Mstep: Class 2 contains 24803 members Entering Unmasked Estep Score: -1531865.875000 Penalty: 927.151550 Iteration 14Q: 3 clusters Score -1531866 nChanged 218 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1578 members Mstep: Class 2 contains 25017 members Entering Unmasked Estep Score: -1531962.000000 Penalty: 927.151550 Iteration 15Q: 3 clusters Score -1531962 nChanged 172 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1408 members Mstep: Class 2 contains 25187 members Entering Unmasked Estep Score: -1532058.125000 Penalty: 927.151550 Iteration 16Q: 3 clusters Score -1532058 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1273 members Mstep: Class 2 contains 25322 members Entering Unmasked Estep Score: -1532162.375000 Penalty: 927.151550 Iteration 17Q: 3 clusters Score -1532162 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1154 members Mstep: Class 2 contains 25441 members Entering Unmasked Estep Score: -1532250.000000 Penalty: 927.151550 Iteration 18Q: 3 clusters Score -1532250 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1059 members Mstep: Class 2 contains 25536 members Entering Unmasked Estep Score: -1532310.750000 Penalty: 927.151550 Iteration 19Q: 3 clusters Score -1532311 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 967 members Mstep: Class 2 contains 25628 members Entering Unmasked Estep Score: -1532371.125000 Penalty: 927.151550 Iteration 20F: 3 clusters Score -1532371 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 887 members Mstep: Class 2 contains 25708 members Entering Unmasked Estep Score: -1532414.875000 Penalty: 927.151550 Iteration 21Q: 3 clusters Score -1532415 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 827 members Mstep: Class 2 contains 25768 members Entering Unmasked Estep Score: -1532442.500000 Penalty: 927.151550 Iteration 22Q: 3 clusters Score -1532442 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 783 members Mstep: Class 2 contains 25812 members Entering Unmasked Estep Score: -1532468.250000 Penalty: 927.151550 Iteration 23Q: 3 clusters Score -1532468 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 756 members Mstep: Class 2 contains 25839 members Entering Unmasked Estep Score: -1532487.625000 Penalty: 927.151550 Iteration 24Q: 3 clusters Score -1532488 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 731 members Mstep: Class 2 contains 25864 members Entering Unmasked Estep Score: -1532496.625000 Penalty: 927.151550 Iteration 25Q: 3 clusters Score -1532497 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 715 members Mstep: Class 2 contains 25880 members Entering Unmasked Estep Score: -1532500.375000 Penalty: 927.151550 Iteration 26Q: 3 clusters Score -1532500 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 702 members Mstep: Class 2 contains 25893 members Entering Unmasked Estep Score: -1532507.250000 Penalty: 927.151550 Iteration 27Q: 3 clusters Score -1532507 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 696 members Mstep: Class 2 contains 25899 members Entering Unmasked Estep Score: -1532510.125000 Penalty: 927.151550 Iteration 28Q: 3 clusters Score -1532510 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 682 members Mstep: Class 2 contains 25913 members Entering Unmasked Estep Score: -1532516.000000 Penalty: 927.151550 Iteration 29Q: 3 clusters Score -1532516 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 670 members Mstep: Class 2 contains 25925 members Entering Unmasked Estep Score: -1532519.125000 Penalty: 927.151550 Iteration 30Q: 3 clusters Score -1532519 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 662 members Mstep: Class 2 contains 25933 members Entering Unmasked Estep Score: -1532525.625000 Penalty: 927.151550 Iteration 31Q: 3 clusters Score -1532526 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 652 members Mstep: Class 2 contains 25943 members Entering Unmasked Estep Score: -1532534.625000 Penalty: 927.151550 Iteration 32Q: 3 clusters Score -1532535 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 642 members Mstep: Class 2 contains 25953 members Entering Unmasked Estep Score: -1532539.750000 Penalty: 927.151550 Iteration 33Q: 3 clusters Score -1532540 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 634 members Mstep: Class 2 contains 25961 members Entering Unmasked Estep Score: -1532542.750000 Penalty: 927.151550 Iteration 34Q: 3 clusters Score -1532543 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 620 members Mstep: Class 2 contains 25975 members Entering Unmasked Estep Score: -1532546.625000 Penalty: 927.151550 Iteration 35Q: 3 clusters Score -1532547 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 613 members Mstep: Class 2 contains 25982 members Entering Unmasked Estep Score: -1532550.375000 Penalty: 927.151550 Iteration 36Q: 3 clusters Score -1532550 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 603 members Mstep: Class 2 contains 25992 members Entering Unmasked Estep Score: -1532551.875000 Penalty: 927.151550 Iteration 37Q: 3 clusters Score -1532552 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 589 members Mstep: Class 2 contains 26006 members Entering Unmasked Estep Score: -1532551.375000 Penalty: 927.151550 Iteration 38Q: 3 clusters Score -1532551 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 578 members Mstep: Class 2 contains 26017 members Entering Unmasked Estep Score: -1532556.250000 Penalty: 927.151550 Iteration 39Q: 3 clusters Score -1532556 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 570 members Mstep: Class 2 contains 26025 members Entering Unmasked Estep Score: -1532555.875000 Penalty: 927.151550 Iteration 40F: 3 clusters Score -1532556 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 564 members Mstep: Class 2 contains 26031 members Entering Unmasked Estep Score: -1532555.500000 Penalty: 927.151550 Iteration 41Q: 3 clusters Score -1532556 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 561 members Mstep: Class 2 contains 26034 members Entering Unmasked Estep Score: -1532557.625000 Penalty: 927.151550 Iteration 42Q: 3 clusters Score -1532558 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 559 members Mstep: Class 2 contains 26036 members Entering Unmasked Estep Score: -1532554.875000 Penalty: 927.151550 Iteration 43Q: 3 clusters Score -1532555 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 558 members Mstep: Class 2 contains 26037 members Entering Unmasked Estep Score: -1532557.000000 Penalty: 927.151550 Iteration 44Q: 3 clusters Score -1532557 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 558 members Mstep: Class 2 contains 26037 members Entering Unmasked Estep Score: -1532557.000000 Penalty: 927.151550 Iteration 45F: 3 clusters Score -1532557 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (580 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 580 members Entering Unmasked Estep Score: -26394.498047 Penalty: 289.517761 Iteration 0F: 2 clusters Score -26394.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 313 members Mstep: Class 2 contains 267 members Entering Unmasked Estep Score: -25860.697266 Penalty: 579.035522 Iteration 0F: 3 clusters Score -25860.7 nChanged 223 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 378 members Mstep: Class 2 contains 202 members Entering Unmasked Estep Score: -26072.111328 Penalty: 579.035522 Iteration 1F: 3 clusters Score -26072.11 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 401 members Mstep: Class 2 contains 179 members Entering Unmasked Estep Score: -26135.814453 Penalty: 579.035522 Iteration 2F: 3 clusters Score -26135.81 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 414 members Mstep: Class 2 contains 166 members Entering Unmasked Estep Score: -26186.808594 Penalty: 579.035522 Iteration 3F: 3 clusters Score -26186.81 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 423 members Mstep: Class 2 contains 157 members Entering Unmasked Estep Score: -26207.375000 Penalty: 579.035522 Iteration 4Q: 3 clusters Score -26207.38 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 422 members Mstep: Class 2 contains 158 members Entering Unmasked Estep Score: -26223.751953 Penalty: 579.035522 Iteration 5Q: 3 clusters Score -26223.75 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 419 members Mstep: Class 2 contains 161 members Entering Unmasked Estep Score: -26230.144531 Penalty: 579.035522 Iteration 6Q: 3 clusters Score -26230.14 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 420 members Mstep: Class 2 contains 160 members Entering Unmasked Estep Score: -26230.376953 Penalty: 579.035522 Iteration 7Q: 3 clusters Score -26230.38 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 420 members Mstep: Class 2 contains 160 members Entering Unmasked Estep Score: -26230.376953 Penalty: 579.035522 Iteration 8F: 3 clusters Score -26230.38 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (19738 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19738 members Entering Unmasked Estep Score: -1122477.500000 Penalty: 450.008698 Iteration 0F: 2 clusters Score -1122478 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9821 members Mstep: Class 2 contains 9917 members Entering Unmasked Estep Score: -1109357.500000 Penalty: 900.017395 Iteration 0F: 3 clusters Score -1109358 nChanged 9223 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8572 members Mstep: Class 2 contains 11166 members Entering Unmasked Estep Score: -1114941.625000 Penalty: 900.017395 Iteration 1F: 3 clusters Score -1114942 nChanged 1180 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7848 members Mstep: Class 2 contains 11890 members Entering Unmasked Estep Score: -1115518.750000 Penalty: 900.017395 Iteration 2F: 3 clusters Score -1115519 nChanged 1311 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6897 members Mstep: Class 2 contains 12841 members Entering Unmasked Estep Score: -1116279.375000 Penalty: 900.017395 Iteration 3F: 3 clusters Score -1116279 nChanged 1415 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5786 members Mstep: Class 2 contains 13952 members Entering Unmasked Estep Score: -1117290.500000 Penalty: 900.017395 Iteration 4F: 3 clusters Score -1117290 nChanged 1420 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4642 members Mstep: Class 2 contains 15096 members Entering Unmasked Estep Score: -1118460.250000 Penalty: 900.017395 Iteration 5F: 3 clusters Score -1118460 nChanged 1364 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3560 members Mstep: Class 2 contains 16178 members Entering Unmasked Estep Score: -1119609.125000 Penalty: 900.017395 Iteration 6F: 3 clusters Score -1119609 nChanged 950 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2766 members Mstep: Class 2 contains 16972 members Entering Unmasked Estep Score: -1120370.625000 Penalty: 900.017395 Iteration 7Q: 3 clusters Score -1120371 nChanged 620 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2212 members Mstep: Class 2 contains 17526 members Entering Unmasked Estep Score: -1120858.500000 Penalty: 900.017395 Iteration 8Q: 3 clusters Score -1120858 nChanged 414 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1842 members Mstep: Class 2 contains 17896 members Entering Unmasked Estep Score: -1121176.875000 Penalty: 900.017395 Iteration 9Q: 3 clusters Score -1121177 nChanged 313 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1545 members Mstep: Class 2 contains 18193 members Entering Unmasked Estep Score: -1121416.500000 Penalty: 900.017395 Iteration 10Q: 3 clusters Score -1121416 nChanged 231 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1328 members Mstep: Class 2 contains 18410 members Entering Unmasked Estep Score: -1121546.500000 Penalty: 900.017395 Iteration 11Q: 3 clusters Score -1121546 nChanged 179 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1149 members Mstep: Class 2 contains 18589 members Entering Unmasked Estep Score: -1121653.750000 Penalty: 900.017395 Iteration 12Q: 3 clusters Score -1121654 nChanged 169 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 980 members Mstep: Class 2 contains 18758 members Entering Unmasked Estep Score: -1121741.625000 Penalty: 900.017395 Iteration 13Q: 3 clusters Score -1121742 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 850 members Mstep: Class 2 contains 18888 members Entering Unmasked Estep Score: -1121808.625000 Penalty: 900.017395 Iteration 14Q: 3 clusters Score -1121809 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 738 members Mstep: Class 2 contains 19000 members Entering Unmasked Estep Score: -1121865.250000 Penalty: 900.017395 Iteration 15Q: 3 clusters Score -1121865 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 648 members Mstep: Class 2 contains 19090 members Entering Unmasked Estep Score: -1121915.125000 Penalty: 900.017395 Iteration 16Q: 3 clusters Score -1121915 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 580 members Mstep: Class 2 contains 19158 members Entering Unmasked Estep Score: -1121949.250000 Penalty: 900.017395 Iteration 17Q: 3 clusters Score -1121949 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 521 members Mstep: Class 2 contains 19217 members Entering Unmasked Estep Score: -1121982.750000 Penalty: 900.017395 Iteration 18Q: 3 clusters Score -1121983 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 470 members Mstep: Class 2 contains 19268 members Entering Unmasked Estep Score: -1122012.250000 Penalty: 900.017395 Iteration 19Q: 3 clusters Score -1122012 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 425 members Mstep: Class 2 contains 19313 members Entering Unmasked Estep Score: -1122042.500000 Penalty: 900.017395 Iteration 20F: 3 clusters Score -1122042 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 385 members Mstep: Class 2 contains 19353 members Entering Unmasked Estep Score: -1122064.625000 Penalty: 900.017395 Iteration 21Q: 3 clusters Score -1122065 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 358 members Mstep: Class 2 contains 19380 members Entering Unmasked Estep Score: -1122079.500000 Penalty: 900.017395 Iteration 22Q: 3 clusters Score -1122080 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 339 members Mstep: Class 2 contains 19399 members Entering Unmasked Estep Score: -1122084.625000 Penalty: 900.017395 Iteration 23Q: 3 clusters Score -1122085 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 325 members Mstep: Class 2 contains 19413 members Entering Unmasked Estep Score: -1122090.500000 Penalty: 900.017395 Iteration 24Q: 3 clusters Score -1122090 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 308 members Mstep: Class 2 contains 19430 members Entering Unmasked Estep Score: -1122095.250000 Penalty: 900.017395 Iteration 25Q: 3 clusters Score -1122095 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 301 members Mstep: Class 2 contains 19437 members Entering Unmasked Estep Score: -1122099.250000 Penalty: 900.017395 Iteration 26Q: 3 clusters Score -1122099 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 299 members Mstep: Class 2 contains 19439 members Entering Unmasked Estep Score: -1122098.375000 Penalty: 900.017395 Iteration 27Q: 3 clusters Score -1122098 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 297 members Mstep: Class 2 contains 19441 members Entering Unmasked Estep Score: -1122098.625000 Penalty: 900.017395 Iteration 28Q: 3 clusters Score -1122099 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 293 members Mstep: Class 2 contains 19445 members Entering Unmasked Estep Score: -1122100.625000 Penalty: 900.017395 Iteration 29Q: 3 clusters Score -1122101 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 289 members Mstep: Class 2 contains 19449 members Entering Unmasked Estep Score: -1122099.375000 Penalty: 900.017395 Iteration 30Q: 3 clusters Score -1122099 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 285 members Mstep: Class 2 contains 19453 members Entering Unmasked Estep Score: -1122102.000000 Penalty: 900.017395 Iteration 31Q: 3 clusters Score -1122102 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 284 members Mstep: Class 2 contains 19454 members Entering Unmasked Estep Score: -1122104.625000 Penalty: 900.017395 Iteration 32Q: 3 clusters Score -1122105 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 281 members Mstep: Class 2 contains 19457 members Entering Unmasked Estep Score: -1122104.125000 Penalty: 900.017395 Iteration 33Q: 3 clusters Score -1122104 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 278 members Mstep: Class 2 contains 19460 members Entering Unmasked Estep Score: -1122105.500000 Penalty: 900.017395 Iteration 34Q: 3 clusters Score -1122106 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 273 members Mstep: Class 2 contains 19465 members Entering Unmasked Estep Score: -1122110.000000 Penalty: 900.017395 Iteration 35Q: 3 clusters Score -1122110 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 268 members Mstep: Class 2 contains 19470 members Entering Unmasked Estep Score: -1122112.875000 Penalty: 900.017395 Iteration 36Q: 3 clusters Score -1122113 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 268 members Mstep: Class 2 contains 19470 members Entering Unmasked Estep Score: -1122112.875000 Penalty: 900.017395 Iteration 37F: 3 clusters Score -1122113 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (962 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 962 members Entering Unmasked Estep Score: -54457.351562 Penalty: 312.540161 Iteration 0F: 2 clusters Score -54457.35 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 483 members Mstep: Class 2 contains 479 members Entering Unmasked Estep Score: -53711.835938 Penalty: 625.080322 Iteration 0F: 3 clusters Score -53711.84 nChanged 378 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 547 members Mstep: Class 2 contains 415 members Entering Unmasked Estep Score: -54007.781250 Penalty: 625.080322 Iteration 1F: 3 clusters Score -54007.78 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 565 members Mstep: Class 2 contains 397 members Entering Unmasked Estep Score: -54071.542969 Penalty: 625.080322 Iteration 2F: 3 clusters Score -54071.54 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 590 members Mstep: Class 2 contains 372 members Entering Unmasked Estep Score: -54130.265625 Penalty: 625.080322 Iteration 3F: 3 clusters Score -54130.27 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 595 members Mstep: Class 2 contains 367 members Entering Unmasked Estep Score: -54179.625000 Penalty: 625.080322 Iteration 4F: 3 clusters Score -54179.62 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 590 members Mstep: Class 2 contains 372 members Entering Unmasked Estep Score: -54216.722656 Penalty: 625.080322 Iteration 5Q: 3 clusters Score -54216.72 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 588 members Mstep: Class 2 contains 374 members Entering Unmasked Estep Score: -54246.910156 Penalty: 625.080322 Iteration 6Q: 3 clusters Score -54246.91 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 588 members Mstep: Class 2 contains 374 members Entering Unmasked Estep Score: -54271.207031 Penalty: 625.080322 Iteration 7Q: 3 clusters Score -54271.21 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 588 members Mstep: Class 2 contains 374 members Entering Unmasked Estep Score: -54295.074219 Penalty: 625.080322 Iteration 8Q: 3 clusters Score -54295.07 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 580 members Mstep: Class 2 contains 382 members Entering Unmasked Estep Score: -54315.476562 Penalty: 625.080322 Iteration 9Q: 3 clusters Score -54315.48 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 573 members Mstep: Class 2 contains 389 members Entering Unmasked Estep Score: -54329.960938 Penalty: 625.080322 Iteration 10Q: 3 clusters Score -54329.96 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 564 members Mstep: Class 2 contains 398 members Entering Unmasked Estep Score: -54336.925781 Penalty: 625.080322 Iteration 11Q: 3 clusters Score -54336.93 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 558 members Mstep: Class 2 contains 404 members Entering Unmasked Estep Score: -54340.636719 Penalty: 625.080322 Iteration 12Q: 3 clusters Score -54340.64 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 553 members Mstep: Class 2 contains 409 members Entering Unmasked Estep Score: -54343.121094 Penalty: 625.080322 Iteration 13Q: 3 clusters Score -54343.12 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 555 members Mstep: Class 2 contains 407 members Entering Unmasked Estep Score: -54343.859375 Penalty: 625.080322 Iteration 14Q: 3 clusters Score -54343.86 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 555 members Mstep: Class 2 contains 407 members Entering Unmasked Estep Score: -54344.332031 Penalty: 625.080322 Iteration 15Q: 3 clusters Score -54344.33 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 552 members Mstep: Class 2 contains 410 members Entering Unmasked Estep Score: -54345.132812 Penalty: 625.080322 Iteration 16Q: 3 clusters Score -54345.13 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 550 members Mstep: Class 2 contains 412 members Entering Unmasked Estep Score: -54345.722656 Penalty: 625.080322 Iteration 17Q: 3 clusters Score -54345.72 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 547 members Mstep: Class 2 contains 415 members Entering Unmasked Estep Score: -54346.937500 Penalty: 625.080322 Iteration 18Q: 3 clusters Score -54346.94 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 541 members Mstep: Class 2 contains 421 members Entering Unmasked Estep Score: -54349.660156 Penalty: 625.080322 Iteration 19Q: 3 clusters Score -54349.66 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 539 members Mstep: Class 2 contains 423 members Entering Unmasked Estep Score: -54349.996094 Penalty: 625.080322 Iteration 20F: 3 clusters Score -54350 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 537 members Mstep: Class 2 contains 425 members Entering Unmasked Estep Score: -54350.250000 Penalty: 625.080322 Iteration 21Q: 3 clusters Score -54350.25 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 537 members Mstep: Class 2 contains 425 members Entering Unmasked Estep Score: -54350.250000 Penalty: 625.080322 Iteration 22F: 3 clusters Score -54350.25 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (9487 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9487 members Entering Unmasked Estep Score: -485042.687500 Penalty: 416.674347 Iteration 0F: 2 clusters Score -485042.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4784 members Mstep: Class 2 contains 4703 members Entering Unmasked Estep Score: -478774.625000 Penalty: 833.348694 Iteration 0F: 3 clusters Score -478774.6 nChanged 4348 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5062 members Mstep: Class 2 contains 4425 members Entering Unmasked Estep Score: -481370.250000 Penalty: 833.348694 Iteration 1F: 3 clusters Score -481370.2 nChanged 595 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5155 members Mstep: Class 2 contains 4332 members Entering Unmasked Estep Score: -481698.125000 Penalty: 833.348694 Iteration 2F: 3 clusters Score -481698.1 nChanged 586 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5175 members Mstep: Class 2 contains 4312 members Entering Unmasked Estep Score: -482113.937500 Penalty: 833.348694 Iteration 3F: 3 clusters Score -482113.9 nChanged 628 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5109 members Mstep: Class 2 contains 4378 members Entering Unmasked Estep Score: -482640.968750 Penalty: 833.348694 Iteration 4F: 3 clusters Score -482641 nChanged 651 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5036 members Mstep: Class 2 contains 4451 members Entering Unmasked Estep Score: -483195.906250 Penalty: 833.348694 Iteration 5F: 3 clusters Score -483195.9 nChanged 613 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4965 members Mstep: Class 2 contains 4522 members Entering Unmasked Estep Score: -483638.093750 Penalty: 833.348694 Iteration 6F: 3 clusters Score -483638.1 nChanged 451 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4922 members Mstep: Class 2 contains 4565 members Entering Unmasked Estep Score: -483922.906250 Penalty: 833.348694 Iteration 7Q: 3 clusters Score -483922.9 nChanged 317 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4957 members Mstep: Class 2 contains 4530 members Entering Unmasked Estep Score: -484080.062500 Penalty: 833.348694 Iteration 8Q: 3 clusters Score -484080.1 nChanged 250 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5047 members Mstep: Class 2 contains 4440 members Entering Unmasked Estep Score: -484171.593750 Penalty: 833.348694 Iteration 9Q: 3 clusters Score -484171.6 nChanged 189 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5154 members Mstep: Class 2 contains 4333 members Entering Unmasked Estep Score: -484229.750000 Penalty: 833.348694 Iteration 10Q: 3 clusters Score -484229.8 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5264 members Mstep: Class 2 contains 4223 members Entering Unmasked Estep Score: -484267.781250 Penalty: 833.348694 Iteration 11Q: 3 clusters Score -484267.8 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5366 members Mstep: Class 2 contains 4121 members Entering Unmasked Estep Score: -484293.250000 Penalty: 833.348694 Iteration 12Q: 3 clusters Score -484293.2 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5449 members Mstep: Class 2 contains 4038 members Entering Unmasked Estep Score: -484312.000000 Penalty: 833.348694 Iteration 13Q: 3 clusters Score -484312 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5518 members Mstep: Class 2 contains 3969 members Entering Unmasked Estep Score: -484324.500000 Penalty: 833.348694 Iteration 14Q: 3 clusters Score -484324.5 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5598 members Mstep: Class 2 contains 3889 members Entering Unmasked Estep Score: -484344.562500 Penalty: 833.348694 Iteration 15Q: 3 clusters Score -484344.6 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5671 members Mstep: Class 2 contains 3816 members Entering Unmasked Estep Score: -484362.718750 Penalty: 833.348694 Iteration 16Q: 3 clusters Score -484362.7 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5745 members Mstep: Class 2 contains 3742 members Entering Unmasked Estep Score: -484376.062500 Penalty: 833.348694 Iteration 17Q: 3 clusters Score -484376.1 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5812 members Mstep: Class 2 contains 3675 members Entering Unmasked Estep Score: -484387.781250 Penalty: 833.348694 Iteration 18Q: 3 clusters Score -484387.8 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5880 members Mstep: Class 2 contains 3607 members Entering Unmasked Estep Score: -484397.937500 Penalty: 833.348694 Iteration 19Q: 3 clusters Score -484397.9 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5938 members Mstep: Class 2 contains 3549 members Entering Unmasked Estep Score: -484406.625000 Penalty: 833.348694 Iteration 20F: 3 clusters Score -484406.6 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5994 members Mstep: Class 2 contains 3493 members Entering Unmasked Estep Score: -484413.562500 Penalty: 833.348694 Iteration 21Q: 3 clusters Score -484413.6 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6040 members Mstep: Class 2 contains 3447 members Entering Unmasked Estep Score: -484416.656250 Penalty: 833.348694 Iteration 22Q: 3 clusters Score -484416.7 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6082 members Mstep: Class 2 contains 3405 members Entering Unmasked Estep Score: -484422.875000 Penalty: 833.348694 Iteration 23Q: 3 clusters Score -484422.9 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6131 members Mstep: Class 2 contains 3356 members Entering Unmasked Estep Score: -484425.875000 Penalty: 833.348694 Iteration 24Q: 3 clusters Score -484425.9 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6165 members Mstep: Class 2 contains 3322 members Entering Unmasked Estep Score: -484429.875000 Penalty: 833.348694 Iteration 25Q: 3 clusters Score -484429.9 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6194 members Mstep: Class 2 contains 3293 members Entering Unmasked Estep Score: -484432.250000 Penalty: 833.348694 Iteration 26Q: 3 clusters Score -484432.2 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6217 members Mstep: Class 2 contains 3270 members Entering Unmasked Estep Score: -484434.562500 Penalty: 833.348694 Iteration 27Q: 3 clusters Score -484434.6 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6245 members Mstep: Class 2 contains 3242 members Entering Unmasked Estep Score: -484437.000000 Penalty: 833.348694 Iteration 28Q: 3 clusters Score -484437 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6276 members Mstep: Class 2 contains 3211 members Entering Unmasked Estep Score: -484440.250000 Penalty: 833.348694 Iteration 29Q: 3 clusters Score -484440.2 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6302 members Mstep: Class 2 contains 3185 members Entering Unmasked Estep Score: -484441.281250 Penalty: 833.348694 Iteration 30Q: 3 clusters Score -484441.3 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6325 members Mstep: Class 2 contains 3162 members Entering Unmasked Estep Score: -484443.562500 Penalty: 833.348694 Iteration 31Q: 3 clusters Score -484443.6 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6350 members Mstep: Class 2 contains 3137 members Entering Unmasked Estep Score: -484445.437500 Penalty: 833.348694 Iteration 32Q: 3 clusters Score -484445.4 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6373 members Mstep: Class 2 contains 3114 members Entering Unmasked Estep Score: -484447.375000 Penalty: 833.348694 Iteration 33Q: 3 clusters Score -484447.4 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6396 members Mstep: Class 2 contains 3091 members Entering Unmasked Estep Score: -484450.562500 Penalty: 833.348694 Iteration 34Q: 3 clusters Score -484450.6 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6421 members Mstep: Class 2 contains 3066 members Entering Unmasked Estep Score: -484454.281250 Penalty: 833.348694 Iteration 35Q: 3 clusters Score -484454.3 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6447 members Mstep: Class 2 contains 3040 members Entering Unmasked Estep Score: -484456.843750 Penalty: 833.348694 Iteration 36Q: 3 clusters Score -484456.8 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6464 members Mstep: Class 2 contains 3023 members Entering Unmasked Estep Score: -484457.468750 Penalty: 833.348694 Iteration 37Q: 3 clusters Score -484457.5 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6480 members Mstep: Class 2 contains 3007 members Entering Unmasked Estep Score: -484458.000000 Penalty: 833.348694 Iteration 38Q: 3 clusters Score -484458 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6487 members Mstep: Class 2 contains 3000 members Entering Unmasked Estep Score: -484458.250000 Penalty: 833.348694 Iteration 39Q: 3 clusters Score -484458.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6492 members Mstep: Class 2 contains 2995 members Entering Unmasked Estep Score: -484458.437500 Penalty: 833.348694 Iteration 40F: 3 clusters Score -484458.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6497 members Mstep: Class 2 contains 2990 members Entering Unmasked Estep Score: -484458.843750 Penalty: 833.348694 Iteration 41Q: 3 clusters Score -484458.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6506 members Mstep: Class 2 contains 2981 members Entering Unmasked Estep Score: -484459.281250 Penalty: 833.348694 Iteration 42Q: 3 clusters Score -484459.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6514 members Mstep: Class 2 contains 2973 members Entering Unmasked Estep Score: -484459.906250 Penalty: 833.348694 Iteration 43Q: 3 clusters Score -484459.9 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6527 members Mstep: Class 2 contains 2960 members Entering Unmasked Estep Score: -484462.687500 Penalty: 833.348694 Iteration 44Q: 3 clusters Score -484462.7 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6543 members Mstep: Class 2 contains 2944 members Entering Unmasked Estep Score: -484464.593750 Penalty: 833.348694 Iteration 45Q: 3 clusters Score -484464.6 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6556 members Mstep: Class 2 contains 2931 members Entering Unmasked Estep Score: -484465.031250 Penalty: 833.348694 Iteration 46Q: 3 clusters Score -484465 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6571 members Mstep: Class 2 contains 2916 members Entering Unmasked Estep Score: -484466.500000 Penalty: 833.348694 Iteration 47Q: 3 clusters Score -484466.5 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6584 members Mstep: Class 2 contains 2903 members Entering Unmasked Estep Score: -484466.968750 Penalty: 833.348694 Iteration 48Q: 3 clusters Score -484467 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6596 members Mstep: Class 2 contains 2891 members Entering Unmasked Estep Score: -484467.718750 Penalty: 833.348694 Iteration 49Q: 3 clusters Score -484467.7 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6608 members Mstep: Class 2 contains 2879 members Entering Unmasked Estep Score: -484467.062500 Penalty: 833.348694 Iteration 50Q: 3 clusters Score -484467.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6618 members Mstep: Class 2 contains 2869 members Entering Unmasked Estep Score: -484468.156250 Penalty: 833.348694 Iteration 51Q: 3 clusters Score -484468.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6623 members Mstep: Class 2 contains 2864 members Entering Unmasked Estep Score: -484469.750000 Penalty: 833.348694 Iteration 52Q: 3 clusters Score -484469.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6627 members Mstep: Class 2 contains 2860 members Entering Unmasked Estep Score: -484469.437500 Penalty: 833.348694 Iteration 53Q: 3 clusters Score -484469.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6631 members Mstep: Class 2 contains 2856 members Entering Unmasked Estep Score: -484470.406250 Penalty: 833.348694 Iteration 54Q: 3 clusters Score -484470.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6637 members Mstep: Class 2 contains 2850 members Entering Unmasked Estep Score: -484470.593750 Penalty: 833.348694 Iteration 55Q: 3 clusters Score -484470.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6641 members Mstep: Class 2 contains 2846 members Entering Unmasked Estep Score: -484470.375000 Penalty: 833.348694 Iteration 56Q: 3 clusters Score -484470.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6644 members Mstep: Class 2 contains 2843 members Entering Unmasked Estep Score: -484470.250000 Penalty: 833.348694 Iteration 57Q: 3 clusters Score -484470.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6647 members Mstep: Class 2 contains 2840 members Entering Unmasked Estep Score: -484470.593750 Penalty: 833.348694 Iteration 58Q: 3 clusters Score -484470.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6649 members Mstep: Class 2 contains 2838 members Entering Unmasked Estep Score: -484470.625000 Penalty: 833.348694 Iteration 59Q: 3 clusters Score -484470.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6650 members Mstep: Class 2 contains 2837 members Entering Unmasked Estep Score: -484470.562500 Penalty: 833.348694 Iteration 60F: 3 clusters Score -484470.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (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: -67784.148438 Penalty: 323.980225 Iteration 0F: 2 clusters Score -67784.15 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 631 members Entering Unmasked Estep Score: -66851.968750 Penalty: 647.960449 Iteration 0F: 3 clusters Score -66851.97 nChanged 485 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 601 members Mstep: Class 2 contains 636 members Entering Unmasked Estep Score: -67245.632812 Penalty: 647.960449 Iteration 1F: 3 clusters Score -67245.63 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 597 members Mstep: Class 2 contains 640 members Entering Unmasked Estep Score: -67309.781250 Penalty: 647.960449 Iteration 2F: 3 clusters Score -67309.78 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 599 members Mstep: Class 2 contains 638 members Entering Unmasked Estep Score: -67344.101562 Penalty: 647.960449 Iteration 3Q: 3 clusters Score -67344.1 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 596 members Mstep: Class 2 contains 641 members Entering Unmasked Estep Score: -67366.429688 Penalty: 647.960449 Iteration 4Q: 3 clusters Score -67366.43 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 586 members Mstep: Class 2 contains 651 members Entering Unmasked Estep Score: -67380.757812 Penalty: 647.960449 Iteration 5Q: 3 clusters Score -67380.76 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 575 members Mstep: Class 2 contains 662 members Entering Unmasked Estep Score: -67392.929688 Penalty: 647.960449 Iteration 6Q: 3 clusters Score -67392.93 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 562 members Mstep: Class 2 contains 675 members Entering Unmasked Estep Score: -67399.031250 Penalty: 647.960449 Iteration 7Q: 3 clusters Score -67399.03 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 558 members Mstep: Class 2 contains 679 members Entering Unmasked Estep Score: -67407.062500 Penalty: 647.960449 Iteration 8Q: 3 clusters Score -67407.06 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 555 members Mstep: Class 2 contains 682 members Entering Unmasked Estep Score: -67413.609375 Penalty: 647.960449 Iteration 9Q: 3 clusters Score -67413.61 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 547 members Mstep: Class 2 contains 690 members Entering Unmasked Estep Score: -67420.476562 Penalty: 647.960449 Iteration 10Q: 3 clusters Score -67420.48 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 544 members Mstep: Class 2 contains 693 members Entering Unmasked Estep Score: -67425.414062 Penalty: 647.960449 Iteration 11Q: 3 clusters Score -67425.41 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 539 members Mstep: Class 2 contains 698 members Entering Unmasked Estep Score: -67427.226562 Penalty: 647.960449 Iteration 12Q: 3 clusters Score -67427.23 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 538 members Mstep: Class 2 contains 699 members Entering Unmasked Estep Score: -67429.492188 Penalty: 647.960449 Iteration 13Q: 3 clusters Score -67429.49 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 540 members Mstep: Class 2 contains 697 members Entering Unmasked Estep Score: -67430.179688 Penalty: 647.960449 Iteration 14Q: 3 clusters Score -67430.18 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 542 members Mstep: Class 2 contains 695 members Entering Unmasked Estep Score: -67430.507812 Penalty: 647.960449 Iteration 15Q: 3 clusters Score -67430.51 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 544 members Mstep: Class 2 contains 693 members Entering Unmasked Estep Score: -67430.796875 Penalty: 647.960449 Iteration 16Q: 3 clusters Score -67430.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 544 members Mstep: Class 2 contains 693 members Entering Unmasked Estep Score: -67430.796875 Penalty: 647.960449 Iteration 17F: 3 clusters Score -67430.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (9516 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9516 members Entering Unmasked Estep Score: -505324.218750 Penalty: 416.813202 Iteration 0F: 2 clusters Score -505324.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4813 members Mstep: Class 2 contains 4703 members Entering Unmasked Estep Score: -498986.968750 Penalty: 833.626404 Iteration 0F: 3 clusters Score -498987 nChanged 4387 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5314 members Mstep: Class 2 contains 4202 members Entering Unmasked Estep Score: -501740.093750 Penalty: 833.626404 Iteration 1F: 3 clusters Score -501740.1 nChanged 590 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5538 members Mstep: Class 2 contains 3978 members Entering Unmasked Estep Score: -502159.468750 Penalty: 833.626404 Iteration 2F: 3 clusters Score -502159.5 nChanged 632 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5736 members Mstep: Class 2 contains 3780 members Entering Unmasked Estep Score: -502715.906250 Penalty: 833.626404 Iteration 3F: 3 clusters Score -502715.9 nChanged 671 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5867 members Mstep: Class 2 contains 3649 members Entering Unmasked Estep Score: -503306.625000 Penalty: 833.626404 Iteration 4F: 3 clusters Score -503306.6 nChanged 633 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5910 members Mstep: Class 2 contains 3606 members Entering Unmasked Estep Score: -503797.281250 Penalty: 833.626404 Iteration 5F: 3 clusters Score -503797.3 nChanged 502 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5936 members Mstep: Class 2 contains 3580 members Entering Unmasked Estep Score: -504102.093750 Penalty: 833.626404 Iteration 6F: 3 clusters Score -504102.1 nChanged 353 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5967 members Mstep: Class 2 contains 3549 members Entering Unmasked Estep Score: -504257.468750 Penalty: 833.626404 Iteration 7Q: 3 clusters Score -504257.5 nChanged 207 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6020 members Mstep: Class 2 contains 3496 members Entering Unmasked Estep Score: -504324.406250 Penalty: 833.626404 Iteration 8Q: 3 clusters Score -504324.4 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6079 members Mstep: Class 2 contains 3437 members Entering Unmasked Estep Score: -504366.093750 Penalty: 833.626404 Iteration 9Q: 3 clusters Score -504366.1 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6127 members Mstep: Class 2 contains 3389 members Entering Unmasked Estep Score: -504400.750000 Penalty: 833.626404 Iteration 10Q: 3 clusters Score -504400.8 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6175 members Mstep: Class 2 contains 3341 members Entering Unmasked Estep Score: -504432.281250 Penalty: 833.626404 Iteration 11Q: 3 clusters Score -504432.3 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6216 members Mstep: Class 2 contains 3300 members Entering Unmasked Estep Score: -504453.906250 Penalty: 833.626404 Iteration 12Q: 3 clusters Score -504453.9 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6255 members Mstep: Class 2 contains 3261 members Entering Unmasked Estep Score: -504469.312500 Penalty: 833.626404 Iteration 13Q: 3 clusters Score -504469.3 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6292 members Mstep: Class 2 contains 3224 members Entering Unmasked Estep Score: -504479.937500 Penalty: 833.626404 Iteration 14Q: 3 clusters Score -504479.9 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6328 members Mstep: Class 2 contains 3188 members Entering Unmasked Estep Score: -504488.500000 Penalty: 833.626404 Iteration 15Q: 3 clusters Score -504488.5 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6366 members Mstep: Class 2 contains 3150 members Entering Unmasked Estep Score: -504497.250000 Penalty: 833.626404 Iteration 16Q: 3 clusters Score -504497.2 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6405 members Mstep: Class 2 contains 3111 members Entering Unmasked Estep Score: -504505.250000 Penalty: 833.626404 Iteration 17Q: 3 clusters Score -504505.2 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6441 members Mstep: Class 2 contains 3075 members Entering Unmasked Estep Score: -504512.187500 Penalty: 833.626404 Iteration 18Q: 3 clusters Score -504512.2 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6481 members Mstep: Class 2 contains 3035 members Entering Unmasked Estep Score: -504518.218750 Penalty: 833.626404 Iteration 19Q: 3 clusters Score -504518.2 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6514 members Mstep: Class 2 contains 3002 members Entering Unmasked Estep Score: -504523.781250 Penalty: 833.626404 Iteration 20F: 3 clusters Score -504523.8 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6554 members Mstep: Class 2 contains 2962 members Entering Unmasked Estep Score: -504534.093750 Penalty: 833.626404 Iteration 21Q: 3 clusters Score -504534.1 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6594 members Mstep: Class 2 contains 2922 members Entering Unmasked Estep Score: -504541.468750 Penalty: 833.626404 Iteration 22Q: 3 clusters Score -504541.5 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6638 members Mstep: Class 2 contains 2878 members Entering Unmasked Estep Score: -504547.500000 Penalty: 833.626404 Iteration 23Q: 3 clusters Score -504547.5 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6672 members Mstep: Class 2 contains 2844 members Entering Unmasked Estep Score: -504551.968750 Penalty: 833.626404 Iteration 24Q: 3 clusters Score -504552 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6708 members Mstep: Class 2 contains 2808 members Entering Unmasked Estep Score: -504557.000000 Penalty: 833.626404 Iteration 25Q: 3 clusters Score -504557 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6743 members Mstep: Class 2 contains 2773 members Entering Unmasked Estep Score: -504562.156250 Penalty: 833.626404 Iteration 26Q: 3 clusters Score -504562.2 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6778 members Mstep: Class 2 contains 2738 members Entering Unmasked Estep Score: -504564.562500 Penalty: 833.626404 Iteration 27Q: 3 clusters Score -504564.6 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6806 members Mstep: Class 2 contains 2710 members Entering Unmasked Estep Score: -504567.281250 Penalty: 833.626404 Iteration 28Q: 3 clusters Score -504567.3 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6828 members Mstep: Class 2 contains 2688 members Entering Unmasked Estep Score: -504571.000000 Penalty: 833.626404 Iteration 29Q: 3 clusters Score -504571 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6859 members Mstep: Class 2 contains 2657 members Entering Unmasked Estep Score: -504573.687500 Penalty: 833.626404 Iteration 30Q: 3 clusters Score -504573.7 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6892 members Mstep: Class 2 contains 2624 members Entering Unmasked Estep Score: -504578.687500 Penalty: 833.626404 Iteration 31Q: 3 clusters Score -504578.7 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6920 members Mstep: Class 2 contains 2596 members Entering Unmasked Estep Score: -504580.250000 Penalty: 833.626404 Iteration 32Q: 3 clusters Score -504580.2 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6946 members Mstep: Class 2 contains 2570 members Entering Unmasked Estep Score: -504582.250000 Penalty: 833.626404 Iteration 33Q: 3 clusters Score -504582.2 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6978 members Mstep: Class 2 contains 2538 members Entering Unmasked Estep Score: -504588.593750 Penalty: 833.626404 Iteration 34Q: 3 clusters Score -504588.6 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7012 members Mstep: Class 2 contains 2504 members Entering Unmasked Estep Score: -504593.781250 Penalty: 833.626404 Iteration 35Q: 3 clusters Score -504593.8 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7036 members Mstep: Class 2 contains 2480 members Entering Unmasked Estep Score: -504597.531250 Penalty: 833.626404 Iteration 36Q: 3 clusters Score -504597.5 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7060 members Mstep: Class 2 contains 2456 members Entering Unmasked Estep Score: -504602.656250 Penalty: 833.626404 Iteration 37Q: 3 clusters Score -504602.7 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7081 members Mstep: Class 2 contains 2435 members Entering Unmasked Estep Score: -504604.250000 Penalty: 833.626404 Iteration 38Q: 3 clusters Score -504604.2 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7108 members Mstep: Class 2 contains 2408 members Entering Unmasked Estep Score: -504608.156250 Penalty: 833.626404 Iteration 39Q: 3 clusters Score -504608.2 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7132 members Mstep: Class 2 contains 2384 members Entering Unmasked Estep Score: -504611.156250 Penalty: 833.626404 Iteration 40F: 3 clusters Score -504611.2 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7165 members Mstep: Class 2 contains 2351 members Entering Unmasked Estep Score: -504615.750000 Penalty: 833.626404 Iteration 41Q: 3 clusters Score -504615.8 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7197 members Mstep: Class 2 contains 2319 members Entering Unmasked Estep Score: -504620.687500 Penalty: 833.626404 Iteration 42Q: 3 clusters Score -504620.7 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7226 members Mstep: Class 2 contains 2290 members Entering Unmasked Estep Score: -504625.781250 Penalty: 833.626404 Iteration 43Q: 3 clusters Score -504625.8 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7257 members Mstep: Class 2 contains 2259 members Entering Unmasked Estep Score: -504630.218750 Penalty: 833.626404 Iteration 44Q: 3 clusters Score -504630.2 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7295 members Mstep: Class 2 contains 2221 members Entering Unmasked Estep Score: -504634.750000 Penalty: 833.626404 Iteration 45Q: 3 clusters Score -504634.8 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7327 members Mstep: Class 2 contains 2189 members Entering Unmasked Estep Score: -504639.968750 Penalty: 833.626404 Iteration 46Q: 3 clusters Score -504640 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7364 members Mstep: Class 2 contains 2152 members Entering Unmasked Estep Score: -504645.218750 Penalty: 833.626404 Iteration 47Q: 3 clusters Score -504645.2 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7404 members Mstep: Class 2 contains 2112 members Entering Unmasked Estep Score: -504651.031250 Penalty: 833.626404 Iteration 48Q: 3 clusters Score -504651 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7451 members Mstep: Class 2 contains 2065 members Entering Unmasked Estep Score: -504660.531250 Penalty: 833.626404 Iteration 49Q: 3 clusters Score -504660.5 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7498 members Mstep: Class 2 contains 2018 members Entering Unmasked Estep Score: -504667.968750 Penalty: 833.626404 Iteration 50Q: 3 clusters Score -504668 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7544 members Mstep: Class 2 contains 1972 members Entering Unmasked Estep Score: -504676.093750 Penalty: 833.626404 Iteration 51Q: 3 clusters Score -504676.1 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7588 members Mstep: Class 2 contains 1928 members Entering Unmasked Estep Score: -504684.781250 Penalty: 833.626404 Iteration 52Q: 3 clusters Score -504684.8 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7639 members Mstep: Class 2 contains 1877 members Entering Unmasked Estep Score: -504694.250000 Penalty: 833.626404 Iteration 53Q: 3 clusters Score -504694.2 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7684 members Mstep: Class 2 contains 1832 members Entering Unmasked Estep Score: -504703.187500 Penalty: 833.626404 Iteration 54Q: 3 clusters Score -504703.2 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7722 members Mstep: Class 2 contains 1794 members Entering Unmasked Estep Score: -504712.218750 Penalty: 833.626404 Iteration 55Q: 3 clusters Score -504712.2 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7764 members Mstep: Class 2 contains 1752 members Entering Unmasked Estep Score: -504721.562500 Penalty: 833.626404 Iteration 56Q: 3 clusters Score -504721.6 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7804 members Mstep: Class 2 contains 1712 members Entering Unmasked Estep Score: -504731.093750 Penalty: 833.626404 Iteration 57Q: 3 clusters Score -504731.1 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7846 members Mstep: Class 2 contains 1670 members Entering Unmasked Estep Score: -504739.687500 Penalty: 833.626404 Iteration 58Q: 3 clusters Score -504739.7 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7894 members Mstep: Class 2 contains 1622 members Entering Unmasked Estep Score: -504750.812500 Penalty: 833.626404 Iteration 59Q: 3 clusters Score -504750.8 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7940 members Mstep: Class 2 contains 1576 members Entering Unmasked Estep Score: -504761.500000 Penalty: 833.626404 Iteration 60F: 3 clusters Score -504761.5 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7992 members Mstep: Class 2 contains 1524 members Entering Unmasked Estep Score: -504770.250000 Penalty: 833.626404 Iteration 61Q: 3 clusters Score -504770.2 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8040 members Mstep: Class 2 contains 1476 members Entering Unmasked Estep Score: -504782.125000 Penalty: 833.626404 Iteration 62Q: 3 clusters Score -504782.1 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8086 members Mstep: Class 2 contains 1430 members Entering Unmasked Estep Score: -504792.625000 Penalty: 833.626404 Iteration 63Q: 3 clusters Score -504792.6 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8133 members Mstep: Class 2 contains 1383 members Entering Unmasked Estep Score: -504807.375000 Penalty: 833.626404 Iteration 64Q: 3 clusters Score -504807.4 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8181 members Mstep: Class 2 contains 1335 members Entering Unmasked Estep Score: -504818.093750 Penalty: 833.626404 Iteration 65Q: 3 clusters Score -504818.1 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8233 members Mstep: Class 2 contains 1283 members Entering Unmasked Estep Score: -504832.500000 Penalty: 833.626404 Iteration 66Q: 3 clusters Score -504832.5 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8289 members Mstep: Class 2 contains 1227 members Entering Unmasked Estep Score: -504846.500000 Penalty: 833.626404 Iteration 67Q: 3 clusters Score -504846.5 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8339 members Mstep: Class 2 contains 1177 members Entering Unmasked Estep Score: -504863.062500 Penalty: 833.626404 Iteration 68Q: 3 clusters Score -504863.1 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8385 members Mstep: Class 2 contains 1131 members Entering Unmasked Estep Score: -504874.375000 Penalty: 833.626404 Iteration 69Q: 3 clusters Score -504874.4 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8424 members Mstep: Class 2 contains 1092 members Entering Unmasked Estep Score: -504885.625000 Penalty: 833.626404 Iteration 70Q: 3 clusters Score -504885.6 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8463 members Mstep: Class 2 contains 1053 members Entering Unmasked Estep Score: -504896.156250 Penalty: 833.626404 Iteration 71Q: 3 clusters Score -504896.2 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8497 members Mstep: Class 2 contains 1019 members Entering Unmasked Estep Score: -504905.593750 Penalty: 833.626404 Iteration 72Q: 3 clusters Score -504905.6 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8538 members Mstep: Class 2 contains 978 members Entering Unmasked Estep Score: -504917.593750 Penalty: 833.626404 Iteration 73Q: 3 clusters Score -504917.6 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8579 members Mstep: Class 2 contains 937 members Entering Unmasked Estep Score: -504926.531250 Penalty: 833.626404 Iteration 74Q: 3 clusters Score -504926.5 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8615 members Mstep: Class 2 contains 901 members Entering Unmasked Estep Score: -504935.718750 Penalty: 833.626404 Iteration 75Q: 3 clusters Score -504935.7 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8649 members Mstep: Class 2 contains 867 members Entering Unmasked Estep Score: -504943.906250 Penalty: 833.626404 Iteration 76Q: 3 clusters Score -504943.9 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8672 members Mstep: Class 2 contains 844 members Entering Unmasked Estep Score: -504948.156250 Penalty: 833.626404 Iteration 77Q: 3 clusters Score -504948.2 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8695 members Mstep: Class 2 contains 821 members Entering Unmasked Estep Score: -504952.906250 Penalty: 833.626404 Iteration 78Q: 3 clusters Score -504952.9 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8720 members Mstep: Class 2 contains 796 members Entering Unmasked Estep Score: -504957.812500 Penalty: 833.626404 Iteration 79Q: 3 clusters Score -504957.8 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8743 members Mstep: Class 2 contains 773 members Entering Unmasked Estep Score: -504962.093750 Penalty: 833.626404 Iteration 80F: 3 clusters Score -504962.1 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8759 members Mstep: Class 2 contains 757 members Entering Unmasked Estep Score: -504964.781250 Penalty: 833.626404 Iteration 81Q: 3 clusters Score -504964.8 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8775 members Mstep: Class 2 contains 741 members Entering Unmasked Estep Score: -504971.125000 Penalty: 833.626404 Iteration 82Q: 3 clusters Score -504971.1 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8791 members Mstep: Class 2 contains 725 members Entering Unmasked Estep Score: -504976.375000 Penalty: 833.626404 Iteration 83Q: 3 clusters Score -504976.4 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8809 members Mstep: Class 2 contains 707 members Entering Unmasked Estep Score: -504984.062500 Penalty: 833.626404 Iteration 84Q: 3 clusters Score -504984.1 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8823 members Mstep: Class 2 contains 693 members Entering Unmasked Estep Score: -504990.062500 Penalty: 833.626404 Iteration 85Q: 3 clusters Score -504990.1 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8834 members Mstep: Class 2 contains 682 members Entering Unmasked Estep Score: -504993.312500 Penalty: 833.626404 Iteration 86Q: 3 clusters Score -504993.3 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8845 members Mstep: Class 2 contains 671 members Entering Unmasked Estep Score: -504995.000000 Penalty: 833.626404 Iteration 87Q: 3 clusters Score -504995 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8850 members Mstep: Class 2 contains 666 members Entering Unmasked Estep Score: -504996.812500 Penalty: 833.626404 Iteration 88Q: 3 clusters Score -504996.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8855 members Mstep: Class 2 contains 661 members Entering Unmasked Estep Score: -504997.843750 Penalty: 833.626404 Iteration 89Q: 3 clusters Score -504997.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8858 members Mstep: Class 2 contains 658 members Entering Unmasked Estep Score: -504997.562500 Penalty: 833.626404 Iteration 90Q: 3 clusters Score -504997.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8861 members Mstep: Class 2 contains 655 members Entering Unmasked Estep Score: -504999.218750 Penalty: 833.626404 Iteration 91Q: 3 clusters Score -504999.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8863 members Mstep: Class 2 contains 653 members Entering Unmasked Estep Score: -504999.750000 Penalty: 833.626404 Iteration 92Q: 3 clusters Score -504999.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8863 members Mstep: Class 2 contains 653 members Entering Unmasked Estep Score: -504999.781250 Penalty: 833.626404 Iteration 93Q: 3 clusters Score -504999.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8865 members Mstep: Class 2 contains 651 members Entering Unmasked Estep Score: -504999.968750 Penalty: 833.626404 Iteration 94Q: 3 clusters Score -505000 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8865 members Mstep: Class 2 contains 651 members Entering Unmasked Estep Score: -504999.968750 Penalty: 833.626404 Iteration 95F: 3 clusters Score -505000 nChanged 0 Entering ConstructFrom: Trying to split cluster 21 (66118 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66118 members Entering Unmasked Estep Score: -3763687.000000 Penalty: 505.013428 Iteration 0F: 2 clusters Score -3763687 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33060 members Mstep: Class 2 contains 33058 members Entering Unmasked Estep Score: -3719191.000000 Penalty: 1010.026855 Iteration 0F: 3 clusters Score -3719191 nChanged 32037 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34163 members Mstep: Class 2 contains 31955 members Entering Unmasked Estep Score: -3739292.250000 Penalty: 1010.026855 Iteration 1F: 3 clusters Score -3739292 nChanged 3423 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35290 members Mstep: Class 2 contains 30828 members Entering Unmasked Estep Score: -3740601.750000 Penalty: 1010.026855 Iteration 2F: 3 clusters Score -3740602 nChanged 3735 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36805 members Mstep: Class 2 contains 29313 members Entering Unmasked Estep Score: -3742312.000000 Penalty: 1010.026855 Iteration 3F: 3 clusters Score -3742312 nChanged 4027 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38554 members Mstep: Class 2 contains 27564 members Entering Unmasked Estep Score: -3744194.250000 Penalty: 1010.026855 Iteration 4F: 3 clusters Score -3744194 nChanged 3799 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40353 members Mstep: Class 2 contains 25765 members Entering Unmasked Estep Score: -3745962.000000 Penalty: 1010.026855 Iteration 5F: 3 clusters Score -3745962 nChanged 3362 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42099 members Mstep: Class 2 contains 24019 members Entering Unmasked Estep Score: -3747536.000000 Penalty: 1010.026855 Iteration 6F: 3 clusters Score -3747536 nChanged 2939 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43878 members Mstep: Class 2 contains 22240 members Entering Unmasked Estep Score: -3749055.250000 Penalty: 1010.026855 Iteration 7Q: 3 clusters Score -3749055 nChanged 2595 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45729 members Mstep: Class 2 contains 20389 members Entering Unmasked Estep Score: -3750538.500000 Penalty: 1010.026855 Iteration 8Q: 3 clusters Score -3750538 nChanged 2374 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47649 members Mstep: Class 2 contains 18469 members Entering Unmasked Estep Score: -3752184.250000 Penalty: 1010.026855 Iteration 9Q: 3 clusters Score -3752184 nChanged 2370 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49625 members Mstep: Class 2 contains 16493 members Entering Unmasked Estep Score: -3753922.500000 Penalty: 1010.026855 Iteration 10Q: 3 clusters Score -3753922 nChanged 2114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51425 members Mstep: Class 2 contains 14693 members Entering Unmasked Estep Score: -3755403.000000 Penalty: 1010.026855 Iteration 11Q: 3 clusters Score -3755403 nChanged 1796 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53019 members Mstep: Class 2 contains 13099 members Entering Unmasked Estep Score: -3756587.000000 Penalty: 1010.026855 Iteration 12Q: 3 clusters Score -3756587 nChanged 1532 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54455 members Mstep: Class 2 contains 11663 members Entering Unmasked Estep Score: -3757473.250000 Penalty: 1010.026855 Iteration 13Q: 3 clusters Score -3757473 nChanged 1350 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55795 members Mstep: Class 2 contains 10323 members Entering Unmasked Estep Score: -3758153.500000 Penalty: 1010.026855 Iteration 14Q: 3 clusters Score -3758154 nChanged 1271 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57062 members Mstep: Class 2 contains 9056 members Entering Unmasked Estep Score: -3758756.000000 Penalty: 1010.026855 Iteration 15Q: 3 clusters Score -3758756 nChanged 1210 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58272 members Mstep: Class 2 contains 7846 members Entering Unmasked Estep Score: -3759341.250000 Penalty: 1010.026855 Iteration 16Q: 3 clusters Score -3759341 nChanged 1059 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59331 members Mstep: Class 2 contains 6787 members Entering Unmasked Estep Score: -3759837.000000 Penalty: 1010.026855 Iteration 17Q: 3 clusters Score -3759837 nChanged 964 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60295 members Mstep: Class 2 contains 5823 members Entering Unmasked Estep Score: -3760337.250000 Penalty: 1010.026855 Iteration 18Q: 3 clusters Score -3760337 nChanged 943 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61238 members Mstep: Class 2 contains 4880 members Entering Unmasked Estep Score: -3760813.500000 Penalty: 1010.026855 Iteration 19Q: 3 clusters Score -3760814 nChanged 851 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62089 members Mstep: Class 2 contains 4029 members Entering Unmasked Estep Score: -3761275.750000 Penalty: 1010.026855 Iteration 20F: 3 clusters Score -3761276 nChanged 759 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62848 members Mstep: Class 2 contains 3270 members Entering Unmasked Estep Score: -3761702.750000 Penalty: 1010.026855 Iteration 21Q: 3 clusters Score -3761703 nChanged 617 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63465 members Mstep: Class 2 contains 2653 members Entering Unmasked Estep Score: -3762062.250000 Penalty: 1010.026855 Iteration 22Q: 3 clusters Score -3762062 nChanged 523 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63988 members Mstep: Class 2 contains 2130 members Entering Unmasked Estep Score: -3762369.250000 Penalty: 1010.026855 Iteration 23Q: 3 clusters Score -3762369 nChanged 396 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64384 members Mstep: Class 2 contains 1734 members Entering Unmasked Estep Score: -3762621.250000 Penalty: 1010.026855 Iteration 24Q: 3 clusters Score -3762621 nChanged 303 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64687 members Mstep: Class 2 contains 1431 members Entering Unmasked Estep Score: -3762810.250000 Penalty: 1010.026855 Iteration 25Q: 3 clusters Score -3762810 nChanged 221 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64906 members Mstep: Class 2 contains 1212 members Entering Unmasked Estep Score: -3762934.750000 Penalty: 1010.026855 Iteration 26Q: 3 clusters Score -3762935 nChanged 166 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65070 members Mstep: Class 2 contains 1048 members Entering Unmasked Estep Score: -3763030.250000 Penalty: 1010.026855 Iteration 27Q: 3 clusters Score -3763030 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65187 members Mstep: Class 2 contains 931 members Entering Unmasked Estep Score: -3763096.000000 Penalty: 1010.026855 Iteration 28Q: 3 clusters Score -3763096 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65282 members Mstep: Class 2 contains 836 members Entering Unmasked Estep Score: -3763133.500000 Penalty: 1010.026855 Iteration 29Q: 3 clusters Score -3763134 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65356 members Mstep: Class 2 contains 762 members Entering Unmasked Estep Score: -3763161.250000 Penalty: 1010.026855 Iteration 30Q: 3 clusters Score -3763161 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65417 members Mstep: Class 2 contains 701 members Entering Unmasked Estep Score: -3763190.500000 Penalty: 1010.026855 Iteration 31Q: 3 clusters Score -3763190 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65471 members Mstep: Class 2 contains 647 members Entering Unmasked Estep Score: -3763224.750000 Penalty: 1010.026855 Iteration 32Q: 3 clusters Score -3763225 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65524 members Mstep: Class 2 contains 594 members Entering Unmasked Estep Score: -3763242.000000 Penalty: 1010.026855 Iteration 33Q: 3 clusters Score -3763242 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65554 members Mstep: Class 2 contains 564 members Entering Unmasked Estep Score: -3763255.250000 Penalty: 1010.026855 Iteration 34Q: 3 clusters Score -3763255 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65572 members Mstep: Class 2 contains 546 members Entering Unmasked Estep Score: -3763262.500000 Penalty: 1010.026855 Iteration 35Q: 3 clusters Score -3763262 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65589 members Mstep: Class 2 contains 529 members Entering Unmasked Estep Score: -3763268.250000 Penalty: 1010.026855 Iteration 36Q: 3 clusters Score -3763268 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65603 members Mstep: Class 2 contains 515 members Entering Unmasked Estep Score: -3763275.000000 Penalty: 1010.026855 Iteration 37Q: 3 clusters Score -3763275 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65612 members Mstep: Class 2 contains 506 members Entering Unmasked Estep Score: -3763280.000000 Penalty: 1010.026855 Iteration 38Q: 3 clusters Score -3763280 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65622 members Mstep: Class 2 contains 496 members Entering Unmasked Estep Score: -3763283.250000 Penalty: 1010.026855 Iteration 39Q: 3 clusters Score -3763283 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65631 members Mstep: Class 2 contains 487 members Entering Unmasked Estep Score: -3763285.750000 Penalty: 1010.026855 Iteration 40F: 3 clusters Score -3763286 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65637 members Mstep: Class 2 contains 481 members Entering Unmasked Estep Score: -3763289.000000 Penalty: 1010.026855 Iteration 41Q: 3 clusters Score -3763289 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65643 members Mstep: Class 2 contains 475 members Entering Unmasked Estep Score: -3763289.750000 Penalty: 1010.026855 Iteration 42Q: 3 clusters Score -3763290 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65648 members Mstep: Class 2 contains 470 members Entering Unmasked Estep Score: -3763290.000000 Penalty: 1010.026855 Iteration 43Q: 3 clusters Score -3763290 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65658 members Mstep: Class 2 contains 460 members Entering Unmasked Estep Score: -3763295.500000 Penalty: 1010.026855 Iteration 44Q: 3 clusters Score -3763296 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65667 members Mstep: Class 2 contains 451 members Entering Unmasked Estep Score: -3763294.750000 Penalty: 1010.026855 Iteration 45Q: 3 clusters Score -3763295 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65673 members Mstep: Class 2 contains 445 members Entering Unmasked Estep Score: -3763297.250000 Penalty: 1010.026855 Iteration 46Q: 3 clusters Score -3763297 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65682 members Mstep: Class 2 contains 436 members Entering Unmasked Estep Score: -3763300.750000 Penalty: 1010.026855 Iteration 47Q: 3 clusters Score -3763301 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65689 members Mstep: Class 2 contains 429 members Entering Unmasked Estep Score: -3763314.000000 Penalty: 1010.026855 Iteration 48Q: 3 clusters Score -3763314 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65693 members Mstep: Class 2 contains 425 members Entering Unmasked Estep Score: -3763311.250000 Penalty: 1010.026855 Iteration 49Q: 3 clusters Score -3763311 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65694 members Mstep: Class 2 contains 424 members Entering Unmasked Estep Score: -3763312.000000 Penalty: 1010.026855 Iteration 50Q: 3 clusters Score -3763312 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65700 members Mstep: Class 2 contains 418 members Entering Unmasked Estep Score: -3763315.250000 Penalty: 1010.026855 Iteration 51Q: 3 clusters Score -3763315 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65706 members Mstep: Class 2 contains 412 members Entering Unmasked Estep Score: -3763313.750000 Penalty: 1010.026855 Iteration 52Q: 3 clusters Score -3763314 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65710 members Mstep: Class 2 contains 408 members Entering Unmasked Estep Score: -3763316.000000 Penalty: 1010.026855 Iteration 53Q: 3 clusters Score -3763316 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65714 members Mstep: Class 2 contains 404 members Entering Unmasked Estep Score: -3763319.000000 Penalty: 1010.026855 Iteration 54Q: 3 clusters Score -3763319 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65714 members Mstep: Class 2 contains 404 members Entering Unmasked Estep Score: -3763321.250000 Penalty: 1010.026855 Iteration 55Q: 3 clusters Score -3763321 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65716 members Mstep: Class 2 contains 402 members Entering Unmasked Estep Score: -3763319.000000 Penalty: 1010.026855 Iteration 56Q: 3 clusters Score -3763319 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65718 members Mstep: Class 2 contains 400 members Entering Unmasked Estep Score: -3763319.500000 Penalty: 1010.026855 Iteration 57Q: 3 clusters Score -3763320 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65720 members Mstep: Class 2 contains 398 members Entering Unmasked Estep Score: -3763319.000000 Penalty: 1010.026855 Iteration 58Q: 3 clusters Score -3763319 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65719 members Mstep: Class 2 contains 399 members Entering Unmasked Estep Score: -3763321.250000 Penalty: 1010.026855 Iteration 59Q: 3 clusters Score -3763321 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65719 members Mstep: Class 2 contains 399 members Entering Unmasked Estep Score: -3763321.250000 Penalty: 1010.026855 Iteration 60F: 3 clusters Score -3763321 nChanged 0 Entering ConstructFrom: Trying to split cluster 22 (1182 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1182 members Entering Unmasked Estep Score: -61987.433594 Penalty: 321.910828 Iteration 0F: 2 clusters Score -61987.43 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 623 members Mstep: Class 2 contains 559 members Entering Unmasked Estep Score: -61039.789062 Penalty: 643.821655 Iteration 0F: 3 clusters Score -61039.79 nChanged 478 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 717 members Mstep: Class 2 contains 465 members Entering Unmasked Estep Score: -61316.738281 Penalty: 643.821655 Iteration 1F: 3 clusters Score -61316.74 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 776 members Mstep: Class 2 contains 406 members Entering Unmasked Estep Score: -61399.277344 Penalty: 643.821655 Iteration 2F: 3 clusters Score -61399.28 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 831 members Mstep: Class 2 contains 351 members Entering Unmasked Estep Score: -61465.402344 Penalty: 643.821655 Iteration 3F: 3 clusters Score -61465.4 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 886 members Mstep: Class 2 contains 296 members Entering Unmasked Estep Score: -61527.386719 Penalty: 643.821655 Iteration 4F: 3 clusters Score -61527.39 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 931 members Mstep: Class 2 contains 251 members Entering Unmasked Estep Score: -61565.000000 Penalty: 643.821655 Iteration 5Q: 3 clusters Score -61565 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 958 members Mstep: Class 2 contains 224 members Entering Unmasked Estep Score: -61590.398438 Penalty: 643.821655 Iteration 6Q: 3 clusters Score -61590.4 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 978 members Mstep: Class 2 contains 204 members Entering Unmasked Estep Score: -61625.210938 Penalty: 643.821655 Iteration 7Q: 3 clusters Score -61625.21 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 992 members Mstep: Class 2 contains 190 members Entering Unmasked Estep Score: -61656.093750 Penalty: 643.821655 Iteration 8Q: 3 clusters Score -61656.09 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1009 members Mstep: Class 2 contains 173 members Entering Unmasked Estep Score: -61682.097656 Penalty: 643.821655 Iteration 9Q: 3 clusters Score -61682.1 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1025 members Mstep: Class 2 contains 157 members Entering Unmasked Estep Score: -61706.253906 Penalty: 643.821655 Iteration 10Q: 3 clusters Score -61706.25 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1031 members Mstep: Class 2 contains 151 members Entering Unmasked Estep Score: -61715.445312 Penalty: 643.821655 Iteration 11Q: 3 clusters Score -61715.45 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1035 members Mstep: Class 2 contains 147 members Entering Unmasked Estep Score: -61721.156250 Penalty: 643.821655 Iteration 12Q: 3 clusters Score -61721.16 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1038 members Mstep: Class 2 contains 144 members Entering Unmasked Estep Score: -61728.980469 Penalty: 643.821655 Iteration 13Q: 3 clusters Score -61728.98 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1043 members Mstep: Class 2 contains 139 members Entering Unmasked Estep Score: -61735.082031 Penalty: 643.821655 Iteration 14Q: 3 clusters Score -61735.08 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1045 members Mstep: Class 2 contains 137 members Entering Unmasked Estep Score: -61737.105469 Penalty: 643.821655 Iteration 15Q: 3 clusters Score -61737.11 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1047 members Mstep: Class 2 contains 135 members Entering Unmasked Estep Score: -61740.460938 Penalty: 643.821655 Iteration 16Q: 3 clusters Score -61740.46 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1051 members Mstep: Class 2 contains 131 members Entering Unmasked Estep Score: -61745.335938 Penalty: 643.821655 Iteration 17Q: 3 clusters Score -61745.34 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1050 members Mstep: Class 2 contains 132 members Entering Unmasked Estep Score: -61746.066406 Penalty: 643.821655 Iteration 18Q: 3 clusters Score -61746.07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1050 members Mstep: Class 2 contains 132 members Entering Unmasked Estep Score: -61746.066406 Penalty: 643.821655 Iteration 19F: 3 clusters Score -61746.07 nChanged 0 Entering ConstructFrom: Trying to split cluster 23 (40427 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40427 members Entering Unmasked Estep Score: -2294437.000000 Penalty: 482.630005 Iteration 0F: 2 clusters Score -2294437 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20247 members Mstep: Class 2 contains 20180 members Entering Unmasked Estep Score: -2267315.250000 Penalty: 965.260010 Iteration 0F: 3 clusters Score -2267315 nChanged 19563 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19858 members Mstep: Class 2 contains 20569 members Entering Unmasked Estep Score: -2279199.500000 Penalty: 965.260010 Iteration 1F: 3 clusters Score -2279200 nChanged 1811 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19653 members Mstep: Class 2 contains 20774 members Entering Unmasked Estep Score: -2279851.750000 Penalty: 965.260010 Iteration 2Q: 3 clusters Score -2279852 nChanged 1866 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19439 members Mstep: Class 2 contains 20988 members Entering Unmasked Estep Score: -2280645.250000 Penalty: 965.260010 Iteration 3Q: 3 clusters Score -2280645 nChanged 2037 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19176 members Mstep: Class 2 contains 21251 members Entering Unmasked Estep Score: -2281742.500000 Penalty: 965.260010 Iteration 4F: 3 clusters Score -2281742 nChanged 2274 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18852 members Mstep: Class 2 contains 21575 members Entering Unmasked Estep Score: -2283262.000000 Penalty: 965.260010 Iteration 5F: 3 clusters Score -2283262 nChanged 2447 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18627 members Mstep: Class 2 contains 21800 members Entering Unmasked Estep Score: -2285052.250000 Penalty: 965.260010 Iteration 6F: 3 clusters Score -2285052 nChanged 2394 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18555 members Mstep: Class 2 contains 21872 members Entering Unmasked Estep Score: -2286516.750000 Penalty: 965.260010 Iteration 7F: 3 clusters Score -2286517 nChanged 1821 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18458 members Mstep: Class 2 contains 21969 members Entering Unmasked Estep Score: -2287260.000000 Penalty: 965.260010 Iteration 8Q: 3 clusters Score -2287260 nChanged 1071 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18315 members Mstep: Class 2 contains 22112 members Entering Unmasked Estep Score: -2287528.750000 Penalty: 965.260010 Iteration 9Q: 3 clusters Score -2287529 nChanged 606 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18171 members Mstep: Class 2 contains 22256 members Entering Unmasked Estep Score: -2287631.000000 Penalty: 965.260010 Iteration 10Q: 3 clusters Score -2287631 nChanged 439 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17978 members Mstep: Class 2 contains 22449 members Entering Unmasked Estep Score: -2287713.750000 Penalty: 965.260010 Iteration 11Q: 3 clusters Score -2287714 nChanged 408 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17764 members Mstep: Class 2 contains 22663 members Entering Unmasked Estep Score: -2287802.500000 Penalty: 965.260010 Iteration 12Q: 3 clusters Score -2287802 nChanged 408 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17528 members Mstep: Class 2 contains 22899 members Entering Unmasked Estep Score: -2287856.750000 Penalty: 965.260010 Iteration 13Q: 3 clusters Score -2287857 nChanged 412 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17274 members Mstep: Class 2 contains 23153 members Entering Unmasked Estep Score: -2287952.250000 Penalty: 965.260010 Iteration 14Q: 3 clusters Score -2287952 nChanged 432 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17000 members Mstep: Class 2 contains 23427 members Entering Unmasked Estep Score: -2288032.750000 Penalty: 965.260010 Iteration 15Q: 3 clusters Score -2288033 nChanged 438 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16696 members Mstep: Class 2 contains 23731 members Entering Unmasked Estep Score: -2288119.500000 Penalty: 965.260010 Iteration 16Q: 3 clusters Score -2288120 nChanged 486 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16318 members Mstep: Class 2 contains 24109 members Entering Unmasked Estep Score: -2288230.000000 Penalty: 965.260010 Iteration 17Q: 3 clusters Score -2288230 nChanged 526 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15880 members Mstep: Class 2 contains 24547 members Entering Unmasked Estep Score: -2288363.750000 Penalty: 965.260010 Iteration 18Q: 3 clusters Score -2288364 nChanged 578 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15382 members Mstep: Class 2 contains 25045 members Entering Unmasked Estep Score: -2288527.000000 Penalty: 965.260010 Iteration 19Q: 3 clusters Score -2288527 nChanged 567 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14873 members Mstep: Class 2 contains 25554 members Entering Unmasked Estep Score: -2288679.750000 Penalty: 965.260010 Iteration 20F: 3 clusters Score -2288680 nChanged 552 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14363 members Mstep: Class 2 contains 26064 members Entering Unmasked Estep Score: -2288818.250000 Penalty: 965.260010 Iteration 21Q: 3 clusters Score -2288818 nChanged 581 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13836 members Mstep: Class 2 contains 26591 members Entering Unmasked Estep Score: -2288974.750000 Penalty: 965.260010 Iteration 22Q: 3 clusters Score -2288975 nChanged 587 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13271 members Mstep: Class 2 contains 27156 members Entering Unmasked Estep Score: -2289145.500000 Penalty: 965.260010 Iteration 23Q: 3 clusters Score -2289146 nChanged 623 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12668 members Mstep: Class 2 contains 27759 members Entering Unmasked Estep Score: -2289344.250000 Penalty: 965.260010 Iteration 24Q: 3 clusters Score -2289344 nChanged 631 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12047 members Mstep: Class 2 contains 28380 members Entering Unmasked Estep Score: -2289534.500000 Penalty: 965.260010 Iteration 25Q: 3 clusters Score -2289534 nChanged 646 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11411 members Mstep: Class 2 contains 29016 members Entering Unmasked Estep Score: -2289728.000000 Penalty: 965.260010 Iteration 26Q: 3 clusters Score -2289728 nChanged 664 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10751 members Mstep: Class 2 contains 29676 members Entering Unmasked Estep Score: -2289944.500000 Penalty: 965.260010 Iteration 27Q: 3 clusters Score -2289944 nChanged 686 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10067 members Mstep: Class 2 contains 30360 members Entering Unmasked Estep Score: -2290172.250000 Penalty: 965.260010 Iteration 28Q: 3 clusters Score -2290172 nChanged 687 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9384 members Mstep: Class 2 contains 31043 members Entering Unmasked Estep Score: -2290402.500000 Penalty: 965.260010 Iteration 29Q: 3 clusters Score -2290402 nChanged 696 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8688 members Mstep: Class 2 contains 31739 members Entering Unmasked Estep Score: -2290650.500000 Penalty: 965.260010 Iteration 30Q: 3 clusters Score -2290650 nChanged 686 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8004 members Mstep: Class 2 contains 32423 members Entering Unmasked Estep Score: -2290913.000000 Penalty: 965.260010 Iteration 31Q: 3 clusters Score -2290913 nChanged 703 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7301 members Mstep: Class 2 contains 33126 members Entering Unmasked Estep Score: -2291187.000000 Penalty: 965.260010 Iteration 32Q: 3 clusters Score -2291187 nChanged 685 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6616 members Mstep: Class 2 contains 33811 members Entering Unmasked Estep Score: -2291478.000000 Penalty: 965.260010 Iteration 33Q: 3 clusters Score -2291478 nChanged 671 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5945 members Mstep: Class 2 contains 34482 members Entering Unmasked Estep Score: -2291760.000000 Penalty: 965.260010 Iteration 34Q: 3 clusters Score -2291760 nChanged 655 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5290 members Mstep: Class 2 contains 35137 members Entering Unmasked Estep Score: -2292034.000000 Penalty: 965.260010 Iteration 35Q: 3 clusters Score -2292034 nChanged 598 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4692 members Mstep: Class 2 contains 35735 members Entering Unmasked Estep Score: -2292280.250000 Penalty: 965.260010 Iteration 36Q: 3 clusters Score -2292280 nChanged 537 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4155 members Mstep: Class 2 contains 36272 members Entering Unmasked Estep Score: -2292507.250000 Penalty: 965.260010 Iteration 37Q: 3 clusters Score -2292507 nChanged 452 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3703 members Mstep: Class 2 contains 36724 members Entering Unmasked Estep Score: -2292687.500000 Penalty: 965.260010 Iteration 38Q: 3 clusters Score -2292688 nChanged 406 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3297 members Mstep: Class 2 contains 37130 members Entering Unmasked Estep Score: -2292868.250000 Penalty: 965.260010 Iteration 39Q: 3 clusters Score -2292868 nChanged 359 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2938 members Mstep: Class 2 contains 37489 members Entering Unmasked Estep Score: -2293049.500000 Penalty: 965.260010 Iteration 40F: 3 clusters Score -2293050 nChanged 339 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2599 members Mstep: Class 2 contains 37828 members Entering Unmasked Estep Score: -2293198.750000 Penalty: 965.260010 Iteration 41Q: 3 clusters Score -2293199 nChanged 298 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2301 members Mstep: Class 2 contains 38126 members Entering Unmasked Estep Score: -2293338.000000 Penalty: 965.260010 Iteration 42Q: 3 clusters Score -2293338 nChanged 240 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2061 members Mstep: Class 2 contains 38366 members Entering Unmasked Estep Score: -2293431.750000 Penalty: 965.260010 Iteration 43Q: 3 clusters Score -2293432 nChanged 216 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1845 members Mstep: Class 2 contains 38582 members Entering Unmasked Estep Score: -2293514.000000 Penalty: 965.260010 Iteration 44Q: 3 clusters Score -2293514 nChanged 195 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1650 members Mstep: Class 2 contains 38777 members Entering Unmasked Estep Score: -2293594.250000 Penalty: 965.260010 Iteration 45Q: 3 clusters Score -2293594 nChanged 162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1488 members Mstep: Class 2 contains 38939 members Entering Unmasked Estep Score: -2293647.500000 Penalty: 965.260010 Iteration 46Q: 3 clusters Score -2293648 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1370 members Mstep: Class 2 contains 39057 members Entering Unmasked Estep Score: -2293685.000000 Penalty: 965.260010 Iteration 47Q: 3 clusters Score -2293685 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1239 members Mstep: Class 2 contains 39188 members Entering Unmasked Estep Score: -2293726.750000 Penalty: 965.260010 Iteration 48Q: 3 clusters Score -2293727 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1109 members Mstep: Class 2 contains 39318 members Entering Unmasked Estep Score: -2293778.000000 Penalty: 965.260010 Iteration 49Q: 3 clusters Score -2293778 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 998 members Mstep: Class 2 contains 39429 members Entering Unmasked Estep Score: -2293813.250000 Penalty: 965.260010 Iteration 50Q: 3 clusters Score -2293813 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 907 members Mstep: Class 2 contains 39520 members Entering Unmasked Estep Score: -2293863.500000 Penalty: 965.260010 Iteration 51Q: 3 clusters Score -2293864 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 831 members Mstep: Class 2 contains 39596 members Entering Unmasked Estep Score: -2293888.750000 Penalty: 965.260010 Iteration 52Q: 3 clusters Score -2293889 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 766 members Mstep: Class 2 contains 39661 members Entering Unmasked Estep Score: -2293912.000000 Penalty: 965.260010 Iteration 53Q: 3 clusters Score -2293912 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 706 members Mstep: Class 2 contains 39721 members Entering Unmasked Estep Score: -2293939.750000 Penalty: 965.260010 Iteration 54Q: 3 clusters Score -2293940 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 669 members Mstep: Class 2 contains 39758 members Entering Unmasked Estep Score: -2293956.750000 Penalty: 965.260010 Iteration 55Q: 3 clusters Score -2293957 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 623 members Mstep: Class 2 contains 39804 members Entering Unmasked Estep Score: -2293974.500000 Penalty: 965.260010 Iteration 56Q: 3 clusters Score -2293974 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 593 members Mstep: Class 2 contains 39834 members Entering Unmasked Estep Score: -2293986.250000 Penalty: 965.260010 Iteration 57Q: 3 clusters Score -2293986 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 571 members Mstep: Class 2 contains 39856 members Entering Unmasked Estep Score: -2293996.000000 Penalty: 965.260010 Iteration 58Q: 3 clusters Score -2293996 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 553 members Mstep: Class 2 contains 39874 members Entering Unmasked Estep Score: -2294002.000000 Penalty: 965.260010 Iteration 59Q: 3 clusters Score -2294002 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 533 members Mstep: Class 2 contains 39894 members Entering Unmasked Estep Score: -2294007.500000 Penalty: 965.260010 Iteration 60F: 3 clusters Score -2294008 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 526 members Mstep: Class 2 contains 39901 members Entering Unmasked Estep Score: -2294010.750000 Penalty: 965.260010 Iteration 61Q: 3 clusters Score -2294011 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 520 members Mstep: Class 2 contains 39907 members Entering Unmasked Estep Score: -2294012.750000 Penalty: 965.260010 Iteration 62Q: 3 clusters Score -2294013 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 515 members Mstep: Class 2 contains 39912 members Entering Unmasked Estep Score: -2294010.250000 Penalty: 965.260010 Iteration 63Q: 3 clusters Score -2294010 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 509 members Mstep: Class 2 contains 39918 members Entering Unmasked Estep Score: -2294018.500000 Penalty: 965.260010 Iteration 64Q: 3 clusters Score -2294018 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 503 members Mstep: Class 2 contains 39924 members Entering Unmasked Estep Score: -2294018.750000 Penalty: 965.260010 Iteration 65Q: 3 clusters Score -2294019 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 497 members Mstep: Class 2 contains 39930 members Entering Unmasked Estep Score: -2294018.750000 Penalty: 965.260010 Iteration 66Q: 3 clusters Score -2294019 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 493 members Mstep: Class 2 contains 39934 members Entering Unmasked Estep Score: -2294019.750000 Penalty: 965.260010 Iteration 67Q: 3 clusters Score -2294020 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 491 members Mstep: Class 2 contains 39936 members Entering Unmasked Estep Score: -2294019.250000 Penalty: 965.260010 Iteration 68Q: 3 clusters Score -2294019 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 489 members Mstep: Class 2 contains 39938 members Entering Unmasked Estep Score: -2294018.750000 Penalty: 965.260010 Iteration 69Q: 3 clusters Score -2294019 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 487 members Mstep: Class 2 contains 39940 members Entering Unmasked Estep Score: -2294016.500000 Penalty: 965.260010 Iteration 70Q: 3 clusters Score -2294016 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 486 members Mstep: Class 2 contains 39941 members Entering Unmasked Estep Score: -2294018.000000 Penalty: 965.260010 Iteration 71Q: 3 clusters Score -2294018 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 484 members Mstep: Class 2 contains 39943 members Entering Unmasked Estep Score: -2294019.250000 Penalty: 965.260010 Iteration 72Q: 3 clusters Score -2294019 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 482 members Mstep: Class 2 contains 39945 members Entering Unmasked Estep Score: -2294021.500000 Penalty: 965.260010 Iteration 73Q: 3 clusters Score -2294022 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 482 members Mstep: Class 2 contains 39945 members Entering Unmasked Estep Score: -2294021.500000 Penalty: 965.260010 Iteration 74F: 3 clusters Score -2294022 nChanged 0 Entering ConstructFrom: Trying to split cluster 24 (359 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 359 members Entering Unmasked Estep Score: -13923.216797 Penalty: 267.691162 Iteration 0F: 2 clusters Score -13923.22 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 176 members Mstep: Class 2 contains 183 members Entering Unmasked Estep Score: -13540.528320 Penalty: 535.382324 Iteration 0F: 3 clusters Score -13540.53 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 153 members Mstep: Class 2 contains 206 members Entering Unmasked Estep Score: -13665.326172 Penalty: 535.382324 Iteration 1F: 3 clusters Score -13665.33 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 138 members Mstep: Class 2 contains 221 members Entering Unmasked Estep Score: -13713.878906 Penalty: 535.382324 Iteration 2F: 3 clusters Score -13713.88 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 124 members Mstep: Class 2 contains 235 members Entering Unmasked Estep Score: -13733.431641 Penalty: 535.382324 Iteration 3F: 3 clusters Score -13733.43 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 116 members Mstep: Class 2 contains 243 members Entering Unmasked Estep Score: -13741.754883 Penalty: 535.382324 Iteration 4Q: 3 clusters Score -13741.75 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 109 members Mstep: Class 2 contains 250 members Entering Unmasked Estep Score: -13747.100586 Penalty: 535.382324 Iteration 5Q: 3 clusters Score -13747.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 106 members Mstep: Class 2 contains 253 members Entering Unmasked Estep Score: -13755.508789 Penalty: 535.382324 Iteration 6Q: 3 clusters Score -13755.51 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 104 members Mstep: Class 2 contains 255 members Entering Unmasked Estep Score: -13757.559570 Penalty: 535.382324 Iteration 7Q: 3 clusters Score -13757.56 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 103 members Mstep: Class 2 contains 256 members Entering Unmasked Estep Score: -13758.440430 Penalty: 535.382324 Iteration 8Q: 3 clusters Score -13758.44 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 103 members Mstep: Class 2 contains 256 members Entering Unmasked Estep Score: -13758.440430 Penalty: 535.382324 Iteration 9F: 3 clusters Score -13758.44 nChanged 0 Entering ConstructFrom: Trying to split cluster 25 (16254 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16254 members Entering Unmasked Estep Score: -909561.187500 Penalty: 441.172302 Iteration 0F: 2 clusters Score -909561.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8108 members Mstep: Class 2 contains 8146 members Entering Unmasked Estep Score: -898765.125000 Penalty: 882.344604 Iteration 0F: 3 clusters Score -898765.1 nChanged 7722 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8312 members Mstep: Class 2 contains 7942 members Entering Unmasked Estep Score: -903934.875000 Penalty: 882.344604 Iteration 1F: 3 clusters Score -903934.9 nChanged 1177 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8533 members Mstep: Class 2 contains 7721 members Entering Unmasked Estep Score: -904732.375000 Penalty: 882.344604 Iteration 2F: 3 clusters Score -904732.4 nChanged 1158 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8779 members Mstep: Class 2 contains 7475 members Entering Unmasked Estep Score: -905647.625000 Penalty: 882.344604 Iteration 3F: 3 clusters Score -905647.6 nChanged 1131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9070 members Mstep: Class 2 contains 7184 members Entering Unmasked Estep Score: -906594.000000 Penalty: 882.344604 Iteration 4F: 3 clusters Score -906594 nChanged 1013 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9347 members Mstep: Class 2 contains 6907 members Entering Unmasked Estep Score: -907381.250000 Penalty: 882.344604 Iteration 5F: 3 clusters Score -907381.2 nChanged 769 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9640 members Mstep: Class 2 contains 6614 members Entering Unmasked Estep Score: -907864.812500 Penalty: 882.344604 Iteration 6Q: 3 clusters Score -907864.8 nChanged 499 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9877 members Mstep: Class 2 contains 6377 members Entering Unmasked Estep Score: -908074.875000 Penalty: 882.344604 Iteration 7Q: 3 clusters Score -908074.9 nChanged 311 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10072 members Mstep: Class 2 contains 6182 members Entering Unmasked Estep Score: -908181.812500 Penalty: 882.344604 Iteration 8Q: 3 clusters Score -908181.8 nChanged 241 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10273 members Mstep: Class 2 contains 5981 members Entering Unmasked Estep Score: -908271.937500 Penalty: 882.344604 Iteration 9Q: 3 clusters Score -908271.9 nChanged 235 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10468 members Mstep: Class 2 contains 5786 members Entering Unmasked Estep Score: -908350.250000 Penalty: 882.344604 Iteration 10Q: 3 clusters Score -908350.2 nChanged 205 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10655 members Mstep: Class 2 contains 5599 members Entering Unmasked Estep Score: -908408.062500 Penalty: 882.344604 Iteration 11Q: 3 clusters Score -908408.1 nChanged 207 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10850 members Mstep: Class 2 contains 5404 members Entering Unmasked Estep Score: -908470.000000 Penalty: 882.344604 Iteration 12Q: 3 clusters Score -908470 nChanged 202 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11042 members Mstep: Class 2 contains 5212 members Entering Unmasked Estep Score: -908528.000000 Penalty: 882.344604 Iteration 13Q: 3 clusters Score -908528 nChanged 193 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11231 members Mstep: Class 2 contains 5023 members Entering Unmasked Estep Score: -908572.562500 Penalty: 882.344604 Iteration 14Q: 3 clusters Score -908572.6 nChanged 169 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11388 members Mstep: Class 2 contains 4866 members Entering Unmasked Estep Score: -908611.062500 Penalty: 882.344604 Iteration 15Q: 3 clusters Score -908611.1 nChanged 158 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11544 members Mstep: Class 2 contains 4710 members Entering Unmasked Estep Score: -908649.312500 Penalty: 882.344604 Iteration 16Q: 3 clusters Score -908649.3 nChanged 159 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11703 members Mstep: Class 2 contains 4551 members Entering Unmasked Estep Score: -908682.437500 Penalty: 882.344604 Iteration 17Q: 3 clusters Score -908682.4 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11846 members Mstep: Class 2 contains 4408 members Entering Unmasked Estep Score: -908709.937500 Penalty: 882.344604 Iteration 18Q: 3 clusters Score -908709.9 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11989 members Mstep: Class 2 contains 4265 members Entering Unmasked Estep Score: -908739.437500 Penalty: 882.344604 Iteration 19Q: 3 clusters Score -908739.4 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12124 members Mstep: Class 2 contains 4130 members Entering Unmasked Estep Score: -908763.937500 Penalty: 882.344604 Iteration 20F: 3 clusters Score -908763.9 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12256 members Mstep: Class 2 contains 3998 members Entering Unmasked Estep Score: -908789.562500 Penalty: 882.344604 Iteration 21Q: 3 clusters Score -908789.6 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12377 members Mstep: Class 2 contains 3877 members Entering Unmasked Estep Score: -908813.750000 Penalty: 882.344604 Iteration 22Q: 3 clusters Score -908813.8 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12493 members Mstep: Class 2 contains 3761 members Entering Unmasked Estep Score: -908836.000000 Penalty: 882.344604 Iteration 23Q: 3 clusters Score -908836 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12620 members Mstep: Class 2 contains 3634 members Entering Unmasked Estep Score: -908858.250000 Penalty: 882.344604 Iteration 24Q: 3 clusters Score -908858.2 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12717 members Mstep: Class 2 contains 3537 members Entering Unmasked Estep Score: -908873.687500 Penalty: 882.344604 Iteration 25Q: 3 clusters Score -908873.7 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12822 members Mstep: Class 2 contains 3432 members Entering Unmasked Estep Score: -908895.125000 Penalty: 882.344604 Iteration 26Q: 3 clusters Score -908895.1 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12914 members Mstep: Class 2 contains 3340 members Entering Unmasked Estep Score: -908908.250000 Penalty: 882.344604 Iteration 27Q: 3 clusters Score -908908.2 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12977 members Mstep: Class 2 contains 3277 members Entering Unmasked Estep Score: -908914.250000 Penalty: 882.344604 Iteration 28Q: 3 clusters Score -908914.2 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13039 members Mstep: Class 2 contains 3215 members Entering Unmasked Estep Score: -908921.625000 Penalty: 882.344604 Iteration 29Q: 3 clusters Score -908921.6 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13102 members Mstep: Class 2 contains 3152 members Entering Unmasked Estep Score: -908926.875000 Penalty: 882.344604 Iteration 30Q: 3 clusters Score -908926.9 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13178 members Mstep: Class 2 contains 3076 members Entering Unmasked Estep Score: -908936.187500 Penalty: 882.344604 Iteration 31Q: 3 clusters Score -908936.2 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13245 members Mstep: Class 2 contains 3009 members Entering Unmasked Estep Score: -908948.875000 Penalty: 882.344604 Iteration 32Q: 3 clusters Score -908948.9 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13300 members Mstep: Class 2 contains 2954 members Entering Unmasked Estep Score: -908953.687500 Penalty: 882.344604 Iteration 33Q: 3 clusters Score -908953.7 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13345 members Mstep: Class 2 contains 2909 members Entering Unmasked Estep Score: -908956.937500 Penalty: 882.344604 Iteration 34Q: 3 clusters Score -908956.9 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13388 members Mstep: Class 2 contains 2866 members Entering Unmasked Estep Score: -908962.812500 Penalty: 882.344604 Iteration 35Q: 3 clusters Score -908962.8 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13433 members Mstep: Class 2 contains 2821 members Entering Unmasked Estep Score: -908966.437500 Penalty: 882.344604 Iteration 36Q: 3 clusters Score -908966.4 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13478 members Mstep: Class 2 contains 2776 members Entering Unmasked Estep Score: -908971.000000 Penalty: 882.344604 Iteration 37Q: 3 clusters Score -908971 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13536 members Mstep: Class 2 contains 2718 members Entering Unmasked Estep Score: -908981.562500 Penalty: 882.344604 Iteration 38Q: 3 clusters Score -908981.6 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13595 members Mstep: Class 2 contains 2659 members Entering Unmasked Estep Score: -908991.812500 Penalty: 882.344604 Iteration 39Q: 3 clusters Score -908991.8 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13653 members Mstep: Class 2 contains 2601 members Entering Unmasked Estep Score: -908997.750000 Penalty: 882.344604 Iteration 40F: 3 clusters Score -908997.8 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13711 members Mstep: Class 2 contains 2543 members Entering Unmasked Estep Score: -909005.500000 Penalty: 882.344604 Iteration 41Q: 3 clusters Score -909005.5 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13779 members Mstep: Class 2 contains 2475 members Entering Unmasked Estep Score: -909021.125000 Penalty: 882.344604 Iteration 42Q: 3 clusters Score -909021.1 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13833 members Mstep: Class 2 contains 2421 members Entering Unmasked Estep Score: -909027.375000 Penalty: 882.344604 Iteration 43Q: 3 clusters Score -909027.4 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13889 members Mstep: Class 2 contains 2365 members Entering Unmasked Estep Score: -909034.687500 Penalty: 882.344604 Iteration 44Q: 3 clusters Score -909034.7 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13939 members Mstep: Class 2 contains 2315 members Entering Unmasked Estep Score: -909045.562500 Penalty: 882.344604 Iteration 45Q: 3 clusters Score -909045.6 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13987 members Mstep: Class 2 contains 2267 members Entering Unmasked Estep Score: -909057.625000 Penalty: 882.344604 Iteration 46Q: 3 clusters Score -909057.6 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14030 members Mstep: Class 2 contains 2224 members Entering Unmasked Estep Score: -909068.187500 Penalty: 882.344604 Iteration 47Q: 3 clusters Score -909068.2 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14063 members Mstep: Class 2 contains 2191 members Entering Unmasked Estep Score: -909075.000000 Penalty: 882.344604 Iteration 48Q: 3 clusters Score -909075 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14093 members Mstep: Class 2 contains 2161 members Entering Unmasked Estep Score: -909077.812500 Penalty: 882.344604 Iteration 49Q: 3 clusters Score -909077.8 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14123 members Mstep: Class 2 contains 2131 members Entering Unmasked Estep Score: -909080.562500 Penalty: 882.344604 Iteration 50Q: 3 clusters Score -909080.6 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14160 members Mstep: Class 2 contains 2094 members Entering Unmasked Estep Score: -909086.875000 Penalty: 882.344604 Iteration 51Q: 3 clusters Score -909086.9 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14205 members Mstep: Class 2 contains 2049 members Entering Unmasked Estep Score: -909094.625000 Penalty: 882.344604 Iteration 52Q: 3 clusters Score -909094.6 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14253 members Mstep: Class 2 contains 2001 members Entering Unmasked Estep Score: -909105.500000 Penalty: 882.344604 Iteration 53Q: 3 clusters Score -909105.5 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14305 members Mstep: Class 2 contains 1949 members Entering Unmasked Estep Score: -909117.937500 Penalty: 882.344604 Iteration 54Q: 3 clusters Score -909117.9 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14354 members Mstep: Class 2 contains 1900 members Entering Unmasked Estep Score: -909131.687500 Penalty: 882.344604 Iteration 55Q: 3 clusters Score -909131.7 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14405 members Mstep: Class 2 contains 1849 members Entering Unmasked Estep Score: -909145.625000 Penalty: 882.344604 Iteration 56Q: 3 clusters Score -909145.6 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14459 members Mstep: Class 2 contains 1795 members Entering Unmasked Estep Score: -909165.875000 Penalty: 882.344604 Iteration 57Q: 3 clusters Score -909165.9 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14503 members Mstep: Class 2 contains 1751 members Entering Unmasked Estep Score: -909173.437500 Penalty: 882.344604 Iteration 58Q: 3 clusters Score -909173.4 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14550 members Mstep: Class 2 contains 1704 members Entering Unmasked Estep Score: -909185.187500 Penalty: 882.344604 Iteration 59Q: 3 clusters Score -909185.2 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14595 members Mstep: Class 2 contains 1659 members Entering Unmasked Estep Score: -909198.187500 Penalty: 882.344604 Iteration 60F: 3 clusters Score -909198.2 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14642 members Mstep: Class 2 contains 1612 members Entering Unmasked Estep Score: -909210.750000 Penalty: 882.344604 Iteration 61Q: 3 clusters Score -909210.8 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14690 members Mstep: Class 2 contains 1564 members Entering Unmasked Estep Score: -909220.625000 Penalty: 882.344604 Iteration 62Q: 3 clusters Score -909220.6 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14737 members Mstep: Class 2 contains 1517 members Entering Unmasked Estep Score: -909232.437500 Penalty: 882.344604 Iteration 63Q: 3 clusters Score -909232.4 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14777 members Mstep: Class 2 contains 1477 members Entering Unmasked Estep Score: -909243.812500 Penalty: 882.344604 Iteration 64Q: 3 clusters Score -909243.8 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14809 members Mstep: Class 2 contains 1445 members Entering Unmasked Estep Score: -909253.500000 Penalty: 882.344604 Iteration 65Q: 3 clusters Score -909253.5 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14850 members Mstep: Class 2 contains 1404 members Entering Unmasked Estep Score: -909267.625000 Penalty: 882.344604 Iteration 66Q: 3 clusters Score -909267.6 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14889 members Mstep: Class 2 contains 1365 members Entering Unmasked Estep Score: -909280.812500 Penalty: 882.344604 Iteration 67Q: 3 clusters Score -909280.8 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14920 members Mstep: Class 2 contains 1334 members Entering Unmasked Estep Score: -909284.625000 Penalty: 882.344604 Iteration 68Q: 3 clusters Score -909284.6 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14965 members Mstep: Class 2 contains 1289 members Entering Unmasked Estep Score: -909302.812500 Penalty: 882.344604 Iteration 69Q: 3 clusters Score -909302.8 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14999 members Mstep: Class 2 contains 1255 members Entering Unmasked Estep Score: -909308.500000 Penalty: 882.344604 Iteration 70Q: 3 clusters Score -909308.5 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15032 members Mstep: Class 2 contains 1222 members Entering Unmasked Estep Score: -909316.875000 Penalty: 882.344604 Iteration 71Q: 3 clusters Score -909316.9 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15064 members Mstep: Class 2 contains 1190 members Entering Unmasked Estep Score: -909325.312500 Penalty: 882.344604 Iteration 72Q: 3 clusters Score -909325.3 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15089 members Mstep: Class 2 contains 1165 members Entering Unmasked Estep Score: -909328.000000 Penalty: 882.344604 Iteration 73Q: 3 clusters Score -909328 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15106 members Mstep: Class 2 contains 1148 members Entering Unmasked Estep Score: -909329.500000 Penalty: 882.344604 Iteration 74Q: 3 clusters Score -909329.5 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15119 members Mstep: Class 2 contains 1135 members Entering Unmasked Estep Score: -909330.875000 Penalty: 882.344604 Iteration 75Q: 3 clusters Score -909330.9 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15132 members Mstep: Class 2 contains 1122 members Entering Unmasked Estep Score: -909331.562500 Penalty: 882.344604 Iteration 76Q: 3 clusters Score -909331.6 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15146 members Mstep: Class 2 contains 1108 members Entering Unmasked Estep Score: -909334.062500 Penalty: 882.344604 Iteration 77Q: 3 clusters Score -909334.1 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15159 members Mstep: Class 2 contains 1095 members Entering Unmasked Estep Score: -909334.437500 Penalty: 882.344604 Iteration 78Q: 3 clusters Score -909334.4 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15170 members Mstep: Class 2 contains 1084 members Entering Unmasked Estep Score: -909337.937500 Penalty: 882.344604 Iteration 79Q: 3 clusters Score -909337.9 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15180 members Mstep: Class 2 contains 1074 members Entering Unmasked Estep Score: -909339.000000 Penalty: 882.344604 Iteration 80F: 3 clusters Score -909339 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15189 members Mstep: Class 2 contains 1065 members Entering Unmasked Estep Score: -909339.687500 Penalty: 882.344604 Iteration 81Q: 3 clusters Score -909339.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15196 members Mstep: Class 2 contains 1058 members Entering Unmasked Estep Score: -909339.437500 Penalty: 882.344604 Iteration 82Q: 3 clusters Score -909339.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15202 members Mstep: Class 2 contains 1052 members Entering Unmasked Estep Score: -909339.125000 Penalty: 882.344604 Iteration 83Q: 3 clusters Score -909339.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15208 members Mstep: Class 2 contains 1046 members Entering Unmasked Estep Score: -909340.312500 Penalty: 882.344604 Iteration 84Q: 3 clusters Score -909340.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15209 members Mstep: Class 2 contains 1045 members Entering Unmasked Estep Score: -909340.625000 Penalty: 882.344604 Iteration 85Q: 3 clusters Score -909340.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15211 members Mstep: Class 2 contains 1043 members Entering Unmasked Estep Score: -909340.187500 Penalty: 882.344604 Iteration 86Q: 3 clusters Score -909340.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15212 members Mstep: Class 2 contains 1042 members Entering Unmasked Estep Score: -909341.375000 Penalty: 882.344604 Iteration 87Q: 3 clusters Score -909341.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15212 members Mstep: Class 2 contains 1042 members Entering Unmasked Estep Score: -909341.375000 Penalty: 882.344604 Iteration 88F: 3 clusters Score -909341.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 26 (113 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 113 members Entering Unmasked Estep Score: -4529.832031 Penalty: 215.096146 Iteration 0F: 2 clusters Score -4529.832 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56 members Mstep: Class 2 contains 57 members Entering Unmasked Estep Score: -4321.188477 Penalty: 430.192291 Iteration 0F: 3 clusters Score -4321.188 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55 members Mstep: Class 2 contains 58 members Entering Unmasked Estep Score: -4397.210938 Penalty: 430.192291 Iteration 1F: 3 clusters Score -4397.211 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58 members Mstep: Class 2 contains 55 members Entering Unmasked Estep Score: -4406.237793 Penalty: 430.192291 Iteration 2F: 3 clusters Score -4406.238 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58 members Mstep: Class 2 contains 55 members Entering Unmasked Estep Score: -4417.850098 Penalty: 430.192291 Iteration 3Q: 3 clusters Score -4417.85 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59 members Mstep: Class 2 contains 54 members Entering Unmasked Estep Score: -4418.822754 Penalty: 430.192291 Iteration 4Q: 3 clusters Score -4418.823 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61 members Mstep: Class 2 contains 52 members Entering Unmasked Estep Score: -4423.181641 Penalty: 430.192291 Iteration 5Q: 3 clusters Score -4423.182 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62 members Mstep: Class 2 contains 51 members Entering Unmasked Estep Score: -4423.572754 Penalty: 430.192291 Iteration 6Q: 3 clusters Score -4423.573 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63 members Mstep: Class 2 contains 50 members Entering Unmasked Estep Score: -4423.929199 Penalty: 430.192291 Iteration 7Q: 3 clusters Score -4423.929 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63 members Mstep: Class 2 contains 50 members Entering Unmasked Estep Score: -4423.929199 Penalty: 430.192291 Iteration 8F: 3 clusters Score -4423.929 nChanged 0 Entering ConstructFrom: Trying to split cluster 27 (23434 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23434 members Entering Unmasked Estep Score: -1273652.250000 Penalty: 457.818420 Iteration 0F: 2 clusters Score -1273652 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11816 members Mstep: Class 2 contains 11618 members Entering Unmasked Estep Score: -1258125.750000 Penalty: 915.636841 Iteration 0F: 3 clusters Score -1258126 nChanged 11141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13919 members Mstep: Class 2 contains 9515 members Entering Unmasked Estep Score: -1265752.875000 Penalty: 915.636841 Iteration 1F: 3 clusters Score -1265753 nChanged 1454 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14713 members Mstep: Class 2 contains 8721 members Entering Unmasked Estep Score: -1266574.875000 Penalty: 915.636841 Iteration 2F: 3 clusters Score -1266575 nChanged 1400 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15587 members Mstep: Class 2 contains 7847 members Entering Unmasked Estep Score: -1267474.750000 Penalty: 915.636841 Iteration 3F: 3 clusters Score -1267475 nChanged 1347 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16494 members Mstep: Class 2 contains 6940 members Entering Unmasked Estep Score: -1268572.625000 Penalty: 915.636841 Iteration 4F: 3 clusters Score -1268573 nChanged 1242 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17250 members Mstep: Class 2 contains 6184 members Entering Unmasked Estep Score: -1269747.750000 Penalty: 915.636841 Iteration 5F: 3 clusters Score -1269748 nChanged 1038 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17818 members Mstep: Class 2 contains 5616 members Entering Unmasked Estep Score: -1270668.375000 Penalty: 915.636841 Iteration 6Q: 3 clusters Score -1270668 nChanged 731 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18211 members Mstep: Class 2 contains 5223 members Entering Unmasked Estep Score: -1271112.750000 Penalty: 915.636841 Iteration 7Q: 3 clusters Score -1271113 nChanged 470 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18567 members Mstep: Class 2 contains 4867 members Entering Unmasked Estep Score: -1271330.125000 Penalty: 915.636841 Iteration 8Q: 3 clusters Score -1271330 nChanged 336 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18869 members Mstep: Class 2 contains 4565 members Entering Unmasked Estep Score: -1271463.750000 Penalty: 915.636841 Iteration 9Q: 3 clusters Score -1271464 nChanged 315 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19180 members Mstep: Class 2 contains 4254 members Entering Unmasked Estep Score: -1271606.500000 Penalty: 915.636841 Iteration 10Q: 3 clusters Score -1271606 nChanged 342 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19518 members Mstep: Class 2 contains 3916 members Entering Unmasked Estep Score: -1271758.125000 Penalty: 915.636841 Iteration 11Q: 3 clusters Score -1271758 nChanged 322 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19834 members Mstep: Class 2 contains 3600 members Entering Unmasked Estep Score: -1271887.500000 Penalty: 915.636841 Iteration 12Q: 3 clusters Score -1271888 nChanged 303 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20133 members Mstep: Class 2 contains 3301 members Entering Unmasked Estep Score: -1272008.500000 Penalty: 915.636841 Iteration 13Q: 3 clusters Score -1272008 nChanged 281 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20412 members Mstep: Class 2 contains 3022 members Entering Unmasked Estep Score: -1272127.500000 Penalty: 915.636841 Iteration 14Q: 3 clusters Score -1272128 nChanged 259 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20671 members Mstep: Class 2 contains 2763 members Entering Unmasked Estep Score: -1272222.375000 Penalty: 915.636841 Iteration 15Q: 3 clusters Score -1272222 nChanged 244 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20915 members Mstep: Class 2 contains 2519 members Entering Unmasked Estep Score: -1272310.000000 Penalty: 915.636841 Iteration 16Q: 3 clusters Score -1272310 nChanged 230 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21145 members Mstep: Class 2 contains 2289 members Entering Unmasked Estep Score: -1272395.125000 Penalty: 915.636841 Iteration 17Q: 3 clusters Score -1272395 nChanged 200 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21345 members Mstep: Class 2 contains 2089 members Entering Unmasked Estep Score: -1272464.000000 Penalty: 915.636841 Iteration 18Q: 3 clusters Score -1272464 nChanged 179 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21524 members Mstep: Class 2 contains 1910 members Entering Unmasked Estep Score: -1272527.250000 Penalty: 915.636841 Iteration 19Q: 3 clusters Score -1272527 nChanged 166 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21690 members Mstep: Class 2 contains 1744 members Entering Unmasked Estep Score: -1272581.250000 Penalty: 915.636841 Iteration 20F: 3 clusters Score -1272581 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21837 members Mstep: Class 2 contains 1597 members Entering Unmasked Estep Score: -1272637.750000 Penalty: 915.636841 Iteration 21Q: 3 clusters Score -1272638 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21969 members Mstep: Class 2 contains 1465 members Entering Unmasked Estep Score: -1272675.500000 Penalty: 915.636841 Iteration 22Q: 3 clusters Score -1272676 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22090 members Mstep: Class 2 contains 1344 members Entering Unmasked Estep Score: -1272708.750000 Penalty: 915.636841 Iteration 23Q: 3 clusters Score -1272709 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22202 members Mstep: Class 2 contains 1232 members Entering Unmasked Estep Score: -1272748.625000 Penalty: 915.636841 Iteration 24Q: 3 clusters Score -1272749 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22329 members Mstep: Class 2 contains 1105 members Entering Unmasked Estep Score: -1272801.500000 Penalty: 915.636841 Iteration 25Q: 3 clusters Score -1272802 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22456 members Mstep: Class 2 contains 978 members Entering Unmasked Estep Score: -1272856.000000 Penalty: 915.636841 Iteration 26Q: 3 clusters Score -1272856 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22574 members Mstep: Class 2 contains 860 members Entering Unmasked Estep Score: -1272909.375000 Penalty: 915.636841 Iteration 27Q: 3 clusters Score -1272909 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22676 members Mstep: Class 2 contains 758 members Entering Unmasked Estep Score: -1272958.500000 Penalty: 915.636841 Iteration 28Q: 3 clusters Score -1272958 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22765 members Mstep: Class 2 contains 669 members Entering Unmasked Estep Score: -1273001.375000 Penalty: 915.636841 Iteration 29Q: 3 clusters Score -1273001 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22848 members Mstep: Class 2 contains 586 members Entering Unmasked Estep Score: -1273042.250000 Penalty: 915.636841 Iteration 30Q: 3 clusters Score -1273042 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22927 members Mstep: Class 2 contains 507 members Entering Unmasked Estep Score: -1273074.750000 Penalty: 915.636841 Iteration 31Q: 3 clusters Score -1273075 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22986 members Mstep: Class 2 contains 448 members Entering Unmasked Estep Score: -1273101.125000 Penalty: 915.636841 Iteration 32Q: 3 clusters Score -1273101 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23041 members Mstep: Class 2 contains 393 members Entering Unmasked Estep Score: -1273127.875000 Penalty: 915.636841 Iteration 33Q: 3 clusters Score -1273128 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23089 members Mstep: Class 2 contains 345 members Entering Unmasked Estep Score: -1273147.500000 Penalty: 915.636841 Iteration 34Q: 3 clusters Score -1273148 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23129 members Mstep: Class 2 contains 305 members Entering Unmasked Estep Score: -1273168.500000 Penalty: 915.636841 Iteration 35Q: 3 clusters Score -1273168 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23162 members Mstep: Class 2 contains 272 members Entering Unmasked Estep Score: -1273191.000000 Penalty: 915.636841 Iteration 36Q: 3 clusters Score -1273191 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23192 members Mstep: Class 2 contains 242 members Entering Unmasked Estep Score: -1273212.000000 Penalty: 915.636841 Iteration 37Q: 3 clusters Score -1273212 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23210 members Mstep: Class 2 contains 224 members Entering Unmasked Estep Score: -1273225.375000 Penalty: 915.636841 Iteration 38Q: 3 clusters Score -1273225 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23231 members Mstep: Class 2 contains 203 members Entering Unmasked Estep Score: -1273238.875000 Penalty: 915.636841 Iteration 39Q: 3 clusters Score -1273239 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23248 members Mstep: Class 2 contains 186 members Entering Unmasked Estep Score: -1273246.125000 Penalty: 915.636841 Iteration 40F: 3 clusters Score -1273246 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23256 members Mstep: Class 2 contains 178 members Entering Unmasked Estep Score: -1273251.250000 Penalty: 915.636841 Iteration 41Q: 3 clusters Score -1273251 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23263 members Mstep: Class 2 contains 171 members Entering Unmasked Estep Score: -1273258.500000 Penalty: 915.636841 Iteration 42Q: 3 clusters Score -1273258 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23269 members Mstep: Class 2 contains 165 members Entering Unmasked Estep Score: -1273263.000000 Penalty: 915.636841 Iteration 43Q: 3 clusters Score -1273263 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23273 members Mstep: Class 2 contains 161 members Entering Unmasked Estep Score: -1273266.000000 Penalty: 915.636841 Iteration 44Q: 3 clusters Score -1273266 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23274 members Mstep: Class 2 contains 160 members Entering Unmasked Estep Score: -1273266.625000 Penalty: 915.636841 Iteration 45Q: 3 clusters Score -1273267 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23274 members Mstep: Class 2 contains 160 members Entering Unmasked Estep Score: -1273266.625000 Penalty: 915.636841 Iteration 46F: 3 clusters Score -1273267 nChanged 0 Entering ConstructFrom: Trying to split cluster 28 (3314 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3314 members Entering Unmasked Estep Score: -178163.093750 Penalty: 368.818970 Iteration 0F: 2 clusters Score -178163.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1663 members Mstep: Class 2 contains 1651 members Entering Unmasked Estep Score: -175877.890625 Penalty: 737.637939 Iteration 0F: 3 clusters Score -175877.9 nChanged 1439 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1772 members Mstep: Class 2 contains 1542 members Entering Unmasked Estep Score: -176851.468750 Penalty: 737.637939 Iteration 1F: 3 clusters Score -176851.5 nChanged 242 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1812 members Mstep: Class 2 contains 1502 members Entering Unmasked Estep Score: -176994.484375 Penalty: 737.637939 Iteration 2F: 3 clusters Score -176994.5 nChanged 180 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1842 members Mstep: Class 2 contains 1472 members Entering Unmasked Estep Score: -177101.828125 Penalty: 737.637939 Iteration 3F: 3 clusters Score -177101.8 nChanged 157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1857 members Mstep: Class 2 contains 1457 members Entering Unmasked Estep Score: -177189.718750 Penalty: 737.637939 Iteration 4Q: 3 clusters Score -177189.7 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1884 members Mstep: Class 2 contains 1430 members Entering Unmasked Estep Score: -177281.453125 Penalty: 737.637939 Iteration 5Q: 3 clusters Score -177281.5 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1927 members Mstep: Class 2 contains 1387 members Entering Unmasked Estep Score: -177362.406250 Penalty: 737.637939 Iteration 6Q: 3 clusters Score -177362.4 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1958 members Mstep: Class 2 contains 1356 members Entering Unmasked Estep Score: -177414.625000 Penalty: 737.637939 Iteration 7Q: 3 clusters Score -177414.6 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1993 members Mstep: Class 2 contains 1321 members Entering Unmasked Estep Score: -177452.171875 Penalty: 737.637939 Iteration 8Q: 3 clusters Score -177452.2 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2030 members Mstep: Class 2 contains 1284 members Entering Unmasked Estep Score: -177471.625000 Penalty: 737.637939 Iteration 9Q: 3 clusters Score -177471.6 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2065 members Mstep: Class 2 contains 1249 members Entering Unmasked Estep Score: -177485.187500 Penalty: 737.637939 Iteration 10Q: 3 clusters Score -177485.2 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2099 members Mstep: Class 2 contains 1215 members Entering Unmasked Estep Score: -177493.296875 Penalty: 737.637939 Iteration 11Q: 3 clusters Score -177493.3 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2127 members Mstep: Class 2 contains 1187 members Entering Unmasked Estep Score: -177500.046875 Penalty: 737.637939 Iteration 12Q: 3 clusters Score -177500 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2156 members Mstep: Class 2 contains 1158 members Entering Unmasked Estep Score: -177506.765625 Penalty: 737.637939 Iteration 13Q: 3 clusters Score -177506.8 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2186 members Mstep: Class 2 contains 1128 members Entering Unmasked Estep Score: -177514.859375 Penalty: 737.637939 Iteration 14Q: 3 clusters Score -177514.9 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2216 members Mstep: Class 2 contains 1098 members Entering Unmasked Estep Score: -177523.703125 Penalty: 737.637939 Iteration 15Q: 3 clusters Score -177523.7 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2243 members Mstep: Class 2 contains 1071 members Entering Unmasked Estep Score: -177530.671875 Penalty: 737.637939 Iteration 16Q: 3 clusters Score -177530.7 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2266 members Mstep: Class 2 contains 1048 members Entering Unmasked Estep Score: -177535.625000 Penalty: 737.637939 Iteration 17Q: 3 clusters Score -177535.6 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2293 members Mstep: Class 2 contains 1021 members Entering Unmasked Estep Score: -177540.906250 Penalty: 737.637939 Iteration 18Q: 3 clusters Score -177540.9 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2318 members Mstep: Class 2 contains 996 members Entering Unmasked Estep Score: -177546.046875 Penalty: 737.637939 Iteration 19Q: 3 clusters Score -177546 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2343 members Mstep: Class 2 contains 971 members Entering Unmasked Estep Score: -177552.234375 Penalty: 737.637939 Iteration 20F: 3 clusters Score -177552.2 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2362 members Mstep: Class 2 contains 952 members Entering Unmasked Estep Score: -177556.187500 Penalty: 737.637939 Iteration 21Q: 3 clusters Score -177556.2 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2382 members Mstep: Class 2 contains 932 members Entering Unmasked Estep Score: -177560.484375 Penalty: 737.637939 Iteration 22Q: 3 clusters Score -177560.5 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2402 members Mstep: Class 2 contains 912 members Entering Unmasked Estep Score: -177564.750000 Penalty: 737.637939 Iteration 23Q: 3 clusters Score -177564.8 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2426 members Mstep: Class 2 contains 888 members Entering Unmasked Estep Score: -177570.593750 Penalty: 737.637939 Iteration 24Q: 3 clusters Score -177570.6 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2450 members Mstep: Class 2 contains 864 members Entering Unmasked Estep Score: -177579.984375 Penalty: 737.637939 Iteration 25Q: 3 clusters Score -177580 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2477 members Mstep: Class 2 contains 837 members Entering Unmasked Estep Score: -177589.953125 Penalty: 737.637939 Iteration 26Q: 3 clusters Score -177590 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2506 members Mstep: Class 2 contains 808 members Entering Unmasked Estep Score: -177600.125000 Penalty: 737.637939 Iteration 27Q: 3 clusters Score -177600.1 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2539 members Mstep: Class 2 contains 775 members Entering Unmasked Estep Score: -177613.859375 Penalty: 737.637939 Iteration 28Q: 3 clusters Score -177613.9 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2575 members Mstep: Class 2 contains 739 members Entering Unmasked Estep Score: -177629.500000 Penalty: 737.637939 Iteration 29Q: 3 clusters Score -177629.5 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2606 members Mstep: Class 2 contains 708 members Entering Unmasked Estep Score: -177642.421875 Penalty: 737.637939 Iteration 30Q: 3 clusters Score -177642.4 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2640 members Mstep: Class 2 contains 674 members Entering Unmasked Estep Score: -177658.015625 Penalty: 737.637939 Iteration 31Q: 3 clusters Score -177658 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2674 members Mstep: Class 2 contains 640 members Entering Unmasked Estep Score: -177674.718750 Penalty: 737.637939 Iteration 32Q: 3 clusters Score -177674.7 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2707 members Mstep: Class 2 contains 607 members Entering Unmasked Estep Score: -177692.515625 Penalty: 737.637939 Iteration 33Q: 3 clusters Score -177692.5 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2741 members Mstep: Class 2 contains 573 members Entering Unmasked Estep Score: -177710.687500 Penalty: 737.637939 Iteration 34Q: 3 clusters Score -177710.7 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2763 members Mstep: Class 2 contains 551 members Entering Unmasked Estep Score: -177721.937500 Penalty: 737.637939 Iteration 35Q: 3 clusters Score -177721.9 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2786 members Mstep: Class 2 contains 528 members Entering Unmasked Estep Score: -177729.750000 Penalty: 737.637939 Iteration 36Q: 3 clusters Score -177729.8 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2807 members Mstep: Class 2 contains 507 members Entering Unmasked Estep Score: -177736.203125 Penalty: 737.637939 Iteration 37Q: 3 clusters Score -177736.2 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2825 members Mstep: Class 2 contains 489 members Entering Unmasked Estep Score: -177743.156250 Penalty: 737.637939 Iteration 38Q: 3 clusters Score -177743.2 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2846 members Mstep: Class 2 contains 468 members Entering Unmasked Estep Score: -177749.203125 Penalty: 737.637939 Iteration 39Q: 3 clusters Score -177749.2 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2863 members Mstep: Class 2 contains 451 members Entering Unmasked Estep Score: -177754.734375 Penalty: 737.637939 Iteration 40F: 3 clusters Score -177754.7 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2881 members Mstep: Class 2 contains 433 members Entering Unmasked Estep Score: -177758.812500 Penalty: 737.637939 Iteration 41Q: 3 clusters Score -177758.8 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2892 members Mstep: Class 2 contains 422 members Entering Unmasked Estep Score: -177763.703125 Penalty: 737.637939 Iteration 42Q: 3 clusters Score -177763.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2902 members Mstep: Class 2 contains 412 members Entering Unmasked Estep Score: -177767.265625 Penalty: 737.637939 Iteration 43Q: 3 clusters Score -177767.3 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2913 members Mstep: Class 2 contains 401 members Entering Unmasked Estep Score: -177772.125000 Penalty: 737.637939 Iteration 44Q: 3 clusters Score -177772.1 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2925 members Mstep: Class 2 contains 389 members Entering Unmasked Estep Score: -177776.187500 Penalty: 737.637939 Iteration 45Q: 3 clusters Score -177776.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2931 members Mstep: Class 2 contains 383 members Entering Unmasked Estep Score: -177778.593750 Penalty: 737.637939 Iteration 46Q: 3 clusters Score -177778.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2934 members Mstep: Class 2 contains 380 members Entering Unmasked Estep Score: -177782.921875 Penalty: 737.637939 Iteration 47Q: 3 clusters Score -177782.9 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2940 members Mstep: Class 2 contains 374 members Entering Unmasked Estep Score: -177790.390625 Penalty: 737.637939 Iteration 48Q: 3 clusters Score -177790.4 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2951 members Mstep: Class 2 contains 363 members Entering Unmasked Estep Score: -177797.000000 Penalty: 737.637939 Iteration 49Q: 3 clusters Score -177797 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2959 members Mstep: Class 2 contains 355 members Entering Unmasked Estep Score: -177804.250000 Penalty: 737.637939 Iteration 50Q: 3 clusters Score -177804.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2967 members Mstep: Class 2 contains 347 members Entering Unmasked Estep Score: -177809.609375 Penalty: 737.637939 Iteration 51Q: 3 clusters Score -177809.6 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2975 members Mstep: Class 2 contains 339 members Entering Unmasked Estep Score: -177815.328125 Penalty: 737.637939 Iteration 52Q: 3 clusters Score -177815.3 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2984 members Mstep: Class 2 contains 330 members Entering Unmasked Estep Score: -177819.937500 Penalty: 737.637939 Iteration 53Q: 3 clusters Score -177819.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2993 members Mstep: Class 2 contains 321 members Entering Unmasked Estep Score: -177824.828125 Penalty: 737.637939 Iteration 54Q: 3 clusters Score -177824.8 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3002 members Mstep: Class 2 contains 312 members Entering Unmasked Estep Score: -177831.796875 Penalty: 737.637939 Iteration 55Q: 3 clusters Score -177831.8 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3017 members Mstep: Class 2 contains 297 members Entering Unmasked Estep Score: -177842.078125 Penalty: 737.637939 Iteration 56Q: 3 clusters Score -177842.1 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3028 members Mstep: Class 2 contains 286 members Entering Unmasked Estep Score: -177849.234375 Penalty: 737.637939 Iteration 57Q: 3 clusters Score -177849.2 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3040 members Mstep: Class 2 contains 274 members Entering Unmasked Estep Score: -177857.093750 Penalty: 737.637939 Iteration 58Q: 3 clusters Score -177857.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3047 members Mstep: Class 2 contains 267 members Entering Unmasked Estep Score: -177859.796875 Penalty: 737.637939 Iteration 59Q: 3 clusters Score -177859.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3051 members Mstep: Class 2 contains 263 members Entering Unmasked Estep Score: -177861.265625 Penalty: 737.637939 Iteration 60F: 3 clusters Score -177861.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3053 members Mstep: Class 2 contains 261 members Entering Unmasked Estep Score: -177861.578125 Penalty: 737.637939 Iteration 61Q: 3 clusters Score -177861.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3053 members Mstep: Class 2 contains 261 members Entering Unmasked Estep Score: -177861.578125 Penalty: 737.637939 Iteration 62F: 3 clusters Score -177861.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 29 (11062 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11062 members Entering Unmasked Estep Score: -631299.187500 Penalty: 423.662811 Iteration 0F: 2 clusters Score -631299.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5433 members Mstep: Class 2 contains 5629 members Entering Unmasked Estep Score: -623935.437500 Penalty: 847.325623 Iteration 0F: 3 clusters Score -623935.4 nChanged 5185 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4024 members Mstep: Class 2 contains 7038 members Entering Unmasked Estep Score: -627462.625000 Penalty: 847.325623 Iteration 1F: 3 clusters Score -627462.6 nChanged 920 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3410 members Mstep: Class 2 contains 7652 members Entering Unmasked Estep Score: -628181.187500 Penalty: 847.325623 Iteration 2F: 3 clusters Score -628181.2 nChanged 864 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2832 members Mstep: Class 2 contains 8230 members Entering Unmasked Estep Score: -628933.687500 Penalty: 847.325623 Iteration 3F: 3 clusters Score -628933.7 nChanged 702 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2380 members Mstep: Class 2 contains 8682 members Entering Unmasked Estep Score: -629578.250000 Penalty: 847.325623 Iteration 4F: 3 clusters Score -629578.2 nChanged 531 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2067 members Mstep: Class 2 contains 8995 members Entering Unmasked Estep Score: -630017.312500 Penalty: 847.325623 Iteration 5Q: 3 clusters Score -630017.3 nChanged 335 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1868 members Mstep: Class 2 contains 9194 members Entering Unmasked Estep Score: -630244.812500 Penalty: 847.325623 Iteration 6Q: 3 clusters Score -630244.8 nChanged 212 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1728 members Mstep: Class 2 contains 9334 members Entering Unmasked Estep Score: -630357.687500 Penalty: 847.325623 Iteration 7Q: 3 clusters Score -630357.7 nChanged 159 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1609 members Mstep: Class 2 contains 9453 members Entering Unmasked Estep Score: -630448.562500 Penalty: 847.325623 Iteration 8Q: 3 clusters Score -630448.6 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1492 members Mstep: Class 2 contains 9570 members Entering Unmasked Estep Score: -630520.000000 Penalty: 847.325623 Iteration 9Q: 3 clusters Score -630520 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1398 members Mstep: Class 2 contains 9664 members Entering Unmasked Estep Score: -630566.187500 Penalty: 847.325623 Iteration 10Q: 3 clusters Score -630566.2 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1305 members Mstep: Class 2 contains 9757 members Entering Unmasked Estep Score: -630615.125000 Penalty: 847.325623 Iteration 11Q: 3 clusters Score -630615.1 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1227 members Mstep: Class 2 contains 9835 members Entering Unmasked Estep Score: -630653.062500 Penalty: 847.325623 Iteration 12Q: 3 clusters Score -630653.1 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1159 members Mstep: Class 2 contains 9903 members Entering Unmasked Estep Score: -630687.500000 Penalty: 847.325623 Iteration 13Q: 3 clusters Score -630687.5 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1097 members Mstep: Class 2 contains 9965 members Entering Unmasked Estep Score: -630715.312500 Penalty: 847.325623 Iteration 14Q: 3 clusters Score -630715.3 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1040 members Mstep: Class 2 contains 10022 members Entering Unmasked Estep Score: -630736.000000 Penalty: 847.325623 Iteration 15Q: 3 clusters Score -630736 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 986 members Mstep: Class 2 contains 10076 members Entering Unmasked Estep Score: -630750.562500 Penalty: 847.325623 Iteration 16Q: 3 clusters Score -630750.6 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 928 members Mstep: Class 2 contains 10134 members Entering Unmasked Estep Score: -630766.562500 Penalty: 847.325623 Iteration 17Q: 3 clusters Score -630766.6 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 874 members Mstep: Class 2 contains 10188 members Entering Unmasked Estep Score: -630787.250000 Penalty: 847.325623 Iteration 18Q: 3 clusters Score -630787.2 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 825 members Mstep: Class 2 contains 10237 members Entering Unmasked Estep Score: -630801.562500 Penalty: 847.325623 Iteration 19Q: 3 clusters Score -630801.6 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 778 members Mstep: Class 2 contains 10284 members Entering Unmasked Estep Score: -630815.437500 Penalty: 847.325623 Iteration 20F: 3 clusters Score -630815.4 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 736 members Mstep: Class 2 contains 10326 members Entering Unmasked Estep Score: -630828.125000 Penalty: 847.325623 Iteration 21Q: 3 clusters Score -630828.1 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 705 members Mstep: Class 2 contains 10357 members Entering Unmasked Estep Score: -630837.250000 Penalty: 847.325623 Iteration 22Q: 3 clusters Score -630837.2 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 678 members Mstep: Class 2 contains 10384 members Entering Unmasked Estep Score: -630842.437500 Penalty: 847.325623 Iteration 23Q: 3 clusters Score -630842.4 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 643 members Mstep: Class 2 contains 10419 members Entering Unmasked Estep Score: -630849.375000 Penalty: 847.325623 Iteration 24Q: 3 clusters Score -630849.4 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 618 members Mstep: Class 2 contains 10444 members Entering Unmasked Estep Score: -630858.687500 Penalty: 847.325623 Iteration 25Q: 3 clusters Score -630858.7 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 592 members Mstep: Class 2 contains 10470 members Entering Unmasked Estep Score: -630864.437500 Penalty: 847.325623 Iteration 26Q: 3 clusters Score -630864.4 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 568 members Mstep: Class 2 contains 10494 members Entering Unmasked Estep Score: -630874.187500 Penalty: 847.325623 Iteration 27Q: 3 clusters Score -630874.2 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 547 members Mstep: Class 2 contains 10515 members Entering Unmasked Estep Score: -630882.312500 Penalty: 847.325623 Iteration 28Q: 3 clusters Score -630882.3 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 520 members Mstep: Class 2 contains 10542 members Entering Unmasked Estep Score: -630890.625000 Penalty: 847.325623 Iteration 29Q: 3 clusters Score -630890.6 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 497 members Mstep: Class 2 contains 10565 members Entering Unmasked Estep Score: -630898.500000 Penalty: 847.325623 Iteration 30Q: 3 clusters Score -630898.5 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 479 members Mstep: Class 2 contains 10583 members Entering Unmasked Estep Score: -630902.500000 Penalty: 847.325623 Iteration 31Q: 3 clusters Score -630902.5 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 468 members Mstep: Class 2 contains 10594 members Entering Unmasked Estep Score: -630904.000000 Penalty: 847.325623 Iteration 32Q: 3 clusters Score -630904 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 461 members Mstep: Class 2 contains 10601 members Entering Unmasked Estep Score: -630906.312500 Penalty: 847.325623 Iteration 33Q: 3 clusters Score -630906.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 454 members Mstep: Class 2 contains 10608 members Entering Unmasked Estep Score: -630909.812500 Penalty: 847.325623 Iteration 34Q: 3 clusters Score -630909.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 445 members Mstep: Class 2 contains 10617 members Entering Unmasked Estep Score: -630909.312500 Penalty: 847.325623 Iteration 35Q: 3 clusters Score -630909.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 441 members Mstep: Class 2 contains 10621 members Entering Unmasked Estep Score: -630912.812500 Penalty: 847.325623 Iteration 36Q: 3 clusters Score -630912.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 436 members Mstep: Class 2 contains 10626 members Entering Unmasked Estep Score: -630912.562500 Penalty: 847.325623 Iteration 37Q: 3 clusters Score -630912.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 430 members Mstep: Class 2 contains 10632 members Entering Unmasked Estep Score: -630915.562500 Penalty: 847.325623 Iteration 38Q: 3 clusters Score -630915.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 421 members Mstep: Class 2 contains 10641 members Entering Unmasked Estep Score: -630917.875000 Penalty: 847.325623 Iteration 39Q: 3 clusters Score -630917.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 418 members Mstep: Class 2 contains 10644 members Entering Unmasked Estep Score: -630918.312500 Penalty: 847.325623 Iteration 40F: 3 clusters Score -630918.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 414 members Mstep: Class 2 contains 10648 members Entering Unmasked Estep Score: -630919.687500 Penalty: 847.325623 Iteration 41Q: 3 clusters Score -630919.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 410 members Mstep: Class 2 contains 10652 members Entering Unmasked Estep Score: -630920.375000 Penalty: 847.325623 Iteration 42Q: 3 clusters Score -630920.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 406 members Mstep: Class 2 contains 10656 members Entering Unmasked Estep Score: -630921.500000 Penalty: 847.325623 Iteration 43Q: 3 clusters Score -630921.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 404 members Mstep: Class 2 contains 10658 members Entering Unmasked Estep Score: -630922.750000 Penalty: 847.325623 Iteration 44Q: 3 clusters Score -630922.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 402 members Mstep: Class 2 contains 10660 members Entering Unmasked Estep Score: -630923.375000 Penalty: 847.325623 Iteration 45Q: 3 clusters Score -630923.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 399 members Mstep: Class 2 contains 10663 members Entering Unmasked Estep Score: -630923.937500 Penalty: 847.325623 Iteration 46Q: 3 clusters Score -630923.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 398 members Mstep: Class 2 contains 10664 members Entering Unmasked Estep Score: -630924.937500 Penalty: 847.325623 Iteration 47Q: 3 clusters Score -630924.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 397 members Mstep: Class 2 contains 10665 members Entering Unmasked Estep Score: -630924.375000 Penalty: 847.325623 Iteration 48Q: 3 clusters Score -630924.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 394 members Mstep: Class 2 contains 10668 members Entering Unmasked Estep Score: -630925.687500 Penalty: 847.325623 Iteration 49Q: 3 clusters Score -630925.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 392 members Mstep: Class 2 contains 10670 members Entering Unmasked Estep Score: -630926.375000 Penalty: 847.325623 Iteration 50Q: 3 clusters Score -630926.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 391 members Mstep: Class 2 contains 10671 members Entering Unmasked Estep Score: -630926.250000 Penalty: 847.325623 Iteration 51Q: 3 clusters Score -630926.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 391 members Mstep: Class 2 contains 10671 members Entering Unmasked Estep Score: -630926.250000 Penalty: 847.325623 Iteration 52F: 3 clusters Score -630926.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 30 (3631 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3631 members Entering Unmasked Estep Score: -180314.000000 Penalty: 372.975494 Iteration 0F: 2 clusters Score -180314 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1771 members Mstep: Class 2 contains 1860 members Entering Unmasked Estep Score: -177807.000000 Penalty: 745.950989 Iteration 0F: 3 clusters Score -177807 nChanged 1632 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1409 members Mstep: Class 2 contains 2222 members Entering Unmasked Estep Score: -179005.921875 Penalty: 745.950989 Iteration 1F: 3 clusters Score -179005.9 nChanged 333 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1214 members Mstep: Class 2 contains 2417 members Entering Unmasked Estep Score: -179256.390625 Penalty: 745.950989 Iteration 2F: 3 clusters Score -179256.4 nChanged 254 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1040 members Mstep: Class 2 contains 2591 members Entering Unmasked Estep Score: -179449.921875 Penalty: 745.950989 Iteration 3F: 3 clusters Score -179449.9 nChanged 204 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 916 members Mstep: Class 2 contains 2715 members Entering Unmasked Estep Score: -179603.890625 Penalty: 745.950989 Iteration 4F: 3 clusters Score -179603.9 nChanged 163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 809 members Mstep: Class 2 contains 2822 members Entering Unmasked Estep Score: -179717.921875 Penalty: 745.950989 Iteration 5Q: 3 clusters Score -179717.9 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 756 members Mstep: Class 2 contains 2875 members Entering Unmasked Estep Score: -179768.859375 Penalty: 745.950989 Iteration 6Q: 3 clusters Score -179768.9 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 713 members Mstep: Class 2 contains 2918 members Entering Unmasked Estep Score: -179818.093750 Penalty: 745.950989 Iteration 7Q: 3 clusters Score -179818.1 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 675 members Mstep: Class 2 contains 2956 members Entering Unmasked Estep Score: -179852.609375 Penalty: 745.950989 Iteration 8Q: 3 clusters Score -179852.6 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 649 members Mstep: Class 2 contains 2982 members Entering Unmasked Estep Score: -179866.593750 Penalty: 745.950989 Iteration 9Q: 3 clusters Score -179866.6 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 628 members Mstep: Class 2 contains 3003 members Entering Unmasked Estep Score: -179878.906250 Penalty: 745.950989 Iteration 10Q: 3 clusters Score -179878.9 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 599 members Mstep: Class 2 contains 3032 members Entering Unmasked Estep Score: -179893.921875 Penalty: 745.950989 Iteration 11Q: 3 clusters Score -179893.9 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 578 members Mstep: Class 2 contains 3053 members Entering Unmasked Estep Score: -179907.734375 Penalty: 745.950989 Iteration 12Q: 3 clusters Score -179907.7 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 555 members Mstep: Class 2 contains 3076 members Entering Unmasked Estep Score: -179920.984375 Penalty: 745.950989 Iteration 13Q: 3 clusters Score -179921 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 529 members Mstep: Class 2 contains 3102 members Entering Unmasked Estep Score: -179933.343750 Penalty: 745.950989 Iteration 14Q: 3 clusters Score -179933.3 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 508 members Mstep: Class 2 contains 3123 members Entering Unmasked Estep Score: -179944.109375 Penalty: 745.950989 Iteration 15Q: 3 clusters Score -179944.1 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 493 members Mstep: Class 2 contains 3138 members Entering Unmasked Estep Score: -179953.593750 Penalty: 745.950989 Iteration 16Q: 3 clusters Score -179953.6 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 478 members Mstep: Class 2 contains 3153 members Entering Unmasked Estep Score: -179961.968750 Penalty: 745.950989 Iteration 17Q: 3 clusters Score -179962 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 462 members Mstep: Class 2 contains 3169 members Entering Unmasked Estep Score: -179969.296875 Penalty: 745.950989 Iteration 18Q: 3 clusters Score -179969.3 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 439 members Mstep: Class 2 contains 3192 members Entering Unmasked Estep Score: -179981.109375 Penalty: 745.950989 Iteration 19Q: 3 clusters Score -179981.1 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 419 members Mstep: Class 2 contains 3212 members Entering Unmasked Estep Score: -179991.593750 Penalty: 745.950989 Iteration 20F: 3 clusters Score -179991.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 410 members Mstep: Class 2 contains 3221 members Entering Unmasked Estep Score: -179994.890625 Penalty: 745.950989 Iteration 21Q: 3 clusters Score -179994.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 405 members Mstep: Class 2 contains 3226 members Entering Unmasked Estep Score: -179997.515625 Penalty: 745.950989 Iteration 22Q: 3 clusters Score -179997.5 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 398 members Mstep: Class 2 contains 3233 members Entering Unmasked Estep Score: -180000.687500 Penalty: 745.950989 Iteration 23Q: 3 clusters Score -180000.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 394 members Mstep: Class 2 contains 3237 members Entering Unmasked Estep Score: -180003.187500 Penalty: 745.950989 Iteration 24Q: 3 clusters Score -180003.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 390 members Mstep: Class 2 contains 3241 members Entering Unmasked Estep Score: -180005.171875 Penalty: 745.950989 Iteration 25Q: 3 clusters Score -180005.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 388 members Mstep: Class 2 contains 3243 members Entering Unmasked Estep Score: -180005.437500 Penalty: 745.950989 Iteration 26Q: 3 clusters Score -180005.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 387 members Mstep: Class 2 contains 3244 members Entering Unmasked Estep Score: -180005.437500 Penalty: 745.950989 Iteration 27Q: 3 clusters Score -180005.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 387 members Mstep: Class 2 contains 3244 members Entering Unmasked Estep Score: -180005.437500 Penalty: 745.950989 Iteration 28F: 3 clusters Score -180005.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 31 (5237 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5237 members Entering Unmasked Estep Score: -283345.937500 Penalty: 389.639435 Iteration 0F: 2 clusters Score -283345.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2545 members Mstep: Class 2 contains 2692 members Entering Unmasked Estep Score: -279826.968750 Penalty: 779.278870 Iteration 0F: 3 clusters Score -279827 nChanged 2389 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1902 members Mstep: Class 2 contains 3335 members Entering Unmasked Estep Score: -281276.437500 Penalty: 779.278870 Iteration 1F: 3 clusters Score -281276.4 nChanged 463 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1529 members Mstep: Class 2 contains 3708 members Entering Unmasked Estep Score: -281608.437500 Penalty: 779.278870 Iteration 2F: 3 clusters Score -281608.4 nChanged 448 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1143 members Mstep: Class 2 contains 4094 members Entering Unmasked Estep Score: -281983.062500 Penalty: 779.278870 Iteration 3F: 3 clusters Score -281983.1 nChanged 380 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 797 members Mstep: Class 2 contains 4440 members Entering Unmasked Estep Score: -282322.562500 Penalty: 779.278870 Iteration 4F: 3 clusters Score -282322.6 nChanged 265 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 550 members Mstep: Class 2 contains 4687 members Entering Unmasked Estep Score: -282565.906250 Penalty: 779.278870 Iteration 5F: 3 clusters Score -282565.9 nChanged 183 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 375 members Mstep: Class 2 contains 4862 members Entering Unmasked Estep Score: -282751.156250 Penalty: 779.278870 Iteration 6Q: 3 clusters Score -282751.2 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 270 members Mstep: Class 2 contains 4967 members Entering Unmasked Estep Score: -282881.312500 Penalty: 779.278870 Iteration 7Q: 3 clusters Score -282881.3 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 228 members Mstep: Class 2 contains 5009 members Entering Unmasked Estep Score: -282951.687500 Penalty: 779.278870 Iteration 8Q: 3 clusters Score -282951.7 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 210 members Mstep: Class 2 contains 5027 members Entering Unmasked Estep Score: -282993.531250 Penalty: 779.278870 Iteration 9Q: 3 clusters Score -282993.5 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 205 members Mstep: Class 2 contains 5032 members Entering Unmasked Estep Score: -283022.093750 Penalty: 779.278870 Iteration 10Q: 3 clusters Score -283022.1 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 203 members Mstep: Class 2 contains 5034 members Entering Unmasked Estep Score: -283037.968750 Penalty: 779.278870 Iteration 11Q: 3 clusters Score -283038 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 202 members Mstep: Class 2 contains 5035 members Entering Unmasked Estep Score: -283048.343750 Penalty: 779.278870 Iteration 12Q: 3 clusters Score -283048.3 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 201 members Mstep: Class 2 contains 5036 members Entering Unmasked Estep Score: -283052.875000 Penalty: 779.278870 Iteration 13Q: 3 clusters Score -283052.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 197 members Mstep: Class 2 contains 5040 members Entering Unmasked Estep Score: -283059.156250 Penalty: 779.278870 Iteration 14Q: 3 clusters Score -283059.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 201 members Mstep: Class 2 contains 5036 members Entering Unmasked Estep Score: -283063.218750 Penalty: 779.278870 Iteration 15Q: 3 clusters Score -283063.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 201 members Mstep: Class 2 contains 5036 members Entering Unmasked Estep Score: -283065.687500 Penalty: 779.278870 Iteration 16Q: 3 clusters Score -283065.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 205 members Mstep: Class 2 contains 5032 members Entering Unmasked Estep Score: -283066.343750 Penalty: 779.278870 Iteration 17Q: 3 clusters Score -283066.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 205 members Mstep: Class 2 contains 5032 members Entering Unmasked Estep Score: -283067.562500 Penalty: 779.278870 Iteration 18Q: 3 clusters Score -283067.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 205 members Mstep: Class 2 contains 5032 members Entering Unmasked Estep Score: -283068.031250 Penalty: 779.278870 Iteration 19Q: 3 clusters Score -283068 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 205 members Mstep: Class 2 contains 5032 members Entering Unmasked Estep Score: -283068.031250 Penalty: 779.278870 Iteration 20F: 3 clusters Score -283068 nChanged 0 Entering ConstructFrom: Trying to split cluster 32 (108 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 108 members Entering Unmasked Estep Score: -5716.261230 Penalty: 213.036972 Iteration 0F: 2 clusters Score -5716.261 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51 members Mstep: Class 2 contains 57 members Entering Unmasked Estep Score: -5508.214844 Penalty: 426.073944 Iteration 0F: 3 clusters Score -5508.215 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50 members Mstep: Class 2 contains 58 members Entering Unmasked Estep Score: -5544.394531 Penalty: 426.073944 Iteration 1F: 3 clusters Score -5544.395 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51 members Mstep: Class 2 contains 57 members Entering Unmasked Estep Score: -5557.549316 Penalty: 426.073944 Iteration 2Q: 3 clusters Score -5557.549 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52 members Mstep: Class 2 contains 56 members Entering Unmasked Estep Score: -5561.034180 Penalty: 426.073944 Iteration 3Q: 3 clusters Score -5561.034 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51 members Mstep: Class 2 contains 57 members Entering Unmasked Estep Score: -5562.597656 Penalty: 426.073944 Iteration 4Q: 3 clusters Score -5562.598 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50 members Mstep: Class 2 contains 58 members Entering Unmasked Estep Score: -5563.197754 Penalty: 426.073944 Iteration 5Q: 3 clusters Score -5563.198 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50 members Mstep: Class 2 contains 58 members Entering Unmasked Estep Score: -5563.197754 Penalty: 426.073944 Iteration 6F: 3 clusters Score -5563.198 nChanged 0 Entering ConstructFrom: Trying to split cluster 33 (1543 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1543 members Entering Unmasked Estep Score: -71890.835938 Penalty: 334.037537 Iteration 0F: 2 clusters Score -71890.84 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 799 members Mstep: Class 2 contains 744 members Entering Unmasked Estep Score: -70708.562500 Penalty: 668.075073 Iteration 0F: 3 clusters Score -70708.56 nChanged 668 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 903 members Mstep: Class 2 contains 640 members Entering Unmasked Estep Score: -71185.468750 Penalty: 668.075073 Iteration 1F: 3 clusters Score -71185.47 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 982 members Mstep: Class 2 contains 561 members Entering Unmasked Estep Score: -71324.023438 Penalty: 668.075073 Iteration 2F: 3 clusters Score -71324.02 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1079 members Mstep: Class 2 contains 464 members Entering Unmasked Estep Score: -71439.367188 Penalty: 668.075073 Iteration 3F: 3 clusters Score -71439.37 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1146 members Mstep: Class 2 contains 397 members Entering Unmasked Estep Score: -71526.617188 Penalty: 668.075073 Iteration 4F: 3 clusters Score -71526.62 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1183 members Mstep: Class 2 contains 360 members Entering Unmasked Estep Score: -71599.281250 Penalty: 668.075073 Iteration 5Q: 3 clusters Score -71599.28 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1212 members Mstep: Class 2 contains 331 members Entering Unmasked Estep Score: -71675.671875 Penalty: 668.075073 Iteration 6Q: 3 clusters Score -71675.67 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1219 members Mstep: Class 2 contains 324 members Entering Unmasked Estep Score: -71706.546875 Penalty: 668.075073 Iteration 7Q: 3 clusters Score -71706.55 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1218 members Mstep: Class 2 contains 325 members Entering Unmasked Estep Score: -71746.500000 Penalty: 668.075073 Iteration 8Q: 3 clusters Score -71746.5 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1213 members Mstep: Class 2 contains 330 members Entering Unmasked Estep Score: -71772.890625 Penalty: 668.075073 Iteration 9Q: 3 clusters Score -71772.89 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1202 members Mstep: Class 2 contains 341 members Entering Unmasked Estep Score: -71801.890625 Penalty: 668.075073 Iteration 10Q: 3 clusters Score -71801.89 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1190 members Mstep: Class 2 contains 353 members Entering Unmasked Estep Score: -71816.812500 Penalty: 668.075073 Iteration 11Q: 3 clusters Score -71816.81 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1184 members Mstep: Class 2 contains 359 members Entering Unmasked Estep Score: -71821.375000 Penalty: 668.075073 Iteration 12Q: 3 clusters Score -71821.38 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1177 members Mstep: Class 2 contains 366 members Entering Unmasked Estep Score: -71825.343750 Penalty: 668.075073 Iteration 13Q: 3 clusters Score -71825.34 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1175 members Mstep: Class 2 contains 368 members Entering Unmasked Estep Score: -71827.062500 Penalty: 668.075073 Iteration 14Q: 3 clusters Score -71827.06 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1174 members Mstep: Class 2 contains 369 members Entering Unmasked Estep Score: -71827.367188 Penalty: 668.075073 Iteration 15Q: 3 clusters Score -71827.37 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1172 members Mstep: Class 2 contains 371 members Entering Unmasked Estep Score: -71827.804688 Penalty: 668.075073 Iteration 16Q: 3 clusters Score -71827.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1170 members Mstep: Class 2 contains 373 members Entering Unmasked Estep Score: -71828.117188 Penalty: 668.075073 Iteration 17Q: 3 clusters Score -71828.12 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1170 members Mstep: Class 2 contains 373 members Entering Unmasked Estep Score: -71828.117188 Penalty: 668.075073 Iteration 18F: 3 clusters Score -71828.12 nChanged 0 Entering ConstructFrom: Trying to split cluster 34 (11497 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11497 members Entering Unmasked Estep Score: -671036.250000 Penalty: 425.417786 Iteration 0F: 2 clusters Score -671036.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5828 members Mstep: Class 2 contains 5669 members Entering Unmasked Estep Score: -663472.687500 Penalty: 850.835571 Iteration 0F: 3 clusters Score -663472.7 nChanged 5357 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6655 members Mstep: Class 2 contains 4842 members Entering Unmasked Estep Score: -666817.750000 Penalty: 850.835571 Iteration 1F: 3 clusters Score -666817.8 nChanged 906 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7169 members Mstep: Class 2 contains 4328 members Entering Unmasked Estep Score: -667547.875000 Penalty: 850.835571 Iteration 2F: 3 clusters Score -667547.9 nChanged 1006 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7765 members Mstep: Class 2 contains 3732 members Entering Unmasked Estep Score: -668475.437500 Penalty: 850.835571 Iteration 3F: 3 clusters Score -668475.4 nChanged 910 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8331 members Mstep: Class 2 contains 3166 members Entering Unmasked Estep Score: -669268.687500 Penalty: 850.835571 Iteration 4F: 3 clusters Score -669268.7 nChanged 654 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8763 members Mstep: Class 2 contains 2734 members Entering Unmasked Estep Score: -669788.187500 Penalty: 850.835571 Iteration 5F: 3 clusters Score -669788.2 nChanged 443 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9070 members Mstep: Class 2 contains 2427 members Entering Unmasked Estep Score: -670075.125000 Penalty: 850.835571 Iteration 6Q: 3 clusters Score -670075.1 nChanged 291 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9279 members Mstep: Class 2 contains 2218 members Entering Unmasked Estep Score: -670234.875000 Penalty: 850.835571 Iteration 7Q: 3 clusters Score -670234.9 nChanged 235 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9468 members Mstep: Class 2 contains 2029 members Entering Unmasked Estep Score: -670351.375000 Penalty: 850.835571 Iteration 8Q: 3 clusters Score -670351.4 nChanged 175 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9605 members Mstep: Class 2 contains 1892 members Entering Unmasked Estep Score: -670423.937500 Penalty: 850.835571 Iteration 9Q: 3 clusters Score -670423.9 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9713 members Mstep: Class 2 contains 1784 members Entering Unmasked Estep Score: -670495.062500 Penalty: 850.835571 Iteration 10Q: 3 clusters Score -670495.1 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9828 members Mstep: Class 2 contains 1669 members Entering Unmasked Estep Score: -670569.312500 Penalty: 850.835571 Iteration 11Q: 3 clusters Score -670569.3 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9929 members Mstep: Class 2 contains 1568 members Entering Unmasked Estep Score: -670623.875000 Penalty: 850.835571 Iteration 12Q: 3 clusters Score -670623.9 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10002 members Mstep: Class 2 contains 1495 members Entering Unmasked Estep Score: -670653.125000 Penalty: 850.835571 Iteration 13Q: 3 clusters Score -670653.1 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10086 members Mstep: Class 2 contains 1411 members Entering Unmasked Estep Score: -670682.750000 Penalty: 850.835571 Iteration 14Q: 3 clusters Score -670682.8 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10147 members Mstep: Class 2 contains 1350 members Entering Unmasked Estep Score: -670702.375000 Penalty: 850.835571 Iteration 15Q: 3 clusters Score -670702.4 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10208 members Mstep: Class 2 contains 1289 members Entering Unmasked Estep Score: -670726.875000 Penalty: 850.835571 Iteration 16Q: 3 clusters Score -670726.9 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10263 members Mstep: Class 2 contains 1234 members Entering Unmasked Estep Score: -670756.312500 Penalty: 850.835571 Iteration 17Q: 3 clusters Score -670756.3 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10310 members Mstep: Class 2 contains 1187 members Entering Unmasked Estep Score: -670776.625000 Penalty: 850.835571 Iteration 18Q: 3 clusters Score -670776.6 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10349 members Mstep: Class 2 contains 1148 members Entering Unmasked Estep Score: -670788.812500 Penalty: 850.835571 Iteration 19Q: 3 clusters Score -670788.8 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10379 members Mstep: Class 2 contains 1118 members Entering Unmasked Estep Score: -670797.250000 Penalty: 850.835571 Iteration 20F: 3 clusters Score -670797.2 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10413 members Mstep: Class 2 contains 1084 members Entering Unmasked Estep Score: -670805.062500 Penalty: 850.835571 Iteration 21Q: 3 clusters Score -670805.1 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10442 members Mstep: Class 2 contains 1055 members Entering Unmasked Estep Score: -670808.937500 Penalty: 850.835571 Iteration 22Q: 3 clusters Score -670808.9 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10457 members Mstep: Class 2 contains 1040 members Entering Unmasked Estep Score: -670811.937500 Penalty: 850.835571 Iteration 23Q: 3 clusters Score -670811.9 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10471 members Mstep: Class 2 contains 1026 members Entering Unmasked Estep Score: -670814.875000 Penalty: 850.835571 Iteration 24Q: 3 clusters Score -670814.9 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10492 members Mstep: Class 2 contains 1005 members Entering Unmasked Estep Score: -670821.437500 Penalty: 850.835571 Iteration 25Q: 3 clusters Score -670821.4 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10512 members Mstep: Class 2 contains 985 members Entering Unmasked Estep Score: -670827.125000 Penalty: 850.835571 Iteration 26Q: 3 clusters Score -670827.1 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10533 members Mstep: Class 2 contains 964 members Entering Unmasked Estep Score: -670831.250000 Penalty: 850.835571 Iteration 27Q: 3 clusters Score -670831.2 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10550 members Mstep: Class 2 contains 947 members Entering Unmasked Estep Score: -670836.625000 Penalty: 850.835571 Iteration 28Q: 3 clusters Score -670836.6 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10568 members Mstep: Class 2 contains 929 members Entering Unmasked Estep Score: -670839.062500 Penalty: 850.835571 Iteration 29Q: 3 clusters Score -670839.1 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10588 members Mstep: Class 2 contains 909 members Entering Unmasked Estep Score: -670842.875000 Penalty: 850.835571 Iteration 30Q: 3 clusters Score -670842.9 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10605 members Mstep: Class 2 contains 892 members Entering Unmasked Estep Score: -670844.687500 Penalty: 850.835571 Iteration 31Q: 3 clusters Score -670844.7 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10618 members Mstep: Class 2 contains 879 members Entering Unmasked Estep Score: -670848.000000 Penalty: 850.835571 Iteration 32Q: 3 clusters Score -670848 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10631 members Mstep: Class 2 contains 866 members Entering Unmasked Estep Score: -670849.312500 Penalty: 850.835571 Iteration 33Q: 3 clusters Score -670849.3 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10640 members Mstep: Class 2 contains 857 members Entering Unmasked Estep Score: -670851.125000 Penalty: 850.835571 Iteration 34Q: 3 clusters Score -670851.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10646 members Mstep: Class 2 contains 851 members Entering Unmasked Estep Score: -670851.312500 Penalty: 850.835571 Iteration 35Q: 3 clusters Score -670851.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10647 members Mstep: Class 2 contains 850 members Entering Unmasked Estep Score: -670851.812500 Penalty: 850.835571 Iteration 36Q: 3 clusters Score -670851.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10648 members Mstep: Class 2 contains 849 members Entering Unmasked Estep Score: -670850.937500 Penalty: 850.835571 Iteration 37Q: 3 clusters Score -670850.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10648 members Mstep: Class 2 contains 849 members Entering Unmasked Estep Score: -670850.937500 Penalty: 850.835571 Iteration 38F: 3 clusters Score -670850.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 35 (1876 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1876 members Entering Unmasked Estep Score: -86823.375000 Penalty: 342.928833 Iteration 0F: 2 clusters Score -86823.38 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 943 members Mstep: Class 2 contains 933 members Entering Unmasked Estep Score: -85493.070312 Penalty: 685.857666 Iteration 0F: 3 clusters Score -85493.07 nChanged 794 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 957 members Mstep: Class 2 contains 919 members Entering Unmasked Estep Score: -85989.671875 Penalty: 685.857666 Iteration 1F: 3 clusters Score -85989.67 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 961 members Mstep: Class 2 contains 915 members Entering Unmasked Estep Score: -86071.414062 Penalty: 685.857666 Iteration 2F: 3 clusters Score -86071.41 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 943 members Mstep: Class 2 contains 933 members Entering Unmasked Estep Score: -86133.843750 Penalty: 685.857666 Iteration 3F: 3 clusters Score -86133.84 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 930 members Mstep: Class 2 contains 946 members Entering Unmasked Estep Score: -86220.421875 Penalty: 685.857666 Iteration 4F: 3 clusters Score -86220.42 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 912 members Mstep: Class 2 contains 964 members Entering Unmasked Estep Score: -86307.117188 Penalty: 685.857666 Iteration 5F: 3 clusters Score -86307.12 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 906 members Mstep: Class 2 contains 970 members Entering Unmasked Estep Score: -86363.046875 Penalty: 685.857666 Iteration 6Q: 3 clusters Score -86363.05 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 894 members Mstep: Class 2 contains 982 members Entering Unmasked Estep Score: -86396.132812 Penalty: 685.857666 Iteration 7Q: 3 clusters Score -86396.13 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 880 members Mstep: Class 2 contains 996 members Entering Unmasked Estep Score: -86430.851562 Penalty: 685.857666 Iteration 8Q: 3 clusters Score -86430.85 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 855 members Mstep: Class 2 contains 1021 members Entering Unmasked Estep Score: -86480.765625 Penalty: 685.857666 Iteration 9Q: 3 clusters Score -86480.77 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 822 members Mstep: Class 2 contains 1054 members Entering Unmasked Estep Score: -86533.234375 Penalty: 685.857666 Iteration 10Q: 3 clusters Score -86533.23 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 788 members Mstep: Class 2 contains 1088 members Entering Unmasked Estep Score: -86585.234375 Penalty: 685.857666 Iteration 11Q: 3 clusters Score -86585.23 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 748 members Mstep: Class 2 contains 1128 members Entering Unmasked Estep Score: -86641.992188 Penalty: 685.857666 Iteration 12Q: 3 clusters Score -86641.99 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 719 members Mstep: Class 2 contains 1157 members Entering Unmasked Estep Score: -86731.914062 Penalty: 685.857666 Iteration 13Q: 3 clusters Score -86731.91 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 698 members Mstep: Class 2 contains 1178 members Entering Unmasked Estep Score: -86895.234375 Penalty: 685.857666 Iteration 14Q: 3 clusters Score -86895.23 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 703 members Mstep: Class 2 contains 1173 members Entering Unmasked Estep Score: -86954.460938 Penalty: 685.857666 Iteration 15Q: 3 clusters Score -86954.46 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 713 members Mstep: Class 2 contains 1163 members Entering Unmasked Estep Score: -86964.187500 Penalty: 685.857666 Iteration 16Q: 3 clusters Score -86964.19 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 716 members Mstep: Class 2 contains 1160 members Entering Unmasked Estep Score: -86965.453125 Penalty: 685.857666 Iteration 17Q: 3 clusters Score -86965.45 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 719 members Mstep: Class 2 contains 1157 members Entering Unmasked Estep Score: -86966.320312 Penalty: 685.857666 Iteration 18Q: 3 clusters Score -86966.32 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 720 members Mstep: Class 2 contains 1156 members Entering Unmasked Estep Score: -86966.460938 Penalty: 685.857666 Iteration 19Q: 3 clusters Score -86966.46 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 720 members Mstep: Class 2 contains 1156 members Entering Unmasked Estep Score: -86966.460938 Penalty: 685.857666 Iteration 20F: 3 clusters Score -86966.46 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 11713 members Mstep: Class 2 contains 34776 members Mstep: Class 3 contains 9146 members Mstep: Class 4 contains 3286 members Mstep: Class 5 contains 7807 members Mstep: Class 6 contains 3964 members Mstep: Class 7 contains 12851 members Mstep: Class 8 contains 1995 members Mstep: Class 9 contains 3956 members Mstep: Class 10 contains 79817 members Mstep: Class 11 contains 3293 members Mstep: Class 12 contains 2917 members Mstep: Class 13 contains 2199 members Mstep: Class 14 contains 26595 members Mstep: Class 15 contains 580 members Mstep: Class 16 contains 19738 members Mstep: Class 17 contains 962 members Mstep: Class 18 contains 9487 members Mstep: Class 19 contains 1237 members Mstep: Class 20 contains 9516 members Mstep: Class 21 contains 66118 members Mstep: Class 22 contains 1182 members Mstep: Class 23 contains 40427 members Mstep: Class 24 contains 359 members Mstep: Class 25 contains 16254 members Mstep: Class 26 contains 113 members Mstep: Class 27 contains 23434 members Mstep: Class 28 contains 3314 members Mstep: Class 29 contains 11062 members Mstep: Class 30 contains 3631 members Mstep: Class 31 contains 5237 members Mstep: Class 32 contains 108 members Mstep: Class 33 contains 1543 members Mstep: Class 34 contains 11497 members Mstep: Class 35 contains 720 members Mstep: Class 36 contains 244 members Mstep: Class 37 contains 1156 members Entering Unmasked Estep Score: -22984288.000000 Penalty: 21846.408203 Splitting cluster 35 changes total score from -22984396.000000 to -22984288.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 36 (244 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 244 members Entering Unmasked Estep Score: -13961.332031 Penalty: 250.121140 Iteration 0F: 2 clusters Score -13961.33 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 114 members Entering Unmasked Estep Score: -13648.913086 Penalty: 500.242279 Iteration 0F: 3 clusters Score -13648.91 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 153 members Mstep: Class 2 contains 91 members Entering Unmasked Estep Score: -13749.631836 Penalty: 500.242279 Iteration 1F: 3 clusters Score -13749.63 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 162 members Mstep: Class 2 contains 82 members Entering Unmasked Estep Score: -13788.308594 Penalty: 500.242279 Iteration 2F: 3 clusters Score -13788.31 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 169 members Mstep: Class 2 contains 75 members Entering Unmasked Estep Score: -13803.878906 Penalty: 500.242279 Iteration 3Q: 3 clusters Score -13803.88 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 168 members Mstep: Class 2 contains 76 members Entering Unmasked Estep Score: -13807.386719 Penalty: 500.242279 Iteration 4Q: 3 clusters Score -13807.39 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 167 members Mstep: Class 2 contains 77 members Entering Unmasked Estep Score: -13809.069336 Penalty: 500.242279 Iteration 5Q: 3 clusters Score -13809.07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 167 members Mstep: Class 2 contains 77 members Entering Unmasked Estep Score: -13809.069336 Penalty: 500.242279 Iteration 6F: 3 clusters Score -13809.07 nChanged 0 21->37 Clusters: Score -22984396.000000, best is -22976738.000000 THE BEST YET! Main iterations: 601 (time per=3084.775902ms) Total iterations: 23798 (time per=77.903619ms) Iterations metric 2: 106230898688.000000 (time per=17.452082ns) Iterations metric 3: 1274715832320.000000 (time per=1454.402833ps) That took 1853.950317 seconds.